{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,16]],"date-time":"2026-07-16T20:21:40Z","timestamp":1784233300738,"version":"3.55.0"},"reference-count":47,"publisher":"Frontiers Media SA","license":[{"start":{"date-parts":[[2025,9,26]],"date-time":"2025-09-26T00:00:00Z","timestamp":1758844800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["frontiersin.org"],"crossmark-restriction":true},"short-container-title":["Front. Cardiovasc. Med."],"abstract":"<jats:sec><jats:title>Background<\/jats:title><jats:p>Hypertension is a major global risk factor for cardiovascular disease. According to the 2023 Global Hypertension Report, its prevalence among adults aged 30\u201379 years is 33%, closely mirrored in China at 31.6% (2023 Cardiovascular Health and Diseases in China Report). The etiology of hypertension is multifactorial, involving psychological stress (impacting neuroendocrine and inflammatory pathways) and abnormal lipid metabolism. However, the association between mental health and biomarkers in occupational groups, particularly oil workers, remains unclear.<\/jats:p><\/jats:sec><jats:sec><jats:title>Purpose<\/jats:title><jats:p>This study using a cross-sectional design to deeply analyze the associations between mental health, physiologic health and hypertension, and to explore the influencing factors of hypertension. It aims to provide a scientific basis for the prevention and treatment of hypertension among oil workers, and also to offer theoretical support for further formulating effective measures to improve the physical and mental health levels of oil workers.<\/jats:p><\/jats:sec><jats:sec><jats:title>Materials and methods<\/jats:title><jats:p>A cluster sampling method was used to recruit 6,083 active oil workers from the Occupational Health Examination Department of Karamay Central Hospital in Xinjiang, China, from September 2018 to September 2019. Physiologic health status was randomly assessed in 20% of the participants to analyze the dose-response relationship between mental health, physiologic health, and hypertension. Based on the restricted cubic spline model, we explored the dose-response relationship between biochemical indicators and hypertension under different levels of mental health.<\/jats:p><\/jats:sec><jats:sec><jats:title>Results<\/jats:title><jats:p>The results showed that the prevalence of hypertension among the study population was 18.4%, with significant differences observed across various demographic factors (gender, age, education, marital status, monthly income, work experience, job type, professional title, shift work, cigarette smoking, and alcohol consumption; <jats:italic>P<\/jats:italic>\u2009&amp;lt;\u20090.05). There was also a statistical difference in the prevalence of hypertension among different mental health states (<jats:italic>P<\/jats:italic>\u2009&amp;lt;\u20090.05), with a higher prevalence (25.5%) among those with poor mental health. Triglycerides [TG] (OR: 2.11; 95% CI: 1.82\u20132.45), lactate dehydrogenase [LDH] (OR: 1.02; 95% CI: 1.01\u20131.02) and low-density lipoprotein-cholesterol [LDL-C] (OR: 1.95; 95% CI: 1.65\u20132.30) emerged as risk factors for hypertension. After adjusting for confounding factors, TG, LDH, and LDL-C remained significant risk factors, with TG abnormalities conferring a 1.71-fold higher risk of hypertension (OR: 1.71; 95% CI: 1.43\u20132.05), LDH abnormalities conferring a 1.01-fold higher risk (OR: 1.01; 95% CI: 1.01\u20131.02), and LDL abnormalities conferring a 1.32-fold higher risk (OR: 1.32; 95% CI: 1.06\u20131.64). In the group with poor mental health, before adjusting for confounders, elevated levels of TG (OR: 3.08; 95% CI: 1.92\u20134.96), LDH (OR: 1.02; 95% CI: 1.01\u20131.03), and LDL-C (OR: 2.26; 95%CI: 1.46\u20133.51) all increased the risk of hypertension. After adjustment, TG (OR: 4.17; 95% CI: 1.86\u20139.31) and LDH (OR: 1.02; 95% CI: 1.01\u20131.04) remained significant risk factors. A linear dose-response relationship was noted between TG and LDH levels, and hypertension risk (TG: <jats:italic>P<\/jats:italic> for trend\u2009&amp;lt;\u20090.001, <jats:italic>P<\/jats:italic> for non-linearity\u2009=\u20090.056; LDH: <jats:italic>P<\/jats:italic> for trend\u2009=\u20090.008, <jats:italic>P<\/jats:italic> for non-linearity\u2009=\u20090.114).