Abstract
This study examined the association between visual impairment, visual impairment corrected by wearing eyeglasses, academic performance, and mental health among junior high school students in rural China. Visual acuity assessments were conducted on 19,425 junior high school students by trained medical and research professionals to determine the presence of visual impairment. All sample students were surveyed with a questionnaire that asked about individual and family characteristics, eyeglasses ownership, and educational aspirations and included a standardized math test. Students then completed an official Chinese simplified version of the Strengths and Difficulties Questionnaire (SDQ) to assess their mental health multidimensionally. Among our sample, 37.2% of them suffered from visual impairment, but only 43.4% of the visually impaired students wore proper eyeglasses. Approximately 9.3% of students were categorized as high risk for mental health problems based on their SDQ score. A significant positive association existed between impaired vision and poorer mental health, and eyeglasses usage was associated with better mental health among visually impaired students. For students with better academic performance, eyeglasses usage associated with better mental health. Eyeglasses usage shows a positive association with higher education aspiration both for students with better and worse academic performance. The significant positive relationship between eyeglasses usage and mental health may guide future interventions and policies designed to improve student mental health by supplying them with eyeglasses.
Similar content being viewed by others
Introduction
Visual impairment (vision acuity < 6/12) is among the most common health problems worldwide, comprising half of all disabilities among young people1. Uncorrected refractive error is currently the leading cause of visual disability among school-aged children2. Although refractive error can be managed safely and inexpensively with properly fitted eyeglasses3, a significant number of children in need of refractive correction remain untreated4,5,6,7,8,9. For example, between 64% and 85% of refractive error cases in rural China remained uncorrected by eyeglasses in a population-based study10. Even in high-income countries, such as Australia, one out of every four children in need of eyeglasses do not have them11.
Visual impairment has been associated with mental illness such as depression and anxiety among children, with the strongest associations observed when refractive error remains uncorrected7,12,13. One possibility for this association is that students who struggle to see clearly in class may experience depression and anxiety symptoms due to learning difficulties14. Students with poor vision may also feel excluded by classmates without visual impairment who are able to participate more readily in classroom activities, leading to an increase in peer-related anxiety in visually impaired students15,16. It is important to note that children’s mental health issues are multidimensional and may affect them in different ways. These considerations call for a comprehensive assessment of children’s mental health and its relationship with visual impairment.
Despite increasingly strong evidence of an association, the precise mechanisms linking the use of eyeglasses to children’s mental health are yet to be fully understood. Nevertheless, it is evident that supplying eyeglasses for vision correction can enhance academic performance4,17. Moreover, improved educational outcomes from wearing eyeglasses could lead to better mental health18.
Visual impairment caused by uncorrected refractive error may be especially likely to exacerbate student mental health problems in countries with competitive educational systems and limited resources. These competitive educational systems appear to place even adolescents without vision impairment at higher risk of mental health problems6,19. Because of the potential synergy between academic stress, visual impairment, and mental health conditions such as anxiety and depression, studies in countries with documented high levels of student academic stress and uncorrected visual impairment are of particular importance.
Rural China is such a setting. Approximately half of the 5.9 million children worldwide with impaired vision due to uncorrected refractive error live in China20. In 2019, 54% of junior high school students in China were found to be myopic21. Despite this high prevalence, less than a quarter of students needing eyeglasses in rural and urban migrant Chinese settings own them4,5,6,21. In addition, even when free eyeglasses are provided to visually impaired children, many do not wear them regularly, due mainly to concerns that use of glasses might weaken their eyes3,22.
The aim of this paper is to address existing gaps in the literature and to determine the relationship between impaired vision, eyeglasses usage, mental health, and educational outcomes among junior high school students in rural China. We chose to study junior high school students because the prevalence of uncorrected refractive error and unmet need for eyeglasses peaks at this age, as does academic pressure as they prepare for the highly-competitive national high school entrance examination5,23,24,25. To achieve the study aim, we assessed visual acuity, eyeglasses wear, academic achievement, and mental health status in a population sample of 19,425 junior high school students in rural western China with data gathered in 2019. We had four objectives. First, we examined the prevalence of student visual impairment by trained medical and research professionals. Second, we examined the rates of student mental health problems according to their Strengths and Difficulties Questionnaire (SDQ) scores. Third, we investigated the associations between students’ visual impairment, visual impairment corrected by eyeglasses, and mental health. Fourth, we examined heterogeneous effects by analyzing how the use of eyeglasses among students with high or low academic performance influenced both their mental health and educational aspirations.
