Correlation between early-life exposure to PM2.5 and risk of autism spectrum disorder among school-aged children
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摘要:
目的 探索生命早期细颗粒物(PM2.5)暴露与学龄期孤独症谱系障碍(ASD)患病风险的关联,为ASD的早期防控提供依据。 方法 采用病例对照设计,于中山大学儿童青少年心理行为发育研究中心招募ASD儿童165名,同期于广州市部分小学招募性别年龄匹配的典型发育(TD)儿童165名。采用问卷收集基本资料,采用社交反应量表(SRS)评估儿童ASD的相关症状表现;采用中国大气成分近实时追踪数据集(TAP)估算生命早期PM2.5暴露(母亲孕前、孕期及儿童出生后2年)。采用条件Logistic回归分析PM2.5暴露与ASD患病风险的关联,广义线性回归模型分析PM2.5暴露与ASD相关症状的关联。 结果 ASD儿童母亲孕前1年(55.08±9.34)μg/m3,孕期(50.44±8.71)μg/m3以及ASD儿童出生后1年(45.04±8.25)μg/m3、出生后2年(40.19±7.12)μg/m3的PM2.5暴露均高于TD组儿童(47.66±7.63,44.19±7.16,38.95±6.07,35.76±5.65),差异均有统计学意义(t值分别为7.94,7.13,7.70,6.32,P值均 < 0.05)。校正混杂因素后,母亲孕前、孕期,儿童出生后1年、出生后2年的PM2.5暴露每升高1 μg/m3,儿童ASD患病风险分别为1.21(95%CI=1.13~1.29)、1.18(95%CI=1.11~1.26)、1.30(95%CI=1.18~1.43)和1.29倍(95%CI=1.17~1.42)。两组儿童均未发现生命早期PM2.5暴露与SRS总分或分量表得分存在关联(P值均>0.05)。 结论 生命早期不同阶段的PM2.5暴露均与ASD患病风险有关,在ASD生命早期的防控工作中应对大气颗粒物污染予以重视。 Abstract:Objective To investigate the associations between early-life exposure to particulate matter with an aerodynamic diameter less than 2.5 μm (PM2.5) and the risk of autism spectrum disorder (ASD) among school-aged children. Methods A total of 165 children with ASD and 165 age-and gender-matched typical development (TD) children were recruited. Children's basic information were obtained via questionnaires, and the severity of ASD symptoms was assessed with Social Responsiveness Scale (SRS). Early-life PM2.5 exposure (preconception, entire pregnancy, and the first two years after birth) were extracted from the Tracking Air Pollution in China (TAP) datasets. Conditional Logistic regression and generalized linear model were used to evaluate the associations of early-life exposure to PM2.5 with the risk and the ASD severity symptoms, respectively. Results The PM2.5 exposure of ASD group during preconception[(55.08±9.34)μg/m3], entire pregnancy[(50.44±8.71)μg/m3], the first year after birth [(45.04±8.25)μg/m3] and the second year after birth [(40.19±7.12)μg/m3] were significant higher than those in TD children [(47.66±7.63, 44.19±7.16, 38.95±6.07, 35.76±5.65)μg/m3](t=7.94, 7.13, 7.70, 6.32, P < 0.05). After adjusting for potential confounding, each increase of 1 μg/m3 in PM2.5 was associated with higher risk of ASD during preconception (OR=1.21, 95%CI=1.13-1.29), entire pregnancy(OR=1.18, 95%CI=1.11-1.26), the first year after birth (OR=1.30, 95%CI=1.18-1.43) and the second year after birth (OR=1.29, 95%CI=1.17-1.42). No similar results were observed regarding the analyses of SRS total and sub-scale scores(P>0.05). Conclusion Early-life exposure to PM2.5 is relate to the risk of ASD, these findings indicated that more attention should be paid to ambient PM pollution in the early-life prevention and control of ASD. -
