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Construction of a platform based on biocompatible near-infrared Ag2S quantum dots for detection of copper ions in real samples and cellular environments
*Corresponding authors: E-mail addresses: ouyingb@163.com (Y. Ou); liuml@hunnu.edu.cn (M. Liu)
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Received: ,
Accepted: ,
Abstract
The persistent challenge of real-time copper analysis in complex biological matrices underscores the urgent need for advanced sensing paradigms. To overcome the conventional trade-offs among response speed, detection accuracy, and biocompatibility, we have developed a near-infrared Ag2S quantum dots (QDs) platform through one-pot microwave synthesis. The as-prepared Ag₂S QDs exhibit remarkable water solubility, excellent dispersibility, and optical properties. Benefiting from these features, the sensing system enables rapid Cu2⁺ detection with a response time of only 30 s, greatly improving analytical efficiency. Moreover, the near-infrared emission and large Stokes shift (290 nm) characteristics effectively reduce background scattering and autofluorescence interference, facilitating highly sensitive quantitative detection of Cu2+ with a limit of detection (LOD) of 21 nM. More importantly, this strategy demonstrates excellent selectivity and biocompatibility, successfully applied for the detection and visualization of Cu2+ in real samples and living cells. Overall, this strategy offers a powerful and practical approach for Cu2⁺ monitoring, showing great potential in environmental surveillance and Cu2+-related disease research.
Keywords
Ag2S quantum dots
Bioimaging
Cu2+ detection
Near-infrared fluorescence

1. Introduction
Copper, an essential micronutrient in the human body, plays a critical cofactor in numerous enzymes and proteins involved in key metabolic processes [1-2]. However, excessive copper accumulation can induce both acute and chronic toxicity, leading to liver and kidney dysfunction, gastrointestinal disorders, respiratory issues, and even Wilson’s disease [3-4]. With the rapid development of industrial technologies and increasing environmental contamination, copper pollution has become a growing concern, severely affecting water quality and posing significant health risks to nearby populations [5]. The U.S. Environmental Protection Agency (EPA) stipulates that the maximum permissible level of copper in drinking water should not exceed 1.3 ppm (20 µM) [6]. Moreover, deviations from the normal blood copper concentration range of 15.7-23.3 µM have been associated with renal impairment and an elevated risk of Alzheimer’s disease [7]. These concerns underscore the urgent need for highly sensitive and accurate methods for Cu2⁺ detection, particularly in complex environmental and biological matrices. Developing such analytical tools requires innovative sensing strategies that can overcome the inherent limitations of conventional techniques in terms of sensitivity, selectivity, and practicality, thereby enabling precise monitoring and effective control of copper-related health and environmental risks.
Currently, a variety of analytical techniques are available for the detection of Cu2+, including atomic absorption spectrometry [8], colorimetry [9], voltammetry [10], fluorescence [11], and enzymatic methods [12]. Among these, QDs have emerged as particularly promising materials owing to their distinctive physicochemical properties, such as ultrasmall size, size-tunable photoluminescence, strong light absorption capacity, high fluorescence quantum yield, superior resistance to photobleaching, and fluorescence intermittency [13,14]. Notably, Ag2S QDs have attracted increasing interest as a new class of near-infrared QDs, featuring remarkable fluorescence properties, broad excitation spectrum, narrow band gap, and low toxicity [15,16]. These attributes render Ag₂S QDs highly suitable for applications in biomolecule detection, bioimaging [17,18], and emerging fields such as metal ion sensing. Their inherent advantages effectively address persistent challenges in sensitivity, selectivity, and biocompatibility, positioning them as innovative materials for next-generation analytical and environmental monitoring technologies.
Near infrared (NIR) fluorescent Ag₂S QDs with tunable particle sizes can be synthesized through various strategies, including organic phase synthesis, ion exchange, biomimetic strategies, and photoinduced methods [19-22]. However, conventional approaches often suffer from limitations such as poor control over reaction temperature, complex surface modification steps, and suboptimal biocompatibility [23]. To overcome these issues, aqueous-phase synthesis routes have been developed. For example, Ag₂S QDs have been prepared under ambient conditions using S–N₂H₄ as a sulfur source with glutathione as a stabilizing ligand [24], or via a temperature-controlled one-pot assembly at 60°C to enable DNA–aptamer conjugation [25]. Recently, the microwave-assisted approach has gained significant attention owing to its distinct advantages, including reduced reaction time, improved selectivity, and enhanced product yield [26]. This method utilizes dielectric heating, where polar molecules efficiently absorb microwave energy, resulting in rapid and uniform heating throughout the reaction medium. Such uniform energy distribution minimizes temperature gradients, thereby allowing precise control over the size and optical properties of QDs [27,28]. Consequently, this technique offers an efficient and reliable route for producing biocompatible and functionally versatile Ag2S QDs.