Methods
Ethics approval for this study was granted by the Institutional Review Boards at Stanford University (Stanford, CA, USA), Queen’s University Belfast (Belfast, United Kingdom), and the Zhongshan Ophthalmic Center, Sun Yat-Sen University (Guangzhou, China). Permission was given by the Ningxia Board of Education and principals from the surveyed junior high schools, and informed consent was provided by at least one parent of all participating children. The principles of the Declaration of Helsinki were followed throughout the study.
Study location and sampling
We drew our sample from an ongoing trial involving junior high school students in Ningxia, a landlocked, predominantly rural autonomous region in northwest China. In 2018, Ningxia has an area of 66,400 km2 and a population of 7.1 million, 63% of whom are ethnic Han and 36% of which belonging to China’s Muslim Hui minority. Ningxia’s per capita gross domestic product was $7517 in 2018, some 24% below the national average26. The initial survey was carried out in October 2019.
A two-step selection protocol was used to obtain a representative sample of all rural junior high school students in Ningxia. In the first step, the sample schools were selected from a list of all 273 junior high schools in Ningxia, acquired from local education bureaus in the six prefectures. To more closely focus on the rural population, students from the 122 schools in Yinchuan, the capital city of the autonomous region, were excluded from the sample. Schools with fewer than 40 children in 7th grade were also excluded due to logistical constraints. All other schools were included in the study, for a total of 124 participating institutions. In the second step, in each of the sampled junior high schools, at most two classes per grade were randomly selected from among all 7th and 8th grade classes (with children largely falling between the ages of 12 to 15 years). The final sample consisted of 20,375 students from 474 classes at 124 schools. A total of 19,425 students returned survey forms with complete data, forming our final analytical sample.
Data collection
Data were collected by teams of trained enumerators using a survey instrument consisting of two components: a questionnaire and a visual acuity (VA) assessment.
Questionnaire survey
Enumerators distributed questionnaires to students to collect information about their demographic characteristics, academic performance, mental health. The demographic survey covered details such as student gender, ethnicity, rural residential status of the family, only child status, student grade, boarding at school, attendance of extracurricular classes, parental divorce, parental out-migration for work, grandparent(s) as the primary caregiver, parents’ age and years of schooling, household assets index, educational and career aspirations, and ownership of glasses. We also conducted a 30-min standardized mathematics test to assess student academic performance. The test was designed with input from local education experts to ensure coherence with China’s national curriculum. All scores were normalized by grade level.
An official Chinese simplified version of the Strengths and Difficulties Questionnaire (SDQ) screening instrument for children was used to determine students’ mental health status. The SDQ has a strong internal consistency (Cronbach’s alpha coefficient = 0.81) and high levels of reliability (Pearson’s correlation coefficient = 0.71)27,28. The questionnaire includes 20 items on behavioral strengths and difficulties, scored on a 3-point scale (0 = not true, 1 = somewhat true, and 2 = certainly true). Measured items are grouped into four subscales (0–10 points, with higher score indicating greater difficulties): emotional problems, conduct, hyperactivity/inattention, and peer relationships.
We use both SDQ score and SDQ abnormality to measure students’ mental health. The SDQ score, including SDQ total score, Internalizing SDQ score, and Externalizing SDQ score, was used in our data analysis. For SDQ abnormality, we scored the SDQ questionnaire according to the guidance provided on the SDQ official website; the abnormal score ranges are: 20–40 for total difficulties, 7–10 for emotional problems, 5–10 for conduct, 7–10 for hyperactivity, and 6–10 for peer problems29. We mainly used amalgamated scales that are sometimes used instead of the four separate difficulties subscales described above30. These alternative scales are called the ‘internalizing’ (comprising the emotional and peer problem subscales) and ‘externalizing’ subscales (comprising the conduct and hyperactivity subscales). Referencing Yu et al.31, we defined the student with abnormal internalizing problems if the students obtained abnormal scores on either emotional problems or peer problems subscales. We defined the student with abnormal externalizing problems if the students obtained abnormal scores on either conduct problems subscales or on hyperactivity subscales.
