1
|
Liu Z, Zheng K, Bao S, Cui Y, Yuan Y, Ge C, Zhang Y. Estimating the spatiotemporal distribution of PM 2.5 concentrations in Tianjin during the Chinese Spring Festival: Impact of fireworks ban. ENVIRONMENTAL POLLUTION (BARKING, ESSEX : 1987) 2024; 361:124899. [PMID: 39243932 DOI: 10.1016/j.envpol.2024.124899] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/14/2024] [Revised: 08/31/2024] [Accepted: 09/04/2024] [Indexed: 09/09/2024]
Abstract
SETTING off fireworks during the Spring Festival (SF) is a traditional practice in China. However, because of its environmental impact, the Chinese government has banned this practice completely. Existing evaluations of the effectiveness of firework prohibition policies (FPPs) lack spatiotemporal perspectives, making it difficult to comprehensively assess their effects on air quality. Consequently, this study used remote sensing technology based on aerosol optical depth and multiple variables, compared nine statistical learning methods, and selected the optimal model, transformer, to estimate daily spatiotemporal continuous PM2.5 concentration datasets for Tianjin from 2016 to 2020. The overall model accuracy reached a root mean square error of 15.30 μg/m³, a mean absolute error of 9.55 μg/m³, a mean absolute percentage error of 21.07%, and an R2 of 0.88. Subsequently, we analysed the variations in PM2.5 concentrations from three time dimensions-the entire year, winter, and SF periods-to exclude the impact of interannual variations on the experimental results. Additionally, we quantitatively estimated firework-specific PM2.5 concentrations based on time-series forecasting. The results showed that during the three years following the implementation of the FPPs, firework-specific PM2.5 concentrations decreased by 52.70%, 49.76%, and 86.90%, respectively, compared to the year before the implementation of the FPPs. Spatially, the central urban area and industrial zones are more affected by FPPs than the suburbs. However, daily variations of PM2.5 concentrations during the SF showed that high concentrations of PM2.5 produced in a short period will return to normal rapidly and will not cause lasting effects. Therefore, the management of fireworks needs to consider both environmental protection and the public's emotional attachment to traditional customs, rather than simply imposing a blanket ban on fireworks. We advocate improving firework policies in four aspects-production, sales, supervision, and control-to promote sustainable development of the ecological environment and human society.
Collapse
Affiliation(s)
- Zhifei Liu
- Department of Aerospace and Geodesy, Technical University of Munich, 80333, Munich, Germany
| | - Kang Zheng
- The College of Geography and Environment Science, Henan University, Kaifeng, 475004, China.
| | - Shuai Bao
- Research Center of Geospatial Big Data Application, Chinese Academy of Surveying and Mapping, Beijing, 100830, China
| | - Yide Cui
- State Key Laboratory of Remote Sensing Science, Chinese Academy of Sciences, Beijing, 100101, China
| | - Yirong Yuan
- State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan, 430079, China
| | - Chengjun Ge
- School of Geography and Information Engineering, China University of Geosciences, Wuhan, 430074, China
| | - Yixuan Zhang
- School of Earth and Space Sciences, Peking University, Beijing, 100080, China
| |
Collapse
|
2
|
Wu S, Zhang H, Liu C, Yang Q, Sun J, Yuan C, Xiang H, Zhang J, Lu E, Guo J, Shao Q, Zhao B, Yang G. Impact of surface ultraviolet radiation intensity on hospital admissions for ischemic and hemorrhagic stroke: A large-scale database study using distributed lag nonlinear analysis, 2015-2022, in Harbin, China. J Stroke Cerebrovasc Dis 2024; 33:107908. [PMID: 39094717 DOI: 10.1016/j.jstrokecerebrovasdis.2024.107908] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2024] [Revised: 07/27/2024] [Accepted: 07/30/2024] [Indexed: 08/04/2024] Open
Abstract
