Abstract
Our research demonstrates the effectiveness of fluorescence quenching between polyethyleneimine functionalised carbon dots (PEI-CDs) and cyclodextrin encapsulated ferrocene for fluorogenic detection of nitric oxide (NO). We confirmed that ferrocene can be used as a NO probe by observing its ability to quench the fluorescence emitted from PEI-CDs, with NO concentrations ranging from 1 × 10–6 M to 5 × 10–4 M. The photoluminescence intensity (PL) of PEI-CDs decreased linearly, with a detection limit of 500 nM. Previous studies have shown that ferrocene is a selective probe for NO detection in biological systems by electrochemical and colorimetric methods. The addition of fluorogenic NO detection using ferrocene as a probe enables the development of a three-way sensor probe for NO. Furthermore, the triple mode NO detection (electrochemical, colorimetric, and fluorogenic) with ferrocene aids in processing sensing data in a controlled manner similar to Boolean logic operations. This work presents key findings on the mechanism of fluorescence quenching between ferrocene hyponitrite intermediate and PEI-CDs, the potential of using ferrocene for triple channel NO detection as a single molecular entity, and the application of logic gates for NO sensing.
Similar content being viewed by others
Introduction
Nitric oxide (NO) is an intracellular signaling molecule. Until 1987, it was considered to be a strong environmental pollutant, but it was later found to be an endothelium-derived relaxing factor1,2,3,4. NO has been found to play an active role in the cardiovascular system, neurotransmission, immune system, wound healing, etc5,6,7,8,9. Due to the enormous interest in the biological role of nitric oxide, there is a need for analytical techniques that enable the detection and quantification of NO10,11,12,13,14,15,16,17,18,19,20,21,22,23. The most common analytical approach for NO measurement includes spectroscopic and electrochemical techniques 24,25; both techniques enabled the direct measurement of NO. Electrochemical techniques are more suitable for in situ monitoring of NO with low sample interference and miniaturised platforms. Since the biomolecule NO is a radical species, it is highly reactive with a half-life of 10 s in physiological media. NO is detected electrochemically by electrooxidation and electroreduction. Electrochemical NO detection requires appropriate reaction time, sensitivity and a suitable detection limit. Due to its wide biologically relevant concentration range (pM–μM), selectivity is another important concern when developing a NO sensor, as a large number of electro-active species present in the physiological environment can falsely contribute to the sensor's current response Therefore, electrochemical sensors must be designed to meet these specific challenges26,27,28. Most of the approaches used for NO detection involve the amperometric method, where NO is oxidized or reduced on the electrode surface. During oxidation process, NO converted to nitrosonium ions (NO+), the amount of current produced corresponds to the concentration of NO 29.
Spectroscopic techniques include electron paramagnetic resonance spectroscopy (EPR)30, fluorescence31, GC-MS32, spectrophotometric detection with hemoglobin and via nitrite-azo coupling reaction33. The colour-based sensing approach is simple, inexpensive and the signal obtained is based on naked eye detection and can be considered for point-of-care testing (POCT). However, the detection sensitivity is low. The most common colorimetric method for detecting NO is based on the Griess assay, which indirectly measures NO as nitrite or nitrate. It is a two-step diazotization method and the product formed shows absorption at 540 nm34. The chemiluminescence method enables rapid, sensitive and real-time monitoring of NO detection, where NO reacts with ozone to produce excited nitrogen dioxide that spontaneously emits photons and decays back to its lower energy state. Another method of chemiluminescence involves the use of luminol as a chemiluminescent agent35,36. Fluorescence technique offers several advantages compared to other quantification techniques, including sensitivity, convenience, low cost etc37,38. Fluorescent probes can react directly and selectively. Selective and sensitive monitoring of NO using fluorescent probes plays a major role in studying the production of NO in vivo and explaining its biological significance. A sufficiently understood principle, simple operating technology and fast measurement values made fluorescence technology a dominant tool for detecting biologically important gas molecules. Therefore, fluorescent nanoprobes are suitable for in vivo imaging applications 39,40,41.
To date, several NO fluorescent probes have been described31. These fluorescent probes are based on two different approaches: (1) uses organic fluorophores with electron-rich centers such as diaminobenzene, which reacts with an oxidized product of NO to form an electron-poor product such as triazole to modulate the emission of the fluorophore 42,43,44,45,46. (2) The second approach involves the use of transition metals such as Co (II), Fe (II), Ru (II), Cu (II) or Rh (II) 47,48,49,50,51,52,53,54,55,56,57. Although many methods have been developed to address issues such as spatiotemporal resolution, sensitivity, selectivity and biocompatibility, concerns remain regarding certain issues such as extending biocompatibility over long periods of time to improve cell viability, sensitivity and selectivity down to picomolar levels and to maintain sensing technologies that can be linked to the membrane, as NO release is regulated by the plasma membrane. When developing sensor strategies that can be connected to the membrane, sensor probes with dimensions < 10 nm such as semiconductor quantum dots44, silicon-dye hybrid nanoparticles45, metal nanoclusters46, carbon nanodots (CDs) and organic dye-lipid conjugates47 play a major role in biological NO detection. In this context, the production and characterization of CDs suitable for selective NO detection is of great importance.
Photoluminescent (PL) carbon nanodots (CDs) have recently attracted considerable attention due to their biocompatibility for biomedical applications and green synthesis4,5,6,7. Among various techniques, microwave-assisted pyrolysis of a carbon source is a low-cost, efficient, and simple method to produce CDs52,53,54,55,56,57. Surface passivated CDs with diameters less than 10 nm are widely used for biomarking and sensing applications due to their stable PL, biocompatibility, broad excitation, and tunable emission wavelength14. Additionally, CDs are nontoxic and have been shown to retain the functional units of the carbonaceous precursors used in synthesis. In addition, they are amenable to further surface modifications that affect the recognition units that can be attached to their surface58,59. Microwave synthesised sulfur- and nitrogen-doped carbon dots and CDs synthesised from citric acid and ethylenediamine have been reported as NO sensors60,61. The ratiometric sensing of NO has been reported by constructing a FRET system using CDs with carboxylic acid functionalities further modified with a naphthalimide and o-phenylenediamine recognition element62. The methods described have problems such as low sensitivity, long reaction times or complex synthesis procedures. The aim of this work is to synthesis CDs with sizes < 10 nm suitable for selective NO detection in the presence of the molecular probe ferrocene, which we have previously used in our laboratory for bimodal NO detection using spectrophotometric and electrochemical approaches63,64,65,66. Quenching the fluorescence of CDs by NO in the presence of ferrocene has added another mode for the selective detection of NO. In addition, we were able to provide insight into the mechanism of fluorescence-based detection of NO.