Visual acuity (VA) assessment
VA assessment was conducted at each school by an optometrist and a trained research assistant. For each student, each eye was tested individually at 4 m without refraction using Early Treatment Diabetic Retinopathy Tumbling-E study charts (Precision Vision, La Salle, IL) in an illuminated indoor space4. During the testing process, students moved from the 6/60 line to each successively lower line if they were able to identify the orientation of at least four out of five optotypes, to a maximum vision of 6/3. VA in an eye was identified as the lowest line for which the student was able to correctly determine at least four out of five optotypes. If the student could not read the 6/60 line, the chart was positioned at a distance of 1 m, and the resulting visual acuity was divided by 4. The assessment included cycloplegic automated refraction with subjective refinement to ascertain prescriptions for eyeglasses eligibility (the myopia cutoff is ≤ − 0.5 diopters [D]). The eye examination team was trained by Zhongshan Ophthalmic Center (ZOC) at Sun Yat-Sen University.
Statistical analysis
First, we presented summary statistics encompassing student characteristics, mental health measured through SDQ, educational aspirations, and academic performance assessed by standardized math tests across four groups: the total sample, students with normal vision, students with vision impairment wearing glasses, and students with visual impairment without eyeglasses. We then performed t-tests to analyze disparities in demographics, mental health, educational aspirations, and academic performance between students with visual impairment wearing glasses and those with normal vision, as well as between students with visual impairment without glasses and those with normal vision. Second, we conducted several multivariate Ordinary Least Squares (OLS) regressions to examine associations between student vision, eyeglass usage, and mental health after controlling for student characteristics and math tests. Third, we divided our sample into a high academic performance group, defined by standardized math tests scores greater than or equal to the median, and a low academic performance group, defined by standardized math test scores lower than the median. We then ran multivariate OLS regressions to explore the associations between student eyeglasses usage and mental health within the high and low academic performance groups, controlling for student characteristics and math scores. Fourth, we ran multivariate OLS regressions to examine associations between student eyeglasses usage and educational aspiration among the high/low academic performance groups, respectively, after controlling for student characteristics and math scores. All statistical analyses were performed using Stata 17.0 (Stata Corp LLC, Texas, USA).
Results
Table 1 provides summary statistics for the sampled students. Out of 19,425 students, 37.2% (N = 7221) had poor vision, 56.6% (N = 4088) of whom did not wear glasses. Additionally, 48.6% (N = 9440) were female, 64.9% (N = 12,606) belonged to the Hui ethnic minority group, 93.6% (N = 18,181) resided in rural areas, 6.8% (N = 1320) were only children, and 34.8% (N = 6760) had at least one parent who had migrated for work in the past 6 months and did not live at home. A 9.7% divorce rate among parents was observed. Fathers had a mean age of 41.3 years and an average of 7.08 years of schooling, while mothers had a lower mean age of 38.67 and fewer years of schooling, with a mean of 5.13 years. Among the children, 35.4% (N = 6876) reported boarding at school, and 11.3% (N = 2195) attended extracurricular classes. As indicated in Table 1, there was a significantly higher prevalence of girls among students with visual impairment with/without glasses (62.5%/55.4%) compared to those with normal vision (42.7%) (p < 0.001).
Tables 2 presents summary statistics of student mental health, educational aspiration, and academic performance. On average, students obtained scores of 12.6, 6.4, and 6.1 on the Strengths and Difficulties Questionnaire (SDQ) for total scores, internalizing scores, and externalizing scores, respectively. Additionally, 9.0%, 15.1%, and 17.3% of students exhibited abnormal scores in SDQ total, internalizing, and externalizing categories, respectively. Students with visual impairment wearing glasses were 0.35 (p < 0.001), 0.27 (p < 0.001), 0.01 (p = 0.006), and 0.03 (p < 0.001) percentage points less likely to experience mental health problems in terms of their SDQ total score, externalizing score, SDQ prevalence of abnormal scores, externalizing abnormality, and externalizing abnormality than students with normal vision. Meanwhile, students with visual impairment without glasses were 0.27 (p < 0.001) and 0.23 (p < 0.001) percentage points more likely to have mental health problems in terms of their SDQ total score and externalizing score than students with normal vision.
