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Changes in crystalline lens parameters during accommodation evaluated using swept source anterior segment optical coherence tomography

Changes in crystalline lens parameters during accommodation evaluated using swept source anterior segment optical coherence tomography

来源期刊: Annals of Eye Science | 2022年12月 第7卷 第4期 - 发布时间:阅读量:1629
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关键词:
Accommodation accommodative response lens parameters anterior lens curvature posterior lens curvature
Accommodation accommodative response lens parameters anterior lens curvature posterior lens curvature
DOI:
10.21037/aes-21-70

Backgrounds: To assess changes in anterior segment biometry during accommodation using a swept source anterior segment optical coherence tomography (SS-OCT).

Methods: One hundred-forty participants were consecutively recruited in the current study. Each participant underwent SS-OCT scanning at 0 and ?3 diopter (D) accommodative stress after refractive compensation, and ocular parameters including anterior chamber depth (ACD), anterior and posterior lens curvature, lens thickness (LT) and lens diameter were recorded. Anterior segment length (ASL) was defined as ACD plus LT. Lens central point (LCP) was defined as ACD plus half of the LT. The accommodative response was calculated as changes in total optical power during accommodation.

Results: Compared to non-accommodative status, ACD (2.952±0.402 vs. 2.904±0.382 mm, P<0.001), anterior (10.771±1.801 vs. 10.086±1.571 mm, P<0.001) and posterior lens curvature (5.894±0.435 vs. 5.767±0.420 mm, P<0.001), lens diameter (9.829±0.338 vs. 9.695±0.358 mm, P<0.001) and LCP (4.925±0.274 vs. 4.900±0.259 mm, P=0.010) tended to decreased and LT thickened (9.829±0.338 vs. 9.695±0.358 mm, P<0.001), while ASL (6.903±0.279 vs. 6.898±0.268 mm, P=0.568) did not change significantly during accommodation. Younger age (β=0.029, 95% CI: 0.020 to 0.038, P<0.001) and larger anterior lens curvature (β=?0.071, 95% CI: ?0.138 to ?0.003, P=0.040) were associated with accommodation induced greater steeping amplitude of anterior lens curvature. The optical eye power at 0 and ?3 D accommodative stress was 62.486±2.284 and 63.274±2.290 D, respectively (P<0.001). Age was an independent factor of accommodative response (β=?0.027, 95% CI: ?0.038 to ?0.016, P<0.001).

Conclusions: During ?3 D accommodative stress, the anterior and posterior lens curvature steepened, followed by thickened LT, fronted LCP and shallowed ACD. The accommodative response of ?3 D stimulus is age-dependent.

Backgrounds: To assess changes in anterior segment biometry during accommodation using a swept source anterior segment optical coherence tomography (SS-OCT).

Methods: One hundred-forty participants were consecutively recruited in the current study. Each participant underwent SS-OCT scanning at 0 and ?3 diopter (D) accommodative stress after refractive compensation, and ocular parameters including anterior chamber depth (ACD), anterior and posterior lens curvature, lens thickness (LT) and lens diameter were recorded. Anterior segment length (ASL) was defined as ACD plus LT. Lens central point (LCP) was defined as ACD plus half of the LT. The accommodative response was calculated as changes in total optical power during accommodation.

Results: Compared to non-accommodative status, ACD (2.952±0.402 vs. 2.904±0.382 mm, P<0.001), anterior (10.771±1.801 vs. 10.086±1.571 mm, P<0.001) and posterior lens curvature (5.894±0.435 vs. 5.767±0.420 mm, P<0.001), lens diameter (9.829±0.338 vs. 9.695±0.358 mm, P<0.001) and LCP (4.925±0.274 vs. 4.900±0.259 mm, P=0.010) tended to decreased and LT thickened (9.829±0.338 vs. 9.695±0.358 mm, P<0.001), while ASL (6.903±0.279 vs. 6.898±0.268 mm, P=0.568) did not change significantly during accommodation. Younger age (β=0.029, 95% CI: 0.020 to 0.038, P<0.001) and larger anterior lens curvature (β=?0.071, 95% CI: ?0.138 to ?0.003, P=0.040) were associated with accommodation induced greater steeping amplitude of anterior lens curvature. The optical eye power at 0 and ?3 D accommodative stress was 62.486±2.284 and 63.274±2.290 D, respectively (P<0.001). Age was an independent factor of accommodative response (β=?0.027, 95% CI: ?0.038 to ?0.016, P<0.001).

