Samar F. Miskia,
Ahmed Serag*b,
Arwa Sultan Alqahtanic,
Maram H. Abduljabbard,
Reem M. Alnemarie,
Rami M. Alzhranie and
Atiah H. Almalki*fg
aPharmacology and Toxicology Department, College of Pharmacy, Taibah University, Medina, Saudi Arabia
bPharmaceutical Analytical Chemistry Department, Faculty of Pharmacy, Al-Azhar University, Nasr City 11751, Cairo, Egypt. E-mail: Ahmedserag777@hotmail.com
cDepartment of Chemistry, College of Science, Imam Mohammad Ibn Saud Islamic University (IMSIU), P. O. Box 90950, Riyadh 11623, Saudi Arabia
dDepartment of Pharmacology and Toxicology, College of Pharmacy, Taif University, P. O. Box 11099, Taif 21944, Saudi Arabia
eDepartment of Pharmaceutics and Industrial Pharmacy, College of Pharmacy, Taif University, P. O. Box 11099, Taif 21944, Saudi Arabia
fAddiction and Neuroscience Research Unit, Health Science Campus, Taif University, P. O. Box 11099, Taif 21944, Saudi Arabia. E-mail: ahalmalki@tu.edu.sa
gDepartment of Pharmaceutical Chemistry, College of Pharmacy, Taif University, P. O. Box 11099, Taif 21944, Saudi Arabia
First published on 4th July 2025
A novel spectrofluorimetric method was developed for the detection of raloxifene based on its ability to quench the native fluorescence of the erythrosine B dye. Upon excitation at 528 nm, erythrosine B exhibits an emission peak at 554 nm, which undergoes concentration-dependent quenching upon interaction with raloxifene. Spectroscopic and thermodynamic studies revealed a static quenching mechanism with a Stern–Volmer constant of 4.87 × 105 M−1 and a favorable Gibbs free energy change (ΔG) of −32.45 kJ mol−1. The calculated bimolecular quenching rate constant exceeded the diffusion-controlled limit, further confirming a ground-state complex formation. Job's method confirmed a 1:
1 stoichiometric ratio, while quantum mechanical calculations elucidated the binding interactions with a binding energy of −0.143391 hartree and a reduction in dipole moment from 14.06 and 21.85 debye for erythrosine B and raloxifene, respectively, to 9.83 debye for the complex. Parameters affecting fluorescence quenching, such as pH, buffer volume, and erythrosine B concentration, were optimized, revealing maximum quenching at pH 4.0 using an acetate buffer, which is explained by the optimal ionization states of both molecules at this pH. The method validation as per ICH guidelines demonstrated linearity (0.1–3.0 μg mL−1, r2 = 0.9997), sensitivity (LOD = 0.0312 μg mL−1), accuracy (100.76% ± 1.277%), and precision (RSD < 1.671%). Analysis of pharmaceutical formulations showed 99.802% ± 0.528% recovery, with no significant difference from the reference HPLC method. The method was successfully applied to spiked plasma and environmental water samples with recoveries of 95.55–103.03% and 94.62–103.30%, respectively. AGREE calculator assessment (0.73) and BAGI (75.0) confirmed the greenness and practical applicability of the method, offering advantages of rapid analysis time (3 min) and minimal organic solvent consumption compared to existing techniques. This erythrosine B-based approach presents a viable alternative for raloxifene determination in resource-limited settings across diverse sample matrices.
The detection of raloxifene in various matrices is essential for the quality control of pharmaceutical formulations, therapeutic drug monitoring, pharmacokinetic studies, doping control in sports, and environmental assessment. Several analytical methods have been reported for the quantification of raloxifene; however, most of them present significant limitations. High-performance liquid chromatography (HPLC) methods with UV detection have been developed for raloxifene analysis in pharmaceutical formulations;8–10 however, these approaches typically require lengthy run times, extensive sample preparation, and consume large volumes of organic solvents. Liquid chromatography coupled with tandem mass spectrometry (LC-MS/MS) offers excellent sensitivity for raloxifene detection in biological matrices;11,12 however, it necessitates sophisticated instrumentation and complex extraction procedures that may not be readily available in many laboratories. Electrochemical methods employing modified electrodes have also been reported,13 although these techniques often require complex electrode fabrication processes and specialized expertise, limiting their routine application. Interestingly, various spectrofluorimetric approaches have been explored for the detection of raloxifene. For instance, micelle-enhanced methods using sodium dodecyl sulfate (SDS) have been developed to enhance the weak native fluorescence of raloxifene;14 however, these methods require careful optimization of surfactant concentrations and may suffer from micelle instability. Metal complexation techniques utilizing Al3+ have also been employed;14 however, they require precise pH control and complex formation conditions, as well as consideration of the potential toxicity of Al3+. Recently, nanoparticle-based sensors incorporating gold nanoparticles15 or metal–organic frameworks16 have emerged, but their synthesis and optimization can be complex and time-consuming. Furthermore, many of these methods utilize substantial amounts of organic solvents, raising environmental concerns, and lack validation in complex biological matrices or environmental samples.