The majority (N = 14,141, 72.8%) of students believed that they were very likely to take the high school entrance exam. Additionally, 73.4% of students expected to attend academic high school, 20.8% students expected to attend vocational high school (i.e., vocational education and training), and 5.8% of students expected to enter the labor market after graduation from junior high school. Students with visual impairment who wore glasses were 0.093 (p < 0.001) and 0.092 (p < 0.001) percentage points more likely to take the high school entrance exam and attend academic high school after graduation compared to students with normal vision. Surprisingly, students with visual impairment without glasses followed a similar pattern, with a higher likelihood of taking the high school entrance exam and attending academic high school after graduation compared to students with normal vision.
The large share of junior high school students who suffer from visual impairment and poor mental health status, as shown above, leads us to consider two important yet understudied questions: To what extent does visual impairment associate with mental health? What is the role of eyeglasses in mental health for students with visual impairment?
We began by examining the association between visual impairment and mental health in the overall sample. Table 3 panel A shows the results of our multivariate regression when student and family characteristics were held constant (as described earlier). We found significant associations between visual impairment and higher SDQ scores and, thus, poorer mental health. Specifically, we found that students with visual impairment scored 0.148 and 0.105 higher in their SDQ total score and internalizing score compared to students with normal vision. Second, we examined the associations between eyeglasses usage and mental health. The results of the analysis are presented in Table 3 Panel B. We found that the adverse impact of poor vision on mental health diminished when students with poor vision wore eyeglasses. Specifically, there were no significant differences in mental health between students with visual impairment wearing eyeglasses and those with normal vision. We further found that the negative impact of poor vision on mental health was more pronounced for students without eyeglasses. Specifically, students with visual impairment without eyeglasses scored 0.23 and 0.15 higher on their SDQ total score and internalizing score than students with normal vision. Third, we narrowed our sample to only those students with visual impairment to scrutinize the role of eyeglasses on mental health. The outcomes are presented in Table 3 Panel C, revealing a significant association between eyeglasses usage and improved mental health.
We further examined the heterogeneous treatment effect of relationships between eyeglasses usage and mental health across high/low academic performance groups. The results in Table 4 reveal that eyeglasses usage may have protected mental health for students with high academic performance, but not for the students with low academic performance. Specifically, results in Table 4 Panel A show that among high academic performance students who wore eyeglasses, they scored lower in all SDQ measures except for internalizing SDQ abnormality compared to students with similar academic performance with visual impairment who did not wear eyeglasses. The result in Table 4 Panel B revealed that for the low academic performance students, there were no significant relationships between eyeglasses usage and mental health.
In Table 5, we present the results for examining the role of eyeglasses in raising or lowering educational aspirations among high/low academic performance groups. The results in Table 5 Panel A show that students with high academic performance who wore glasses had significantly improved educational aspirations compared to students with similar academic performance who did not wear glasses. This relationship pattern persists in students with low levels of academic performance, with the improved effect even stronger. Specifically, Table 5 Panel B shows that students with low academic performance who wore eyeglasses were associated with higher educational aspirations, such as believing that they were very likely to take the high school entrance exam, very likely to attend an academic high school after graduation, and less likely to enter the labor market after junior high school graduation.
Discussion
We studied the multidimensional associations between visual impairment, eyeglasses use, and mental health among junior high school students in rural China. Using data from 19,425 students from 124 schools in the rural Ningxia region of northwest China, we found that 9.3% to 17.3% of these students were categorized as SDQ abnormal, and 37.2% had visual impairment. After studying associations, first, we found that students with visual impairment were more likely to have poorer mental health in terms of their SDQ total score and internalizing SDQ score. In addition, students with visual impairment who did not wear eyeglasses had significantly poorer mental health in terms of their SDQ total score and internalizing SDQ score compared to students with normal vision. Third, eyeglasses usage was significantly associated with improved mental health for the students with higher academic performance, but not for the students with lower academic performance. Finally, eyeglasses usage was significantly associated with higher educational aspirations for both high and low academic performance students.