Conclusions: During ?3 D accommodative stress, the anterior and posterior lens curvature steepened, followed by thickened LT, fronted LCP and shallowed ACD. The accommodative response of ?3 D stimulus is age-dependent.

Introduction

Accommodation is a dynamic process of retinal defocus when the eye focuses at different distances (1). Loss of accommodation due to presbyopia or cataract surgery is one of the most common complaints in ophthalmic patients. Although many basic and clinical researches were conducted (2,3), the mechanism of accommodation and presbyopia are not fully understood, and restoring accommodation remains a challenging task.

The lenticular changes mediated by ciliary muscle and zonule is commonly regarded as a key factor for accommodation and presbyopia (4-6). Loss of deformity of the lens with age is hypothesized to be the primary etiology of presbyopia (4). Thus, a detailed knowledge of the structural changes of the crystalline lens and optical properties during accommodation is of great importance in understanding the mechanism of accommodation and exploring new techniques for restoring dynamic accommodation. Additionally, exact data of dynamic changes amplitude in anterior chamber depth (ACD) and anterior lens position can help to assess the security of the implantable Collamer lens (ICL) which may cause cataract formation due to contact between the ICL and crystalline lens (7). Previous measurements of crystalline lens in vivo were mainly performed with A-scan (8), IOLmaster (9), Purkinje imaging (10), Scheimpflug camera (11), slit-lamp photography (12), ultrasound biomicroscopy (UBM) (13), or magnetic resonance imaging (MRI) (14). These measurements of the crystalline lens, however, were indirect measures with or without complexity of obtaining cross-sectional images, with limited visibility of the posterior lens surface, and debatable reproducibility and accuracy (12).

Anterior segment optical coherence tomography (AS-OCT) is a non-invasive method that offers high-resolution imaging of the anterior segment structures with high-speed, 3D imaging capability and providing coaxial accommodative targets which enables in vivo and real-time assessment of accommodation, and thus has gained wide used in clinical application to assess parameters of the anterior chamber angle, as well as accommodation due to its advantage of dynamic measurement (2,15,16). However, challenge exists to assess the entire crystalline lens in a single frame by commercial AS-OCT due to the limited scan depth and the sensitivity decay with depth. Currently, available methods to image the entire anterior segment with AS-OCT were obtained by complex phase-splitting techniques for conjugate removal (17), dual channel dual focus AS-OCT devices (18) or by overlapping images acquired at different depths (16), the reliability of which needs to be further assessed. Furthermore, the complexity of the techniques limited the possibility to generalize it in larger population-based studies.

In recent years, with the improved scan rate, scan depth, and scan density of the second generation swept source AS-OCT (SS-OCT) (CASIA2, TOMEY, Japan), it is now possible to obtain imaging from the cornea to the posterior lens surface in one cross-sectional image. The reliability and repeatability of CASIA2 in measuring anterior segment structures was high (19). Current studies of accommodation using CASIA2 are scarce (20-24). Therefore, we aimed to characterize changes in lens parameters and other anterior segment parameters including ACD, anterior segment length (ASL) and its associations using CASIA2 during ?3 diopter (D) accommodative stress. We present the following article in accordance with the STROBE reporting checklist (available at https://aes.amegroups.com/article/view/10.21037/aes-21-70/rc).