In this study, we integrated CDs together with a NO sensing element, β-hydroxypropylcyclodextrin encapsulated ferrocene (Fcaq) to fabricate a nanosensor for NO. The selective response of Fcaq to NO and other ions makes it suitable for practical applications. The mechanism of fluorescence quenching of PEI-CDs during ferrocene-mediated reduction of NO is described and attributed to the ferrocene hyponitrite intermediate67 formed during the reaction, which is similar to the observed phenomenon of quenching of photoexcited CDs by the reaction intermediate. This involves a photoinduced electron transfer (PET)68 from CDs to the intermediate product. This work has added another modality for the detection of NO using ferrocene as a probe, in addition to the electrochemical and colorimetric approaches previously reported by our laboratory 63,64,65,66. Multimodal detection of an analyte provides complementary information and increases the robustness and accuracy of the analysis. In addition, the multimodal detection capability improves the efficiency of analysis with minimised assumptions, meets more analytical requirements, and provides improved flexibility for applications. The feasibility of triple-modal detection can potentially meet more analytical needs. The colorimetric method can be a quick qualitative test. Based on this quantitative analysis, either fluorescence-based or electrochemical approaches can be performed. Efficiently molecular logic gates are chemical units that can mimic the function of the basic operations of an electronic computer. Sensor output can be performed analogously to Boolean logic operations by intelligently arranging the molecular entities and their transduction strategies. Sensing could be done in a logically controlled manner through the combination of biomolecules and logic gates. Interestingly, it turns out that three-channel detection of NO is analogous to the operation of three different logic gates.
Experimental
Materials
Linear polyethyleneimine (PEI) (MW25,0000), citric acid and β-hydroxy propyl cyclodextrin were purchased from Sigma-Aldrich. Sodium nitrite and Ferrocene were purchased from Alfa Aesar. All other reagents were of analytical grade and used as received. All experiments were carried out using Millipore water.
Synthesis of PEI-CDs, cyclodextrin encapsulated ferrocene (Fcaq) and nitric oxide (NO)
Highly photoluminescent PEI-CDs were prepared using the green route of microwave assisted pyrolysis. Briefly, 1 g of citric acid was first dissolved in 10 mL of water; 0.5 g of linear PEI was added and stirred for 15 min to obtain a clear, homogeneous solution. Then the beaker containing this solution is placed in the rotating platform of the microwave oven and heated at 180 ○C for 6 min. The resulting yellow-orange solution was then diluted and dialysed. This solution was lyophilised into powder for further analysis. The preparation time was optimised based on the intensity of emission of prepared PEI-CDs at different time intervals. Maximum intensity was observed for PEI-CDs prepared by 6 min of irradiation.
Ferrocene was dissolved in water by mixing β-hydroxypropyl cyclodextrin (Cd) and ferrocene in a molar ratio of 1:1. Ferrocene dissolved in the presence of Cd is referred to as Fcaq in this work. It is known that sodium nitrite (NaNO2) spontaneously undergoes a disproportionation reaction under acidic conditions (pH < 4) and produces free NO. Therefore, we chose NaNO2 as NO precursor69 and also, conducted experiments in which we prepared a standard solution of NO by purging NO gas in degassed water for 1 h. All experiments were carried out in deaerated conditions. All electrochemical studies were carried out using glassy carbon as the working electrode, which was modified by PEI-CDs by drop casting and subsequent drying.
Fluorescent quenching studies of PEI-CDs were performed in 96 well multi-plate reader and 50 μL of PEI-CDs of concentration 0.5 mg/mL were taken in different wells and 50 μL of prepared Fcaq was added to each well. The pH of the solution is adjusted to 3 and the fluorescent spectra are recorded by varying the concentrations of NO.
Instrumentation
FT-IR spectra of the samples were recorded using a Tensor FT-IR spectrophotometer from Bruker Optics. Spectra were recorded in the wave number range from 400 to 4000 cm−1. UV–Visible spectra were recorded at room temperature in the wavelength range 250–800 nm using the Cary 5000 UV–Vis-NIR spectrophotometer (Varian). The spectra were recorded using thoroughly cleaned quartz cuvettes. Fluorescence was recorded using the TESCAN infinite M200PRO multiplate reader. Cyclic voltammograms were recorded with PG129 STAT 12/30/302,Autolabpotentiostat/galvanostat, using GPES software version 4.9.007.The size and morphology of the prepared PEI-CDs were studied using Transmission electron microscopy (TEM) using Technai 20G2. PEI-CDs to be analysed is drop casted on carbon coated copper grid. After drop casting it is dried under infrared lamp.
Results and discussions
Characterisation of PEI-CDs
In this work, we synthesised PEI-CDs under different microwave irradiation times based on previous reports47,51. PEI-CDs were prepared by mixing 1 g of citric acid and 0.5 g of linear PEI at different irradiation times, namely 3 min, 6 min, and 10 min. Thus, prepared PEI-CDs exhibit excellent water soluble and photoluminescent properties. The intensity of emission was found to be high for PEI-CDs prepared with a microwave irradiation time of 6 min. PEI-CDs prepared with irradiation times of 3 and 10 min show weak photoluminescence, which is due to incomplete surface passivation before 6 min and large particle formation after 6 min47. Although the origin of photoluminescence from PEI-CDs is not clearly understood, there is growing evidence that the emission arises from radioactive recombination of excitons located at the surface energy traps70. The influence of pH of PEI-CDs was also tested. PL intensity was found to increase with decreasing pH (weakly acidic media) and exhibit weak fluorescence activities at other pH values. The PL intensity was found to be high in the pH range of 3–5. Therefore, the pH value for the sensor medium was set to 3, since at this pH value the maximum emission was observed upon excitation at 360 nm. It was found that the emission intensity decreases below pH 3 because too many positive charges on the PEI-CDs surface could inhibit the excited states of PEI-CDs.