In the present study, biocompatible Ag₂S QDs were synthesized in aqueous solution via a microwave-assisted approach, employing D-penicillamine (DPA) as both a stabilizing ligand and a sulfur source (S2⁻). Compared with conventional methods, this strategy eliminates the need for harsh reaction conditions, additional surfactants, or complex post-synthetic modifications. By optimizing the reactant ratios and microwave-assisted time, red-emitting NIR Ag2S QDs were obtained with excellent water solubility, uniform dispersion, and minimal aggregation. The fluorescence quenching of Ag₂S QDs is primarily attributed to the selective coordination between their surface functional groups and Cu2⁺. More importantly, this sensing platform exhibits high sensitivity, rapid response, and excellent biocompatibility in metal ion detection, demonstrating great potential for practical sample analysis and cellular imaging applications.
2. Materials and Methods
2.1. Materials
DPA (98%) and silver nitrate (AgNO₃, 99%) were procured from Jiuding Chemical (Shanghai) and Sinopharm Chemical Reagent Co., Ltd., respectively. River water, tap water, and serum samples were collected from the Xiangjiang River, Hunan Normal University campus, and its affiliated hospital in Changsha, China. Detailed specifications of all characterization instruments have been provided in the Supporting Information.
2.2. Synthesis of Ag2S QDs
Ag2S QDs were synthesized following a modified version of our previously reported procedure [29]. Briefly, DPA and AgNO₃ were dissolved in deionized water at a molar ratio of 5:4 and stirred for 20 min to obtain a homogeneous solution. The resulting mixture was then subjected to microwave-assisted heating for 10 min, during which the color of the reaction solution gradually changed from colorless to dark brown, indicating the formation of Ag2S QDs. The obtained product was purified using a 0.22 μm ultrafiltration membrane and stored at 4°C for subsequent use.
2.3. General procedure for the detection of Cu2+
Ag2S QDs (600 μL) were mixed with PBS buffer (300 μL, 0.1 M, pH 6.0), spiked with Cu2+, incubated at 40°C for 30 s, and fluorescence measured (λex=405 nm) with 695 nm emission quantified.
2.4. Evaluation in real samples
Tap water and river water samples were filtered through 0.22 μm membranes prior to use. Subsequently, Cu2⁺ recovery experiments were performed in tap water, river water, and serum samples following the standard procedure described above.
2.5. Cytotoxicity and imaging
Cytocompatibility of Ag2S QDs was assessed using a CCK-8 assay under gradient exposure conditions. HeLa and 293T cells (7000/well) were seeded in 96-well plates and incubated with QD-containing medium at 37°C/5% CO2 for 24 h. Following the addition of the CCK-8 reagent, absorbance was measured at 450 nm (reference 650 nm) using a microplate reader, with viability normalized by inter-well calibration.
HeLa cells were seeded in confocal culture dishes and incubated at 37oC for 12 h to allow complete cell adhesion. Subsequently, 100 μL of Ag2S QDs aqueous solution was added to the medium, and the cells were further incubated for 2 h. Thereafter, Cu2⁺ solution was introduced and incubated for 30 min, followed by three washes with PBS (0.1 M, pH 7.4). Fluorescence imaging was then performed using confocal microscopy.