Methods

Participants

One hundred-fifty-nine participants were consecutively recruited to participant in the current study from Aug 22 to Sep 10, 2019 at Zhongshan Ophthalmic Center (ZOC), southern China. Exclusion criterion were best corrected Visual Acuity (BCVA) of less than 20/20; previous history of ocular disease or surgeries; history of wearing contact lenses; anterior segment abnormality; poor quality SS-OCT images; or inability to cooperate during examination. The study was conducted in accordance with the Declaration of Helsinki (as revised in 2013). Ethical approval was obtained from the Zhongshan University Ethics Review Board (No. 2019KYPJ033). Written informed consent was obtained from all participants.

Ocular examinations

All participants underwent uncorrected visual acuity (UCVA) and BCVA examination using an Early Treatment Diabetic Retinopathy Study (ETDRS) visual chart at a distance of 4 m. Non-cycloplegic refractions were measured by an autorefractor (KR8800; Topcon, Tokyo, Japan). The refraction data were further converted to spherical equivalent (SE) which was defined as spherical power plus half of the cylindrical power. Axial length (AL) was measured by an optical biometer (IOLmaster700, Carl Zeiss Meditec, Jena, Germany). A slit lamp examination was adapted to detect abnormalities of the anterior and posterior segments. Each examination was performed by the same experienced nurse by a standard protocol to ensure reliability.

SS-OCT examinations

The SS-OCT device (CASIA2, Tomey Corporation, Nagoya, Japan) with a laser wavelength of 1,310 nm was used to obtain images of the anterior segment before and during accommodation. All measurements were conducted under a standard procedure in a darkened room with the same device settings by the same research nurse. SS-OCT scans of the lens analysis model were obtained at the accommodative resting state and at an accommodative stress on ?3 D after refractive compensation by a build-in system of the CASIA2. Before scanning, refractive error of the tested eye was corrected by the built-in system. The anterior segment images of the tested eye in unaccommodated state was captured with the participant focusing on the co-axial internal fixation target image set for distance in the CASIA2 device for the first 5 seconds. Afterward, ?3.0 D accommodative stress by the built-in system of the CASIA2 was added to stimulate the physiologic accommodation, and images were captured when the participant could clearly look forward at the internal fixation target for 5 seconds. The eye was centered by the active eye tracker system in CASIA2. Corneal topographic axis, defined as a reference line connecting the fixation point in the topographer to the vertex normal on the cornea, was used as positional reference for comparative images obtained from the unaccommodated and accommodated states (25,26). To avoid eye movement, rotation, convergence or other movements during scanning, participants were guided to keep their jaw and forehead on the fixed trestle, while staring at the co-axial internal fixation target during scanning. Then the device automatically analyzed and displayed values of ACD, anterior and posterior lens curvature, lens thickness (LT) and lens diameter at 3-dimensional space. In order to ensure the reliability of the automatic results generated by the CASIA2, the “semi-auto” setting was used to check the accuracy of the automatic outline and re-modify the outline in scans with poorly automatically detected outlines. Three-dimensional data of the anterior segment parameters were analyzed. ACD was defined as the distance between the corneal epithelium and the anterior surface of the lens. ASL was defined as ACD plus LT. Lens central point (LCP) was defined as ACD plus half of the LT. The corneal model was used to obtain measurements of corneal power.

Accommodative response

The accommodative response was defined as changes in refractive power of the eye during accommodation based on a schematic eye model in paraxial approximation (Eq. [2]).

Where P, PC and PLrefer to the power of the equivalent total eye, cornea and lens, respectively. Values of PCwere obtained from the CASIA2, nlis the refractive index of the lens which is adjusted for age (27), nh=1.336 is the refractive index of the aqueous humor, Ra and Rp represent the radius of anterior and posterior lens curvatures.