<\/jats:p><\/jats:sec><jats:sec><jats:title>Conclusion<\/jats:title><jats:p>In conclusion, a dose-response relationship existed between mental health, TG and LDH levels, and hypertension risk. Attention should be paid to the mental health of oil workers and effective measures should be taken to alleviate mental health issues. Regular monitoring of blood lipid levels is crucial to reduce the risk of hypertension.<\/jats:p><\/jats:sec>","DOI":"10.3389\/fcvm.2025.1503662","type":"journal-article","created":{"date-parts":[[2025,9,26]],"date-time":"2025-09-26T14:26:49Z","timestamp":1758896809000},"update-policy":"https:\/\/doi.org\/10.3389\/crossmark-policy","source":"Crossref","is-referenced-by-count":1,"title":["Cross-sectional study on the relationship between physiologic and mental health status and hypertension risk among oil workers in Xinjiang"],"prefix":"10.3389","volume":"12","author":[{"given":"Zhixin","family":"Song","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xiaofan","family":"Ma","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xue","family":"Li","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jiwen","family":"Liu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1965","published-online":{"date-parts":[[2025,9,26]]},"reference":[{"key":"B1","doi-asserted-by":"publisher","first-page":"168","DOI":"10.11604\/pamj.2018.31.168.16611","article-title":"Increased urinary sodium excretion is associated with systolic blood pressure in first degree relatives of hypertensive patients in Ibadan, southwestern Nigeria","volume":"31","author":"Ajayi","year":"","journal-title":"Pan Afr Med J"},{"key":"B2","year":"2023","journal-title":"Global Report on Hypertension: The Race Against a Silent Killer"},{"key":"B3","doi-asserted-by":"publisher","first-page":"266","DOI":"10.1186\/s12888-019-2256-7","article-title":"Suicidal ideation among the hypertensive individuals in Shandong, China: a path analysis","volume":"19","author":"Ge","year":"2019","journal-title":"BMC Psychiatry"},{"key":"B4","doi-asserted-by":"publisher","first-page":"918","DOI":"10.1016\/j.jacc.2022.06.017","article-title":"Severe mental illness and cardiovascular disease: JACC state-of-the-art review","volume":"80","author":"Goldfarb","year":"2022","journal-title":"J Am Coll Cardiol"},{"key":"B5","doi-asserted-by":"publisher","first-page":"534","DOI":"10.1016\/j.tcm.2017.06.002","article-title":"Cardiovascular effects of alcohol consumption","volume":"27","author":"Rehm","year":"2017","journal-title":"Trends Cardiovasc Med"},{"key":"B6","doi-asserted-by":"publisher","first-page":"215","DOI":"10.1038\/nrcardio.2017.189","article-title":"Effects of stress on the development and progression of cardiovascular disease","volume":"15","author":"Kivim\u00e4ki","year":"2018","journal-title":"Nat Rev Cardiol"},{"key":"B7","doi-asserted-by":"publisher","first-page":"1686","DOI":"10.1093\/eurjpc\/zwad199","article-title":"Cardiovascular disease and mental health: a dangerous duo?","volume":"30","author":"Borgi","year":"2023","journal-title":"Eur J Prev Cardiol"},{"key":"B8","doi-asserted-by":"publisher","first-page":"448","DOI":"10.1093\/ageing\/afy213","article-title":"Changes in physical and mental health are associated with cardiovascular disease incidence in postmenopausal women","volume":"48","author":"Saquib","year":"2019","journal-title":"Age Ageing"},{"key":"B9","doi-asserted-by":"publisher","first-page":"1953","DOI":"10.1038\/s41467-023-37579-6","article-title":"Associations between mental health, blood pressure and the development of hypertension","volume":"14","author":"Schaare","year":"2023","journal-title":"Nat