The rural students in our study exhibited a high prevalence of mental health problems and had elevated rates of uncorrected visual impairment. The mean SDQ total difficulties score in this study was 12.60. In comparison, more developed nations, such as the United States, reported a mean score of 7.1032, and in a more urban region like Wuhan, China, the mean score was 11.2433. In our study, 37.2% of the sampled students had poor vision, a rate higher than the global average of 7.26%34. Moreover, a significant majority (56.6%) of the rural students with poor vision did not use eyeglasses. This trend mirrors findings from a previous study in the rural Chaoshan region of China, where two-thirds of students with visual impairment did not use eyeglasses6. The notable disparity in eyeglasses usage between rural and urban areas is evident, as 75% of urban Chinese students have visual impairment, yet a substantial majority (65.9%) own and use eyeglasses5,21,44.
The positive association that we found between visual impairment and student mental health problems supports the existing literature. Students in our study with visual impairment were significantly more likely to have poor mental health as measured by SDQ. These results agree with findings from a previous study conducted in rural China that sampled primary school students and found that visual impairment could have negative impacts on their academic achievement and mental health13,17. In the competitive education system in rural China, poor vision may discourage students from academically achieving, leading to feelings of hopelessness or defeat35.
Leveraging the multidimensional framework of the SDQ, our study provided deeper insights into specific aspects of student mental health, specifically internalizing or externalizing problems as measured by the SDQ subscales, and their associations with visual impairment compared to prior research. Our results highlighted a particularly significant association between visual impairment and internalizing problems. This finding suggests that visually impaired students may encounter heightened emotional conflicts related to self-image and peer relationships, potentially leading to challenges in forming friendships or facing bullying in class14,36,37. Our results align with existing literature suggesting that students with vision impairment are more likely to be bully-victims rather than bullies13,38. Moreover, literature on student bullying has shown that internalizing problems typically occur among victims, while externalizing problems are more common among bullies39,40. Therefore, we believe that because students with visual impairment are more susceptible to being bullied, they have higher internalizing problems.
Moreover, although wearing eyeglasses can safely and easily correct visual impairment, we did not observe significant differences in mental health between visually impaired students who wore eyeglasses and students with normal vision. This lack of association could be attributed to the potential negative mental health impacts associated with wearing eyeglasses, such as peer bullying, which may outweigh positive benefits6,7,41. However, our examination also revealed that students with visual impairment who did not wear eyeglasses exhibited significantly worse mental health than students with normal vision. Taken together, these findings suggest that eyeglasses are crucial for students with uncorrected visual impairment, and that their mental health may significantly decline if they do not wear eyeglasses. However, once visual impairment is corrected with eyeglasses, their mental health aligns with that of students with normal vision.
Heterogeneous effects impacting this association may also exist; for instance, specific groups of students could experience a strong positive impact from wearing eyeglasses and endure fewer negative effects, resulting in an overall positive net effect for these particular student groups13. As the students in our study navigate a highly competitive education system, their academic performance becomes a pivotal factor influencing various aspects of their school experience, including the decision to wear eyeglasses. In our pursuit of understanding heterogeneous effects, we investigated the association between eyeglasses usage and mental health among students with high and low academic performance. After categorizing junior high school students based on their standardized math test scores, we observed a significant association between eyeglasses usage and improved mental health for students with higher math scores. Specifically, high academic achievers who wore eyeglasses scored lower in all SDQ measures except for internalizing abnormality. A plausible explanation for these findings lies in the intense academic competition within rural China’s educational system, where students face substantial pressure to excel academically. In this context, students with higher academic proficiency may recognize that wearing eyeglasses enhances their learning capabilities, enabling them to achieve more and fostering confidence, thereby positively impacting their mental health35,42.
On the contrary, students with lower academic proficiency did not experience a significant change to their mental health after wearing eyeglasses. This result diverges from a prior study conducted in China, which identified a notable adverse impact on the mental health of visually impaired students with low academic performance after they started wearing eyeglasses13. This finding was attributed to prevalent social norms in China. According to a 2013 study, wearing eyeglasses is often associated with being perceived as more studious. Consequently, when low-performing students started wearing eyeglasses, they faced bullying from both peers and teachers because they were not perceived as studious but were now wearing eyeglasses13. The current study, conducted with 2019 data gathered in rural China, did not find a significant association between eyeglasses usage and poor mental health among students with low academic performance. This suggests a potential shift in social norms regarding eyeglasses usage in rural China, potentially indicating that knowledge about vision health has improved among rural residents.
