Abstract
Several studies have assessed the influence of several often-ignored environmental factors on low back pain (LBP), but the effects of environmental polycyclic aromatic hydrocarbon (PAH) exposure on LBP are unclear. During the 2001–2004 cycle of the National Health and Nutrition Examination Survey (NHANES), our study was given to a representative sample of US participants older than 20 (N = 2743). Environmental PAH exposure was calculated using urinary PAH metabolite concentrations. Weighted logistic regression was performed to assess the connection between PAH levels and LBP, with mediation analysis utilised to explore the underlying mechanism. Levels of 1-hydroxynaphthalene (1-OHNa), 2-hydroxynaphthalene (2-OHNa) and total PAHs had a statistically significant positive association with LBP. The odds ratios per 1-unit increase for log-transformed levels of urinary 1-OHNa, 2-OHNa, and total PAHs with LBP were 1.01 (95% CI 1.02–1.19), 1.19 (95% CI 1.04–1.36) and 1.16 (95% CI 1.03–1.32), respectively. The results revealed a strong dose–response association between 1-OHNa, 2-OHNa, total PAHs, and LBP risk. Subgroup analysis indicated that 2&3-OHPh may increase the risk of LBP in the lower family income subgroup. Gamma-glutamyl transaminase (GGT), known as a biomarker of oxidative stress, was strongly related to PAHs. The relationship between total PAHs and LBP was mediated in part by GGT. Our study demonstrates associations between environmental PAH exposure and LBP that need more research to determine the precise effects of various PAH compounds on LBP.
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Data and material availability
The data used in this study can be downloaded for free in NHANES. The codes for the R programs are available on GitHub (https://github.com/xiaojiang1997/LBP).
References
Abdelrahman, K. A., Ibrahim, A. S., Osman, A. M., Aly, M. G., Ali, A. S., & Farrag, W. S. (2021). Alpha lipoic acid with pulsed radiofrequency in treatment of chronic lumbosacral radicular pain: A prospective, randomized study. Medicine (baltimore), 100(24), e26344. https://doi.org/10.1097/md.0000000000026344
Battisti, E., Albanese, A., Guerra, L., Argnani, L., & Giordano, N. (2013). Alpha lipoic acid and superoxide dismutase in the treatment of chronic low back pain. European Journal of Physical and Rehabilitation Medicine, 49(5), 659–664.
Benowitz, N. L., Kuyt, F., Jacob, P., 3rd., Jones, R. T., & Osman, A. L. (1983). Cotinine disposition and effects. Clinical Pharmacology and Therapeutics, 34(5), 604–611. https://doi.org/10.1038/clpt.1983.222
Burström, L., Järvholm, B., Nilsson, T., & Wahlström, J. (2013). Back and neck pain due to working in a cold environment: A cross-sectional study of male construction workers. International Archives of Occupational and Environmental Health, 86(7), 809–813. https://doi.org/10.1007/s00420-012-0818-9
Cao, L., Wang, D., Zhu, C., Wang, B., Cen, X., Chen, A., & Chen, W. (2020). Polycyclic aromatic hydrocarbon exposure and atherosclerotic cardiovascular disease risk in urban adults: The mediating role of oxidatively damaged DNA. Environmental Pollution, 265(Pt A), 114860. https://doi.org/10.1016/j.envpol.2020.114860
Chen, D., Zhang, X., Li, Z., & Zhu, B. (2021a). Metabolic regulatory crosstalk between tumor microenvironment and tumor-associated macrophages. Theranostics, 11(3), 1016–1030. https://doi.org/10.7150/thno.51777
Chen, G., Huo, X., Luo, X., Cheng, Z., Zhang, Y., & Xu, X. (2021b). E-waste polycyclic aromatic hydrocarbon (PAH) exposure leads to child gut-mucosal inflammation and adaptive immune response. Environmental Science and Pollution Research International, 28(38), 53267–53281. https://doi.org/10.1007/s11356-021-14492-3
