Startseite A comparison study of hyaluronic acid hydrogel exquisite micropatterns with photolithography and light-cured inkjet printing methods
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A comparison study of hyaluronic acid hydrogel exquisite micropatterns with photolithography and light-cured inkjet printing methods

  • Feng Chen , Shaochun Gu , Qianming Zhang , Tong Liu , Zhenjie Liu EMAIL logo und Tairong Kuang EMAIL logo
Veröffentlicht/Copyright: 23. März 2022
Veröffentlichen auch Sie bei De Gruyter Brill
e-Polymers
Aus der Zeitschrift e-Polymers Band 22 Heft 1

Abstract

The microstructure design of hydrogel materials offers a broad range of practical applications and is extensively used in flexible sensors, polymer microneedles, microfluidic chips, and other biomedical engineering fields. Among the bio-sourced hydrogels, oligomeric hyaluronic acid (HA) possesses wound healing, anti-tumor, and angiogenesis properties. However, micropatterning soft hydrogels, such as HA-relative hydrogels containing 90% water by weight, continue to pose difficulties for both high precision and micro-scale lithography. The purpose of this study was to compare the photolithography and light-cured inkjet printing methods of methacryloyl HA hydrogel (HAMA-gel) to those for synthetic light-curable polymer resins. Photolithography and light-cured inkjet printing methods with designed scale, high resolution, and little processing times were used to effectively prepare micropatterns of HAMA-gel. The well-shaped micropatterns consisted of parallel channels in tens of micrometers and strip/grid lines in the hundreds of micrometers. Human vein endothelial cells cultured on the material’s surface demonstrated that HAMA-gel had good biocompatibility. The width of the flow channel (10 and 20 µm) was regulated on the surface of the microstructure to allow for simultaneous control of cell growth along the flow channel and groove directions.

1 Introduction

Biomedical polymer materials are the most rapidly evolving and widely used class of medical materials. They include natural polymer materials such as chitin (1,2), cellulose (3,4), hyaluronic acid (HA) (5,6,7), chitosan, as well as synthetic polymer materials such as polydimethylsiloxane (8), polyvinyl alcohol (PVA) (9), polyacrylate (10), polycaprolactone (PCL) (11), and polylactic acid (PLA) (12,13). Nearly all mammalian cells contain HA, which can be destroyed by the enzyme hyaluronidase. Cells easily adhere to and grow on it, retaining their biological properties and sensitivity to the environment. Hydrogel products may be used as an extracellular matrix to provide a favorable environment for cells and are a hot research material in biological fields such as tissue-engineering scaffolds, postoperative repair, and immune regulation (14,15,16).

The viscosity of the aqueous solution of HA increases rapidly as the molecular weight increases. For example, a solution of one million molecular weight HA achieves a high viscosity at a mass fraction of 2%, while a solution of 100,000 molecular weight HA reaches a high viscosity at a mass fraction of more than 5%. At the same time, a high molecular weight maximizes the acid groups on the chain between the embedding, reduces the likelihood of the modified materials colliding with a reactive group, and decreases the reaction efficiency during the modification process. In addition, the traditional technique of preparing hydrogels through free radical polymerization has high water and oxygen requirements, which makes polymerization difficult to achieve under normal conditions. Due to the mild reaction conditions, high yield, and low environmental requirements, the “click” reaction has become a popular technique for preparing hydrogels. Zhang et al. (17) synthesized four-arm maleimide grafted polyethylene glycol (PEG) and four-arm thiol-grafted PEG, as well as acrylic acid-modified nucleic acid aptamers, using the sulfhydryl-olefins click reaction. The preparation of a PEG hydrogel, capable of orthogonal reaction and the selective curing of a photomask, resulted in a patterned structure. We recently reported fast-cured PCL-derived micropatterns using a UV-initiated thiol-ene “click” reaction (18).

Furthermore, we successfully prepared HA micropatterns using photolithography and thiol-ene “click” reaction, which resulted in the regulated release of VEGF protein (19). This work demonstrated the simultaneous or sequential control of protein immobilization and released in a hydrogel at different times and concentrations, which can be used to create a more biomimetic three-dimensional microenvironment for cells or act as a kind of intelligence for controlled release protein carriers. As HA hydrogels have excellent molding properties and the ability to retain a certain shape after gelation, they may be used for precise microstructure molding and have good application prospects in cell and tissue engineering.