Finally, we explored the relationship between eyeglasses usage and educational aspirations. First, we observed that wearing eyeglasses is associated with increased educational aspirations for both high and low academic performance students, possibly due to improved mental health boosting their confidence in learning43. Second, there is a heterogeneous effect, with the impact of eyeglasses on educational aspirations being over two times stronger for low academic performance students. The lower the academic performance, the more pronounced the positive effect of improved educational aspirations from wearing eyeglasses. Third, there is a significantly negative relationship between eyeglasses usage and the aspiration to work after graduation among low academic performance students, but not for high academic performance students. This may be explained by the persistence of high academic performance students in pursuing high school admission regardless of eyeglasses usage, whereas for low academic performance students in rural China, wearing eyeglasses significantly and strongly increases their confidence in attending academic high school after graduation, expanding their decision-making options and allowing them to choose not to join the labor market after graduation, a choice they might not have considered without the positive effects of eyeglasses.
Conclusion
This study has several strengths. First, our study advances the literature on visual impairment, eyeglasses usage, student mental health, and student educational aspiration in the context of a developing country. Second, our utilization of data collected in 2019, coupled with a substantial sample size of 19,425 junior high school students, enabled a thorough and updated exploration of the relationships between visual impairment, visual impairment corrected by wearing eyeglasses, and mental health, capturing relevant associations in rural China and allowing for robust conclusions. Third, using subscales of the SDQ, we were able to identify more nuanced and specific mental health impacts of visual impairment and eyeglasses usage.
Several limitations should be acknowledged when considering our results. First, although the sample size was large, caution must be used in extrapolating the results across all rural areas of China or beyond. Second, it is advisable to conduct longitudinal research to establish causality between student mental health, visual impairment, and eyeglasses usage.
Despite these limitations, our study yields crucial insights into the ramifications of uncorrected visual impairment on child mental health development and underscores the necessity for targeted research and interventions aimed at bolstering the mental health of children who with visual impairment could be easily solved by distributing eyeglasses with low price that live in low-income rural settings. Policymakers should pay closer attention to the potential human capital loss and social costs of rural students’ vision impairment unadjusted borne by this already vulnerable subset of students. Urgent action seems to be called for to design interventions and support programs for uncorrected myopia of vulnerable students in low-income rural settings.
Data availability
The dataset used and/or analyzed during the current study are available from the corresponding author on reasonable request.
References
Bourne, R. R. et al. Magnitude, temporal trends, and projections of the global prevalence of blindness and distance and near vision impairment: A systematic review and meta-analysis. Lancet Glob. Health. 5(9), e888–e897 (2017).
World Health Organization. Vision impairment and blindness. (2023) https://www.who.int/news-room/fact-sheets/detail/blindness-and-visual-impairment (Accessed 8 Dec 2023).
Ma, X. et al. Safety of spectacles for children’s vision: A cluster-randomized controlled trial. Am. J. Ophthalmol. 160(5), 897–904 (2015).
Ma, X. et al. Effect of providing free glasses on children’s educational outcomes in China: Cluster randomized controlled trial. BMJ. 349, g5740 (2014).
Ma, Y. et al. Visual impairment in rural and migrant Chinese school-going children: Prevalence, severity, correction and associations. Br. J. Ophthalmol. 106(2), 275–280 (2022).
Li, L. et al. Attitudes of students, parents, and teachers toward glasses use in rural China. Arch. Ophthalmol. 128(6), 759–765 (2010).
Yi, H. et al. Poor vision among China’s rural primary school students: Prevalence, correlates and consequences. China Econ. Rev. 33, 247–262 (2015).
Congdon, N. et al. Visual disability, visual function, and myopia among rural Chinese secondary school children: The Xichang Pediatric Refractive Error Study (X-PRES)—report 1. Investig. Ophthalmol. Vis. Sci. 49(7), 2888–2894 (2008).
Zhang, M. et al. Visual morbidity due to inaccurate spectacles among school children in rural China: The See Well to Learn Well Project, report 1. Investig. Ophthalmol. Vis. Sci. 50(5), 2011–2017 (2009).
Maul, E., Barroso, S., Munoz, S. R., Sperduto, R. D. & Ellwein, L. B. Refractive error study in children: Results from La Florida, Chile. Am. J. Ophthalmol. 129(4), 445–454 (2000).