Statistical analysis

All statistical analyses were performed with Stata (ver. 12.0; Stata Corp., College Station, TX). All data were presented for right eyes. The Skewness-Kurtosis test and histogram were used to test the normality of variables. Continuous variables were presented as the mean ± standard deviation (SD) or median [interquartile range (IQR)]. Analysis of variance (ANOVA) for normal distributions, or the Kruskal Wallis test for very skewed distributions were used to compare anterior segment parameters between age groups. Changes in anterior segment parameters, including anterior lens curvature, posterior lens curvature, LT, lens diameter, ACD, LCP and ASL, were calculated by subtracting anterior segment parameters at the accommodative resting state from anterior segment parameters at ?3 D accommodative stress. Paired t-test was used to test for changes in anterior segment parameters during ?3 D accommodative stress. Univariate and multivariate regression models were used to determine associated factors with changes in anterior lens curvature, posterior lens curvature and accommodative response of ?3 D accommodative stimulus. A P value of <0.05 was defined to indicate statistical significance.

Results

Of the 159 recruited participants, 19 were excluded due to having BCVA of less than 20/20 (9 participants), history of wearing contact lenses (3 participants), anterior segment abnormality (2 participants) and poor-quality SS-OCT images (5 participants), leaving 140 eligible participants for the final analysis (Figure 1). The distribution of basic characters of the included participants is presented in Table 1. In general, images of 140 participants with a median (IQR) age of 30 (23 to 44) years (age range, 10–59 years) and a male proportion of 40.71% were obtained under both the static state and at an accommodative amplitude of ?3 D. The median (IQR) SE was ?1.13 (?4.13, 0) D and the mean AL was 24.28±1.52 mm.

Figure 1 Flowchart of participants’ selection. BCVA, best corrected visual acuity; SS-OCT, swept source optical coherence tomography.

20230414144041_5091.png

Table 1 Distribution of basic characteristics among participants

20230414144220_9664.png
Table 2 presents result of changes in anterior segment biometry during ?3 D accommodative stimulus by age groups. Compared to non-accommodative status, ACD (2.952±0.402 vs. 2.904±0.382 mm, P<0.001), anterior (10.771±1.801 vs. 10.086±1.571 mm, P<0.001) and posterior lens curvature (5.894±0.435 vs. 5.767±0.420 mm, P<0.001), lens diameter (9.829±0.338 vs. 9.695±0.358 mm, P<0.001) and LCP (4.925±0.274 vs. 4.900±0.259 mm, P=0.010) tended to decreased and LT thickened (9.829±0.338 vs. 9.695±0.358 mm, P<0.001), while ASL (6.903±0.279 vs. 6.898±0.268 mm, P=0.568) did not change significantly during accommodation. The changing amplitude of anterior lens curvature, posterior lens curvature, and LT tended to be smaller with increasing age (all P<0.05).

Table 2 Changes in the anterior segment biometry during accommodation stratified by age

20230414144341_0169.png
Table 3 shows the associated factors with changes in anterior and posterior lens curvature during ?3 D accommodative stress. In the univariable model, participants who were younger (β=0.033, 95% CI: 0.025 to 0.041, P<0.001), female gender (β=0.411, 95% CI: 0.191 to 0.630, P<0.001), had myopic SE (β=0.083, 95% CI: 0.045 to 0.120, P<0.001), longer AL (β=?0.180, 95% CI: ?0.258 to ?0.101, P<0.001), deeper ACD (β=?0.778, 95% CI: ?1.031 to ?0.525, P<0.001), larger anterior (β=?0.189, 95% CI: ?0.243 to ?0.134, P<0.001) and posterior lens curvature (β=?0.399, 95% CI: ?0.650 to ?0.148, P=0.002), thinner LT (β=0.847, 95% CI: 0.619 to 1.074, P<0.001) and more backward of LCP (β=?0.655, 95% CI: ?1.053 to ?0.258, P=0.001) were more likely to have larger steeping of the anterior lens curvature after ?3 D accommodative stimulus. Younger age (β=0.029, 95% CI: 0.020 to 0.038, P<0.001) and larger anterior (β=?0.071, 95% CI: ?0.138 to ?0.003, P=0.040) lens curvature were still associated with larger accommodation-induced steeping of the anterior lens curvature after adjusting for age, gender and SE. Younger age (β=0.004, 95% CI: 0.001 to 0.007, P=0.014) and larger posterior (β=?0.102, 95% CI: ?0.184 to ?0.021, P=0.014) lens curvature were associated with larger accommodation-induced steepening of posterior lens curvature after adjusting for confounders. There was a positive correlation between changes in anterior lens curvature and changes in posterior lens curvature (r=0.518, P<0.001) and lens diameter (r=0.743, P<0.001), ACD (r=0.847, P<0.001), and LCP (r=0.601, P<0.001), while changes in anterior lens curvature was negatively correlated with changes in LT (r=?0.881, P<0.001) and ASL (r=?0.387, P<0.001) (Figure 2). A similar correlation was also observed for changes in posterior lens curvature (Figure 3).