Key words:
- Life cycle stages /
- Particulate matter /
- Autistic disorder /
- Regression analysis /
- Child
1) 利益冲突声明 所有作者声明无利益冲突。 -
表 1 PM2.5暴露(连续变量,每升高1 μg/m3)与儿童孤独症患病风险的关联[OR值(OR值95%CI), n=330]
Table 1. Associations of early life exposure to per 1 μg/m3 PM2.5 higher with the risk of ASD[OR(OR 95%CI), n=330]
自变量 模型1 模型2 母亲孕前1年PM2.5暴露 1.21(1.14~1.28) 1.21(1.13~1.29) 母亲全孕期PM2.5暴露 1.19(1.13~1.25) 1.18(1.11~1.26) 儿童出生后1年PM2.5暴露 1.31(1.21~1.42) 1.30(1.18~1.43) 儿童出生后2年PM2.5暴露 1.31(1.20~1.42) 1.29(1.17~1.42) 注:模型1仅纳入对应自变量(空模型),模型2校正变量:父母亲年龄、父母亲受教育水平、家庭人均月收入、是否独生子女、体力活动水平。P值均 < 0.01。 表 2 PM2.5暴露(分类变量)与儿童孤独症患病风险的关联[OR值(OR值95%CI)]
Table 2. Associations of early life exposure to PM2.5 in categories with the risk of ASD[OR(OR 95%CI)]
自变量 选项 模型1 模型2 母亲孕前1年PM2.5暴露 高 5.21(2.94~9.24) 6.17(2.95~12.91) 母亲全孕期PM2.5暴露 高 6.73(3.57~12.67) 6.90(3.15~15.10) 儿童出生后1年PM2.5暴露 高 5.27(2.77~10.05) 5.28(2.41~11.58) 儿童出生后2年PM2.5暴露 高 2.84(1.68~4.79) 3.01(1.54~5.91) 注:模型1仅纳入对应自变量(空模型),模型2校正变量:父母亲年龄、父母亲受教育水平、家庭人均月收入、是否独生子女、体力活动水平。P值均 < 0.01。 表 3 典型发育与孤独症儿童PM2.5暴露(连续变量,每升高1 μg/m3)与社交反应量表的关联分析[OR值(OR值95%CI)]
Table 3. Associations of early life exposure to per 1 μg/m3 PM2.5 higher with SRS total and scales scores in TD and ASD children[OR(OR 95%CI)]
因变量 自变量 典型发育儿童(n=165) 孤独症儿童(n=165) 模型1 模型2 模型1 模型2 SRS总分 母亲孕前1年PM2.5暴露 0.11(-0.23~0.45) 0.06(-0.39~0.50) -0.02(-0.53~0.49) -0.04(-0.77~0.69) 母亲全孕期PM2.5暴露 0.03(-0.33~0.40) -0.09(-0.58~0.39) -0.03(-0.57~0.51) -0.04(-0.79~0.72) 儿童出生后1年PM2.5暴露 -0.10(-0.52~0.33) -0.23(-0.83~0.36) 0.18(-0.40~0.76) 0.42(-0.48~1.32) 儿童出生后2年PM2.5暴露 -0.09(-0.55~0.37) -0.21(-0.89~0.47) 0.20(-0.48~0.87) 0.70(-0.33~1.73) 社交知觉 母亲孕前1年PM2.5暴露 0.02(-0.04~0.07) 0.02(-0.05~0.10) -0.02(-0.06~0.03) -0.03(-0.10~0.04) 母亲全孕期PM2.5暴露 0.01(-0.05~0.07) 0.01(-0.08~0.09) -0.03(-0.08~0.01) -0.06(-0.14~0.01) 儿童出生后1年PM2.5暴露 -0.04(-0.11~0.04) -0.05(-0.15~0.05) -0.00(-0.05~0.05) -0.00(-0.09~0.09) 儿童出生后2年PM2.5暴露 -0.03(-0.11~0.04) -0.04(-0.16~0.07) 0.01(-0.05~0.07) 0.04(-0.07~0.14) 社交认知 母亲孕前1年PM2.5暴露 0.02(-0.06~0.10) 0.03(-0.08~0.13) 0.01(-0.08~0.11) -0.01(-0.15~0.13) 母亲全孕期PM2.5暴露 -0.00(-0.09~0.08) -0.02(-0.14~0.10) 0.02(-0.08~0.12) 0.02(-0.12~0.16) 儿童出生后1年PM2.5暴露 -0.04(-0.14~0.07) -0.06(-0.21~0.08) 0.05(-0.05~0.16) 0.09(-0.08~0.26) 儿童出生后2年PM2.5暴露 -0.01(-0.12~0.10) -0.01(-0.17~0.16) 0.06(-0.06~0.19) 0.10(-0.10~0.29) 社交沟通 母亲孕前1年PM2.5暴露 0.03(-0.09~0.16) -0.00(-0.17~0.16) -0.03(-0.22~0.16) -0.02(-0.30~0.25) 母亲全孕期PM2.5暴露 0.02(-0.11~0.16) -0.03(-0.21~0.15) -0.04(-0.24~0.17) -0.03(-0.31~0.26) 儿童出生后1年PM2.5暴露 -0.01(-0.17~0.15) -0.07(-0.30~0.16) 