Electron transfer properties of PEI-CDs
Figure 1a shows the cyclic voltammetric response of bare and PEI-CDs modified glassy carbon electrodes (GCE) in the presence of Fe(CN)63−/4− as a redox probe at pH 3 condition. The aim is to study the electrochemical behaviour of PEI-CDs under the same pH conditions in which we conduct fluorescence studies. Cyclic voltammograms of bare GCE show a reversible wave which is the typical response of GCE in the presence of the redox couple with ΔEp = 89 mV. After PEI-CDs modification, the current response was found to increase by 1.4fold and ΔEp decreased to 72 mV, showing an improvement in electron transfer kinetics compared to bare GCE. This observation was further confirmed by impedance spectroscopy. The electron transfer ability of the modified layer can be analysed by measuring the charge transfer resistance. From Fig. 1b it is clear that bare GCE shows a linear behaviour in the low-frequency region and small semicircle behaviour in the high frequency region with an Rct value of 89 Ωcm−2 indicating that the electron transfer process is reversible and diffusion controlled. However, after PEI-CDs modification, the Rct value was found to be greatly reduced, indicating a decrease in charge transfer resistance due to the higher conductivity of PEI-CDs71. The inset of the figure shows the equivalent circuit with Rs—solution resistance, Rct—charge transfer resistance, Cdl—capacitance and Zw—Warburg impedance. The active surface area of the electrode calculated using Nicholson Shain equation was found to be 1.9 × 10–3 cm2 for the modified electrode and1.4 × 10–4 cm2 for the unmodified electrode (see SI for calculation).
Surface characterization of PEI-CDs
The TEM image showed in Fig. 2a shows that the formed PEI-CDs have a size distribution between 3 and 7 nm (inset of Fig. 2a). FT-IR spectra were recorded to identify the functional groups on the PEI-CDs surface. Polyethyleneimine usually have a C–N stretching at 1136 cm−1, an NH-bending at 1500 cm−1 from primary amine.CH stretching and bending vibration modes are observed between 2850 and 2900 cm−1. But after surface functionalisation with CDs, the formation of the amide bond results in a new peak at 1670 cm−1 72. As shown in Fig. 2b, the new peak at 1670 cm−1 corresponds to the C=O stretching frequency of the amide group, as well as the peaks at 1589 cm−1 and a broad band at 3412 cm−1 indicate the existence of the N–H group. The band at 2854 cm−1 corresponds to the C–H stretching and deformation bands. During the pyrolysis process, the carboxylic group of citric acid transformed into the amide group, which resulted in the chemical grafting of PEI on the carbon dot surface. In this way, grafted PEI helps the carbon dots become water soluble and also passivates the surface of the carbon dots to enhance photoluminescence.
Zeta potential analysis of the prepared PEI-CDs at pH 3 shows that PEI-CDs have positive charge distribution on their surface (see Supplementary Fig. S1). This positive surface charge barrier on PEI-CDs prevents positively charged quenchers from approaching the PEI-CDs. PEI-CDs show a quantum yield of 18% when excited at 360 nm compared to reference quinine sulphate. The fluorescence of PEI-CDs shows linearity in the range 0.1–0.5 mg/mL, after which it shows deviation (see Supplementary Fig. S2). Therefore, 0.5 mg/mL was chosen as the optimal concentration of PEI-CDs for NO detection.
Fluorescence response of PEI-CDs in the presence of nitric oxide and sensing mechanism via quenching
Fluorescence quenching of PEI-CDs by NO is enabled in the presence of Fcaq. When NO reacts with Fcaq, a blue coloured intermediate is formed, this leads to the quenching of the fluorescence of PEI-CDs. The fluorescent probe shows absorption at 360 nm and emission at 420 nm, which is in the visible region and is valuable for biological applications (see Supplementary Figs. S3 and S4). Figure 3a shows the UV–Vis spectra of PEI-CDs, Fcaq, PEI-CDs + Fcaq and PEI-CDs + Fcaq + NO (the blue coloured intermediate formed between Fc and NO). From the UV–Vis spectra, it is clear that the absorption intensity and wavelength of PEI-CDs at 360 nm do not shift with the addition of Fcaq. Figure 3b shows the emission spectra of PEI-CDs in the presence of Fcaq, NO and Fcaq + NO, indicating that the emission at 420 nm was not affected by the individual addition of Fcaq or NO but was quenched by the formation of the blue coloured intermediate ferrocene hyponitrite was present when Fcaq and NO were present together. NO reacts with Fcaq to form a blue colour intermediate, based on which we previously reported a colorimetric sensor for NO56. This blue-coloured intermediate ferrocene hyponitrite leads to a reduction in the emission intensity of PEI-CDs. This suggests the possibility of establishing a quantitative connection with the increased quenching behaviour of Fcaq + NO with increasing NO concentrations, under a constant ferrocene concentration. Therefore, a combination of PEI-CDs and Fcaq at pH 3 is chosen for the fluorogenic detection of NO.
The response rate of the fluorescence signal of PEI-CDs is quenched to 85% upon addition of10 μM of NO and remains stable in the following one-hour observation. This result shows that the quenching of PEI-CDs in the presence of Fcaq + NO is rapid and stable. With each addition of NO, the quenching was found to be stable and the percentage deviation was less than 5%. Figure 4a shows the PL spectra of PEI-CDs + Fcaq in the presence of NO. With each addition of 10 μM NO, there was a proportional increase in the degree of quenching. The inset in Fig. 4a shows the intensity vs NO concentration plot, and quenching was found to be linear for the additions. Although the absorption of Fcaq (430 nm) falls within the emission range of PEI-CDs (447 nm), no effective quenching is observed during the addition of Fcaq to PEI-CDs. Furthermore, there is no spectral overlap between PL of PEI-CDs and the absorbance of the quencher (blue coloured intermediate absorbs at 618 nm), so energy transfer is unlikely. The observed quenching is therefore caused by the photo-induced electron transfer from PEI-CDs to the ferrocene hyponitrite intermediate (Fig. 5)73,74,75,76,77.