Chen, J. C., Chang, W. R., Chang, W., & Christiani, D. (2005). Occupational factors associated with low back pain in urban taxi drivers. Occupational Medicine (london), 55(7), 535–540. https://doi.org/10.1093/occmed/kqi125
Cheng, Y. Y., Kao, C. L., Ma, H. I., Hung, C. H., Wang, C. T., Liu, D. H., & Tsai, K. L. (2015). SIRT1-related inhibition of pro-inflammatory responses and oxidative stress are involved in the mechanism of nonspecific low back pain relief after exercise through modulation of Toll-like receptor 4. The Journal of Biochemisty, 158(4), 299–308. https://doi.org/10.1093/jb/mvv041
Deyo, R. A., & Tsui-Wu, Y. J. (1987). Descriptive epidemiology of low-back pain and its related medical care in the United States. Spine (phila Pa 1976), 12(3), 264–268. https://doi.org/10.1097/00007632-198704000-00013
Dionne, C. E., Laurin, D., Desrosiers, T., Abdous, B., Le Sage, N., Frenette, J., & Pelletier, S. (2016). Serum vitamin C and spinal pain: A nationwide study. Pain, 157(11), 2527–2535. https://doi.org/10.1097/j.pain.0000000000000671
Dionne, C. E., Laurin, D., Desrosiers, T., Abdous, B., Sage, N. L., Frenette, J., & Mondor, M. (2022). The association between self-reported cigarette smoking and spinal pain is not explained by serum cotinine levels. Annals of Epidemiology, 67, 35–42. https://doi.org/10.1016/j.annepidem.2021.12.006
Dionne, C. E., Von Korff, M., Koepsell, T. D., Deyo, R. A., Barlow, W. E., & Checkoway, H. (2001). Formal education and back pain: A review. Journal of Epidemiology and Community Health, 55(7), 455–468. https://doi.org/10.1136/jech.55.7.455
Dutmer, A. L., Schiphorst Preuper, H. R., Soer, R., Brouwer, S., Bültmann, U., & Dijkstra, P. U. (2019). Reneman MF (2019) personal and societal impact of low back pain: The groningen spine cohort. Spine (phila Pa 1976), 44(24), E1443–E1451. https://doi.org/10.1097/brs.0000000000003174
Dzik, K., Skrobot, W., Flis, D. J., Karnia, M., Libionka, W., Kloc, W., & Kaczor, J. J. (2018). Vitamin D supplementation attenuates oxidative stress in paraspinal skeletal muscles in patients with low back pain. European Journal of Applied Physiology, 118(1), 143–151. https://doi.org/10.1007/s00421-017-3755-1
Flückiger, R., Woodtli, T., & Berger, W. (1984). Quantitation of glycosylated hemoglobin by boronate affinity chromatography. Diabetes, 33(1), 73–76. https://doi.org/10.2337/diab.33.1.73
Gu, J., Shi, Y., Zhu, Y., Chen, N., Wang, H., Zhang, Z., & Chen, T. (2020). Ambient air pollution and cause-specific risk of hospital admission in China: A nationwide time-series study. PLoS Medicine, 17(8), e1003188. https://doi.org/10.1371/journal.pmed.1003188
Guo, J., Huang, Y., Bian, S., Zhao, C., Jin, Y., Yu, D., & Chen, G. (2018). Associations of urinary polycyclic aromatic hydrocarbons with bone mass density and osteoporosis in U.S. adults, NHANES 2005–2010. Environmental Pollution, 240, 209–218. https://doi.org/10.1016/j.envpol.2018.04.108
Han, F., Guo, H., Hu, J., Zhang, J., Ying, Q., & Zhang, H. (2020). Sources and health risks of ambient polycyclic aromatic hydrocarbons in China. Science of the Total Environment, 698, 134229. https://doi.org/10.1016/j.scitotenv.2019.134229
Hayden, J. A., Ellis, J., Ogilvie, R., Stewart, S. A., Bagg, M. K., Stanojevic, S., & Saragiotto, B. T. (2021). Some types of exercise are more effective than others in people with chronic low back pain: A network meta-analysis. Journal of Physiotherapy, 67(4), 252–262. https://doi.org/10.1016/j.jphys.2021.09.004