Robaei, D., Kifley, A., Rose, K. A. & Mitchell, P. Refractive error and patterns of spectacle use in 12-year-old Australian children. Ophthalmology. 113(9), 1567–1573 (2006).
Li, D. et al. Impact of vision impairment and ocular morbidity and their treatment on depression and anxiety in children: A systematic review. Ophthalmology. 129(10), 1152–1170 (2022).
Guan, H. et al. The effect of providing free eyeglasses on children’s mental health outcomes in China: A cluster-randomized controlled trial. Int. J. Environ. Res. Public Health. 15(12), 2749 (2018).
Pinquart, M. & Pfeiffer, J. P. Psychological adjustment in adolescents with vision impairment. Int. J. Disabil. Dev. Educ. 59(2), 145–155 (2012).
George, A. L. & Duquette, C. The psychosocial experiences of a student with low vision. J. Vis. Impair Blind. 100(3), 152–163 (2006).
Ralejoe, M. A study to understand the inclusion of learners with and without visual impairment in a secondary school in Lesotho. S. Afr. J. Educ. 41(1), 1–12 (2021).
Ma, Y. et al. Effect of a local vision care center on eyeglasses use and school performance in rural China: A cluster randomized clinical trial. JAMA Ophthalmol. 136(7), 731–737 (2018).
Dudovitz, R. N., Izadpanah, N., Chung, P. J. & Slusser, W. Parent, teacher, and student perspectives on how corrective lenses improve child wellbeing and school function. Matern. Child Health J. 20, 974–983 (2016).
Sun, J., Dunne, M. P., Hou, X. Y. & Xu, A. Q. Educational stress scale for adolescents: Development, validity, and reliability with Chinese students. J. Psychoeduc. Assess. 29(6), 534–546 (2011).
Resnikoff, S., Pascolini, D., Mariotti, S. P. & Pokharel, G. P. Global magnitude of visual impairment caused by uncorrected refractive errors in 2004. Bull World Health Organ. 86(1), 63–70 (2008).
Wang, H. et al. The prevalence and correlates of vision impairment and glasses ownership among ethnic minority and Han schoolchildren in rural China. PLoS ONE. 16(8), e0256565 (2021).
Du, K. et al. Factors associated with the spectacle wear compliance among primary school students with refractive error in rural China. Ophthalmic Epidemiol. 30(1), 17–26 (2023).
Li, J. et al. Mental health problems and associated school interpersonal relationships among adolescents in China: A cross-sectional study. Child Adolesc. Psychiatry Ment. Health. 14(1), 1–10 (2020).
Essau, C. A., Leung, P. W., Conradt, J., Cheng, H. & Wong, T. Anxiety symptoms in Chinese and German adolescents: Their relationship with early learning experiences, perfectionism, and learning motivation. Depress. Anxiety. 25(9), 801–810 (2008).
Wang, H. et al. Mental health and dropout behavior: A cross-sectional study of junior high students in northwest rural China. Int. J. Educ. Dev. 41, 1–12 (2015).
China National Bureau of Statistics 2018 [in Chinese GDP] (China Statistics Press, 2018) https://data.stats.gov.cn/easyquery.htm?cn=E0103&zb=A0201®=640000&sj=2018.
Yao, S. et al. Measuring adolescent psychopathology: Psychometric properties of the self-report strengths and difficulties questionnaire in a sample of Chinese adolescents. J. Adolesc. Health. 45(1), 55–62 (2009).
Lai, K. Y. et al. Validation of the Chinese version of the strengths and difficulties questionnaire in Hong Kong. Soc. Psychiatry Psychiatr. Epidemiol. 45, 1179–1186 (2010).
Goodman, R. The Strengths and Difficulties Questionnaire: A research note. J. Child Psychol. Psychiatry. 38(5), 581–586 (1997).
SDQ. Scoring the SDQ. (2016) https://www.sdqinfo.org/py/sdqinfo/c0.py (Accessed 6 Feb 2024).
Yu, W. et al. Behavioral strengths and difficulties and their associations with academic performance in math among rural youth in China. Healthc. Basel Switz. 10(9), 1642 (2022).