Fluorescent dyes have emerged as promising probes for pharmaceutical analysis due to their high sensitivity, selectivity, and operational simplicity.17,18 Among these, xanthene dyes, such as erythrosine B, have garnered attention owing to their superior photophysical properties, including high molar absorptivity and quantum yield.19,20 These dyes can interact with various analytes through different mechanisms, including static or dynamic quenching, providing a basis for sensitive detection.21,22 Notably, erythrosine B has demonstrated remarkable sensing capabilities for several compounds through fluorescence quenching mechanisms.23,24 The interaction between erythrosine B and target analytes can be modulated by optimizing experimental conditions, such as pH, buffer composition, and temperature, enabling highly sensitive and selective detection. When compared to nanoparticle-based sensors, erythrosine B offers advantages of commercial availability, eliminating complex synthesis procedures, consistent batch-to-batch reproducibility, and minimal environmental impact due to reduced reagent consumption. Despite these promising features, the potential of erythrosine B as a fluorescent probe for raloxifene determination remains unexplored.
This study aims to develop a novel turn-off fluorescence sensor based on erythrosine B for the sensitive and selective detection of raloxifene in pharmaceutical formulations, biological samples, and environmental matrices. The research aims to thoroughly investigate the spectral characteristics and quenching mechanism of raloxifene–erythrosine B interactions through spectroscopic techniques, Stern–Volmer analysis, thermodynamic studies, and Job's method. Quantum mechanical calculations will be used to elucidate binding sites, energies, and interaction parameters. Experimental conditions, including the pH, buffer composition, erythrosine B concentration, and reaction time, will be optimized to enhance analytical performance. The method will be validated according to the ICH guidelines, assessing linearity, sensitivity, accuracy, precision, robustness, and selectivity. The practical applicability will be demonstrated through the analysis of pharmaceutical formulations, spiked plasma samples, and environmental water matrices. The environmental impact and analytical efficiency will be evaluated using greenness and blueness assessment tools. This approach is expected to overcome the limitations of the existing analytical methods by offering simplicity, rapidity, superior sensitivity, and enhanced environmental sustainability while maintaining robust performance across diverse sample matrices. The proposed erythrosine B-based fluorescence sensor offers significant advantages over conventional techniques, including minimal reagent consumption, reduced instrumentation costs, and shortened analysis times, posing a viable alternative for raloxifene detection in resource-limited settings.
Erythrosine B was prepared as a 0.02% w/v stock solution in distilled water. Buffer solutions, including hydrochloric acid–potassium chloride buffer (pH 3–3.5), acetate buffer (pH 4–5.5), and phosphate buffer (pH 6.0–7.0), were prepared according to the USP guidelines.
For the construction of the fluorescent probe, 1 mL of erythrosine B solution (0.02% w/v) was mixed with 1.5 mL of acetate buffer (pH 4.0) in a 10 mL volumetric flask and diluted with distilled water. The excitation and emission wavelengths were set at 528 nm and 554 nm, respectively. The fluorescence intensity of this solution (F0) was measured before the addition of the analyte.
For the calibration standards, aliquots of the raloxifene working standard solution (20 μg mL−1) corresponding to the final concentrations of 0.1–3.0 μg mL−1 were transferred into a series of 10 mL volumetric flasks. One mL of erythrosine B (0.02% w/v, final concentration 20.0 μg mL−1) was added to each flask, followed by 1.5 mL of acetate buffer (pH 4.0). The solutions were then diluted to the mark with distilled water and mixed well. After 3 minutes of incubation at room temperature, the fluorescence intensity (F) of each solution was measured. The quenching ratio, expressed as F0/F, was plotted against the corresponding raloxifene concentration to construct the calibration curve.