Table 3 Factors associated with changes in anterior and posterior lens curvature during ?3 D accommodative stress

20230414144552_6946.png

Figure 2 Correlation of changes in posterior lens curvature (A), lens thickness (B), lens diameter (C), anterior chamber depth (D), lens central point (E) and anterior segment length (F) with changes in anterior lens curvature.

20230414144609_3042.png

Figure 3 Correlation of changes in anterior lens curvature (A), lens thickness (B), lens diameter (C), anterior chamber depth (D), lens central point (E) and anterior segment length (F) with changes in posterior lens curvature.

20230414144628_9450.png
Changes in optical power of the whole eye and the isolated lens are calculated using Eqs. [1,2]. The optical power of the whole eye at 0 D and ?3 D accommodative stress was 62.49±2.28 and 63.27±2.29 D, respectively (P<0.001). Accordingly, the lens power was 24.03±1.89 D at 0 D and which increased to 24.90±2.05 D during ?3 D of accommodative stress (P<0.05). Younger age was associated with greater accommodative response (β=?0.027, 95% CI: ?0.038 to ?0.016, P<0.001) in the multivariable regression model (Table 4).

Table 4 Factors associated with accommodative response during ?3 D accommodative stress

20230414144653_6328.png

Discussion

The current study found that the anterior segment biometry including ACD, anterior lens curvature, posterior lens curvature, lens diameter, LCP and LT changed significantly during ?3 D accommodative stress, while ASL did not change during accommodation. Participants with older age and smaller anterior lens curvature tended to have smaller decreasing amplitude of the anterior lens curvature during accommodation. The accommodative response of ?3 D stimulus decreased with age. Previous studies on accommodation have been based on small study samples or based on traditional or compound imaging which cannot directly observe changes of the entire anterior segment, thus decreased reliability (13,14,16,18). To further understand the mechanism of accommodation and on-set of presbyopia and its related factors, studies of larger sample sizes with scans in which images are entirely visible are needed. To the best of our knowledge, this is so far the study containing the largest study sample by the CASIA2, the scanning depth of which enables us to obtain a single anterior segment image from anterior cornea to posterior lens surface and automatically generate data of anterior segment parameters with build-in software.