The most widely used micromachining is photolithography (20) and printing technology (21), with the development of electron beams (22), UV nano-imprint (23), 3D printing (24,25,26) as novel branches, in addition to microstructure preparation techniques of many biological materials such as soft lithography (27), micro-contact printing, and inkjet printing have been constantly reflected in the micro-machined molding of biological materials. Srimongkon et al. (28) successfully printed the PVA hydrogel and calcium alginate (CA) hydrogel using modified inkjet printers. The two-dimensional surface micropatterning of the polymer gel may be produced by inkjet printing, and the ink used is available in the fields of biomedicine and cell engineering. So far, the use of photo clamps or printing techniques for micro-processed research on hydrogel, particularly those with high water content and with precision typically measured in centimeters, has been unable to meet the demand for bioengineering and tissue engineering. The use of inkjet printing to print HA is very difficult, primarily due to solution viscosity and curing time. Moreover, the concentration of the solution affects the strength of the gel after curing, and only the appropriate concentration can maintain a good microstructure in the gel.

In this study, the double-bond-modified HA (HAMA) was synthesized by methacrylate modification of oligomeric HA followed by the esterification reaction between pentaerythritol and N-acetyl-l-cysteine to form the bioactive crosslinking agent (SH-CA) with multi-arm mercapto group grafting. Rapid photocurable HA hydrogels (HAMA-gel) were synthesized by a simple, mild, and fast “click” reaction between “mercapto-olefin.” The potential performance of oligomeric HAMA as a framework for precise microstructure formation was investigated in this study, and the light-curing performance of HAMA-gel was evaluated using photolithography and inkjet printing. Then, we investigated the effect of surface microstructure on the growth morphology of human umbilical vein endothelial (HUVE) cells. We compared two UV-cured resins, commercial polyethylene glycol diacrylate (PEGDA) and PCL–PEG–PCL triblock copolymer (PCEC), to determine the light-curing process and cell adhesion growth properties. This offers a theoretical justification for the design of photocurable microstructures on the surfaces of biological hydrogel materials.

2 Experimental

2.1 Preparation of photocurable materials

2.1.1 HAMA photocurable hydrogel

In this work, HA (M n = 5,000) was selected as the biogel precursor. Methylacrylated hyaluronic acid (HAMA), a multi-thiol crosslinking agent (SH-CA), and HAMA-gel light-curing material were prepared as previously described (19). HAMA-gel with a 5% crosslinking agent was selected for micropattern design on the surface due to its mechanical strength and minimal variations in forming changes. Briefly, the double-bond modified HAMA raw material was dissolved in deionized water to form a 6% HAMA solution, and the photocurable gel prepolymer solution was prepared by adding 5 wt% SH-CA crosslinking agent and 1 wt% Irgacure 2959. The structure of (A) HAMA and (B) SH-CA is shown in Figure 1. Figure 1a illustrates a schematic reaction diagram for HAMA-gel.

Figure 1 
                     Chemical structures of methacrylated hyaluronic acid (HAMA), multi-thiol crosslinking agent (SH-CA), PEGDA, and acrylated PCL–PEG–PCL triblock copolymer (ene-PCEC).
Figure 1

Chemical structures of methacrylated hyaluronic acid (HAMA), multi-thiol crosslinking agent (SH-CA), PEGDA, and acrylated PCL–PEG–PCL triblock copolymer (ene-PCEC).

2.1.2 PEGDA photocurable resin

In a 5 mL vial, 5 mmol PEGDA (M n = 400, 2.0 g) was added. Based on the ratio of double bonds to sulfhydryl group 1:1, 2.5 mmol tetra (3-mercaptopropionic acid) pentaerythritol ester (PETMP, 0.61 g) and 1 wt‰ initiator benzoin dimethyl ether (DMPA, 1.6 mg) were added. During curing, a sufficient quantity of solution was injected into the mold, and the colorless transparent PEGDA photocurable material was obtained by UV curing (OmniCure S1500, 365 nm) for 10 min. Figure 1c shows the chemical structure of PEGDA.