3. Results and Discussion
3.1. Design and preparation of Ag2S QDs
As illustrated in Scheme 1, a water-soluble and biocompatible near-infrared Ag2S QD platform was developed based on modifications of our previous work. This platform employs DPA as both the sulfur source and stabilizing agent, together with AgNO₃ as the silver precursor, and was synthesized via a microwave-assisted method. To achieve Ag2S QDs with optimal fluorescence properties, the effects of the sulfur source, reactant ratio, and microwave-assisted reaction time were systematically investigated. As shown in Figure 1(a), only the DPA ligand successfully promoted the formation of Ag2S QDs, likely due to its dual function as both a protective agent and an in situ S2- during synthesis. As revealed in Figure 1(b) and Figure S1, the stoichiometric ratio between silver precursors and DPA ([Ag⁺]/[DPA]) was the key factor governing Ag₂S QDs formation. Interestingly, distinct fluorescence emission was observed only when the [Ag⁺]/[DPA] ratio exceeded 1, accompanied by a color change of the solution to reddish-brown. This phenomenon can be attributed to the excess Ag⁺ facilitating the cleavage of the C–S bond in DPA, induced by silver sulfide clusters, thereby releasing S2⁻ ions and enabling the formation of stable, ultrasmall Ag2S QDs under microwave-assisted conditions [30]. In contrast, an excessive amount of DPA led to non-radiative Ag-based assemblies via multidentate carboxyl coordination and argentophilic interfacial coupling, which suppressed metal-to-ligand charge transfer and promoted the growth of non-fluorescent Ag–S oligomers [31]. Furthermore, the microwave-assisted reaction time was identified as another critical factor affecting the structural and optical properties of the Ag2S QDs. As shown in Figure 1(c) and Figure S1, prolonging the microwave-assisted reaction time resulted in the gradual disappearance of larger particles, suggesting that extended microwave time promotes more complete precursor conversion and yields a narrower particle size distribution. The fluorescence intensity reached its maximum at 10 min and slightly decreased thereafter, possibly due to partial dissociation of surface ligands and enhanced nonradiative energy dissipation at prolonged reaction times. Therefore, the optimal synthesis conditions for Ag2S QD were determined to be a microwave time of 10 min and an R[AgNO₃/DPA] ratio of 5/4.

- Schematic of Ag2S QDs synthesis and Cu2+ detection.
![(a) Fluorescence of Ag2S QDs with different ligands (9 min, [Ag⁺]/ligand = 5:4, λex = 405 nm). (b) Effect of [Ag⁺]/DPA ratio (9 min, λex = 405 nm). (c) Effect of microwave time ([Ag⁺]/DPA = 5:4, λex = 405 nm). (d) UV–Vis absorption spectrum. (e) Excitation-dependent emission (λex = 405–510 nm). (f) Photostability with/without 405 nm irradiation. (d–f obtained under identical conditions: [Ag⁺]/DPA = 5:4, 10 min).](/content/184/2026/19/2/img/AJC-19-3962025-g3.png)
- (a) Fluorescence of Ag2S QDs with different ligands (9 min, [Ag⁺]/ligand = 5:4, λex = 405 nm). (b) Effect of [Ag⁺]/DPA ratio (9 min, λex = 405 nm). (c) Effect of microwave time ([Ag⁺]/DPA = 5:4, λex = 405 nm). (d) UV–Vis absorption spectrum. (e) Excitation-dependent emission (λex = 405–510 nm). (f) Photostability with/without 405 nm irradiation. (d–f obtained under identical conditions: [Ag⁺]/DPA = 5:4, 10 min).
The fluorescence properties of QDs, a key determinant of their sensing performance, were systematically characterized through absorption/emission profiling and photobleaching resistance analysis (Figures 1d-f). The excitation-dependent fluorescence response indicated optimal emission at λex=405 nm (Figure 1e), while a large Stokes shift of 290 nm facilitated phonon-assisted anti-Stokes emission, effectively minimizing Förster resonance energy transfer (FRET) interference and self-absorption artifacts. Notably, the photostability evaluation under continuous 405 nm irradiation for 1 h confirmed the excellent durability of the QDs, thereby establishing a solid foundation for their subsequent application in monitoring Cu2⁺ within biological systems.
To further investigate the morphology of the synthesized QDs, transmission electron microscopy (TEM) and high-resolution transmission electron microscopy (HRTEM) were utilized for characterization. As illustrated in Figure 2(a), the Ag₂S QDs synthesized in aqueous phase exhibit uniformly dispersed spherical nanostructures with an average diameter of 2.5 ± 0.1 nm, indicating excellent colloidal stability and homogeneous nucleation. Furthermore, HRTEM image (Figure 2b) reveals distinct lattice fringes with an interplanar spacing of 0.234 nm, corresponding to the (103) plane of monoclinic α-Ag₂S. These results collectively confirm the formation of phase-pure, highly crystalline Ag₂S QDs with well-defined structural integrity.

- (a) TEM image and (b) HRTEM image of Ag2S QDs. (c) Ag 3d, (d) S 2p, and (e) C 1s XPS spectrum of Ag2S QDs. (f) FT-IR spectra of the DPA and Ag2S QDs.
