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Tan Y, Zhang WH, Huang Z, Tan QX, Zhang YM, Wei CY, Feng ZB. AI models predicting breast cancer distant metastasis using LightGBM with clinical blood markers and ultrasound maximum diameter. Sci Rep 2024; 14:15561. [PMID: 38969798 PMCID: PMC11226620 DOI: 10.1038/s41598-024-66658-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2024] [Accepted: 07/03/2024] [Indexed: 07/07/2024] Open
Abstract
Breast cancer metastasis significantly impacts women's health globally. This study aimed to construct predictive models using clinical blood markers and ultrasound data to predict distant metastasis in breast cancer patients, ensuring clinical applicability, cost-effectiveness, relative non-invasiveness, and accessibility of these models. Analysis was conducted on data from 416 patients across two centers, focusing on clinical blood markers (tumor markers, liver and kidney function indicators, blood lipid markers, cardiovascular biomarkers) and maximum lesion diameter from ultrasound. Feature reduction was performed using Spearman correlation and LASSO regression. Two models were built using LightGBM: a clinical model (using clinical blood markers) and a combined model (incorporating clinical blood markers and ultrasound features), validated in training, internal test, and external validation (test1) cohorts. Feature importance analysis was conducted for both models, followed by univariate and multivariate regression analyses of these features. The AUC values of the clinical model in the training, internal test, and external validation (test1) cohorts were 0.950, 0.795, and 0.883, respectively. The combined model showed AUC values of 0.955, 0.835, and 0.918 in the training, internal test, and external validation (test1) cohorts, respectively. Clinical utility curve analysis indicated the combined model's superior net benefit in identifying breast cancer with distant metastasis across all cohorts. This suggests the combined model's superior discriminatory ability and strong generalization performance. Creatine kinase isoenzyme (CK-MB), CEA, CA153, albumin, creatine kinase, and maximum lesion diameter from ultrasound played significant roles in model prediction. CA153, CK-MB, lipoprotein (a), and maximum lesion diameter from ultrasound positively correlated with breast cancer distant metastasis, while indirect bilirubin and magnesium ions showed negative correlations. This study successfully utilized clinical blood markers and ultrasound data to develop AI models for predicting distant metastasis in breast cancer. The combined model, incorporating clinical blood markers and ultrasound features, exhibited higher accuracy, suggesting its potential clinical utility in predicting and identifying breast cancer distant metastasis. These findings highlight the potential prospects of developing cost-effective and accessible predictive tools in clinical oncology.
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Affiliation(s)
- Yang Tan
- Department of Pathology, The First Affiliated Hospital of Guangxi Medical University, No.6 Shuangyong Road, Nanning, 530000, Guangxi Zhuang Autonomous Region, China
| | - Wen-Hai Zhang
- Department of Breast Surgery, Guangxi Medical University Tumor Hospital, 71 Hedi Road, Nanning, 530021, Guangxi Zhuang Autonomous Region, China
| | - Zhen Huang
- Department of Breast Surgery, Guangxi Medical University Tumor Hospital, 71 Hedi Road, Nanning, 530021, Guangxi Zhuang Autonomous Region, China
| | - Qi-Xing Tan
- Department of Breast Surgery, Guangxi Medical University Tumor Hospital, 71 Hedi Road, Nanning, 530021, Guangxi Zhuang Autonomous Region, China
| | - Yue-Mei Zhang
- Department of Breast Surgery, Guangxi Medical University Tumor Hospital, 71 Hedi Road, Nanning, 530021, Guangxi Zhuang Autonomous Region, China
| | - Chang-Yuan Wei
- Department of Breast Surgery, Guangxi Medical University Tumor Hospital, 71 Hedi Road, Nanning, 530021, Guangxi Zhuang Autonomous Region, China.
| | - Zhen-Bo Feng
- Department of Pathology, The First Affiliated Hospital of Guangxi Medical University, No.6 Shuangyong Road, Nanning, 530000, Guangxi Zhuang Autonomous Region, China.