Commun"},{"key":"B10","doi-asserted-by":"publisher","first-page":"e028332","DOI":"10.1161\/JAHA.122.028332","article-title":"Association of depression and poor mental health with cardiovascular disease and suboptimal cardiovascular health among young adults in the United States","volume":"12","author":"Kwapong","year":"2023","journal-title":"J Am Heart Assoc"},{"key":"B11","doi-asserted-by":"publisher","first-page":"76","DOI":"10.1007\/s11906-016-0683-0","article-title":"Management of dyslipidemia in patients with hypertension, diabetes, and metabolic syndrome","volume":"18","author":"Srikanth","year":"2016","journal-title":"Curr Hypertens Rep"},{"key":"B12","doi-asserted-by":"publisher","first-page":"e003053","DOI":"10.1161\/JAHA.115.003053","article-title":"Dyslipidemia and the risk of developing hypertension in a working-age male population","volume":"5","author":"Otsuka","year":"2016","journal-title":"J Am Heart Assoc"},{"key":"B13","doi-asserted-by":"publisher","first-page":"737228","DOI":"10.3389\/fpsyt.2021.737228","article-title":"Research on the effects of occupational stress and the DRD2 gene on the psychological health of workers in the Xinjiang desert oil field","volume":"12","author":"Jiang","year":"2021","journal-title":"Front Psychiatry"},{"key":"B14","doi-asserted-by":"publisher","first-page":"e12914","DOI":"10.7717\/peerj.12914","article-title":"Effect of interaction between occupational stress and polymorphisms of MTHFR gene and SELE gene on hypertension","volume":"10","author":"Yang","year":"2022","journal-title":"PeerJ"},{"key":"B15","doi-asserted-by":"publisher","first-page":"1","DOI":"10.3390\/ijerph14010001","article-title":"Prospective cohort study to elucidate the correlation between occupational stress and hypertension risk in oil workers from Kelamayi city in the Xinjiang Uygur autonomous region of China","volume":"14","author":"Li","year":"2016","journal-title":"Int J Environ Res Public Health"},{"key":"B16","doi-asserted-by":"publisher","first-page":"213","DOI":"10.1186\/s12881-018-0688-4","article-title":"Association of glucocorticoid receptor gene polymorphism and occupational stress with hypertension in desert petroleum workers in Xinjiang, China","volume":"19","author":"Tao","year":"2018","journal-title":"BMC Med Genet"},{"key":"B17","doi-asserted-by":"publisher","first-page":"942464","DOI":"10.3389\/fgene.2022.942464","article-title":"STS-BN: an efficient Bayesian network method for detecting causal SNPs","volume":"13","author":"Ma","year":"2022","journal-title":"Front Genet"},{"key":"B18","doi-asserted-by":"publisher","first-page":"1417","DOI":"10.1038\/s41598-018-19772-6","article-title":"Geographically weighted temporally correlated logistic regression model","volume":"8","author":"Liu","year":"2018","journal-title":"Sci Rep"},{"key":"B19","first-page":"24","article-title":"Writing Group of 2018 Chinese Guidelines for the Management of Hypertension, Chinese Hypertension League, Chinese Society of Cardiology, Chinese Medical Doctor Association Hypertension Committee, Hypertension Branch of China International Exchange and Promotive Association for Medical and Health Care, Hypertension Branch of Chinese Geriatric Medical Association","volume":"24","year":"2019"},{"key":"B20","first-page":"937","article-title":"Guidelines for prevention and treatment of dyslipidemia in adults in China (2016 revision)","volume":"31","author":"Zhu","year":"2016","journal-title":"Chin J Circ"},{"key":"B21","first-page":"1","article-title":"The guidelines for prevention and control of overweight and obesity in Chinese adults","volume":"17","author":"Chen","year":"2004","journal-title":"Biomed Environ Sci"},{"key":"B22","doi-asserted-by":"publisher","first-page":"150","DOI":"10.1186\/s12872-018-0888-z","article-title":"Non-adherence to antihypertensive pharmacotherapy in Buea, Cameroon: a cross-sectional community-based study","volume":"18","author":"Adidja","year":"2018","journal-title":"BMC