2.1.3 PCEC-derived photocurable resin

The PCL–PEG–PCL hydroxy-terminated triblock copolymer (PCEC-OH) was synthesized using a technique described in the literature (29), and the end groups of PCEC-OH were modified through double bonding with acryl chloride to obtain ene-PCEC (18). Figure 1d shows the chemical structure of ene-PCEC. Around 0.1 mmol double-bonded terminated PCL block copolymers (ene-PCEC, M n = 1,700, 0.17 g) and 2.5 mmol PEGDA (M n = 400, 1.0 g) were added to a 5 mL vial in the ratio of double bonds to sulfhydryl group 1:1, and 1.3 mmol tetra (3-mercaptopropionic acid) pentaerythritol ester (PETMP, 0.32 g), 1 wt‰ initiator benzoin dimethyl ether (DMPA, 1.6 mg), and a small amount of dichloromethane (CH2Cl2) were added to obtain a homogenous solution. To obtain white opaque PCEC-derived materials, a suitable amount of solution was placed in the mold during curing and UV curing (OmniCure S1500, 365 nm) for 10 min.

2.2 Photocurable resin surface microstructure pattern design

2.2.1 Photolithography method

Photomasks with light transmittance may be produced on the surface of the glass using lithography technology. A chrome-plated opaque mask template was used in this experiment. The template surface was heavily chrome-plated and impervious to light, while the transmittance region was designed as a parallel striped structure with a width of 10 or 20 µm and spacings of 100 µm. UV curing (OmniCure S1500, 365 nm) was performed in the transmittance region to cure the photocurable matrix material under the mask through ultraviolet light to produce a material with a strip-like flow channel structure on the surface, thus forming the material’s surface microstructure.

The schematic of the photomask-prepared surface microstructure material is shown in Figure 2b. The curing structure was segmented into three layers: upper, middle, and lower layers. The upper layer was a chrome-plated photomask, while the middle layer was a 5 mm thick and soft silica gel sheet. Excess silica gel was cut off from the 5 mm × 5 mm square region of the direct photomask’s transparent area, and the prepolymer solution of HAMA-gel was injected. The lower layer was a quartz glass substrate that served as a carrier for the integral curing unit. The polymer solution of HAMA-gel was placed into the hole of the silica gel sheet before curing, covered with a light mask, and irradiated under ultraviolet light for a certain period to obtain the material with strip microstructure on the surface.

Figure 2 
                     (a) Schematic of reaction for HAMA-gel; (b) surface microstructure fabricated by the photolithography method; and (c) well-zigzag microstructure printed by the light-cured inkjet printing method.
Figure 2

(a) Schematic of reaction for HAMA-gel; (b) surface microstructure fabricated by the photolithography method; and (c) well-zigzag microstructure printed by the light-cured inkjet printing method.

2.2.2 Light-curd inkjet printing method

Three procured polymer solutions of PEGDA, PCEC/PEGDA mixture, and HAMA-gel were inkjet printed on glass substrates using a micro-nano material deposition inkjet printer system (Microplotter Proto). Figure 2c illustrates the inkjet printing technique used to prepare the well-shaped microstructure. The release voltage was set to 14.0 V, and inkjet printing on a glass substrate was performed using the HAMA-gel precursor’s light-curing material. Following printing, the print was shaped using UV curing (OmniCure S1500, 365 nm).

2.3 Microstructure surface morphology

A fluorescence inversion microscope (ZEISS AXIO OBSERVER AI) was used to examine the microstructures of HAMA-gel, PEGDA, and PCEC-derived materials using photolithography and inkjet printing techniques, respectively.

2.4 Surface contact angle and surface tension energy

A contact angle measuring device (OCA-15, DataPhysics, Germany) was used to measure the contact angle between water and photocurable primary solution (PEGDA, HAMA-gel) on the different substrates (glass, PTFE, and PET). In a liquid–solid interface system, the relationship between liquid–solid interface tension and solid–phase surface tension was as follows:

(1) γ SL = γ LG ( ( 1 + sin 2 θ ) cos θ ) / 2 , 0 θ 180 °

(2) γ SG = γ LG ( ( 1 + sin 2 θ ) + cos θ ) / 2 , 0 < θ 180 °

The contact angle θ on each substrate was determined using Eq. (2), as was the gas-up interface of PET, PTFE, and glass. Tension γ SG according to water, PEGDA, HAMA-gel could determine the surface tension of three water, PEGDA, HAMA-gel solutions on each substrate γ LG. Finally, Eq. (1) was sued to calculate the liquid-solid interface tension γ SL.