Ho, E. K., Chen, L., Simic, M., Ashton-James, C. E., Comachio, J., Wang, D. X. M., & Ferreira, P. H. (2022). Psychological interventions for chronic, non-specific low back pain: Systematic review with network meta-analysis. BMJ, 376, e067718. https://doi.org/10.1136/bmj-2021-067718
Ichiba, M., Matsumoto, A., Kondoh, T., Horita, M., & Tomokuni, K. (2006). Decreasing urinary PAH metabolites and 7-methylguanine after smoking cessation. International Archives of Occupational and Environmental Health, 79(7), 545–549. https://doi.org/10.1007/s00420-005-0071-6
Jacob, P., 3rd., Yu, L., Wilson, M., & Benowitz, N. L. (1991). Selected ion monitoring method for determination of nicotine, cotinine and deuterium-labeled analogs: Absence of an isotope effect in the clearance of (S)-nicotine-3’,3’-d2 in humans. Biological Mass Spectrometry, 20(5), 247–252. https://doi.org/10.1002/bms.1200200503
Jiang, P., Gu, S., Pan, D., Fu, J., Sahu, A., Hu, X., & Liu, X. S. (2018). Signatures of T cell dysfunction and exclusion predict cancer immunotherapy response. Nature Medicine, 24(10), 1550–1558. https://doi.org/10.1038/s41591-018-0136-1
Kang, S. J., Cho, Y. R., Park, G. M., Ahn, J. M., Han, S. B., Lee, J. Y., & Park, S. J. (2013). Predictors for functionally significant in-stent restenosis: an integrated analysis using coronary angiography, IVUS, and myocardial perfusion imaging. JACC: Cardiovascular Imaging, 6(11), 1183–1190. https://doi.org/10.1016/j.jcmg.2013.09.006
Knezevic, N. N., Candido, K. D., Vlaeyen, J. W. S., Van Zundert, J., & Cohen, S. P. (2021). Low back pain. Lancet, 398(10294), 78–92. https://doi.org/10.1016/S0140-6736(21)00733-9
Kristenson, H., & Johnell, O. (1986). Orthopedic disorders, morbidity, and sick absenteeism in men with different levels of serum γ-glutamyltransferase. Preventive Medicine, 15(2), 150–165.
Låg, M., Øvrevik, J., Refsnes, M., & Holme, J. A. (2020). Potential role of polycyclic aromatic hydrocarbons in air pollution-induced non-malignant respiratory diseases. Respiratory Research, 21(1), 299. https://doi.org/10.1186/s12931-020-01563-1
Lawal, A. T., & Fantke, P. (2017). Polycyclic aromatic hydrocarbons. A review. Cogent Environmental Science, 3(1), 1339841. https://doi.org/10.1080/23311843.2017.1339841
Leboeuf-Yde, C. (2000). Alcohol and low-back pain: A systematic literature review. Journal of Manipulative and Physiological Therapeutics, 23(5), 343–346. https://doi.org/10.1067/mmt.2000.106866
Lee, I., Park, H., Kim, M. J., Kim, S., Choi, S., Park, J., & Moon, M. K. (2022). Exposure to polycyclic aromatic hydrocarbons and volatile organic compounds is associated with a risk of obesity and diabetes mellitus among Korean adults: Korean National Environmental Health Survey (KoNEHS) 2015–2017. International Journal of Hygiene and Environmental Health, 240, 113886. https://doi.org/10.1016/j.ijheh.2021.113886
Li, J., Li, X., Xia, Y., Fan, H., Fan, D., Xi, X., & Xiao, C. (2021). Subgroup analysis of the relationship between polycyclic aromatic hydrocarbons and rheumatoid arthritis: Data from the national health and nutrition examination Survey, 2003–2014. Science of the Total Environment, 775, 145841. https://doi.org/10.1016/j.scitotenv.2021.145841
Li, W., Chen, D., Ruan, W., Peng, Y., Lu, Z., & Wang, D. (2022). Association of polycyclic aromatic hydrocarbons exposure, systemic inflammation with hearing loss among adults and adolescents. Environmental Pollution, 296, 118772. https://doi.org/10.1016/j.envpol.2021.118772