Furthermore, the chemical composition and surface functionalization of Ag2S QDs were comprehensively characterized using X-ray photoelectron spectroscopy (XPS) and fourier transform infrared (FT-IR) analyses. As evidenced by the survey spectrum (Figure S2), the QDs primarily contain Ag, S, C, N, and O elements. High-resolution XPS spectra provide detailed insights into the chemical states of these elements. Specifically: (i) The Ag 3d spectrum exhibits two peaks at 367.8 eV (3d₅/₂) and 373.8 eV (3d₃/₂), with a spin-orbit splitting of 6.0 eV (Figure 2c), characteristic of Ag⁺ species in α-Ag2S crystalline phase [29,32]. (ii) The S 2p₃/₂ peak centered at 162.0 eV confirms the presence of sulfide (S2⁻) rather than elemental sulfur, verifying successful coordination with Ag (Figure 2d). (iii) The C 1s spectrum (Figure 2e) deconvolutes into three peaks at 284.6 eV (CH3), 286.2 eV (CH), and 287.3 eV (COO⁻), where the oxygenated species play a crucial role in electrostatic stabilization and steric protection of the QDs. Complementary FT-IR analysis (Figure 2f) further confirms the surface chemistry, displaying characteristic bands at 1670 cm⁻1 (N-H bending), 1448 cm⁻1 (symmetric COO⁻ stretching), while notably lacking the S–H stretching vibration (2534 cm⁻1). The absence of this S–H signal, in combination with the XPS S 2p data, evidences the formation of thiolate-Ag covalent bonds (Ag–SR), thereby excluding the presence of unbound DPA ligands [33,34]. Collectively, these results establish a synergistic surface stabilization mechanism, integrating electrostatic repulsion (COO⁻), hydrogen bonding (NH₂), and covalent anchoring (Ag–S). This multi-interaction framework endows the Ag₂S QDs with outstanding aqueous stability and robust biofunctionalization capability, enabling their effective application in serum copper quantification and bioimaging studies.
3.2. Optimization of conditions for detecting Cu2+
As shown in Figure S3(a), the synthesized Ag2S QDs function as a highly sensitive fluorescence sensing platform for Cu2⁺ detection, exhibiting a pronounced decrease in emission intensity upon Cu2⁺ addition. To optimize the sensing performance, the effects of temperature, pH, and reaction time on Cu2⁺ detection were systematically investigated. As depicted in Figure S3(b), the optimal quenching temperature for Ag2S QDs was determined to be 40°C, which can be attributed to the enhanced kinetic interactions between Cu2⁺ and the surface ligands of Ag₂S QDs (e.g., carboxyl and amino groups) at moderately elevated temperatures. This acceleration in surface binding facilitates efficient Cu2⁺ coordination and promotes fluorescence quenching within 30 s. However, further temperature increases lead to partial ligand dissociation, resulting in diminished fluorescence intensity. Similarly, as shown in Figure S3(c), the maximum fluorescence response was observed at pH 6.0, which can be ascribed to the reduced surface defect density and improved photoluminescence of the QDs under mildly acidic conditions. In addition, this pH environment maintains charge balance and enhances the synergistic coordination between Cu2⁺ and surface functional groups (−COO⁻ and −NH₂), forming stable complexes that facilitate efficient nonradiative energy transfer and quenching. Finally, based on the time-dependent fluorescence response (Figure S3d), the optimal detection time was determined to be 30 s, ensuring rapid and reproducible Cu2⁺ sensing under the optimized conditions.
Moreover, the stability of the Ag2S QDs sensor is of critical importance for their practical applications. The storage stability, batch-to-batch reproducibility, and photostability of Ag₂S QDs were systematically evaluated. The results indicate that the fluorescence performance of the Ag₂S QDs exhibited only negligible changes even after storage at 4°C for 4 days (Figure S4a). Moreover, the fluorescence characteristics remained highly consistent across different batches (Figure S4b), and the QDs demonstrated excellent photostability (Figure S4c). This remarkable stability can be attributed to their superior water solubility and good dispersibility. Overall, these findings confirm that the Ag₂S QDs possess outstanding stability and reproducibility, providing a reliable foundation for stable and highly sensitive Cu2⁺ detection, while also highlighting their great potential for practical analytical and bioimaging applications.