2.5 Immunofluorescence staining

2.5.1 Cell culture

HUVE cells (5,000 cells per well) were seeded into 24-well plates on the sample surface and supplemented with 10% fetal bovine serum, 1.5 g·L−1 sodium bicarbonate, 100 U·mL−1 penicillin and 100  µg·mL−1 streptomycin, and DMEM cell medium. The cells were cultured at 37°C and 5% CO2 for 48 h.

2.5.2 Cell fixation and staining

Each well was rinsed three times with PBS buffer for 3 min each and then fixed with paraformaldehyde for 15 min. After rinsing thrice with PBS buffer, 0.05% Triton 100 was added and allowed to stand for 5 min to enhance membrane permeability. The wells were rinsed thrice with PBS buffer, 5% goat serum was added, and the plates were incubated for 1 h. After adding DAPI for 1 min, PBS was rinsed three times, and an anti-fluorescence quenching agent was added.

2.5.3 Observation of cell morphology

Inverted fluorescence microscopy (ZEISS AXIO OBSERVER AI) was used to investigate the impact of surface microstructure on cell growth morphology.

3 Results and discussion

3.1 Photolithography performances

The UV-cured photolithography technique was successfully used to prepare micron-scale channel patterns on the surfaces of HAMA-gel, PEGDA, and PCEC-derived materials. Figure 3 illustrates periodic channel micropatterns on the surfaces of HAMA-gel, PEGDA, and PCEC-derived materials, respectively, that were prepared using the photolithography technique. The top surface morphology was characterized by parallel gaps with uniform widths of about 20 and 10 µm. As can be observed, all three types of materials exhibited a regular elevated surface flow channel morphology following the light-curing procedure. The channel width of the three materials was significantly increased when cured with a 20 µm photomask compared to those treated with a 10 µm photomask. The channel’s edges and boundaries were both clear. On the surfaces of HAMA-gel, PEGDA, and PCEC-derived materials, the flow channels were smooth and regular, with complete micro-channel morphology and regular spacing. This demonstrates the possibility of using photolithography to prepare the surface microstructure of both hard photocurable materials and soft HAMA-gel hydrogel materials. In addition, photocurable materials with a variety of surface microstructures may be obtained by altering the morphology of the transmittance part of the photomask.

Figure 3 
                  The channel micropatterns on the top surfaces of (a) HAMA-gel, (b) PEGDA, and (c) PCEC-derived materials prepared by photolithography and observed by fluorescence inverted microscope. The gap widths of three materials were designed for 20 and 10 µm, with scale bars of 200 and 100 µm, respectively. (d) The regularity of micro-channel on the top surface of the three materials.
Figure 3

The channel micropatterns on the top surfaces of (a) HAMA-gel, (b) PEGDA, and (c) PCEC-derived materials prepared by photolithography and observed by fluorescence inverted microscope. The gap widths of three materials were designed for 20 and 10 µm, with scale bars of 200 and 100 µm, respectively. (d) The regularity of micro-channel on the top surface of the three materials.

To characterize the micro-channel formation accuracy of materials, the width of each channel and the spacing between channel intervals were measured. Figure 3d shows the regularity of micro-channels on the surface of the three materials. The surface channel width of HAMA-gel, PEGDA, and PCEC-derived materials was 17.7, 20.5, and 25.7 µm, respectively, when light-cured micropatterns were used with a 20 µm photomask. In contrast, the surface channel width of HAMA-gel, PEGDA, and PCEC-derived materials was 8.8, 14.0, and 18.1 µm, respectively, when cured with a 10 µm photomask. As can be observed, the size variations of the surface microstructure of PEGDA and PCEC-derived materials were much larger than those of HAMA-gel. On the one hand, due to UV light scattering through the mask, the portion of the mask closest to the light transmittance generated unnecessary crosslinking, while the crosslinking reaction transformed the liquid precursor into a solid state, resulting in negligible volume shrinkage and an inconsistent set value for the channel width. The channel width of HAMA-gel was found to be somewhat narrower than the channel width specified in the design. It can be explained by the fact that the soft modulus (<75 kPa) and higher water content (94 wt%) resulted in slight deformation of crosslinked HAMA hydrogel.

Similarly, the channel spacing of HAMA-gel, PEGDA, and PCEC-derived materials was 95.8, 98.3, and 73.2 µm, respectively, when cured with the 20 µm photomask. The channel spacing of HAMA-gel, PEGDA, and PCEC-derived materials were 95.9, 94.1, and 79.1 µm, respectively, when cured using a 10 µm photomask template. The reason for the derivation of the channel spacing and width in the PCEC-derived micropattern is that PCEC was a semi-crystallized and rubber-like polymer at room temperature, which increased the surface stress of the material and warped the thin film.