Li, Z., Romanoff, L. C., Lewin, M. D., Porter, E. N., Trinidad, D. A., Needham, L. L., & Sjödin, A. (2010). Variability of urinary concentrations of polycyclic aromatic hydrocarbon metabolite in general population and comparison of spot, first-morning, and 24-h void sampling. Journal of Exposure Science and Environmental Epidemiology, 20(6), 526–535. https://doi.org/10.1038/jes.2009.41
Li, Z., Romanoff, L. C., Trinidad, D. A., Hussain, N., Jones, R. S., Porter, E. N., & Sjödin, A. (2006). Measurement of urinary monohydroxy polycyclic aromatic hydrocarbons using automated liquid-liquid extraction and gas chromatography/isotope dilution high-resolution mass spectrometry. Analytical Chemistry, 78(16), 5744–5751. https://doi.org/10.1021/ac0606094
Lim, Y. Z., Wang, Y., Cicuttini, F. M., Hughes, H. J., Chou, L., Urquhart, D. M., & Hussain, S. M. (2020). Association between inflammatory biomarkers and nonspecific low back pain: A systematic review. The Clinical Journal of Pain, 36(5), 379–389. https://doi.org/10.1097/ajp.0000000000000810
Little, R. R., England, J. D., Wiedmeyer, H. M., & Goldstein, D. E. (1983). Glycosylated hemoglobin measured by affinity chromatography: Micro-sample collection and room-temperature storage. Clinical Chemistry, 29(6), 1080–1082.
Maher, C., & Ferreira, G. (2022). Time to reconsider what global burden of disease studies really tell us about low back pain. Annals of the Rheumatic Diseases, 81(3), 306–308. https://doi.org/10.1136/annrheumdis-2021-221173
Mallah, M. A., Mallah, M. A., Liu, Y., Xi, H., Wang, W., Feng, F., & Zhang, Q. (2021). Relationship between polycyclic aromatic hydrocarbons and cardiovascular diseases: A systematic review. Frontiers in Public Health, 9, 763706. https://doi.org/10.3389/fpubh.2021.763706
Mandiracioglu, A., Akgur, S., Kocabiyik, N., & Sener, U. (2011). Evaluation of neuropsychological symptoms and exposure to benzene, toluene and xylene among two different furniture worker groups in Izmir. Toxicology and Industrial Health, 27(9), 802–809. https://doi.org/10.1177/0748233711399309
Maselli, F., Esculier, J. F., Storari, L., Mourad, F., Rossettini, G., Barbari, V., & Testa, M. (2021). Low back pain among Italian runners: A cross-sectional survey. Physical Therapy in Sport, 48, 136–145. https://doi.org/10.1016/j.ptsp.2020.12.023
Meng, F., Yan, X., Qi, J., & He, F. (2022). Association of neutrophil to lymphocyte ratio, platelet to lymphocyte ratio, and monocyte to lymphocyte ratio with depression: A cross-sectional analysis of the NHANES data. Journal of Affective Disorders, 315, 168–173. https://doi.org/10.1016/j.jad.2022.08.004
Morris, H., Gonçalves, C. F., Dudek, M., Hoyland, J., & Meng, Q. J. (2021). Tissue physiology revolving around the clock: Circadian rhythms as exemplified by the intervertebral disc. Annals of the Rheumatic Diseases, 80(7), 828–839. https://doi.org/10.1136/annrheumdis-2020-219515
Motorykin, O., Santiago-Delgado, L., Rohlman, D., Schrlau, J. E., Harper, B., Harris, S., & Massey Simonich, S. L. (2015). Metabolism and excretion rates of parent and hydroxy-PAHs in urine collected after consumption of traditionally smoked salmon for Native American volunteers. Science of the Total Environment, 514, 170–177. https://doi.org/10.1016/j.scitotenv.2015.01.083
Nakahashi, M., Esumi, M., & Tokuhashi, Y. (2019). Detection of apoptosis and matrical degeneration within the intervertebral discs of rats due to passive cigarette smoking. PLoS ONE, 14(8), e0218298. https://doi.org/10.1371/journal.pone.0218298
National center for health statistics (2003a). NHANES 2003-2004 Laboratory Methods.Cotinine. https://wwwn.cdc.gov/nchs/data/nhanes/2003-2004/labmethods/l06_c_met_cotinine.pdf.