3.3. Analysis of Cu2+
To explore the performance of Ag2S QDs in detecting Cu2⁺, the Cu2⁺-dependent fluorescence quenching behavior of the Ag2S QDs was systematically investigated. As demonstrated in Figure 3(a), a gradual decrease in fluorescence intensity was observed over a Cu2⁺ concentration range of 0–20 μM. A linear response was established within the 0.1–12 μM range (R2 = 0.988, Figure 3b), described by the equation F = −57.16[Cu2⁺] + 1133.1. Based on the standard 3σ/slope and 10σ/slope methods, the limit of detection (LOD) and limit of quantification (LOQ) were determined to be 21 nM and 70 nM, respectively, which are well below the U.S. EPA guideline for Cu2⁺ in drinking water (20 μM = 1.3 ppm). Notably, the constructed Ag₂S QD sensor exhibits superior performance compared to most previously reported sensors in terms of LOD, response time, and application scope (see Table S1). These results indicate that the constructed sensor possesses sufficient sensitivity, and this outstanding sub-nanomolar sensitivity, combined with rapid response kinetics, underscores the tremendous potential of Ag₂S QDs for real-time monitoring of copper speciation dynamics in complex aqueous environments.

- (a) Fluorescence spectra of Ag2S QDs with varying Cu2+ concentrations. (b) Fluorescence intensity vs. Cu2+ concentration. (c) Selectivity of Ag2S QDs for Cu2+ (20 μM) against interferences (50 μM), except for bovine serum albumin (Alb, 100 μg mL-1).
To evaluate the selectivity of Ag₂S QDs toward Cu2⁺, a series of comparative experiments was performed under identical conditions using various potentially interfering ions. The fluorescence quenching efficiency (QE) was calculated according to Eq. (1).
As depicted in Figure 3(c), the QE of Ag2S QDs was systematically evaluated upon the addition of various substances, including Cys, Glu, DA, Al3+, Ca2+, Co2+, Fe3+, Fe2+, Mg2+, Mn2+, Na+, Zn2+, EDTA, GSH, Hg2+, Ni2+, Pb2+, Alb, His, and Cu2+. The experimental results demonstrate that only Cu2+ induces significant fluorescence quenching, whereas all other tested species exert negligible effects, even at concentrations 2.5-fold higher than that of Cu2⁺. The outcome fully substantiates the excellent selectivity of Ag2S QDs for detecting Cu2+, indicating that its application in complex real samples is highly potential.
To further elucidate the interaction mechanism between Ag2S QDs and Cu2+, we studied the absorption and emission spectra of Ag2S QDs alongside the absorption spectrum of Cu2+. The results indicate that the excitation and emission bands of Ag₂S QDs exhibit negligible spectral overlap with the characteristic absorption band of Cu2+ (Figures 4a and b). This spectral decoupling effectively rules out FRET and inner filter effect (IFE) as quenching mechanisms, both of which require substantial spectral overlap for non-radiative energy transfer processes. Therefore, Cu2⁺-induced fluorescence quenching of Ag₂S QDs does not proceed via these photophysical pathways. FT-IR analysis (Figure 4c) further reveals that the characteristic peaks at 2931 cm⁻1 and 2853 cm⁻1 correspond to the symmetric and asymmetric C-H stretching vibrations of DPA. Notably, upon Cu2⁺ incorporation, the carboxylate (COO⁻) stretching vibration at 1448 cm⁻1 and C–H vibrational signatures completely disappear, accompanied by substantial attenuation of the N–H bending vibration at 1670 cm⁻1 compared with pristine Ag2S QDs. These spectral changes strongly indicate that Cu2⁺ coordinates with the carboxyl and amino functional groups on the surface of Ag₂S QDs, leading to a reorganization of the surface ligand structure and resulting in effective fluorescence quenching [35]. Furthermore, the concentrations of silver and copper ions in the supernatant before and after Cu2⁺ addition were analyzed by inductively coupled plasma-optical emission spectroscopy (ICP-OES) (Figure 4d). The results showed that the Cu2⁺ concentration decreased by approximately 96%, while the Ag⁺ concentration remained nearly unchanged. This finding further confirms that the fluorescence quenching mechanism primarily arises from the coordination interaction between Cu2⁺ and the surface functional groups of Ag₂S QDs, rather than from an ion-exchange process.

- (a) Absorption and emission spectra of Ag2S QDs. (b) Fluorescence spectrum of Ag2S QDs and UV–vis absorption spectrum of Cu2+. (c) FT-IR spectra of the Ag2S QDs and Ag2S QDs + Cu2+. (d) Comparison of changes in element content in the supernatant after the addition of Cu2+.