Studies by Wang et al. showed that carbon quantum dots can act as electron acceptors or electron donors78,79,80. Their photoluminescence studies showed that both electron donor and electron acceptor can cause quenching of PEI-CDs. In the present case, PEI-CDs act as an electron donor and the formed ferrocene hyponitrite intermediate acts as an electron acceptor. This was confirmed by our electrochemical studies using bare and PEI-CDs modified GCE. The ferrocene mediated NO reduction occurs at a potential of −0.3 V vs. Hg/Hg2SO464,65. The blue colour complex formed between Fcaq and NO is reduced at −0.3 V, resulting in catalytic regeneration of ferrocene with release of N2O and an increase in reduction currents. This shows that the intermediate ferrocene hyponitrite acts as a good electron acceptor. PEI-CDs modified GCE exhibits high catalytic current response compared to bare GCE (see Supplementary Figs. S5 and S6) indicating improved catalytic performance. Since photoluminescence can be quenched by the presence of an electron donor or acceptor, the presence of a blue colour intermediate leads to the quenching of PEI-CDs in the present case. Supplementary Fig. S7 shows the absorption spectra recorded before and after photo-excitation of PEI-CDs in the presence of an intermediate. There is a decrease in the absorption intensity of the quencher (at 618 nm), showing the dissociation of the intermediate due to photo-induced electron transfer from the conduction band of PEI-CDs to the LUMO of the intermediate. This intermediate was identified as a hyponitrite complex of ferrocene67.
Our electrochemical studies showed that the catalytic regeneration of ferrocene occurs after the electrochemical reduction of the intermediate. Therefore, we expect the same mechanism in the photoinduced reduction of the intermediate. During photoinduced electron transfer from PEI-CDs to the hyponitrite intermediate, reduction occurs, leading to the regeneration of ferrocene. The Stern–Volmer plots (Fig. 4b) showed a linear relationship in the case of PL quenching. Io and I are the PL intensities of PEI-CDs in the absence and presence of a quencher. The Stern–Volmer coefficient was Ksv = 4.248 × 10−2 M−1 (Ksv = τFo kq). From the reported work, the average decay function (τFo) of PEI-CDs was found to be 4ns78. The average bimolecular rate constant kq for the quenching of the luminescence emissions from PEI-CDs by the intermediate is therefore on the order of 1.06 × 106 M−1 s−1.This rate constant value shows how quickly the nanodots respond to NO detection. This observed linearity in the Stern–Volmer plot suggests the use of PEI-CDs + Fcaq as an excellent fluorescent probe for NO detection.
Interference effect
The interference effect was tested with the same concentration of ascorbic acid, dopamine, nitrate, hydrogen peroxide and uric acid. Figure 6a shows fluorescence changes observed during the addition of NO and other interferences (top). Fluorescence quenching occurs more strongly in the presence of NO. The images below show the appearance in daylight. Figure 6b shows the histogram showing the comparison of quenching of NO and various interferences with PEI-CDs and fluorescence spectra recorded in the presence of interferences. The quenching in the presence of NO occurs due to the photoinduced electron transfer from the PEI-CDs to the blue coloured ferrocene-hyponitrite intermediate. The concentration of PEI-CDs is selected from the linear response range (0–0.5 mg/mL) and the concentration Fcaq (1 mM) is chosen that its absorption does not influence the absorption of the PEI-CDs. The interference effect shows that 90% of the quenching is observed by adding 50 μM NO. The detection limit of the sensor system was 500 nM [see Supplementary Figure S8]. Our future work will focus on improving the detection limit by functionalising Fcaq on thePEI-CDs surface and extending this work to neutral pH.
Triple channel sensing of NO
In this work, we reported a triple channel sensor for NO (colorimetric, fluorogenic and electrochemical). To the best of our knowledge, this was one of the first reports of a triple channel probe for NO. Figure 7 shows the absorption spectra recorded for Fcaq and Fcaqin the presence of NO. Fcaq shows absorption at 430nm and with the addition of NO absorption at 430 nm decreases and a new peak increase at 618nm due to ferrocene hyponitrite formation. It is important to note that colour change is one of the most convenient methods of classical chemical analysis due to its clarity and inexpensiveness.
Figure 7 describes how absorbance-based detection of NO is similar to the performance of the molecular logic gate “AND”. The absorption of the ferrocenyl cation observed at 618 nm is used as the output signal of the AND gate. NO and Fcaq are considered as the two inputs. In Fig. 7a–c correspond to the inputs (0, 0) (1, 0) and (0, 1), and at 618 nm, no absorption is observed in the electrolyte medium (H2SO4) in which the reaction takes place as well as in bare NO. Ferrocene shows absorption at 430 nm. The truth table shown in the inset of Fig. 7 represents the various combinations of the two inputs and the respective outputs obtained. Only the presence of the two inputs, Fc and NO can cause the absorption at 618 nm and this process is analogous to the AND gate. Presence of at least one input or absence of both inputs → output = 0 (no absorption observed at 618 nm).
On the other hand, the fluorescence quenching of PEI-CDs at 447 nm by blue ferrocene hyponitrite, as discussed in this article forms the second channel for NO detection. Since quenching (turn off) was only observed upon NO addition, this method proved to be selective. The fluorescence response due to the addition of NO could also be observed with the naked eye when PEI-CDs were illuminated with UV light upon excitation at 360 nm. The concept of NO sensing based on quenching the fluorescence of PEI-CDs is similar to the NAND molecular logic gate, where emission at 420 nm with FL intensity > 23% is considered as the output. The Truth table and fluorescence spectra are shown in Fig. 3b.Presence of at least one input or absence of both inputs → output = 1. But the presence of both inputs, input1 = input2 → output = 081.
Electrochemical sensing offers potential dependent selectivity, simplicity in detection and is suitable for field-based measurements. We have previously shown that selective electrocatalytic sensing of NO down to nM is possible in the presence of ferrocene59,60,61,63. Figure 8 shows the redox behaviour of Fcaq in aqueous condition (c), which is due to ferrocene–ferrocenyl cation conversion. After the addition of NO the current on the reduction side increased, showing the electrocatalytic response. During the addition of NO, a blue coloured intermediate is formed, which undergoes reduction leading to the regeneration of ferrocene. This happens at a potential of −0.3 V vs Hg/Hg2SO4. The addition of other interfering substances such as dopamine, H2O2, ascorbic acid, nitrate, uric acid did not lead to any significant change. The electrochemical sensing of NO is analogous to that of themolecular logic gate ID (Fig. 8)82. The voltammetric response of the bare gold electrode in the supporting electrolyte, corresponding to the input (0,0) and of the NO added to the supporting electrolyte, corresponding to the input (1,0) show no redox features in the investigated potential range. Fcaq has a nearly reversible (∆Ep = 83 mV) peak at −0.3 V, corresponding to the input (0, 1). When both inputs (1, 1) are present, there is a current increase at −0.3 V, due to the electrocatalytic reduction of NO. The output is the voltammetric current (> 5μA) at −0.3 V. The absence of both input results in an output = 0. If input 2(ferrocene) = 1 → output = 1, the presence of both inputs give output = 1. Figure S9 (see Supplementary Information) shows a schematic representation of the triple channel sensor for NO in the presence of the common probe Fcaq. The comparison of analytical values of various NO sensors is listed in Table 1.