OBJECTIVES Our aim is to evaluate the impact of surface ultraviolet radiation intensity on hospital admissions for stroke and to compare the correlation and differences among different subtypes of strokes. MATERIALS AND METHODS We collected daily data on surface ultraviolet radiation intensity, temperature, air pollution, and hospital admissions for stroke in Harbin from 2015 to 2022. Using a distributed lag non-linear model, we determined the correlation between daily surface ultraviolet radiation intensity and the stroke admission rate. Relative risks (RR) with 95% confidence intervals (CI) and attributable fractions (AF) with 95% CI were calculated based on stroke subtypes, gender, and age groups. RESULTS A total of 132,952 hospitalized stroke cases (including hemorrhagic and ischemic strokes) were included in the study. We assessed the non-linear effects of ultraviolet intensity on hospitalized patients with ischemic and hemorrhagic strokes. Compared to the maximum morbidity benchmark ultraviolet intensity (19.2 × 10^5 for ischemic stroke and 20.25 for hemorrhagic stroke), over the 0-10 day lag period, the RR for extreme low radiation (1st percentile) was 0.86 (95% CI: 0.77, 0.96), and the RR for extreme high radiation (99th percentile) was 0.86 (95% CI: 0.77, 0.96). In summary, -4.842% (95% CI: -7.721%, -2.167%) and -1.668% (95% CI: -3.061%, -0.33%) of ischemic strokes were attributed to extreme low radiation intensity with a lag of 0 to 10 days and extreme high radiation intensity with a lag of 0 to 5 days, respectively. The reduction in stroke hospitalization rates due to low or high ultraviolet intensity was more pronounced in females and younger individuals compared to males and older individuals. None of the mentioned ultraviolet intensity intensities and lag days had a statistically significant impact on hemorrhagic stroke. CONCLUSIONS Our study fundamentally suggests that both lower and higher levels of surface ultraviolet radiation intensity in Harbin, China, contribute to a reduced incidence of ischemic stroke, with this effect lasting approximately 10 days. This finding holds significant potential for public health and clinical relevance.
Collapse
Affiliation(s)
- Shouyue Wu
- Department of Neurosurgery, The First Affiliated Hospital of Harbin Medical University, Harbin, China; Heilongjiang Province Neuroscience Institute, Harbin, China
| | - Hongli Zhang
- Department of Neurosurgery, The First Affiliated Hospital of Harbin Medical University, Harbin, China; Heilongjiang Province Neuroscience Institute, Harbin, China
| | - Chunyang Liu
- Department of Neurosurgery, The First Affiliated Hospital of Harbin Medical University, Harbin, China; Heilongjiang Province Neuroscience Institute, Harbin, China
| | - Qiunan Yang
- Department of Neurosurgery, The First Affiliated Hospital of Harbin Medical University, Harbin, China; Heilongjiang Province Neuroscience Institute, Harbin, China
| | - Jianda Sun
- Department of Neurosurgery, The First Affiliated Hospital of Harbin Medical University, Harbin, China; Heilongjiang Province Neuroscience Institute, Harbin, China
| | - Chao Yuan
- Department of Neurosurgery, The First Affiliated Hospital of Harbin Medical University, Harbin, China; Heilongjiang Province Neuroscience Institute, Harbin, China
| | - Huan Xiang
- Department of Neurosurgery, The First Affiliated Hospital of Harbin Medical University, Harbin, China; Heilongjiang Province Neuroscience Institute, Harbin, China
| | - Jian Zhang
- Department of Neurosurgery, The First Affiliated Hospital of Harbin Medical University, Harbin, China; Heilongjiang Province Neuroscience Institute, Harbin, China
| | - Enzhou Lu
- Department of Neurosurgery, The First Affiliated Hospital of Harbin Medical University, Harbin, China; Heilongjiang Province Neuroscience Institute, Harbin, China
| | - Jinyi Guo
- Department of Neurosurgery, The First Affiliated Hospital of Harbin Medical University, Harbin, China; Heilongjiang Province Neuroscience Institute, Harbin, China
| | - Qi Shao
- Department of Neurosurgery, The First Affiliated Hospital of Harbin Medical University, Harbin, China; Heilongjiang Province Neuroscience Institute, Harbin, China
| | - Boxian Zhao
- Department of Neurosurgery, The First Affiliated Hospital of Harbin Medical University, Harbin, China; Heilongjiang Province Neuroscience Institute, Harbin, China
| | - Guang Yang
- Department of Neurosurgery, The First Affiliated Hospital of Harbin Medical University, Harbin, China; Heilongjiang Province Neuroscience Institute, Harbin, China.