The binding energy between raloxifene and erythrosine B was estimated using the following equation:
ΔE = E(complex) − E(raloxifene) − E(erythrosine B) |
For fluorescence analysis, 1 mL of each filtered solution was transferred to a 10 mL volumetric flask according to the general procedure previously mentioned. Considering all dilution steps, the final concentrations in the measured solutions were 0.2, 0.5, 1.0, and 2.0 μg mL−1, corresponding to the initial plasma concentrations of 2.0, 5.0, 10.0, and 20.0 μg mL−1, respectively.
A calibration curve specifically for plasma analysis was constructed by processing drug-free plasma spiked with known concentrations of raloxifene (0.1–3.0 μg mL−1) through the same extraction procedure. Blank plasma samples were processed similarly and used for background correction to account for any matrix effects.
The upper ethanol-rich layer was carefully collected and filtered through 0.22 μm syringe filters. For fluorescence analysis, 1 mL of each filtered solution was transferred to a 10 mL volumetric flask according to the general procedure previously mentioned. Considering all dilution steps, the final concentrations in the measured solutions were 0.2, 0.5, 1.0, and 2.0 μg mL−1, corresponding to the initial water concentrations of 2.0, 5.0, 10.0, and 20.0 μg mL−1, respectively.
A calibration curve specifically for environmental analysis was constructed by processing water samples spiked with known concentrations of raloxifene (0.1–3.0 μg mL−1) through the same extraction procedure. Blank water samples were processed similarly and used for background correction to account for any matrix effects.
The absorption spectrum of erythrosine B (Fig. 1A) exhibited a characteristic peak at 527 nm, attributed to the π → π* transitions within the xanthene ring system. This intense absorption band in the visible region is responsible for the distinctive red color of the dye in solution. Interestingly, when raloxifene was added to the erythrosine B solution, significant spectral changes were observed in the absorption profile (Fig. 1A). The primary peak at 527 nm showed a pronounced hypochromic effect (decreased intensity), while a new shoulder peak emerged at approximately 490 nm. This spectral alteration suggests the formation of a new molecular complex with distinct electronic properties. The appearance of the shoulder peak could be attributed to the perturbation of the π-electron system of erythrosine B upon complexation with raloxifene. These spectral changes provide strong evidence for the formation of a ground-state complex rather than collisional interactions.
The fluorescence behavior of erythrosine B and its interaction with raloxifene were also examined using spectrofluorimetric measurements. The excitation and emission spectra of erythrosine B show maximum excitation at 528 nm and emission at 554 nm (Fig. 1B). This Stokes shift (26 nm) provides a sufficient spectral window between excitation and emission, minimizing self-absorption effects and making erythrosine B an appropriate candidate for fluorescence-based analytical applications. The emission at longer wavelengths is particularly advantageous for analyzing complex biological and environmental samples, as it reduces potential interference from endogenous fluorophores that typically emit at shorter wavelengths. Upon the sequential addition of raloxifene, a concentration-dependent quenching of erythrosine B fluorescence was observed (Fig. 1C). The significant reduction in fluorescence intensity without a shift in emission wavelength is consistent with the formation of a non-fluorescent complex that reduces the concentration of free erythrosine B molecules available for excitation. This remarkable quenching effect provides the analytical basis for the quantitative determination of raloxifene.
As shown in Fig. 2A, the Stern–Volmer plot exhibited excellent linearity (R2 = 0.9998) with a KSV value of 4.87 × 105 M−1. The linearity of this plot suggests a predominant single type of quenching mechanism rather than a combination of different processes. To further distinguish between static and dynamic quenching, the bimolecular quenching rate constant (kq) was calculated using the reported fluorescence lifetime of erythrosine B (89 ps).26 The calculated kq value was 5.48 × 1014 M−1 s−1, which significantly exceeds the diffusion-controlled limit (2.0 × 1010 M−1 s−1) by four orders of magnitude. This finding strongly indicates that the quenching process cannot be attributed to diffusion-controlled collisional encounters between erythrosine B and raloxifene, but rather to the formation of a non-fluorescent ground-state complex. This conclusion is consistent with the spectral changes observed in the absorption spectrum, reinforcing the static quenching mechanism.
The association constant (Ka) for the complex formation was determined using the modified Stern–Volmer equation:
F0/(F0 − F) = 1 + 1/(Ka[Q]) |
The association constant (Ka) was calculated to be 4.10 × 105 M−1, indicating a high affinity between erythrosine B and raloxifene. This strong interaction is beneficial for developing a sensitive analytical method, as it enhances the responsiveness of the method to small changes in raloxifene concentration.