3.4. Actual sample analysis
To systematically assess the practical sensing performance of the Ag2S QDs sensor, multiple real samples were employed for validation. Municipal tap water, river water, and human serum, representing complex matrices with potential interfering species, were selected to evaluate detection robustness under challenging conditions. Different concentrations of Cu2⁺ standard solutions were spiked into these samples (Table 1) to perform recovery experiments, thereby assessing the accuracy and anti-interference capability of the sensor. Statistical results showed that the recovery rates in tap water, river water, and human serum ranged from 92.25% to 122%, indicating that the sensing system maintained excellent linearity and quantitative detection performance even in complex sample matrices. Notably, the Ag₂S QDs sensor exhibited outstanding selectivity, sensitivity, and stability across various complex matrices, further confirming its feasibility and applicability for Cu2⁺ determination in real environmental and biological samples.
| Sample | Added (μM) | Detected (μM) | Recovery (%) | RSD (%) |
|---|---|---|---|---|
| Tap water | 4.00 | 4.19 | 104.75 | 2.63 |
| 10.0 | 11.13 | 111.30 | 12.4 | |
| Serum | 4.00 | 4.88 | 122.0 | 8.43 |
| 10.0 | 11.04 | 110.4 | 8.09 | |
| River water | 4.0 | 3.69 | 92.25 | 3.75 |
3.5. Biological assessment
The cytotoxicity of Ag2S QDs, a critical factor for their biomedical applicability, was systematically evaluated using HeLa and 293T cells (Figure S5). The results demonstrated excellent biocompatibility, with cell viability exceeding 85% even after 24 h exposure to high QD concentrations. To further explore the bioimaging potential of Ag2S QDs, intracellular Cu2+ monitoring was performed. Confocal fluorescence microscopy imaging (Figure 5a) revealed distinct near-infrared emission in control cells labeled with Ag2S QDs, whereas cells treated with exogenous Cu2+ exhibited near-complete fluorescence quenching (Figures 5b-c). These results confirm that the platform can achieve real-time tracking of Cu2+ in living cells without interference from biological autofluorescence, providing a robust approach for long-term live-cell studies of metal ion homeostasis.

- Fluorescence imaging of HeLa cells incubated with (a) Ag2S QDs, (b) Ag2S QDs + Cu2+ (10 μM), (c) Ag2S QDs + Cu2+ (20 μM). λex =488 nm, scale bar: 25 μm.
4. Conclusions
In summary, near-infrared Ag2S QDs were synthesized via a one-step microwave-assisted method, exhibiting uniform particle size and excellent water dispersibility. The developed Ag2S QDs platform demonstrated high selectivity and sensitivity for Cu2⁺ detection, with a LOD of 21 nM, effectively discriminating against a range of potential interfering species. Furthermore, the platform enabled rapid Cu2⁺ recognition within 30 s, substantially improving detection efficiency. Its robust performance was further validated through spiked recovery experiments in tap water, river water, and serum samples, highlighting its applicability for environmental and diagnostic monitoring. More importantly, cytotoxicity and cellular imaging studies confirmed the low toxicity and excellent biocompatibility of Ag2S QDs, which were successfully employed for real-time monitoring of Cu2⁺ in living cells. Overall, this QD-based sensing system represents a powerful and versatile tool for the detection of environmental Cu2⁺ and the early monitoring of Cu2⁺-related physiological imbalances.
Acknowledgment
This study was financially supported by the Postdoctoral Science Foundation of China (2024M760620), the Hubei University of Science and Technology Doctoral Startup Fund Project (BK202317), the Hubei University of Science and Technology (Cultivate Scientific Research Project 2024-25X07).
CRediT authorship contribution statement
Mingjie Wei: Conceptualization, Data curation, Supervision, Project administration, Funding acquisition. Jing Liu: Investigation, Methodology. Rong Liu, Junzhuo Liu, Haoyu Chen and Qing Yao: Investigation. Yingbao Ou: Methodology, Investigation, Writing–review & editing. Meiling Liu: Visualization, Supervision, Project administration. Youyu Zhang: Visualization, Supervision.
Declaration of competing interest
The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.
Data availability
Data will be made available on request.
Declaration of generative AI and AI-assisted technologies in the writing process
The authors confirm that AI-assisted technology was used during the preparation of this manuscript. However, no images were generated or modified using artificial intelligence.
Supplementary data
Supplementary material to this article can be found online at https://dx.doi.org/10.25259/AJC_396_2025.
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