| |
Collapse
|
3
|
Wang J, Zheng Y, Gao Q, Zhou H, Chang X, Gao J, Li S. Spatial and Temporal Distribution Characteristics and Cytotoxicity of Atmospheric PM 2.5 in the Main Urban Area of Lanzhou City. BULLETIN OF ENVIRONMENTAL CONTAMINATION AND TOXICOLOGY 2024; 113:23. [PMID: 39110236 DOI: 10.1007/s00128-024-03925-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/03/2023] [Accepted: 07/02/2024] [Indexed: 08/25/2024]
Abstract
PM2.5, as one of the most harmful pollutant in the atmospheric environment and population health, has received much attention. We monitored PM2.5 levels at five sampling sites in the Lanzhou City and collected PM2.5 particles from two representative sites for cytotoxicity experiment. The cytotoxicity of PM2.5 samples on A549 cells and migration ability of the cells were respectively detected by Cell Counting kit-8 (CCK-8) assay and scratch assay. We detected the levels of cellular inflammatory factors and oxidative damage-related biochemical indexes. RT-qPCR was used to detect the mRNA levels of NF-κB and epithelial-mesenchymal transition (EMT)-related genes. We found that the Lanlian Hotel station had the highest PM2.5 annual average concentration. The annual average concentration change curve of PM2.5 showed a roughly "U"-shaped distribution during the whole sampling period. The cytotoxicity experiment showed the viability of A549 cells decreased and the scratch healing rate increased in the 200 and 400 μg/mL PM2.5-treated groups. We also found 400 μg/mL PM2.5 induced changes in the mRNA levels of NF-κB and EMT-related genes, the mRNA levels of IKK-α, NIK, and NF-κB in the 400 μg/mL PM2.5 group were higher than those in the control group. The mRNA levels of E-cadherin decreased and α-SMA increased in the 400 μg/mL PM2.5 groups, and the mRNA levels of Fibronectin increased in the 400 μg/mL PM2.5 groups. Moreover, we found hydroxyl radical scavenging ability and T-AOC levels were lower, and LPO levels were higher in the 200 and 400 μg/mL PM2.5 groups, and the SOD activity of cells in the 400 µg/mL PM2.5 group decreased. And compared with the control group, the levels of TNF-α were higher in the 200 and 400 μg/mL PM2.5 groups and the levels of IL-1 were higher in the 400 μg/mL PM2.5 group. The results indicated that the cytotoxicity of atmospheric PM2.5 was related to oxidative damage, inflammatory response, NF-κB activity and EMT.
Collapse
Affiliation(s)
- Jinyu Wang
- Institute of Occupational Health and Environment Health, School of Public Health, Lanzhou University, Lanzhou, 730000, China
| | - Yanni Zheng
- Department of Public Health, The First People's Hospital of Lanzhou City, Lanzhou, 730050, China
| | - Qing Gao
- Department of Toxicology, School of Public Health, Lanzhou University, Lanzhou, 730000, China
| | - Haodong Zhou
- Department of Toxicology, School of Public Health, Lanzhou University, Lanzhou, 730000, China
| | - Xuhong Chang
- Department of Toxicology, School of Public Health, Lanzhou University, Lanzhou, 730000, China
| | - Jinxia Gao
- Lanzhou Municipal Center for Disease Control, Lanzhou, 730030, China
| | - Sheng Li
- The No.2 People's Hospital of Lanzhou, Lanzhou, 730000, China.