3.2 Light-cured inkjet printing

The microstructure of the HAMA-gel PEGDA and PCEC-derived precursor solution was printed on the glass substrate using a micro-nano inkjet printing system, followed by a UV light curing process to fix the material morphology on the substrate. HAMA-gel was capable of printing smoothly on a glass substrate and delineating strip and grid patterns with ease. Figure 4 shows the morphology of the various precursors printed on the glass substrate, demonstrating that the micropattern of light-curable precursors could be successfully doped into the flat surface through the nuzzle and subsequently set in two dimensions via the UV light curing process. The width of the pattern varied depending on the wettability and shape-holding ability of the precursor and substrate. Due to the high affinity of glass for the hydrophilic solution, the width of HAMA-gel was about 220 µm (Figure 4a), while the widths of PEGDA and PCEC-derived patterns were approximately 50–60 µm, and the pattern structures were inaccurate and defective (Figure 4b and c). Inkjet printing, as a two-dimensional printing technique, is capable of designing and fabricating two-dimensional patterns of HAMA-gel efficiently to meet specific needs and opens up a diverse range of application areas due to the nature of the printing materials.

Figure 4 
                  Morphology of (a) HAMA-gel, (b) PEGDA, and (c) PCEC-derived micropatterns by inkjet printing. The scales are 500, 200, and 100 µm, respectively.
Figure 4

Morphology of (a) HAMA-gel, (b) PEGDA, and (c) PCEC-derived micropatterns by inkjet printing. The scales are 500, 200, and 100 µm, respectively.

To explain the pattern deformation, the surface contact angles and relative surface tension of HAMA-gel, PEGDA, and PCEC-derived precursors were investigated and shown in Figure 5. Because the PCEC-derived precursor comprised 83% PEGDA, its surface contact angle and surface tension were comparable to those of the PEGDA precursor. Figure 5a shows the photographing of different solutions on a variety of substrates. The hydrophilic HAMA-gel exhibited good wettability on glass surfaces but spread poorly on plastic surfaces. Due to its increased hydrophobicity, PEGDA had a larger contact angle and surface tension than HAMA-gel (Figure 5b and c). As a result, it is preferable to print micropatterns on the hydrophilic glass surface rather than on a hydrophobic plastic surface.

Figure 5 
                  (a) The surface contact angle images of water, HAMA-gel, and PEGDA precursor on different substrates, respectively. The data of (b) surface contact angle and (c) surface tension were calculated in detail.
Figure 5

(a) The surface contact angle images of water, HAMA-gel, and PEGDA precursor on different substrates, respectively. The data of (b) surface contact angle and (c) surface tension were calculated in detail.

3.3 The effect of surface microstructure on the development of cell adhesion

Optical microscopy was used to examine the effect of the surface microstructure of HAMA-gel, PEGDA, and PCEC-derived materials on cell growth. Figure 6a shows the HUVE cells’ growth on the surface of the three microstructure materials after 48 h of incubation. The cell morphology on the surface of HAMA-gel was normal spindle-shaped in both the control group and microstructure groups, and cell growth was excellent. In contrast to the PEGDA and PCEC control groups, the HUVE cells could not spread out on the smooth surface of PEGDA, and the cell morphologies were nearly spherical. Nonetheless, HUVE cell adhesion to the surface of PCEC/PEGDA was poor, and the number of cells was minimal. However, no cells were observed on the surface of PEGDA and PCEC/PEGDA microstructures, suggesting that the microstructures made it more difficult for cells to attach and grow normally on the surface of materials with low cell adhesion. HAMA-gel surface microstructure, on the other hand, demonstrated excellent cell adherence, suggesting its high biocompatibility and prominence as a scaffold for cell growth.