Conclusions
We have demonstrated a new fluorogenic sensor for NO in aqueous state based on carbon nanodots. Fluorescence detection is based on the quenching of PEI-CDs caused by the blue coloured hyponitrite intermediate between ferrocene and NO. The photoinduced reduction of the blue coloured intermediate by the PEI-CDs is responsible for the quenching phenomenon. The linear response was found to be 1 × 10–6 M to 5 × 10–4 M. We also demonstrated how a single entity ferrocene simultaneously functions as a triple channel probe for NO detection–colorimetric, voltammetric and fluorogenic with detection limits of 600 nM, 50 nM and 500 nM respectively. It is noteworthy that the triple channel sensing of NO is analogous to the operation of three logic gates. The present work raises concerns in two directions, namely the feasibility of NO detection under neutral detection and the improvement of sensitivity. However, acidic conditions prevail at the tumour site and therefore an acidic environment is suitable for theranostic applications of NO. Further work is underway to introduce sulfonic acid functionalities to maintain acidity at the site of carbon dots, extend the detection of NO to neutral pH, and improve the sensitivity suitable for NO detection at the cellular level.
Data availability
All the datas generated during the study are included in the manuscript and in supplementary information. Any other datas clarification needed are available from corresponding author on reasonable request.
References
Ignarro, L. J. et al. Endothelium-derived relaxing factor produced and released from artery and vein is nitric oxide. Proc. Natl. Acad. Sci. USA 84, 9265. https://doi.org/10.1073/pnas.84.24.9265 (1987).
Furchgott, R. F. et al. Evidence for endothelium-dependent vasodilation of resistance vessels by acetylcholine. J. Vasc. Res. https://doi.org/10.1159/000158689 (1987).
Rapoport, R. M. & Murad, F. Agonist-induced endothelium-dependent relaxation in rat thoracic aorta may be mediated through cGMP. Circ. Res. 52, 352. https://doi.org/10.1161/01.RES.52.3.352 (1983).
Furchgott, R. F. Endothelium-derived relaxing factor: discovery, early studies, and identification as nitric oxide. Angew. Chem. Int. Ed. 38, 1870 https://doi.org/10.1002/(SICI)1521-3773(19990712)38:13/14<1870::AID-ANIE1870>3.0.CO;2-8 (1999).
Stamler, J. S. Risk factors for coronary artery disease: Historical perspectives. Coron. Artery Dis. 10, 273 (1999).
Guix, F. X. et al. The physiology and pathophysiology of nitric oxide in the brain. Prog. Neurobiol. 76, 126. https://doi.org/10.1016/j.pneurobio.2005.06.001 (2005).
Bogdan, C. Nitric oxide and the immune response. Nat. Immunol. 2, 907. https://doi.org/10.1038/ni1001-907 (2001).
MacMicking, J. et al. Nitric oxide and macrophage function. Annu. Rev. Immunol. 15, 323. https://doi.org/10.1146/annurev.immunol.15.1.323 (1997).
Luo, J. D. & Chen, A. F. Nitric oxide: A newly discovered function on wound healing. Acta Pharmacol. Sin. 26, 259. https://doi.org/10.1111/j.1745-7254.2005.00058.x (2005).
Hetrick, E. M. & Schoenfisch, M. H. Analytical chemistry of nitric oxide. Annu. Rev. Anal. Chem. (Palo Alto, Calif.) 2, 409. https://doi.org/10.1146/annurev-anchem-060908-155146 (2009).
Huang, K. J. et al. Sensitive determination of nitric oxide in some rat tissues using polymer monolith microextraction coupled to high-performance liquid chromatography with fluorescence detection. Anal. Bioanal. Chem. 388, 939. https://doi.org/10.1007/s00216-007-1283-2 (2007).
Fuji, H. et al. In vivo EPR (ESR) theory and application. In Biological and Magnetic Resonance (ed. Berliner, L.J). Vol. 18. 381 (Kluwer Academic/Plenum Publishers, 2003)
Misko, T. P. et al. A fluorometric assay for the measurement of nitrite in biological samples. Anal. Biochem. 214, 11. https://doi.org/10.1006/abio.1993.1449 (1993).
Palmer, R. M. et al. Vascular endothelial cells synthesize nitric oxide from l-arginine. Nature 333, 664. https://doi.org/10.1038/333664a0 (1988).
McQuade, L. E. & Lippard, S. J. Fluorescent probes to investigate nitric oxide and other reactive nitrogen species in biology (truncated form: fluorescent probes of reactive nitrogen species). Curr. Opin. Chem. Biol. 14, 43. https://doi.org/10.1016/j.cbpa.2009.10.004 (2010).
Yu, H., Xiao, Y. & Jin, L. A lysosome-targetable and two-photon fluorescent probe for monitoring endogenous and exogenous nitric oxide in living cells. J. Am. Chem. Soc. 134, 17486. https://doi.org/10.1021/ja308967u (2012).
Chen, Y. et al. A europium(III) chelate as an efficient time-gated luminescent probe for nitric oxide. Chem. Commun. (Cambridge, England) 47, 6266. https://doi.org/10.1039/c0cc05658h (2011).
Seo, E. W. et al. A small-molecule two-photon probe for nitric oxide in living tissues. Chemistry (Weinheim an der Bergstrasse, Germany) 18, 12388. https://doi.org/10.1002/chem.201201197 (2012).
Kojima, H. et al. Bioimaging of nitric oxide with fluorescent indicators based on the rhodamine chromophore. Anal. Chem. 73, 1967. https://doi.org/10.1021/ac001136i (2001).
Nagano, T. et al. Reactions of nitric oxide with amines in the presence of dioxygen. Tetrahedron Lett. 36, 8239. https://doi.org/10.1016/0040-4039(95)01715-T (1995).