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Günay Uçmak Z, Koenhemsi L, Ateş F, Tarhan D, Öztürk Gürgen H, Yildirim F, Uçmak M, Kirşan İ, Ercan AM, Or ME. Amounts of tissue magnesium and some trace elements in cats with mammary tumors related to various clinicopathological parameters. J Trace Elem Med Biol 2023; 79:127246. [PMID: 37393772 DOI: 10.1016/j.jtemb.2023.127246] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/30/2023] [Revised: 06/14/2023] [Accepted: 06/19/2023] [Indexed: 07/04/2023]
Abstract
BACKGROUND Mammary tumors are one of the major malignancies seen in cats. Researchers have indicated the similarity between the epidemiological and clinicopathological patterns of feline mammary tumors and human breast cancer (HBC). In recent years, the investigation of trace elements in cancer tissues becomes prevalent in HBC due to the role of these elements in biochemical and physiological processes. This study, it is aimed to evaluate some trace elements in feline mammary tumors according to clinical and pathological findings. METHODS A total of 60 tumoral masses from 16 female cats with mammary tumors were included in the study. The study groups were formed according to histopathology as malignant epithelial tumor (MET; n = 39) and hyperplasia and dysplasia (H&D; n = 21). Copper (Cu), Iron (Fe), Magnesium (Mg), Manganese (Mn), Selenium (Se) and Zinc (Zn) trace elements in mammary tissues were analyzed by using an inductively coupled plasma-optical emission spectrophotometer. RESULTS The mean age and weight of the cats were 11.75 ± 0.75 years and 3.35 ± 0.21 kg; respectively. Eleven of 16 cats were intact whereas the rest of them had been spayed. Metastases were observed in 10 cats. Tissue Mg level in group MET was significantly higher than in group H&D (P < 0.01) while the other elements had not significant differences between the groups. In group MET, analyzed elements were not statistically significant related to the inflammation, ulceration and invasion to the peripheral muscle (P > 0.05). However, tissue Fe level was significantly higher in T2 than in T3 (P < 0.05). The mean levels of tissue Fe, Mg and Mn had significant differences related to histological grading as P < 0.01, P < 0.05 and P < 0.001; respectively. A mild to severe correlation was found between tissue Zn and Se, Cu, Fe, Mg, and Mn levels. CONCLUSION Tissue Mg and some trace elements were evaluated in feline mammary tumours in regard to various clinicopathological parameters. Tissue Mg level was sufficient to differentiate the malignant epithelial tumors from hyperplasia and dysplasia. However, Mn and Se tended to distinguish different tumor types. Tissue Fe, Mg and Mn had significant differences related to histological grading. Also, the Fe level was significantly higher in T2 than in T3 and Zn level tended to be higher in T3 than in T1. It was concluded that Mg, Se, Mn, Fe, Cu and Zn provided useful information on the pathogenesis of feline mammary tumors. Further research is needed on the tissue and serum concentrations of trace elements which may provide valuable information for the disease prognosis.
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Affiliation(s)
- Zeynep Günay Uçmak
- Department of Obstetrics and Gynaecology, Faculty of Veterinary Medicine, Istanbul University-Cerrahpaşa, Avcılar, Istanbul, Türkiye.