| |
Collapse
|
4
|
Zhang H, Zhao Z, Wu Z, Xia Y, Zhao Y. Identifying interactions among air pollutant emissions on diabetes prevalence in Northeast China using a complex network. INTERNATIONAL JOURNAL OF BIOMETEOROLOGY 2024; 68:393-400. [PMID: 38110789 DOI: 10.1007/s00484-023-02597-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/06/2023] [Revised: 11/30/2023] [Accepted: 12/07/2023] [Indexed: 12/20/2023]
Abstract
BACKGROUND Low air quality related to ambient air pollution is the largest environmental risk to health worldwide. Interactions between air pollution emissions may affect associations between air pollution exposure and chronic diseases. Therefore, this study aimed to quantify interactions among air pollution emissions and assess their effects on the association between air pollution and diabetes. METHODS After constructing long-term emission networks for six air pollutants based on data collected from routine monitoring stations in Northeast China, a mutual information network was used to quantify interactions among air pollution emissions. Multiple linear regression analysis was then used to explore the influence of emission interactions on the association between air pollution exposure and the prevalence of diabetes based on data reported from the Northeast Natural Cohort Study in China. RESULTS Complex network analysis detected three major emission sources in Northeast China located in Shenyang and Changchun. The effects of particulate matter (PM2.5 and PM10) and ground-level ozone (O3) emissions were limited to certain communities but could spread to other communities through emissions in Inner Mongolia. Emissions of sulfur dioxide (SO2), nitrogen dioxide (NO2), and carbon monoxide (CO) significantly influenced other communities. These results indicated that air pollutants in different geographic areas can interact directly or indirectly. Adjusting for interactions between emissions changed associations between air pollution emissions and diabetes prevalence, especially for PM2.5, NO2, and CO. CONCLUSIONS Complex network analysis is suitable for quantifying interactions among air pollution emissions and suggests that the effects of PM2.5 and NO2 emissions on health outcomes may have been overestimated in previous population studies while those of CO may have been underestimated. Further studies examining associations between air pollution and chronic diseases should consider controlling for the effects of interactions among pollution emissions.
Collapse
Affiliation(s)
- Hehua Zhang
- Clinical Research Center, Shengjing Hospital of China Medical University, Sanhao Street, No. 36, Heping District, Shenyang, 110002, China
- Key Laboratory of Precision Medical Research on Major Chronic Disease, Shenyang, 110002, Liaoning Province, China
| | - Zhiying Zhao
- Department of Clinical Epidemiology, Shengjing Hospital of China Medical University, Sanhao Street, No. 36, Heping District, Shenyang, 110002, China
| | - Zhuo Wu
- Tianjin Third Central Hospital, No. 83, Jintang Road, Hedong District, Tianjin, China
| | - Yang Xia
- Department of Clinical Epidemiology, Shengjing Hospital of China Medical University, Sanhao Street, No. 36, Heping District, Shenyang, 110002, China
| | - Yuhong Zhao
- Clinical Research Center, Shengjing Hospital of China Medical University, Sanhao Street, No. 36, Heping District, Shenyang, 110002, China.
- Department of Clinical Epidemiology, Shengjing Hospital of China Medical University, Sanhao Street, No. 36, Heping District, Shenyang, 110002, China.
- Key Laboratory of Precision Medical Research on Major Chronic Disease, Shenyang, 110002, Liaoning Province, China.