The thermodynamic feasibility of the interaction was assessed by calculating the Gibbs free energy change (ΔG) at 298 K using the equation:
ΔG = −2.303RT![]() ![]() |
The ΔG value was found to be −32.45 kJ mol−1, confirming the spontaneity of the complex formation process. The substantial negative value of ΔG suggests that the interaction between erythrosine B and raloxifene is energetically favorable and thermodynamically stable under the experimental conditions.
To determine the stoichiometry of the erythrosine B–raloxifene complex, Job's method of continuous variation was employed. In this approach, the total molar concentration of erythrosine B and raloxifene was maintained at 6 × 10−6 M, while their mole fractions were systematically varied. The difference in fluorescence intensity (ΔF) was plotted against the mole fraction of raloxifene (Fig. 2B). The maximum fluorescence change occurred at a mole fraction of 0.5, clearly indicating the formation of a 1:
1 complex between erythrosine B and raloxifene. This finding is particularly important for understanding the binding mechanism and for developing a robust analytical method with predictable stoichiometric relationships.
Collectively, these results provide comprehensive evidence that the fluorescence quenching of erythrosine B by raloxifene primarily occurs through a static quenching mechanism involving the formation of a thermodynamically stable 1:
1 ground-state complex. The high association constant and favorable free energy change confirm the strong and spontaneous nature of this interaction, providing an excellent foundation for the development of a sensitive and selective analytical method for the detection of raloxifene.
Parameter | Erythrosine B | Raloxifene | Erythrosine B–raloxifene complex |
---|---|---|---|
Charge | −1 | 1 | 0 |
E(RPM3) (hartree) | −0.035415 | 0.128790 | −0.050016 |
RMS gradient norm (hartree per bohr) | 0.000002 | 0.000001 | 0.000002 |
Dipole moment (debye) | 14.064400 | 21.853597 | 9.827947 |
Polarizability (α) (a.u.) | 301.666667 | 270.836000 | 566.095000 |
The computational results in Table 1 reveal significant differences in the electronic properties of the individual molecules compared to their complex. The total energy (E(PM3)) of the complex (−0.050016 hartree) is lower than the sum of the individual components (−0.035415 hartree for erythrosine B and 0.128790 hartree for raloxifene), resulting in a binding energy (ΔE) of −0.143391 hartree. This substantially negative ΔE indicates a highly favorable energetic interaction between the two molecules, confirming the intrinsic stability of the complex, independent of solvent effects. The most remarkable electronic alteration upon complex formation is the substantial decrease in dipole moment from the individual molecules (14.06 and 21.85 debye for erythrosine B and raloxifene, respectively) to 9.83 debye for the complex. This dramatic decrease reflects the complementary charge distribution in the complex, where the negative charge of erythrosine B (−1) effectively neutralizes the positive charge of raloxifene (+1) at the optimized pH. Conversely, the polarizability of the complex (566.10 a.u.) shows a remarkable enhancement compared to the individual molecules (301.67 and 270.84 a.u. for erythrosine B and raloxifene, respectively). This increased polarizability suggests extensive electronic delocalization across the entire complex, contributing to its stability and distinct spectroscopic properties.
The molecular structures illustrated in Fig. 3 elucidate the specific binding interactions between the fluorophore and the analyte. The individual molecules, erythrosine B (Fig. 3A) and raloxifene (Fig. 3B), display distinctive structural features that facilitate their interaction. Erythrosine B exhibits a planar xanthene core decorated with four iodine atoms and a pendant carboxylate group, while raloxifene presents a complex three-dimensional architecture featuring a central benzothiophene scaffold with hydroxyl-substituted phenyl rings and a basic piperidine moiety. The optimized complex structure (Fig. 3C) reveals two dominant non-covalent interactions that govern the association between these molecules. The first critical interaction is a hydrogen bond that is formed between the carbonyl oxygen of the erythrosine B carboxylate group and a hydrogen in raloxifene, with a precisely measured interatomic distance of 2.6 Å. This distance falls within the optimal range for strong hydrogen bonding, contributing significantly to the stability of the complex. The second key interaction, visualized at a distance of 3.1 Å in Fig. 3C, is an electrostatic attraction between the negatively charged oxygen of the erythrosine B carboxylate group and the positively charged nitrogen in the piperidine moiety of raloxifene. This ionic interaction is particularly crucial at the experimentally optimized pH of 4.0, where the piperidine nitrogen of raloxifene exists predominantly in its protonated form while the carboxylate group of erythrosine B remains substantially deprotonated, creating ideal conditions for charge-based attraction. Additionally, the optimized geometry demonstrates a favorable spatial arrangement where the planar xanthene core of erythrosine B aligns with the benzothiophene scaffold of raloxifene, establishing extensive π–π stacking interactions that provide additional stabilization. This structural alignment maximizes the overlap between the π-electron systems of both molecules, confirming the polarizability results that indicate extensive electronic delocalization.