| | - Lora Koenhemsi
- Department of Internal Medicine, Faculty of Veterinary Medicine, Istanbul University-Cerrahpaşa, Avcılar, Istanbul, Türkiye
| | - Fatma Ateş
- Department of Biophysics, Faculty of Medicine, Beykent University, Büyükçekmece, Istanbul, Türkiye
| | - Duygu Tarhan
- Department of Biophysics, Cerrahpaşa Faculty of Medicine, Istanbul University-Cerrahpaşa, Fatih, Istanbul, Türkiye; Department of Biophysics, School of Medicine, Bahcesehir University, Istanbul, Türkiye
| | - Hazal Öztürk Gürgen
- Department of Pathology, Faculty of Veterinary Medicine, Istanbul University-Cerrahpaşa, Büyükçemece, Istanbul, Türkiye
| | - Funda Yildirim
- Department of Pathology, Faculty of Veterinary Medicine, Istanbul University-Cerrahpaşa, Büyükçemece, Istanbul, Türkiye
| | - Melih Uçmak
- Department of Obstetrics and Gynaecology, Faculty of Veterinary Medicine, Istanbul University-Cerrahpaşa, Avcılar, Istanbul, Türkiye
| | - İsmail Kirşan
- Department of Obstetrics and Gynaecology, Faculty of Veterinary Medicine, Istanbul University-Cerrahpaşa, Avcılar, Istanbul, Türkiye
| | - Alev Meltem Ercan
- Department of Biophysics, Cerrahpaşa Faculty of Medicine, Istanbul University-Cerrahpaşa, Fatih, Istanbul, Türkiye
| | - Mehmet Erman Or
- Department of Internal Medicine, Faculty of Veterinary Medicine, Istanbul University-Cerrahpaşa, Avcılar, Istanbul, Türkiye
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Bezerra DLC, Mendes PMV, Melo SRDS, Dos Santos LR, Santos RDO, Vieira SC, Henriques GS, Freitas BDJESDA, Marreiro DDN. Hypomagnesemia and Its Relationship with Oxidative Stress Markers in Women with Breast Cancer. Biol Trace Elem Res 2021; 199:4466-4474. [PMID: 33443661 DOI: 10.1007/s12011-021-02579-4] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/21/2020] [Accepted: 01/05/2021] [Indexed: 12/23/2022]
Abstract
Reduced serum magnesium concentrations in women with breast cancer compromises one of the antioxidant defense system involved in the carcinogenesis process. To evaluate parameters of magnesium, the enzyme activity of superoxide dismutase, and its relation with oxidative stress markers in women with breast cancer. A case-control study was conducted, involving 60 women in the age range between 29 and 65 years, divided into two groups: women with breast cancer (n = 30) and women without breast cancer (n = 30). Plasma; ionized, erythrocytic, and urinary magnesium intake; plasma concentrations of thiobarbituric acid reactive substances; and erythrocyte superoxide dismutase enzyme activity were evaluated. The mean value of the amount of dietary magnesium was below the recommended level in both groups studied, with no statistical difference (p > 0.05). Plasma, ionized, and erythrocyte magnesium concentrations of women with breast cancer were reduced in relation to the control group (p < 0.0001) and inadequate according to the reference values. Urinary excretion was high, with a significant difference between groups (p < 0.0001). The mean concentration of thiobarbituric acid reactive substances was high in the study participants, with no significant statistical difference between the groups (p > 0.05). The mean values of superoxide dismutase enzyme activity were adequate, with no statistically significant difference between the groups (p > 0.05). Women with breast cancer have impaired magnesium homeostasis, characterized by its reduction in diet, plasma, and erythrocytes and its increase in urine.
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Affiliation(s)
| | | | | | | | | | - Sabas Carlos Vieira
- Department of Medicine, Health Sciences Center, Federal University of Piauí, Teresina, Brazil
| | | | - Betania de Jesus E Silva de Almendra Freitas
- Department of Nutrition, Health Sciences Center, Federal University of Piauí, Rua Hugo Napoleão, 665, Ed. Palazzo Reale, Apto 2001, Jockey, CEP, Teresina, PI, 64048-320, Brazil
| | - Dilina do Nascimento Marreiro
- Department of Nutrition, Health Sciences Center, Federal University of Piauí, Rua Hugo Napoleão, 665, Ed. Palazzo Reale, Apto 2001, Jockey, CEP, Teresina, PI, 64048-320, Brazil.