| |
Collapse
|
5
|
Zhang J, Yang Z, Sun Y, Xu Z, Hui T, Guo P. Experiencing urban forests for mitigation of negative emotions of people exposed to seasonal PM2.5 in Northeast China. JOURNAL OF FORESTRY RESEARCH 2023; 34:1245-1261. [DOI: 10.1007/s11676-022-01595-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/04/2022] [Accepted: 07/26/2022] [Indexed: 01/04/2025]
|
6
|
Wei P, Xie S, Huang L, Liu L, Cui L, Tang Y, Zhang Y, Meng C, Zhang L. Spatial interpolation of regional PM 2.5 concentrations in China during COVID-19 incorporating multivariate data. ATMOSPHERIC POLLUTION RESEARCH 2023; 14:101688. [PMID: 36820231 PMCID: PMC9927644 DOI: 10.1016/j.apr.2023.101688] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/10/2022] [Revised: 01/15/2023] [Accepted: 02/08/2023] [Indexed: 05/23/2023]
Abstract
During specific periods when the PM2.5 variation pattern is unusual, such as during the coronavirus disease 2019 (COVID-19) outbreak, epidemic PM2.5 regional interpolation models have been relatively little investigated, and little consideration has been given to the residuals of optimized models and changes in model interpolation accuracy for the PM2.5 concentration under the influence of epidemic phenomena. Therefore, this paper mainly introduces four interpolation methods (kriging, empirical Bayesian kriging, tensor spline function and complete regular spline function), constructs geographically weighted regression (GWR) models of the PM2.5 concentration in Chinese regions for the periods from January-June 2019 and January-June 2020 by considering multiple factors, and optimizes the GWR regression residuals using these four interpolation methods, thus achieving the purpose of enhancing the model accuracy. The PM2.5 concentrations in many regions of China showed a downward trend during the same period before and after the COVID-19 outbreak. Atmospheric pollutants, meteorological factors, elevation, zenith wet delay (ZWD), normalized difference vegetation index (NDVI) and population maintained a certain relationship with the PM2.5 concentration in terms of linear spatial relationships, which could explain why the PM2.5 concentration changed to a certain extent. By evaluating the model accuracy from two perspectives, i.e., the overall interpolation effect and the validation set interpolation effect, the results showed that all four interpolation methods could improve the numerical accuracy of GWR to different degrees, among which the tensor spline function and the fully regular spline function achieved the most stable effect on the correction of GWR residuals, followed by kriging and empirical Bayesian kriging.
Collapse
Affiliation(s)
- Pengzhi Wei
- Institute of Artificial Intelligence, School of Computer Science, Wuhan University, Wuhan, 430072, China
- GNSS Research Center, Wuhan University, Wuhan, 430079, China
| | - Shaofeng Xie
- College of Geomatics and Geoinformation, Guilin University of Technology, Guilin, 541006, China
- Guangxi Key Laboratory of Spatial Information and Geomatics, Guilin, 541006, China
| | - Liangke Huang
- College of Geomatics and Geoinformation, Guilin University of Technology, Guilin, 541006, China
- Guangxi Key Laboratory of Spatial Information and Geomatics, Guilin, 541006, China
| | - Lilong Liu
- College of Geomatics and Geoinformation, Guilin University of Technology, Guilin, 541006, China
- Guangxi Key Laboratory of Spatial Information and Geomatics, Guilin, 541006, China
| | - Lilu Cui
- School of Architecture and Civil Engineering, Chengdu University, Chengdu, 610106, China
| | - Youbing Tang
- College of Geomatics and Geoinformation, Guilin University of Technology, Guilin, 541006, China
| | - Yabo Zhang
- College of Geomatics and Geoinformation, Guilin University of Technology, Guilin, 541006, China
| | - Chunyang Meng
- College of Geomatics and Geoinformation, Guilin University of Technology, Guilin, 541006, China
| | - Linxin Zhang
- Chengdu Huachuan Highway Construction Group Co.,Ltd, Chengdu, 610091, China
| |
Collapse
|
7
|
Hao R, Zhang M, Zhao L, Liu Y, Sun M, Dong J, Xu Y, Wu F, Wei J, Xin X, Luo Z, Lv S, Li X. Impact of Air Pollution on the Ocular Surface and Tear Cytokine Levels: A Multicenter Prospective Cohort Study. Front Med (Lausanne) 2022; 9:909330. [PMID: 35872759 PMCID: PMC9301315 DOI: 10.3389/fmed.2022.909330] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2022] [Accepted: 06/14/2022] [Indexed: 11/30/2022] Open