0.03(-0.18~0.25) 0.13(-0.21~0.47) 儿童出生后2年PM2.5暴露 0.01(-0.16~0.18) -0.03(-0.29~0.22) 0.04(-0.21~0.29) 0.26(-0.13~0.65) 社交动机 母亲孕前1年PM2.5暴露 0.01(-0.07~0.08) -0.01(-0.10~0.09) -0.02(-0.13~0.08) -0.01(-0.16~0.15) 母亲全孕期PM2.5暴露 -0.01(-0.09~0.07) -0.03(-0.14~0.08) -0.02(-0.14~0.09) -0.01(-0.17~0.15) 儿童出生后1年PM2.5暴露 -0.01(-0.10~0.09) -0.01(-0.14~0.12) 0.01(-0.11~0.13) 0.06(-0.13~0.25) 儿童出生后2年PM2.5暴露 -0.05(-0.15~0.05) -0.10(-0.24~0.05) 0.03(-0.11~0.17) 0.16(-0.06~0.38) 孤独症行为方式 母亲孕前1年PM2.5暴露 0.03(-0.05~0.12) 0.02(-0.09~0.12) 0.03(-0.11~0.17) 0.03(-0.17~0.23) 母亲全孕期PM2.5暴露 0.02(-0.07~0.11) -0.01(-0.13~0.10) 0.05(-0.11~0.20) 0.05(-0.16~0.25) 儿童出生后1年PM2.5暴露 -0.01(-0.11~0.10) -0.04(-0.18~0.10) 0.08(-0.08~0.25) 0.15(-0.10~0.40) 儿童出生后2年PM2.5暴露 -0.01(-0.12~0.10) -0.04(-0.20~0.13) 0.05(-0.14~0.24) 0.15(-0.14~0.44) 注:模型1仅纳入对应自变量(空模型),模型2校正变量:父母亲年龄、父母亲受教育水平、家庭人均月收入、是否独生子女、体力活动水平;P值均>0.05。 -
[1] 静进. 孤独症谱系障碍诊疗现状与展望[J]. 中山大学学报(医学科学版), 2015, 36(4): 481-488. https://www.cnki.com.cn/Article/CJFDTOTAL-ZSYK201504001.htmJING J. Review and prospect of research in diagnosis and treatment of autism spectrum disorder[J]. J Sun Yat-sen Univ(Med Sci), 2015, 36(4): 481-488. (in Chinese) https://www.cnki.com.cn/Article/CJFDTOTAL-ZSYK201504001.htm [2] LORD C, BRUGHA T S, CHARMAN T, et al. Autism spectrum disorder[J]. Nat Rev Dis Primers, 2020, 6(1): 5. doi: 10.1038/s41572-019-0138-4 [3] Cross-Disorder Group of the Psychiatric Genomics Consortium. Genomic relationships, novel loci, and pleiotropic mechanisms across eight psychiatric disorders[J]. Cell, 2019, 179(7): 1469-1482. doi: 10.1016/j.cell.2019.11.020 [4] LAM J, SUTTON P, KALKBRENNER A, et al. A systematic review and Meta-analysis of multiple airborne pollutants and autism spectrum disorder[J]. PLoS One, 2016, 11(9): e0161851. doi: 10.1371/journal.pone.0161851 [5] HERTING M M, YOUNAN D, CAMPBELL C E, et al. Outdoor air pollution and brain structure and function from across childhood to young adulthood: a methodological review of brain mri studies[J]. Frontiers Public Health, 2019, 7: 332. doi: 10.3389/fpubh.2019.00332 [6] LIN L Z, ZHAN X L, JIN C Y, et al. The epidemiological evidence linking exposure to ambient particulate matter with neurodevelopmental disorders: a systematic review and Meta-analysis[J]. Environ Res, 2022, 209: 112876. doi: 10.1016/j.envres.2022.112876 [7] MCGUINN L A, WINDHAM G C, KALKBRENNER A E, et al. Early life exposure to air pollution and autism spectrum disorder findings from a multisite case-control study[J]. Epidemiology (Cambridge, Mass), 2020, 31(1): 103-114. doi: 10.1097/EDE.0000000000001109 [8] JO H, ECKEL S P, CHEN J C, et al. Gestational