Our findings that lens curvature steepened followed by LT thickened and ACD shallowed are in accordance with the widely accepted Schachar mechanism (5,28-30). Accommodation-related decrease of anterior lens curvature, increase of LT and shallow of ACD have been well verified by numerous studies using Scheimpflug, AS-OCT, and other methods (2,14). However, lack of available methods for imaging the posterior lens curvature, most of which are currently obtained indirectly or through complex machine or overlapping images, limited our knowledge of accommodation-related changes in the posterior lens curvature. Some studies found a statistically significant reduction in posterior lens surface curvatures during accommodation using MRI (14) or SD-OCT (31), but other studies have indicated no changes (32,33). The possible reason for the controversy may be due to the low resolution of images and low reliability of the synthesized images. The enhanced penetration and speed of the CASIA2 enables the visibility of the entire anterior segment in one cross-sectional image in real-time and automatic analysis, which is a useful method in evaluating dynamic changes in lens parameters during accommodation. Our study indicated that posterior lens curvature steepened during ?3 D accommodation. Current studies on accommodation using CASIA2 are scarce. One study of 30 participants aged 20 years and older from Japan presented preliminary values of anterior lens curvature, posterior lens curvature and LT before and after ?3 D accommodative stress. However, it is difficult to determine whether changes in lens parameters during accommodation happened because this paper did not make statistical test for these changes (23). The same researchers did a more detailed analysis of accommodation-related changes in lens parameters in another study, with the results indicating that anterior and posterior lens curvatures steepened and LT thickened during accommodation in 96 included eyes, but the exact values of lens biometry were not presented (20). Thus, we cannot make direct comparison between our study and the aforementioned studies (20,23).

Studies on changes of the position of the posterior lens pole (ASL) during accommodation is controversial, with some studies having indicated no significant changes (16,34), but others found a significant backward-displacement of the posterior lens position (3,31). Variation of different measurements, or imaging length of technique may partly explain these disparities. Our finding that ASL did not change with accommodation supports the Schachar theory that the lens position remains stable during accommodation (5,28).

Our and previous studies (14,35,36) indicate that the accommodation induces changes in anterior lens curvature is larger than the posterior lens curvature during ?3 D accommodative stress. Additionally, the accommodation-induced changes in the amplitude and slope of the anterior lens curvature are different from the posterior lens curvature. One 3D MRI study showed that changes in anterior lens curvature were larger than those of posterior lens curvature, and changes in slope of the anterior and posterior lens curvature were not linear during accommodation (14). Gambra et al. (35) found that there was a decrease of 0.73 mm/D for the anterior lens curvature and 0.20 mm/D for the posterior lens curvature with increasing accommodative demand from 0 to 6 D by 1-D step. Results from an AS-OCT study indicated that changes in lens biometry were limited to the anterior lens curvature if accommodative stress was less than 1.5 D, while the posterior lens curvature was additionally altered in the process of accommodation only above the 1.5 D accommodative stress level (36). The reason for the differences in response of anterior and posterior lens curvatures to accommodation may be due to differences in insertion position and direction of the zonulas fiber or the relative position of the ciliary muscle to the lens (3).

The human lens, which provides one-third of the ocular optical power, is responsible for refocusing on targets at different distances through alteration of its shape to decrease or increase ocular optical power during accommodation. Previous studies showed that the deformability of the crystalline lens decreased with age, but the contractility of the muscle did not decline with age (2,27). One study using a combination of two SD-OCT systems to acquire synchronized images of the ciliary body and lens showed that accommodation-induced changes in LT was larger in younger subject, and younger subject had faster responses in the crystalline lens after contraction of the ciliary muscle (37). Richdale et al. (38) found that accommodative response increased linearly with increasing accommodation demand among subjects younger than 40 years but increased little among subjects aged 40 years and older; the lost rate of maximum accommodative response was 0.2 D/age. The current study found that the amplitude of reshaping of anterior and posterior lens curvatures during ?3 D accommodative stimulus was significantly decreased with age, as well as the accommodative response which represents the real accommodative power under ?3 D accommodative stimulus (0.027 D per year).

The mean value of ?3 D accommodation-induced changes in ocular refractive power of the whole eye in our study was 0.79 D (range from ?0.10 to 3.04 D), which is smaller than found in other studies. One OCT study of 4 subjects indicated that the changes of refractive power was about 3.8 D during 6 D accommodative demands (35). Another OCT study of 19 eyes from 13 subjects with a mean age of 28.6±4.4 years showed that the changes of refractive power was 4.14 D during 0–6 D accommodative demands in 1.5 D steps (31). Richdale et al. (38) found that the response amplitudes of 6 D accommodation were 0.03 to 5.15 D among 26 emmetropic adult aged 30 to 50 years using an auto-refractor. The relative wide age range in the current study may partly explain the difference. However, differences in measurement technique, study design, and race prohibited a direct comparison of our study with previous studies (31,35,38).