National center for health Statistics (2003b). NHANES 2003-2004 Laboratory Methods. Monohydroxy-Polycyclic Aromatic Hydrocarbons. https://wwwn.cdc.gov/nchs/data/nhanes/2003-2004/labmethods/l31pah_c_met.pdf.
National center for health statistics (2003c). NHANES 2003-2004 Laboratory Methods. Glycohemoglobin. https://wwwn.cdc.gov/nchs/data/nhanes/2003–2004/labmethods/l10_c_met_glycohemoglobin.pdf.
National center for health statistics (2003d). NHANES 2003-2004 Laboratory Methods.Gamma-Glutamyl Transferse. https://wwwn.cdc.gov/nchs/data/nhanes/2003-2004/labmethods/l40_c_met_gamma_glutanyl_transferase_sum.pdf.
Nguyen, H. D. (2023). Interactions between heavy metals and sleep duration among pre-and postmenopausal women: A current approach to molecular mechanisms involved. Environmental Pollution, 316(Pt 1), 120607. https://doi.org/10.1016/j.envpol.2022.120607
Nguyen, H. D., & Kim, M. S. (2022). Effects of chemical mixtures on liver function biomarkers in the Korean adult population: Thresholds and molecular mechanisms for non-alcoholic fatty liver disease involved. Environmental Science and Pollution Research International, 29(52), 78555–78587. https://doi.org/10.1007/s11356-022-21090-4
Nguyen, H. D., Oh, H., Jo, W. H., Hoang, N. H. M., & Kim, M. S. (2022a). Mixtures modeling identifies heavy metals and pyrethroid insecticide metabolites associated with obesity. Environmental Science and Pollution Research International, 29(14), 20379–20397. https://doi.org/10.1007/s11356-021-16936-2
Nguyen, H. D., Oh, H., & Kim, M. S. (2022b). The effects of chemical mixtures on lipid profiles in the Korean adult population: Threshold and molecular mechanisms for dyslipidemia involved. Environmental Science and Pollution Research International, 29(26), 39182–39208. https://doi.org/10.1007/s11356-022-18871-2
Numaguchi, S., Esumi, M., Sakamoto, M., Endo, M., Ebihara, T., Soma, H., & Tokuhashi, Y. (2016). Passive cigarette smoking changes the circadian rhythm of clock genes in rat intervertebral discs. Journal of Orthopaedic Research, 34(1), 39–47. https://doi.org/10.1002/jor.22941
Parisien, M., Lima, L. V., Dagostino, C., El-Hachem, N., Drury, G. L., Grant, A. V., & Diatchenko, L. (2022). Acute inflammatory response via neutrophil activation protects against the development of chronic pain. Science Translational Medicine, 14(644), eabj9954. https://doi.org/10.1126/scitranslmed.abj9954
Park, S. K., Zhao, Z., & Mukherjee, B. (2017). Construction of environmental risk score beyond standard linear models using machine learning methods: Application to metal mixtures, oxidative stress and cardiovascular disease in NHANES. Environmental Health, 16(1), 102. https://doi.org/10.1186/s12940-017-0310-9
Parreira, P. C. S., Maher, C. G., Ferreira, M. L., Machado, G. C., Blyth, F. M., Naganathan, V., & Cumming, R. G. (2017). A longitudinal study of the influence of comorbidities and lifestyle factors on low back pain in older men. Pain, 158(8), 1571–1576. https://doi.org/10.1097/j.pain.0000000000000952
Power, C., Frank, J., Hertzman, C., Schierhout, G., & Li, L. (2001). Predictors of low back pain onset in a prospective British study. American Journal of Public Health, 91(10), 1671–1678. https://doi.org/10.2105/ajph.91.10.1671