Cardiovasc Disord"},{"key":"B23","doi-asserted-by":"publisher","first-page":"2778","DOI":"10.3390\/molecules24152778","article-title":"Hypotensive snake venom components\u2014a mini-review","volume":"24","author":"P\u00e9terfi","year":"2019","journal-title":"Molecules"},{"key":"B24","doi-asserted-by":"publisher","first-page":"586","DOI":"10.19813\/j.cnki.weishengyanjiu.2021.04.009","article-title":"Relationship between sleep disorders and hypertension in oil workers in Karamay","volume":"50","author":"Yang","year":"2021","journal-title":"J Health Res"},{"key":"B25","first-page":"386","article-title":"The combined effects of sleep status and occupational stress on hypertension prevalence among oil workers","volume":"48","author":"Yang","year":"2021","journal-title":"Chin J Occup Med"},{"key":"B26","doi-asserted-by":"publisher","first-page":"392","DOI":"10.16462\/j.cnki.zhjbkz.2023.04.004","article-title":"Tao ning.relationship between blood lipid levels and hypertension in Xinjiang oil workers based on restricted cubic spline model","volume":"27","author":"Muheyati","year":"2023","journal-title":"Chin J Dis Cont Prev"},{"key":"B27","volume-title":"Epidemiological status and Risk Factors of Hypertension among Occupational Population in a Petroleum Company","author":"Zhang","year":"2020"},{"key":"B28","doi-asserted-by":"publisher","first-page":"924471","DOI":"10.3389\/fpsyt.2022.924471","article-title":"The interaction of occupational stress, mental health, and cytokine levels on sleep in Xinjiang oil workers: a cross-sectional study","volume":"13","author":"Li","year":"2022","journal-title":"Front Psychiatry"},{"key":"B29","doi-asserted-by":"publisher","first-page":"1295","DOI":"10.1093\/ajh\/hpv047","article-title":"State of the art review: depression, stress, anxiety, and cardiovascular disease","volume":"28","author":"Cohen","year":"2015","journal-title":"Am J Hypertens"},{"key":"B30","doi-asserted-by":"publisher","first-page":"1267","DOI":"10.1007\/s00439-021-02288-x","article-title":"Causal influences of neuroticism on mental health and cardiovascular disease","volume":"140","author":"Zhang","year":"2021","journal-title":"Hum Genet"},{"key":"B31","doi-asserted-by":"publisher","first-page":"15910","DOI":"10.1038\/s41598-022-20020-1","article-title":"Mental distress along the cascade of care in managing hypertension","volume":"12","author":"Ang","year":"2022","journal-title":"Sci Rep"},{"key":"B32","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.jocn.2017.09.022","article-title":"Depression and cardiovascular disease in elderly: current understanding","volume":"47","author":"Zhang","year":"2018","journal-title":"J Clin Neurosc"},{"key":"B33","doi-asserted-by":"publisher","first-page":"1474","DOI":"10.1177\/1741826711424494","article-title":"Effects of additional blood pressure and lipid measurements on the prediction of cardiovascular risk","volume":"19","author":"Bell","year":"2012","journal-title":"Eur J Prev Cardiol"},{"key":"B34","doi-asserted-by":"publisher","first-page":"34","DOI":"10.1186\/s12933-023-01762-2","article-title":"Triglyceride-glucose index and triglyceride to high-density lipoprotein cholesterol ratio as potential cardiovascular disease risk factors: an analysis of UK biobank data","volume":"22","author":"Che","year":"2023","journal-title":"Cardiovasc Diabetol"},{"key":"B35","doi-asserted-by":"publisher","first-page":"722","DOI":"10.1038\/ejcn.2014.236","article-title":"Prevalence of dyslipidaemia and associated risk factors among Balearic islands adolescents, a Mediterranean region","volume":"69","author":"Bibiloni","year":"2015","journal-title":"Eur J Clin Nutr"},{"key":"B36","doi-asserted-by":"publisher","first-page":"951","DOI":"10.1093\/eurjpc\/zwad053","article-title":"Differences in HDL-related mortality risk between individuals with and without hypertension: a prospective cohort study in UK biobank","volume":"30","author":"Chen","year":"2023","journal-title":"Eur J Prev