Bourdon, K. H., Goodman, R., Rae, D. S., Simpson, G. & Koretz, D. S. The Strengths and Difficulties Questionnaire: US normative data and psychometric properties. J. Am. Acad. Child Adolesc. Psychiatry. 44(6), 557–564 (2005).
Hu, H., Lu, S. & Huang, C. C. The psychological and behavioral outcomes of migrant and left-behind children in China. Child Youth Serv. Rev. 46, 1–10 (2014).
Yekta, A., Hooshmand, E., Saatchi, M., Ostadimoghaddam, H., Asharlous, A., Taheri, A., & Khabazkhoob, M. Global prevalence and causes of visual impairment and blindness in children: a systematic review and meta-analysis. J. Curr. Ophthalmol., 34(1), 1-15 (2022).
Suldo, S., Thalji, A. & Ferron, J. Longitudinal academic outcomes predicted by early adolescents’ subjective well-being, psychopathology, and mental health status yielded from a dual factor model. J. Posit. Psychol. 6(1), 17–30 (2011).
Sims, S. V., Celso, B. & Lombardo, T. Emotional and behavioral assessment of youths with visual impairments utilizing the BASC-2. J. Vis. Impair Blind. 115(4), 310–318 (2021).
Miyauchi, H. A systematic review on inclusive education of students with visual impairment. Educ Sci. 10(11), 346 (2020).
Horwood, J., Waylen, A., Herrick, D., Williams, C. & Wolke, D. Common visual defects and peer victimization in children. Investig. Ophthalmol. Vis. Sci. 46(4), 1177–1181 (2005).
Kelly, E. V. et al. Suicidality, internalizing problems and externalizing problems among adolescent bullies, victims and bully-victims. Prev. Med. 1(73), 100–105 (2015).
Arseneault, L. et al. Being bullied as an environmentally mediated contributing factor to children’s internalizing problems: A study of twins discordant for victimization. Arch. Pediatr. Adolesc. Med. 162(2), 145–150 (2008).
Holguin, A. M. C. et al. Factors associated with spectacle-wear compliance in school-aged Mexican children. Investig. Ophthalmol. Vis. Sci. 47(3), 925–928 (2006).
Feng, T. et al. Academic performance and the link with depressive symptoms among rural Han and minority Chinese adolescents. Int. J. Environ. Res. Public Health. 19(10), 6026 (2022).
Almroth, M. C., László, K. D., Kosidou, K. & Galanti, M. R. Association between adolescents’ academic aspirations and expectations and mental health: A one-year follow-up study. Eur. J. Public Health. 28(3), 504–509 (2018).
He, M., Zeng, J., Liu, Y., Xu, J., Pokharel, G. P., & Ellwein, L. B. Refractive error and visual impairment in urban children in southern China. IOVS. 45(3), 793–799 (2004).
Acknowledgements
We acknowledge collaborators from Queen’s University, Belfast, and Sun Yat-sen University as well as the field research managers who made this study possible. The authors thank the support of Cindy Feng for her writing comments and instructions.
Funding
This research received funding from the Key Research Institute of Humanities and Social Science in Universities of the Ministry of Education of China (http://iee.gse.pku.edu.cn/) for Research on the Allocation of Educational Resources under High-quality Economic Development under grant number 22JJD880004. This study also received funding from the Beijing Postdoctoral Research Fund Project in China (https://www.beijing.gov.cn/) under grant number 2023-ZZ-167. The funders had no role in the study design, data collection and analysis, decision to publish, or preparation of the manuscript.
Author information
Authors and Affiliations
Contributions
HW, XDP, YWQ, SZ, YAH, and JTJ analyzed the data, wrote, and drafted the primary manuscript. HW, NC, and XDP revised the manuscript. SR and HW supervised. All the authors read and approved the final 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.
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
Pang, X., Wang, H., Qian, Y. et al. The association between visual impairment, educational outcomes, and mental health: insights from eyeglasses usage among junior high school students in rural China. Sci Rep 14, 24244 (2024). https://doi.org/10.1038/s41598-024-72119-2
Received:
Accepted:
Published:
Version of record:
DOI: https://doi.org/10.1038/s41598-024-72119-2
Keywords
This article is cited by
-
Insights into adolescent sleep and mental health in rural area of Northwestern China
Scientific Reports (2024)