These quantum mechanical insights provide a structural foundation for understanding the fluorescence quenching mechanism. The identified interactions create an efficient non-radiative energy dissipation pathway, which explains the effective quenching observed experimentally and validates the proposed static quenching mechanism that underpins the analytical method developed in this study.
This pH-dependent behavior can be explained by examining the computational pKa values of both molecules (Fig. S1 and S2†), as calculated using Marvin Sketch software (version 24.3.2, Chemaxon) (https://www.chemaxon.com/). Erythrosine B contains a carboxylic acid group with a pKa of 3.52, which becomes increasingly deprotonated as the pH rises above 3.0, reaching significant ionization at pH 4.0. Concurrently, the piperidine nitrogen in raloxifene (pKa 8.38) remains predominantly protonated across the studied pH range, while the phenolic groups (pKa 9.58 and 8.99) remain largely unionized. At pH 4.0, the optimal electrostatic interaction occurs between the negatively charged carboxylate of erythrosine B and the positively charged piperidine nitrogen of raloxifene, facilitating the strongest complex formation. At lower pH values (<4.0), insufficient ionization of the erythrosine B carboxylate reduces the electrostatic attraction. Conversely, at higher pH values (>6.0), partial deprotonation of phenolic groups in raloxifene begins to diminish its net positive charge, weakening the interaction. Therefore, acetate buffer at pH 4.0 was selected for subsequent experiments.
Parameters | Raloxifene | |
---|---|---|
a Average of 9 determinations (3 concentrations repeated 3 times).b % RSD of 9 determinations (3 concentrations repeated 3 times) measured on the same day.c % RSD of 9 determinations (3 concentrations repeated 3 times) measured over three consecutive days. | ||
Excitation wavelength (nm) | 528 | |
Emission wavelength (nm) | 554 | |
Linearity range (μg mL−1) | 0.1–3.0 | |
Slope | 1.0206 | |
Intercept | 0.9594 | |
Correlation coefficient (r2) | 0.9997 | |
LOD (μg mL−1) | 0.0312 | |
LOQ (μg mL−1) | 0.0937 | |
Accuracy (% R)a | 100.76 ± 1.277 | |
Repeatability precision (% RSD)b | 1.267 | |
Intermediate precision (% RSD)c | 1.671 | |
Robustness (% R) | Buffer (pH) | 101.57 ± 1.332 |
Buffer volume (mL) | 98.88 ± 0.907 | |
Erythrosine B volume (mL) | 101.39 ± 0.873 |
The accuracy of the method was thoroughly assessed by recovery studies at three different concentration levels (0.5, 1.5, and 2.5 μg mL−1) with three replicates each, yielding a mean recovery of 100.76% ± 1.277% (Table 2). This recovery rate falls within the generally accepted range of 98–102%, confirming the ability of the method to provide results that closely approximate the true concentration of raloxifene in samples. Precision was evaluated through both repeatability (intra-day precision) and intermediate precision (inter-day precision) studies. The repeatability, determined by analyzing three concentration levels three times each on the same day, yielded an RSD of 1.267%. The intermediate precision evaluated over three consecutive days resulted in an RSD of 1.671%. These RSD values, below the generally accepted limit of 2%, verify the precision and reliability of the method for routine analytical applications.