diabetes mellitus, prenatal air pollution exposure, and autism spectrum disorder[J]. Environ Int, 2019, 133(Pt A): 105110. [9] RAZ R, ROBERTS A L, LYALL K, et al. Autism spectrum disorder and particulate matter air pollution before, during, and after pregnancy: a nested case-control analysis within the Nurses' Health Study Ⅱ Cohort[J]. Environ Health Perspect, 2015, 123(3): 264-270. doi: 10.1289/ehp.1408133 [10] TALBOTT E O, ARENA V C, RAGER J R, et al. Fine particulate matter and the risk of autism spectrum disorder[J]. Environ Res, 2015, 140: 414-420. doi: 10.1016/j.envres.2015.04.021 [11] MAGEN-MOLHO H, WEISSKOPF M G, NEVO D, et al. Air pollution and autism spectrum disorder in Israel: a negative control analysis[J]. Epidemiology (Cambridge, Mass), 2021, 32(6): 773-780. doi: 10.1097/EDE.0000000000001407 [12] CHEN G, JIN Z, LI S, et al. Early life exposure to particulate matter air pollution (PM1, PM2.5 and PM10) and autism in Shanghai, China: a case-control study[J]. Environ Int, 2018, 121(Pt 2): 1121-1127. [13] GENG R, FANG S, LI G. The association between particulate matter 2.5 exposure and children with autism spectrum disorder[J]. Int J Dev Neurosci, 2019, 75: 59-63. doi: 10.1016/j.ijdevneu.2019.05.003 [14] GENG G, XIAO Q, LIU S, et al. Tracking air pollution in China: near real-time PM2.5 retrievals from multisource data fusion[J]. Environ Sci Technol, 2021, 55(17): 12106-1215. doi: 10.1021/acs.est.1c01863 [15] XIAO Q, GENG G, CHENG J, et al. Evaluation of gap-filling approaches in satellite-based daily PM2.5 prediction models[J]. Atmos Environ, 2021, 244: 117921. doi: 10.1016/j.atmosenv.2020.117921 [16] XIAO Q, ZHENG Y, GENG G, et al. Separating emission and meteorological contributions to long-term PM2.5 trends over eastern China during 2000-2018[J]. Atmos Chem Phys, 2021, 21(12): 9475-9496. doi: 10.5194/acp-21-9475-2021 [17] LIN L, GUO Y, HAN N, et al. Prenatal exposure to airborne particulate matter of 1 mum or less and fetal growth: a birth cohort study in Beijing, China[J]. Environ Res, 2021, 194: 110729. doi: 10.1016/j.envres.2021.110729 [18] American Psychiatric Association. Diagnostic and statistical manual of mental disorders: DSM-5[M]. Washington, DC: American Psychiatric Association, 2013. [19] 卢建平, 杨志伟, 舒明耀, 等. 儿童孤独症量表评定的信度、效度分析[J]. 中国现代医学杂志, 2004, 14(13): 119-121, 123. doi: 10.3969/j.issn.1005-8982.2004.13.037LU J P, YANG Z W, SHU M Y, et al. Reliability, validity analysis of the Childhood Autism Rating Scale[J]. Chin J Mod Med, 2004, 14(13): 119-121, 123. (in Chinese) doi: 10.3969/j.issn.1005-8982.2004.13.037 [20] SCHOPLER E, REICHLER R J, DEVELLIS R F, et al. Toward objective classification of childhood autism: Childhood Autism Rating Scale (CARS)[J]. J Autism Dev Disord, 1980, 10(1): 91-103. doi: 10.1007/BF02408436 [21] 龚俊, 邹时朴, 刘冬梅, 等. 