Figure 6 
                  Influence of surface microstructure on cell growth morphology. (a) Growth of HUVE cells on the smooth surface and microstructure surface of HAMA-gel, PEGDA, and PCEC-derived materials after 48 h culture. (b) Effects of different channel widths on the surface of HAMA-gel on cell growth and morphology by immunofluorescence staining, the right pictures are the magnifications of the left. (c) Culture of HUVE cells on inkjet printer HAMA-gel materials, cell growth after 48 h: (left) strip structure; (right) grid-like structure.
Figure 6

Influence of surface microstructure on cell growth morphology. (a) Growth of HUVE cells on the smooth surface and microstructure surface of HAMA-gel, PEGDA, and PCEC-derived materials after 48 h culture. (b) Effects of different channel widths on the surface of HAMA-gel on cell growth and morphology by immunofluorescence staining, the right pictures are the magnifications of the left. (c) Culture of HUVE cells on inkjet printer HAMA-gel materials, cell growth after 48 h: (left) strip structure; (right) grid-like structure.

To investigate the impact of surface microstructure on cell growth, cells on the surface of HAMA-gel material were stained with immunofluorescence, and the cytoskeleton and cells were colored with phantom cyclic peptide and DAPI, respectively, to obtain the complete cell morphology. Figure 6b shows cell growth morphology on the surface of HAMA-gel with smooth surface, 10 µm channel structure, and 20 µm channel structure, respectively. Furthermore, HUVE cells were cultured on inkjet-printed HAMA-gel lines, and Figure 6c shows cell growth after 48 h. In the printed strip structure, the cells adhered and grew along with the strip structure, while in the printed grid-like structure, cells adhered and grew sparsely along with the grid-like structure on glass sheets without microstructures, suggesting that cell growth was material selective. Cells were more likely to adhere to and proliferate on a hydrophilic surface and stiff matrix in comparison with the 3D-printed structure of synthesized resin like PLA (30).

In the control group, cell growth was irregular with a smooth surface and cell morphology was complete. The channel width in the 10 µm channel structure was slightly smaller than that of the endothelial cells. Most cells could not cross the channel barrier and grow in the groove between the two channels. In the 20 µm channel structure, the cells grew along the channel because the channel width was sufficient to support cell climbing and growth. The results indicated that channel width affects cell growth direction, causing the majority of cells to grow along the direction of the flow channel orientation. By controlling the flow channel width to a value less than that of the cells, one can control the majority of cells in the groove-oriented growth. By controlling the flow channel width to a value greater than the cells, one can control cell growth orientation along the flow channel and the direction of the grooves. These findings have significant implications in regulating cells’ directed growth and differentiation.

4 Conclusion

In this study, the micro-patterns of HAMA-gel were successfully fabricated using both photolithography and UV-cured inkjet printing methods. To achieve high resolution and exquisite microstructure, a thiol-ene “click” reaction was designed. As a consequence, photolithography was used to design parallel channels (gap width ∼ 10 µm) with the precious structure while maintaining a high-water content (94 wt%). In contrast, the commercial photocurable resin PEGDA and its PCEC-modified resin demonstrated low accuracy and large deformation. Moreover, due to the exceptional stickiness of HAMA-gel on the glass substrate, inkjet printing and UV light curing processes were used to create a two-dimensional design of HAMA-gel with a sub-millimeter scale. PEGDA and PCEC-derived precursors, on the other hand, could not be smoothly printed under the same conditions. HAMA-gel micropatterns, both channels, and lines, aided adhesion cell growth. It was shown that the HUVE cells were successfully cultured and grew with the orientation of the micropatterns.

  1. Funding information: This research was conducted thanks to the Natural Science Foundation of China (Nos. 52173046 and 81970398), Natural Science Foundation of Zhejiang Province (Nos. LZ21E030002 and LY19E030007), Key R&D Program of Zhejiang Province (No. 2021C01064), Ningbo Scientific and Technological Innovation 2025 Major Project (No. 2020Z097), and the Fundamental Research Funds for the Provincial Universities of Zhejiang (No. RF-A2020008).

  2. Author contributions: Feng Chen: Investigation, conceptualization, methodology, writing – original draft, writing – review and editing, supervision; Shaochun Gu: investigation, formal analysis; Qianmin Zhang: investigation, formal analysis; Tong Liu: formal analysis; Zhenjie Liu: formal analysis, supervision; Tairong Kuang: formal analysis, writing – original draft, writing – review and editing, supervision.

  3. Conflict of interest: Authors state no conflict of interest.

  4. Data availability statement: The datasets generated during and/or analyzed during the current study are available from the corresponding author on reasonable request.

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Received: 2021-11-29
Revised: 2022-01-04
Accepted: 2022-01-15
Published Online: 2022-03-23

© 2022 Feng Chen et al., published by De Gruyter

This work is licensed under the Creative Commons Attribution 4.0 International License.

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