The method demonstrated satisfactory robustness when subjected to deliberate minor variations in critical parameters, as evidenced by the minimal impact on recovery rates when the buffer pH (101.57% ± 1.332%), buffer volume (98.88% ± 0.907%), and erythrosine B volume (101.39% ± 0.873%) were varied within the defined ranges (Table 2). These results confirm that the method remains reliable despite minor experimental fluctuations that might occur during routine analysis. The selectivity of the method was confirmed through comprehensive interference studies involving common pharmaceutical excipients, inorganic ions, and biological components. As illustrated in Fig. 5, all tested potential interferents showed negligible quenching efficiency percentage (QE%) compared to raloxifene, with values below 3% versus 48% for raloxifene at the same concentration. This high selectivity was observed even in complex biological matrices, such as pooled plasma, demonstrating that the specific interaction between erythrosine B and raloxifene remains largely unaffected by matrix components. This selectivity can be attributed to the unique molecular recognition between erythrosine B and raloxifene, which is governed by both electrostatic and hydrogen bonding interactions as elucidated in the quantum mechanical calculations.
Method | Meana | SD | t-Test (2.306)b | P value | F-Value (6.338)b | P value | θLc | θUc |
---|---|---|---|---|---|---|---|---|
a Average of five determinations.b The values in parentheses are tabulated values of “t” and “F” at (P = 0.05).c Bias of ±2% is acceptable. | ||||||||
Developed method | 99.802 | 0.528 | 2.062 | 0.076 | 1.736 | 0.607 | −0.095 | 1.704 |
Reported method | 98.997 | 0.695 |
A statistical comparison between the two methods was performed using Student's t-test and F-test at a 95% confidence level. The calculated t-value (2.062) was lower than the tabulated value (2.306), indicating no significant difference in accuracy between the two methods. Similarly, the calculated F-value (1.736) was lower than the tabulated value (6.338), confirming no significant difference in precision. Additionally, interval hypothesis testing was conducted to further assess the equivalence between the proposed and reference methods. The calculated lower (θL) and upper (θU) limits were −0.095 and 1.704, respectively. Since both values fell within the acceptable bias limits of ±2%, the results confirm that any differences between the methods are not analytically significant.
Samples | Spiked (μg mL−1) | Found (μg mL−1) | Recovery (%) | RSD (n = 3, %) |
---|---|---|---|---|
Plasma | 0.2 | 0.204 | 102.13 | 3.343 |
0.5 | 0.478 | 95.55 | 3.428 | |
1.0 | 0.985 | 98.55 | 0.951 | |
2.0 | 2.061 | 103.03 | 1.416 | |
River water | 0.2 | 0.194 | 96.98 | 3.2416 |
0.5 | 0.483 | 96.53 | 3.2881 | |
1.0 | 1.016 | 101.6 | 1.7097 | |
2.0 | 1.942 | 97.11 | 0.3757 | |
Tap water | 0.2 | 0.189 | 94.62 | 3.2257 |
0.5 | 0.498 | 99.53 | 2.8507 | |
1.0 | 0.979 | 97.86 | 0.9411 | |
2.0 | 2.066 | 103.3 | 0.4693 |
The method was further applied to determine raloxifene in environmental water samples, including tap water and river water (Table 4). Spiked water samples at four concentration levels (0.2, 0.5, 1.0, and 2.0 μg mL−1) were analyzed after extraction using a salting-out assisted liquid–liquid extraction procedure. Recovery rates ranged from 94.62% to 103.30% for tap water and from 96.53% to 101.60% for river water, with RSD values below 3.29% in both matrices, indicating excellent accuracy and precision. The salting-out extraction technique employed offers significant advantages for environmental analysis. The addition of sodium chloride (300 mg) to the water–ethanol mixture creates phase separation through the “salting-out” effect, where water molecules preferentially form hydration shells around salt ions, reducing their availability to solvate organic molecules and forcing them into the ethanol-rich phase. This phenomenon increases the partition coefficient of raloxifene into the organic phase, enhancing extraction efficiency. Additionally, using ethanol as the extracting solvent instead of conventional chlorinated organic solvents, such as dichloromethane or chloroform, significantly reduces environmental and health hazards associated with the extraction process.
LC-MS/MS techniques11,12 demonstrate higher sensitivity with LODs in the nanomolar range; however, they are associated with sophisticated and expensive instrumentation that is not widely available in routine analysis laboratories. These methods also involve complex sample preparation procedures and specialized technical expertise. In contrast, the current method can be performed using commonly available reagents and conventional spectrofluorimetric instrumentation while maintaining suitable sensitivity for pharmaceutical and biological analysis.