社交反应量表的信效度分析[J]. 中国医学创新, 2019, 16(1): 19-23. doi: 10.3969/j.issn.1674-4985.2019.01.005GONG J, ZOU S P, LIU D M, et al. Reliability and validity of Social Responsiveness Scale[J]. Med Innovations Chin, 2019, 16(1): 19-23. (in Chinese) doi: 10.3969/j.issn.1674-4985.2019.01.005 [22] CEN C Q, LIANG Y Y, CHEN Q R, et al. Investigating the validation of the Chinese mandarin version of the social responsiveness scale in a Mainland China child population[J]. BMC Psychiatry, 2017, 17(1): 51. doi: 10.1186/s12888-016-1185-y [23] CRAIG C L, MARSHALL A L, SJOSTROM M, et al. International physical activity questionnaire: 12-country reliability and validity[J]. Med Sci Sports Exerc, 2003, 35(8): 1381-1395. doi: 10.1249/01.MSS.0000078924.61453.FB [24] ROSENBAUM S, WARD P B. The simple physical activity questionnaire[J]. Lancet Psychiatry, 2016, 3(1): e1. [25] KERIN T, VOLK H, LI W, et al. Association between air pollution exposure, cognitive and adaptive function, and asd severity among children with autism spectrum disorder[J]. J Autism Dev Disord, 2018, 48(1): 137-150. doi: 10.1007/s10803-017-3304-0 [26] CHURCH J S, TIJERINA P B, EMERSON F J, et al. Perinatal exposure to concentrated ambient particulates results in autism-like behavioral deficits in adult mice[J]. Neurotoxicology, 2018, 65: 231-240. doi: 10.1016/j.neuro.2017.10.007 [27] LI K, LI L, CUI B, et al. Early postnatal exposure to airborne fine particulate matter induces autism-like phenotypes in male rats[J]. Toxicol Sci, 2018, 162(1): 189-199. doi: 10.1093/toxsci/kfx240 [28] 龙莎莎, 周浩, 王艺. 大气颗粒物质污染与孤独症谱系障碍发病的相关性研究进展[J]. 中华实用儿科临床杂志, 2018, 33(24): 1910-1912. doi: 10.3760/cma.j.issn.2095-428X.2018.24.019LONG S S, ZHOU H, WANG Y, et al. Research progress of association between air pollution and autism spectrum disorder[J]. Chin J Appl Clin Pediatr, 2018, 33(24): 1910-1912. (in Chinese) doi: 10.3760/cma.j.issn.2095-428X.2018.24.019 [29] BROCKMEYER S, D'ANGIULLI A. How air pollution alters brain development: the role of neuroinflammation[J]. Transl Neurosci, 2016, 7(1): 24-30. doi: 10.1515/tnsci-2016-0005 [30] LIU F, HUANG Y L, ZHANG F, et al. Macrophages treated with particulate matter PM2.5 induce selective neurotoxicity through glutaminase-mediated glutamate generation[J]. J Neurochem, 2015, 134(2): 315-326. doi: 10.1111/jnc.13135 [31] LEE H C, LIN T H. Air pollution particular matter and atherosclerosis[J]. Acta Cardiol Sin, 2017, 33(6): 646-647. -

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