Strength of our study included the relatively large study sample size, standardize study protocol, and the new SS-OCT device which enable visibility of the entire lens figure and automatic analysis. Several limitations of the current study should be mentioned. First, analysis of some accommodation-related mechanisms including changes to ciliary muscle and zonular fibers were not available in the current study. Second, understanding accommodation-induced changes in lens surface area and lens volume, followed by refractive index (39-42) and crystalline lens density may help to provide a more in-depth understanding the mechanism of accommodation. However, currently available SS-OCT device cannot measure lens surface areas and lens volumes. Third, characteristics of lens biometry changes in other accommodative states than presently examined (>?3 D or maximum accommodative response) should be further assessed. Fourth, the fact that accommodative response was estimated by equation instead of auto-refractor which is an objective measurement of the accommodative response may have skewed our data. Compared to the equation of optical power, an indirect measurement, evaluating the accommodative response directly using an auto-refractor or other objective measurements may increase the reliability of the measurements. Fifth, the dynamic behavior of the lens during accommodation may potentially influence the accuracy of the measurements which were obtained only once at each status. Finally, it is difficulty to evaluate changes in equatorial diameter because the edge of the lens cannot be visualized due to the presence of the iris by using AS-OCT (15,43). The lens diameter in the current study was obtained by fitting the anterior and posterior circular curves which may not exactly represent the real shape of the lens during accommodation.

In conclusion, the current study found that the lens is elastically deformed during accommodation which include steepening anterior and posterior lens curvature, decreased lens diameter and increased LT, followed by decreasing ACD and forward-displacement of LCP in almost all age subgroups. We found no significant changes in ASL in accommodation. Our findings support Schachar’s accommodative hypotheses that the lens is stable during accommodation. The accommodative response of ?3 D stimulus is age-dependent. These data may help us further understand the age-dependent mechanisms of accommodation.

Acknowledgments

Funding: This study was supported by the National Natural Science Foundation of China (Nos. 81770905 and 81873675) and the Construction Project of High-Level Hospitals in Guangdong Province (No. 303020102).

Footnote

Reporting Checklist: The authors have completed the STROBE reporting checklist. Available at https://aes.amegroups.com/article/view/10.21037/aes-21-70/rc

Data Sharing Statement: Available at https://aes.amegroups.com/article/view/10.21037/aes-21-70/dss

Conflicts of Interest: All authors have completed the ICMJE uniform disclosure form (available at https://aes.amegroups.com/article/view/10.21037/aes-21-70/coif). The authors have no conflicts of interest to declare.

Ethical Statement: The authors are accountable for all aspects of the work in ensuring that questions related to the accuracy or integrity of any part of the work are appropriately investigated and resolved. The study was conducted in accordance with the Declaration of Helsinki (as revised in 2013). Ethical approval was obtained from the Zhongshan University Ethics Review Board (No. 2019KYPJ033). Written informed consent was obtained from all participants.

Open Access Statement: This is an Open Access article distributed in accordance with the Creative Commons Attribution-NonCommercial-NoDerivs 4.0 International License (CC BY-NC-ND 4.0), which permits the non-commercial replication and distribution of the article with the strict proviso that no changes or edits are made and the original work is properly cited (including links to both the formal publication through the relevant DOI and the license). See: https://creativecommons.org/licenses/by-nc-nd/4.0/.

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1、This study was supported by the National Natural Science Foundation of China (Nos. 81770905 and 81873675) and the Construction Project of High-Level Hospitals in Guangdong Province (No. 303020102).()
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