The electrochemical method by Ghalkhani et al.13 yields high sensitivity (LOD 2 nM) but relies on complex electrode modification procedures using nanomaterials that may be difficult to reproduce consistently. Similarly, fluorescence methods based on nanomaterials, such as gold nanoparticles15 and Zn-MOF,16 demonstrate high sensitivity but require specialized synthesis and characterization of nanomaterials. The method by Ibrahim et al.14 using SDS or Al3+ shows similar LODs to the current approach; however, it is restricted to pharmaceutical tablets and requires either surfactant optimization or metal complexation. The SDS method may also suffer from micelle instability, while the Al3+ complexation approach requires precise pH control and involves aluminum compounds that require proper handling and disposal protocols.
A significant advantage of the current method is its applicability across different sample matrices, including pharmaceutical formulations, plasma, and environmental water samples, with good recovery rates and minimal matrix effects. The straightforward sample preparation, using only protein precipitation for plasma and salting-out extraction for water samples, makes it suitable for routine analysis. Additionally, specialized nanomaterials or complex instrumentation are not required, making the method accessible to standard analytical laboratories. The reasonable sensitivity, rapid analysis time, and environmentally friendly approach position this method as a practical alternative for the routine analysis of raloxifene in various matrices.
The AGREE evaluation (Fig. 6A) revealed an overall greenness score of 0.73, indicating compliance with green analytical chemistry principles. The method performed well in several aspects of greenness. The absence of derivatization agents (principle 6) was observed, which eliminates additional reagent consumption and waste generation associated with derivatization procedures. Low energy consumption (principle 9) was achieved compared to instrumentation-intensive techniques, such as LC-MS/MS, and minimal hazardous chemicals were utilized, benefiting operator safety (principle 12). The method was also characterized by a minimized sample size and the absence of highly toxic reagents (principles 2, and 11). Areas for potential improvement were identified in principles 3, 5, and 10, specifically in developing in situ measurement capabilities, increasing automation and miniaturization of the method, and incorporating reagents from renewable sources.
The BAGI evaluation (Fig. 6B) yielded a score of 75.0, exceeding the recommended threshold of 60 for practical method implementation. The method was found to provide quantitative information, utilize widely available laboratory instrumentation, require straightforward sample preparation, and employ common commercially available reagents. Adequate pre-concentration efficiency was achieved, meeting the required sensitivity with a single extraction step, and reasonable sample volumes were utilized. Potential enhancements were identified in automation degree and multi-analyte detection capabilities that could be developed for high-throughput scenarios. Overall, the method demonstrated a favorable balance between environmental sustainability and practical applicability, making it suitable for implementation in laboratories with varying resource constraints while maintaining acceptable environmental impact compared to conventional techniques for raloxifene determination.
Despite these advantages, this study has certain limitations that should be acknowledged. The fluorescence quenching approach using erythrosine B, while sensitive and practical, shares a common limitation with most fluorescence-based probes, including eosin Y, rhodamine B, and carbon quantum dots: the potential for non-specific interactions with multiple analytes through similar physicochemical processes. This selectivity challenge extends beyond fluorescence methods to other analytical techniques, where even well-established methods like HPLC-UV may lack sufficient selectivity for drugs with similar chromophores and retention behaviors, and electrochemical methods face similar challenges with compounds having similar redox potentials. While LC-MS/MS offers superior selectivity through mass-to-charge ratio identification, it comes with significantly higher costs and complexity. Additionally, while the current sample preparation techniques achieve adequate recoveries (>94%), potential interference from other strong quenchers with similar binding affinity to erythrosine B could affect accuracy in highly complex samples.
Future research should focus on developing more selective sample preparation techniques, particularly molecularly imprinted polymers (MIPs) specifically designed for the detection of raloxifene. MIPs could be engineered with specific recognition sites complementary to the molecular structure of raloxifene, enabling selective extraction and pre-concentration while effectively removing potential interferents. This approach would combine the molecular recognition capabilities of MIPs with the sensitivity and simplicity of the fluorescence method, potentially achieving selectivity comparable to more expensive techniques while maintaining cost-effectiveness. Additional directions include investigating alternative fluorophores with different binding mechanisms, extending applicability to metabolite determination (particularly glucuronide conjugates), and exploring miniaturization for high-throughput or point-of-care applications. These advancements would further enhance the utility of fluorescence-based approaches for raloxifene detection in pharmaceutical, clinical, and environmental analyses.
Footnote |
† Electronic supplementary information (ESI) available. See DOI: https://doi.org/10.1039/d5ra03551a |
This journal is © The Royal Society of Chemistry 2025 |