Franz, K. J. et al. Aminotroponiminates as ligands for potential metal-based nitric oxide sensors. Inorgan. Chem. 39, 4081. https://doi.org/10.1021/ic000344q (2000).
Pluth, M. D. & Lippard, S. J. Reversible binding of nitric oxide to an Fe(III) complex of a tetra-amido macrocycle. Chem. Commun. 48, 1981. https://doi.org/10.1039/c2cc37221e (2012).
Lim, M. H., Xu, D. & Lippard, S. J. Visualization of nitric oxide in living cells by a copper-based fluorescent probe. Nat. Chem. Biol. 2, 375. https://doi.org/10.1038/nchembio794 (2006).
Hilderbrand, S. A. et al. Dirhodium tetracarboxylate scaffolds as reversible fluorescence-based nitric oxide sensors. J. Am. Chem. Soc. 126, 4972. https://doi.org/10.1021/ja038471j (2004).
Lim, M. H. & Lippard, S. J. Fluorescence-based nitric oxide detection by ruthenium porphyrin fluorophore complexes. Inorg. Chem. 43, 6366. https://doi.org/10.1021/ic035418n (2004).
Privett, B. J. et al. Electrochemical nitric oxide sensors for physiological measurements. Chem. Soc. Rev. 39, 1925. https://doi.org/10.1039/B701906H (2010).
Bedioui, F. & Griveau, S. Electrochemical detection of nitric oxide: Assessment of twenty years of strategies. Electroanalysis 25, 587. https://doi.org/10.1002/elan.201200306 (2013).
Xu, T. et al. Electrochemical sensors for nitric oxide detection in biological applications. Electroanalysis 26, 449. https://doi.org/10.1002/elan.201300564 (2014).
Ciszewski, A. & Milczarek, G. Electrochemical detection of nitric oxide using polymer modified electrodes. Talanta 61, 11. https://doi.org/10.1016/s0039-9140(03)00355-2 (2003).
Ortiz, M. et al. Nitric oxide binding and photodelivery based on ruthenium(II) complexes of 4-arylazo-3,5-dimethylpyrazole. Dalton Trans. https://doi.org/10.1039/b718645b (2008).
Soh, N. et al. A fluorescent probe for monitoring nitric oxide production using a novel detection concept. Analyst 126, 564. https://doi.org/10.1039/b101600h (2001).
Sun, C. et al. An unprecedented strategy for selective and sensitive fluorescence detection of nitric oxide based on its reaction with a selenide. Chem. Commun. 47, 8638. https://doi.org/10.1039/c1cc12174j (2011).
Pluth, M. D. et al. Seminaphthofluorescein-based fluorescent probes for imaging nitric oxide in live cells. J. Inorg. Chem. 50, 9385. https://doi.org/10.1021/ic200986v (2011).
Sun, J., Zhang, X., Broderick, M. & Fein, H. Measurement of nitric oxide production in biological systems by using Griess reaction assay. Sensors 3, 276. https://doi.org/10.3390/s30800276 (2003).
Hong, H., Sun, J. & Cai, W. Multimodality imaging of nitric oxide and nitric oxide synthases. Free Radical Biol. Med. 47, 684. https://doi.org/10.1016/j.freeradbiomed.2009.06.011 (2009).
Hetrick, E. M. & Schoenfisch, M. H. Analytical chemistry of nitric oxide. Annu. Rev. Anal. Chem. (Palo Alto Calif.) 2, 409. https://doi.org/10.1146/annurev-anchem-060908-155146 (2009).
Tan, L. et al. Fluorescent chitosan complex nanosphere diazeniumdiolates as donors and sensitive real-time probes of nitric oxide. Analyst 138, 879. https://doi.org/10.1039/c2an36548k (2013).
Pluth, M. D., McQuade, L. E. & Lippard, S. J. Cell-trappable fluorescent probes for nitric oxide visualization in living cells. Org. Lett. 12, 2318. https://doi.org/10.1021/ol1006289 (2010).
Huang, K. J. et al. Sensitive determination of nitric oxide in some rat tissues using polymer monolith microextraction coupled to high-performance liquid chromatography with fluorescence detection. Anal. Bioanal. Chem. 388(4), 939. https://doi.org/10.1007/s00216-007-1283-2 (2007).
Chen, X. et al. Fluorescent chemosensors based on spiroring-opening of xanthenes and related derivatives. Chem. Rev. 112, 1910. https://doi.org/10.1021/cr200201z (2012).
Lakowicz, J. R. Principles of Fluorescence Spectroscopy 2nd edn. (Kluwer Academic/Plenum, 1999).
Bredt, D. S. et al. Nitric oxide mediates glutamate-linked enhancement of cGMP levels in the cerebellum Proc. Natl. Acd. Sci. USA 86, 9030. https://doi.org/10.1073/pnas.86.22.9030 (1989).
Alivisatos, A. P., Gu, W. & Larabell, C. Quantum dots as cellular probes. Annu. Rev. Biomed. Eng. 7, 55. https://doi.org/10.1146/annurev.bioeng.7.060804.100432 (2005).
Resch-Genger, U. et al. Quantum dots versus organic dyes as fluorescent labels. Nat. Methods 5, 763. https://doi.org/10.1038/nmeth.1248 (2005).
Lidke, D. S. & Wilson, B. S. Caught in the act: Quantifying protein behaviour in living cells. Trend Cell Biol. 19, 566. https://doi.org/10.1016/j.tcb.2009.08.004 (2009).
Almeida, B. et al. Sensing nitric oxide in cells: Historical technologies and future outlook. ACS Sens. 6, 1695. https://doi.org/10.1021/acssensors.1c00051 (2021).
Baker, S. N. & Baker, G. A. Luminescent carbon nanodots: Emergent nanolights. Angew. Chem. Int. Ed. 49, 6726. https://doi.org/10.1002/anie.200906623 (2010).
Wang, Q. et al. Microwave–hydrothermal synthesis of fluorescent carbon dots from graphite oxide. Carbon 49, 3134. https://doi.org/10.1016/j.carbon.2011.03.041 (2011).
Long, Y. M. et al. New advances in 2D electrochemistry—Catalysis and sensing. J. Mater. Chem. 22, 5917. https://doi.org/10.1039/C2JM30639E (2012).