Real, A., Ukogu, C., Krishnamoorthy, D., Zubizarreta, N., Cho, S. K., Hecht, A. C., & Iatridis, J. C. (2019). Elevated Glycohemoglobin HbA1c is associated with low back pain in Nonoverweight diabetics. Spine J, 19(2), 225–231. https://doi.org/10.1016/j.spinee.2018.05.035
Ringuet, J., Albinet, A., Leoz-Garziandia, E., Budzinski, H., & Villenave, E. (2012). Diurnal/nocturnal concentrations and sources of particulate-bound PAHs, OPAHs and NPAHs at traffic and suburban sites in the region of Paris (France). Science of the Total Environment, 437, 297–305. https://doi.org/10.1016/j.scitotenv.2012.07.072
Schneider, S., Lipinski, S., & Schiltenwolf, M. (2006). Occupations associated with a high risk of self-reported back pain: Representative outcomes of a back pain prevalence study in the Federal Republic of Germany. European Spine Journal, 15(6), 821–833. https://doi.org/10.1007/s00586-005-1015-2
Shaik, R., Gotru, C. K., Swamy, C. G., & Sandeep, R. (2014). The prevalence of musculoskeletal disorders and their association with risk factors in auto rickshaw drivers-a survey in Guntur city. International Journal of Physiotherapy, 1(1), 2–9.
Shiri, R., Karppinen, J., Leino-Arjas, P., Solovieva, S., & Viikari-Juntura, E. (2010). The association between smoking and low back pain: A meta-analysis. American Journal of Medicine, 123(1), 87.e87–35. https://doi.org/10.1016/j.amjmed.2009.05.028
Shmagel, A., Ngo, L., Ensrud, K., & Foley, R. (2018). Prescription medication use among community-based U.S. adults with chronic low back pain: A cross-sectional population based study. The Journal of Pain, 19(10), 1104–1112. https://doi.org/10.1016/j.jpain.2018.04.004
Sun, K., Song, Y., He, F., Jing, M., Tang, J., & Liu, R. (2021). A review of human and animals exposure to polycyclic aromatic hydrocarbons: Health risk and adverse effects, photo-induced toxicity and regulating effect of microplastics. Science of the Total Environment, 773, 145403. https://doi.org/10.1016/j.scitotenv.2021.145403
Teodorczyk-Injeyan, J. A., Triano, J. J., & Injeyan, H. S. (2019). Nonspecific Low Back Pain: Inflammatory Profiles of Patients With Acute and Chronic Pain. Clinical Journal of Pain, 35(10), 818–825. https://doi.org/10.1097/ajp.0000000000000745
Tsuji, G., Takahara, M., Uchi, H., Takeuchi, S., Mitoma, C., Moroi, Y., & Furue, M. (2011). An environmental contaminant, benzo(a)pyrene, induces oxidative stress-mediated interleukin-8 production in human keratinocytes via the aryl hydrocarbon receptor signaling pathway. Journal of Dermatological Science, 62(1), 42–49. https://doi.org/10.1016/j.jdermsci.2010.10.017
Uei, H., Matsuzaki, H., Oda, H., Nakajima, S., Tokuhashi, Y., & Esumi, M. (2006). Gene expression changes in an early stage of intervertebral disc degeneration induced by passive cigarette smoking. Spine (phila Pa 1976), 31(5), 510–514. https://doi.org/10.1097/01.brs.0000201304.81875.cc
Valente, M. J., Rijnhart, J. J. M., Smyth, H. L., Muniz, F. B., & MacKinnon, D. P. (2020). Causal mediation programs in R, Mplus, SAS, SPSS, and Stata. Structural Equation Modeling: A Multidisciplinary Journal, 27(6), 975–984. https://doi.org/10.1080/10705511.2020.1777133