Abstract
Purpose To assess air pollution-induced changes on ocular surface and tear cytokine levels. Methods As a prospective multicenter cohort study, 387 dry eye disease (DED) participants were recruited from five provinces in China and underwent measurements of ocular surface disease index (OSDI), Schirmer’s I test (ST), tear meniscus height (TMH), tear film break-up time (TBUT), corneal fluorescein staining (CFS), meibomian gland (MG) function, and tear cytokines. The associations between ocular surface parameters and exposure to particulate matter (PM), ozone (O3), nitrogen dioxide (NO2), and sulfur dioxide (SO2) for 1 day, 1 week, and 1 month before the examination were analyzed in single- and multi-pollutant models adjusted for confounding factors. Results In the multi-pollutant model, the OSDI score was positively correlated with PM with diameter ≤2.5 μm (PM2.5), O3, and SO2 exposure [PM2.5: β (1 week/month) = 0.229 (95% confidence interval (CI): 0.035–0.424)/0.211 (95% CI: 0.160–0.583); O3: β (1 day/week/month) = 0.403 (95% CI: 0.229–0.523)/0.471 (95% CI: 0.252–0.693)/0.468 (95% CI: 0.215–0.732); SO2: β (1 day/week) = 0.437 (95% CI: 0.193–0.680)/0.470 (95% CI: 0.040–0.901)]. Tear secretion was negatively correlated with O3 and NO2 exposures but positively correlated with PM2.5 levels. Air pollutants were negatively correlated with TBUT and positively related with CFS score. Besides SO2, all other pollutants were associated with aggravated MG dysfunction (MG expression, secretion, and loss) and tear cytokines increasement, such as PM2.5 and interleukin-8 (IL-8) [β (1 day) = 0.016 (95% CI: 0.003–0.029)], PM with diameter ≤10 μm (PM10) and IL-6 [β (1 day) = 0.019 (95% CI: 0.006–0.033)], NO2 and IL-6 [β (1 month) = 0.045 (95% CI: 0.018–0.072)], among others. The effects of air pollutants on DED symptoms/signs, MG functions and tear cytokines peaked within 1 week, 1 month, and 1 day, respectively. Conclusion Increased PM2.5, O3, and SO2 exposures caused ocular discomfort and damage with tear film instability. PM10 exposure led to tear film instability and ocular injury. PM, O3, and NO2 exposures aggravated MG dysfunction and upregulated tear cytokine levels. Therefore, each air pollutant may influence DED via different mechanisms within different time windows.
Collapse
Affiliation(s)
- Ran Hao
- Department of Ophthalmology, Peking University Third Hospital, Beijing, China
- Beijing Key Laboratory of Restoration of Damaged Ocular Nerve, Peking University Third Hospital, Beijing, China
| | - Mingzhou Zhang
- Department of Ophthalmology, Peking University Third Hospital, Beijing, China
- Beijing Key Laboratory of Restoration of Damaged Ocular Nerve, Peking University Third Hospital, Beijing, China
| | - Liming Zhao
- Department of Ophthalmology, Beijing Fengtai Hospital, Beijing, China
| | - Yang Liu
- Department of Ophthalmology, Daqing Oilfield General Hospital, Daqing, China
| | - Min Sun
- Department of Ophthalmology, Huabei Petroleum General Hospital, Cangzhou, China
| | - Jing Dong
- Department of Ophthalmology, The First Affiliated Hospital of Baotou Medical College, Inner Mongolia, China
| | - Yanhui Xu
- Department of Ophthalmology, Hebei Provincial Eye Hospital, Shijiazhuang, China
| | - Feng Wu
- Department of Ophthalmology, Fuyang Hospital Affiliated to Anhui Medical University, Fuyang, China
| | - Jinwen Wei
- Department of Ophthalmology, Inner Mongolia Autonomous Region Xilingol League Hospital, Inner Mongolia, China
| | - Xiangyang Xin
- Department of Ophthalmology, Inner Mongolia Baogang Hospital, Inner Mongolia, China
| | - Zhongping Luo
- Department of Ophthalmology, Tongliao City Ke’erqin Zuoyi Zhongqi People’s Hospital, Inner Mongolia, China
| | - Shuxuan Lv
- Department of Ophthalmology, Yongqing People’s Hospital, Langfang, China
| | - Xuemin Li
- Department of Ophthalmology, Peking University Third Hospital, Beijing, China
- Beijing Key Laboratory of Restoration of Damaged Ocular Nerve, Peking University Third Hospital, Beijing, China
- *Correspondence: Xuemin Li, , orcid.org/0000-0001-7822-4694
| |
Collapse
|