Li, Y. et al. Nitrogen-doped graphene quantum dots with oxygen-rich functional groups. J. Am. Chem. Soc. 134, 15. https://doi.org/10.1021/ja206030c (2012).
Sun, Y. P. et al. Quantum-sized carbon dots for bright and colorful photoluminescence. J. Am. Chem. Soc. 128, 7756. https://doi.org/10.1021/ja062677d (2006).
Lu, J. et al. One-pot synthesis of fluorescent carbon nanoribbons, nanoparticles, and graphene by the exfoliation of graphite in ionic liquids. ACS Nano 3, 2367. https://doi.org/10.1021/nn900546b (2009).
Liu, H., Ye, T. & Mao, C. Fluorescent carbon nanoparticles derived from candle soot. Angew. Chem. Int. Ed. 46, 6473. https://doi.org/10.1002/anie.200701271 (2007).
Tian, L., Song, Y., Chang, X. & Chen, S. Hydrothermally enhanced photoluminescence of carbon nanoparticles. Scr. Mater. 62, 833. https://doi.org/10.1016/j.scriptamat.2010.02.035 (2010).
Yang, Y. et al. One-step synthesis of amino-functionalized fluorescent carbon nanoparticles by hydrothermal carbonization of chitosan. Chem. Commun. 48, 380. https://doi.org/10.1039/c1cc15678k (2012).
Zhu, S. et al. Strongly green-photoluminescent graphene quantum dots for bioimaging applications. Chem. Commun. 47, 6858. https://doi.org/10.1039/c1cc11122a (2011).
Hardman, R. A. A toxicologic review of quantum dots. Environ. Health Perspect. 114, 16572. https://doi.org/10.1289/ehp.8284 (2006).
Bhattacharya, S., Sarkar, R., Chakraborty, B., Porgador, A. & Jelinek, R. Nitric oxide sensing through azo-dye formation on carbon dots. ACS Sens. 2, 1215. https://doi.org/10.1021/acssensors.7b00356 (2006).
Simões Simões, E. F. et al. Sulfur and nitrogen co-doped carbon dots sensors for nitric oxide fluorescence quantification. Anal. Chim. Acta 960, 117 https://doi.org/10.1016/j.aca.2017.01.007 (2017).
Simoes, E. F. C., Esteves da Silva, J. C. G. & Leitao, J. M. M. Peroxynitrite and nitricoxide fluorescence sensing by ethylenediamine doped carbon dots. Sens. Actuators B Chem. 220, 1043–1049 (2015).
Yu, C., Wu, Y., Zeng, F. & Wu, S. A fluorescent ratiometric nanosensor for detecting NO in aqueous media and imaging exogenous and endogenous NO in live cells. J. Mater. Chem. B 33, 4152. https://doi.org/10.1039/c3tb20686f (2013).
Priya, S., Kaviyarasan, T. & Berchmans, S. Naked eye detection of nitric oxide release from nitrosothiols aided by gold nanoparticles. Analyst 137, 1541. https://doi.org/10.1039/c2an16182f (2012).
Salome, J. P. et al. Electrochemical assay of the nitrate and nitrite reductase activities of Rhizobium japonicum. Biosens. Bioelectron. 24, 3487. https://doi.org/10.1016/j.bios.2009.04.044 (2009).
Mary Vargheese, T. & Berchmans, S. Naked eye detection of nitric oxide release from nitrosothiols aided by gold nanoparticles. Electrochim. Acta 52, 562. https://doi.org/10.1016/j.electacta.2006.05.058 (2006).
Varatharajan, S. et al. Synergistic effect of hydroxypropyl-beta-cyclodextrin encapsulated soluble ferrocene and the gold nanocomposite modified glassy carbon electrode for the estimation of NO in biological systems. Analyst 135, 2348. https://doi.org/10.1039/c0an00091d (2010).
Sudhesh, P., Balamurugan, T. & Berchmans, S. Insights into ferrocene-mediated nitric oxide sensing-elucidation of mechanism and isolation of intermediate. Electrochim. Acta 210, 321. https://doi.org/10.1016/j.electacta.2016.05.153 (2016).
Uematsu, T., Taniguchi, S., Torimoto, T. & Kuwabata, S. Emission quench of water-soluble ZnS–AgInS2 solid solution nanocrystals and its application to chemosensors. Chem. Commun. https://doi.org/10.1039/b918750b (2009).
Yu, A., Liang, Z., Cho, J. & Caruso, F. Nanostructured electrochemical sensor based on dense gold nanoparticle films. Nano Lett. 3, 1203. https://doi.org/10.1021/nl034363j (2003).
Zhai, X. et al. Highly luminescent carbon nanodots by microwave-assisted pyrolysis. Chem. Commun. 48, 7955. https://doi.org/10.1039/c2cc33869f (2012).
Barman, S., Sadhukhan, M., Bhowmik, T. & Kundu, M. K. Facile synthesis of carbon quantum dots and thin graphene sheets for non-enzymatic sensing of hydrogen peroxide. RSC Adv. https://doi.org/10.1039/C3RA46050A (2013).
Chen, J. et al. A novel fluorescent array for mercury (II) ion in aqueous solution with functionalized cadmium selenide nanoclusters. Anal. Chim. Acta 577, 77. https://doi.org/10.1016/j.aca.2006.06.039 (2006).
Dong, Y. et al. Polyamine-functionalized carbon quantum dots as fluorescent probes for selective and sensitive detection of copper ions. Anal. Chem. 84, 6220. https://doi.org/10.1021/ac3012126 (2012).
Sharma, S. N., Pillai, Z. S. & Kamat, P. V. Photoinduced charge transfer between CdSe quantum dots and p-phenylenediamine. J. Phys. Chem. B 107, 10088. https://doi.org/10.1021/jp034109f (2003).
Tablet, C. & Hillebrand, M. Quenching of the fluorescence of 3-carboxy-5, 6-benzocoumarin by aromatic amines. J. Photochem. Photobiol. A 189, 73. https://doi.org/10.1016/j.jphotochem.2007.01.009 (2007).
Wuister, S. F., de Mello Donega, C. & Meijerink, A. Local-field effects on the spontaneous emission rate of CdTe and CdSe quantum dots in dielectric media. J. Phys. Chem. B 108, 17393. https://doi.org/10.1063/1.1773154 (2004).