Wang, X., Li, A., & Xu, Q. (2022a). The association between urinary polycyclic aromatic hydrocarbons metabolites and Type 2 diabetes mellitus. International Journal of Environmental Research and Public Health, 19(13), 7605. https://doi.org/10.3390/ijerph19137605
Wang, Y., Fang, Y., Magliano, D. J., Charchar, F. J., Sobey, C. G., Drummond, G. R., & Golledge, J. (2022b). Fasting triglycerides are positively associated with cardiovascular mortality risk in people with diabetes. Cardiovascular Research. https://doi.org/10.1093/cvr/cvac124
Wu, X., Cao, X., Lintelmann, J., Peters, A., Koenig, W., Zimmermann, R., & Wolf, K. (2022). Assessment of the association of exposure to polycyclic aromatic hydrocarbons, oxidative stress, and inflammation: A cross-sectional study in Augsburg, Germany. International Journal of Hygiene and Environmental Health, 244, 113993. https://doi.org/10.1016/j.ijheh.2022.113993
Ye, Q., Xi, X., Fan, D., Cao, X., Wang, Q., Wang, X., & Xiao, C. (2022). Polycyclic aromatic hydrocarbons in bone homeostasis. Biomedicine & Pharmacotherapy, 146, 112547. https://doi.org/10.1016/j.biopha.2021.112547
Yesurajan, M., & Indra, T. (2017). An analysis of environmental pollution related health hazards among auto rickshaw drivers. International Journal of Research in Social Sciences, 7(10), 270–280.
Yu, H., Zhang, Z., Wei, F., Hou, G., You, Y., Wang, X., & Zhang, X. (2022). Hydroxytyrosol ameliorates intervertebral disc degeneration and neuropathic pain by reducing oxidative stress and inflammation. Oxidative Medicine and Cellular Longevity, 2022, 2240894. https://doi.org/10.1155/2022/2240894
Zheng, J., Zheng, W., Zhou, Y., Jiang, S., Spencer, P., Ye, W., & Qu, W. (2018). Heavy exposure of waste collectors to polycyclic aromatic hydrocarbons in a poor rural area of middle China. Environmental Science & Technology, 52(15), 8866–8875. https://doi.org/10.1021/acs.est.8b02024
Zhu, H., Martinez-Moral, M. P., & Kannan, K. (2021). Variability in urinary biomarkers of human exposure to polycyclic aromatic hydrocarbons and its association with oxidative stress. Environment International, 156, 106720. https://doi.org/10.1016/j.envint.2021.106720
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The authors would like to give our sincere appreciation to the reviewers for their helpful comments on this article and research groups for the NHANES, which provided data for this collection.
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This work was supported by the Scientific Research Project of Hunan Provincial Health Commission [Grant number 202204074707]; the Natural Science Foundation of Hunan Province [Grant number 2022JJ30516]; and the Scientific Research Project of Wuhan City Health Commission [Grant number WX18C29].
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Chen, J., Liao, Y., Luo, M. et al. Environmental polycyclic aromatic hydrocarbon exposure is associated with low back pain. Environ Geochem Health 45, 5093–5107 (2023). https://doi.org/10.1007/s10653-023-01567-y
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DOI: https://doi.org/10.1007/s10653-023-01567-y