Cardiol"},{"key":"B37","doi-asserted-by":"publisher","first-page":"605","DOI":"10.1007\/s11883-023-01132-z","article-title":"Hypertension and dyslipidemia: the two partners in endothelium-related crime","volume":"25","author":"D\u0105browska","year":"2023","journal-title":"Curr Atheroscler Rep"},{"key":"B38","doi-asserted-by":"publisher","first-page":"1068","DOI":"10.1186\/s12889-020-09172-9","article-title":"Prevalence of dyslipidemia and associated risk factors among adults aged \u226535 years in northern China: a cross-sectional study","volume":"20","author":"Xi","year":"2020","journal-title":"BMC Public Health"},{"key":"B39","doi-asserted-by":"publisher","first-page":"916951","DOI":"10.3389\/fendo.2022.916951","article-title":"The relationship between lipid risk score and new-onset hypertension in a prospective cohort study","volume":"13","author":"Xie","year":"2022","journal-title":"Front Endocrinol (Lausanne)"},{"key":"B40","doi-asserted-by":"publisher","first-page":"8585","DOI":"10.18632\/aging.204362","article-title":"Abnormal myocardial enzymes in the prediction of mortality and hypertension in COVID-19 patients: a retrospective study","volume":"14","author":"Sha","year":"2022","journal-title":"Aging (Albany NY)"},{"key":"B41","doi-asserted-by":"publisher","first-page":"639","DOI":"10.1038\/s41581-021-00430-6","article-title":"Hypertension-induced cognitive impairment: from pathophysiology to public health","volume":"17","author":"Ungvari","year":"2021","journal-title":"Nat Rev Nephrol"},{"key":"B42","doi-asserted-by":"publisher","first-page":"107","DOI":"10.1007\/s11906-023-01235-7","article-title":"Neurogenic background for emotional stress-associated hypertension","volume":"25","author":"Fontes","year":"2023","journal-title":"Curr Hypertens Rep"},{"key":"B43","doi-asserted-by":"publisher","first-page":"15","DOI":"10.1093\/ajh\/hpaa137","article-title":"Aldosterone, inflammation, immune system, and hypertension","volume":"34","author":"Ferreira","year":"2021","journal-title":"Am J Hypertens"},{"key":"B44","doi-asserted-by":"publisher","first-page":"23","DOI":"10.1186\/s12991-022-00400-7","article-title":"Depression and anxiety in different hypertension phenotypes: a cross-sectional study","volume":"21","author":"Nemcsik-Bencze","year":"2022","journal-title":"Ann Gen Psychiatry"},{"key":"B45","doi-asserted-by":"publisher","first-page":"237","DOI":"10.1080\/10641963.2020.1847132","article-title":"Anxiety and depression levels in COVID-19 disease and their relation to hypertension","volume":"43","author":"Sensoy","year":"2021","journal-title":"Clin Exp Hypertens"},{"key":"B46","doi-asserted-by":"publisher","first-page":"337","DOI":"10.1007\/s40292-023-00584-3","article-title":"Impacts of anxiety and depression on clinical hypertension in low-income US adults","volume":"30","author":"Shah","year":"2023","journal-title":"High Blood Press Cardiovasc Prev"},{"key":"B47","doi-asserted-by":"publisher","first-page":"181","DOI":"10.1080\/10641963.2019.1601205","article-title":"Altered expression of norepinephrine transporter participate in hypertension and depression through regulated TNF-\u03b1 and IL-6","volume":"42","author":"Meng","year":"2020","journal-title":"Clin Exp Hypertens"}],"container-title":["Frontiers in Cardiovascular Medicine"],"original-title":[],"link":[{"URL":"https:\/\/www.frontiersin.org\/articles\/10.3389\/fcvm.2025.1503662\/full","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,9,26]],"date-time":"2025-09-26T14:26:52Z","timestamp":1758896812000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.frontiersin.org\/articles\/10.3389\/fcvm.2025.1503662\/full"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,9,26]]},"references-count":47,"alternative-id":["10.3389\/fcvm.2025.1503662"],"URL":"https:\/\/doi.org\/10.3389\/fcvm.2025.1503662","relation":{},"ISSN":["2297-055X"],"issn-type":[{"value":"2297-055X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,9,26]]},"article-number":"1503662"}}