Munro, A. M. & Ginger, D. S. Photoluminescence quenching of single CdSe nanocrystals by ligand adsorption. Nano Lett. 8, 2585. https://doi.org/10.1021/nl801132t (2008).
Pedzinski, T., Marciniak, B. & Hug, G. L. Catalytic aerobic photooxidation of primary benzylic amines using hindered acridinium salts. J. Photochem. Photobiol. A 150, 21 (2002).
Wang, X. et al. Photoinduced electron transfers with carbon dots. Chem. Commun. https://doi.org/10.1039/b906252a (2009).
Cao, L. et al. Carbon nanoparticles as visible-light photocatalysts for efficient CO2 conversion and beyond. J. Am. Chem. Soc. 133, 4754. https://doi.org/10.1021/ja200804h (2011).
Wu, X., Chen, J. & Zhao, J. X. A reversible fluorescent logic gate for sensing mercury and iodide ions based on a molecular beacon. Analyst. 138, 5281. https://doi.org/10.1039/c3an01051a (2013).
Xia, F. et al. Label-free, dual-analyte electrochemical biosensors: A new class of molecular-electronic logic gates. J. Am. Chem. Soc. 132, 8557. https://doi.org/10.1021/ja101379k (2010).
Green, L. C. et al. Analysis of nitrate, nitrite, and [N-15]-labeled nitrate in biological-fluids. Anal. Biochem. 126, 131. https://doi.org/10.1016/0003-2697(82)90118-x (1982).
Griess, P. Bemerkungenzu der abhandlung der HH. Weselky und Benediktuebereinigeazoverbindungen. Ber. Dtsch. Chem. Ges. 12, 426. https://doi.org/10.1002/cber.187901201117 (1879).
Misko, T. P. et al. A fluorometric assay for the measurement of nitrite in biological samples. Anal. Biochem. 214, 11. https://doi.org/10.1006/abio.1993.1449 (1993).
Marzinzig, M. et al. Improved methods to measure end products of nitric oxide in biological fluids: Nitrite, nitrate, and S-nitrosothiols. Nitric Oxide 1, 177. https://doi.org/10.1006/niox.1997.0116 (1997).
Kojima, H. et al. Direct evidence of NO production in rat hippocampus and cortex using a new fluorescent indicator: DAF-2 DA. NeuroReport 9, 3345. https://doi.org/10.1097/00001756-199810260-00001 (1998).
Kojima, H. et al. Detection and imaging of nitric oxide with novel fluorescent indicators: Diaminofluoresceins. Anal. Chem. 70, 2446. https://doi.org/10.1021/ac9801723 (1998).
Nakatsubo, N. et al. Direct evidence of nitric oxide production from bovine aortic endothelial cells using new fluorescence indicators: diaminofluoresceins. FEBS Lett. 427, 263. https://doi.org/10.1016/s0014-5793(98)00440-2 (1998).
Biplab, M. et al. Fluorescence-based detection of nitric oxide in aqueous and methanol media using a copper(II) complex. Chem. Commun. 47, 2964. https://doi.org/10.1039/C0CC04054A (2011).
Franz, K. J., Singh, N. & Lippard, S. J. Metal based NO sensing by selective ligand dissociation, Angew. Chem. Int. Ed. 39, 2120 https://doi.org/10.1002/1521-3773(20000616)39:12<2120::aid-anie2120>3.0.co;2-m (2000)
Hilderbrand, S. A. & Lippard, S. J. Cobalt chemistry with mixed aminotroponiminate salicylaldiminate ligands: Synthesis, characterization, and nitric oxide reactivity. Inorg. Chem. 43, 4674. https://doi.org/10.1021/ic049776h (2004).
Liu, X. J., Shang, L. B., Pang, J. T. & Li, X. A reagentless nitric oxide biosensor based on haemoglobin/polyethyleneimine film. Biotechnol. Appl. Biochem. 38, 119. https://doi.org/10.1042/BA20030056 (2003).
Zen, J. M., Kumar, A. S. & Wang, H. F. A dual electrochemical sensor for nitrite and nitric oxide. Analyst 125, 2169. https://doi.org/10.1039/b008176k (2000).
Shu, R. N. et al. Highly sensitive nitric oxide sensing using three-dimensional graphene/ionic liquid nanocomposite. Electroanalysis 23, 442. https://doi.org/10.1002/elan.201000344 (2011).
Simões, E. F. C., Leitão, J. M. M. & Esteves da Silva, J. C. G. Sulfur and nitrogen co-doped carbondots sensors for nitric oxide fluorescence quantification. Anal. Chim. Acta 960, 117. https://doi.org/10.1016/j.aca.2017.01.007 (2017).
Sun, Y. et al. Fluorescence turn-on detection of gaseous nitric oxide using ferric dithiocarbamate complex functionalized quantum dots. Anal. Chem. 86(12), 5628. https://doi.org/10.1021/ac501315p (2014).
Tang, Q. et al. An N-nitrosation reaction-based fluorescent probe for detecting nitric oxide in living cells and inflammatory zebrafish. Spectrochim. Acta Part A Mol. Biomol. Spectrosc. 270, 120728. https://doi.org/10.1016/j.saa.2021.120728 (2022).
Kumar, D., Mesin, R. & Chu, C.-S. Optical fluorescent sensor based on perovskite QDs for nitric oxide gas detection. Appl. Opt. 62, 3176. https://doi.org/10.1364/AO.486952 (2023).
Acknowledgements
The authors acknowledge CSIR-CECRI for providing support for the above work.
Author information
Authors and Affiliations
Contributions
Priya S conducted all lab experiments reported in the manuscript and did all the characterization part, wrote the main manuscript. Sheela Berchmans guided the work and reviewed the manuscript
Corresponding author
Ethics declarations
Competing interests
The authors declare no competing interests.
Additional information
Publisher's note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary Information
Rights and permissions
Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.
About this article
Cite this article
Priya, S., Berchmans, S. Ferrocene probe-assisted fluorescence quenching of PEI-carbon dots for NO detection and the logic gates based sensing of NO enabled by trimodal detection. Sci Rep 14, 10402 (2024). https://doi.org/10.1038/s41598-024-61117-z
Received:
Accepted:
Published:
DOI: https://doi.org/10.1038/s41598-024-61117-z
Comments
By submitting a comment you agree to abide by our Terms and Community Guidelines. If you find something abusive or that does not comply with our terms or guidelines please flag it as inappropriate.