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Gupta AA, Shekatkar M, Raj AT, Kheur S. Potential Role of Magnesium in Cancer Initiation and Progression. Pathol Oncol Res 2019; 26:2001-2002. [PMID: 31494817 DOI: 10.1007/s12253-019-00750-w] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/23/2019] [Accepted: 09/05/2019] [Indexed: 12/18/2022]
Affiliation(s)
- Archana A Gupta
- Department of Oral Pathology and Microbiology, Dr. D.Y. Patil Dental College and Hospital, Dr. D.Y. Patil Vidyapeeth, Pune, Maharashtra, 411041, India.
| | - Madhura Shekatkar
- Department of Oral Pathology and Microbiology, Dr. D.Y. Patil Dental College and Hospital, Dr. D.Y. Patil Vidyapeeth, Pune, Maharashtra, 411041, India
| | - A Thirumal Raj
- Department of Oral Pathology and Microbiology, Sri Venkateswara Dental College and Hospital, Chennai, India
| | - Supriya Kheur
- Department of Oral Pathology and Microbiology, Dr. D.Y. Patil Dental College and Hospital, Dr. D.Y. Patil Vidyapeeth, Pune, Maharashtra, 411041, India
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El-Deeb MMK, El-Sheredy HG, Mohammed AF. The Possible Role of Interleukin (IL)-18 and Nitrous Oxide and Their Relation to Oxidative Stress in the Development and Progression of Breast Cancer. Asian Pac J Cancer Prev 2019; 20:2659-2665. [PMID: 31554361 PMCID: PMC6976825 DOI: 10.31557/apjcp.2019.20.9.2659] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/01/2019] [Indexed: 01/09/2023] Open
Abstract
Background: Cancer breast is the most common malignant tumor in females globally. Mechanisms linking inflammatory cytokines and tumour growth and progression have not been established. Interleukin (IL)-18 has a modifying role in the immune defense against tumor cells. It induces production of IFN-γ. It also increases the immune cells cytotoxic activity and enhances the production of other proinflammatory cytokine. Nitric oxide (NO) has both promoting and inhibiting effects on tumorigenesis. Oxidative stress is a phenomenon that leads to oxidative damage of biomolecules, mutagenesis and carcinogenesis. Objective: The purpose of this research is to identify the potential role of IL18 and NO and their relation to oxidative stress in the development of cancer breast. Patients and Methods: This study included 120 women split into two groups ; control group and patient groups that divided into: group B (30 patients with benign breast tumors), group N (30newly diagnosed cancer breast patients) ; and group M (30 metastatic cancer breast patients). Results: Serum total anti-oxidant capacity was significant high in both cancer breast groups. Total oxidative capacity was significantly higher level in metastatic group. NO levels were significantly higher values in the three cancer breast patients groups compared to control group.IL18 was significantly high in the metastatic group.
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Affiliation(s)
- Mona Mohamed K El-Deeb
- Department of Chemical Pathology, Medical Research Institute, Alexandria University, Alexandria, Egypt
| | - Heba Gaber El-Sheredy
- Department of Cancer Management and Research, Medical Research Institute, Alexandria University, Alexandria, Egypt.
| | - Ayman Farouk Mohammed
- Department of Surgery, Medical Research Institute, Alexandria University, Alexandria, Egypt
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Mendes PMV, Bezerra DLC, Dos Santos LR, de Oliveira Santos R, de Sousa Melo SR, Morais JBS, Severo JS, Vieira SC, do Nascimento Marreiro D. Magnesium in Breast Cancer: What Is Its Influence on the Progression of This Disease? Biol Trace Elem Res 2018; 184:334-339. [PMID: 29198048 DOI: 10.1007/s12011-017-1207-8] [Citation(s) in RCA: 30] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/18/2017] [Accepted: 11/15/2017] [Indexed: 12/22/2022]
Abstract
Breast cancer is a disease of high mortality, characterized by the progressive accumulation of mutations that contribute to the uncontrolled development of breast tissue cells. Literature shows that disturbances in mineral homeostasis, such as magnesium, may interfere with tumor progression. The objective of this study is to provide updated information about magnesium's role in the pathogenesis of breast cancer. A review of literature was carried out from a search for articles in the PubMed and CAPES Periodicals databases published between 1995 and 2016 with the cross-references of the descriptors "magnesium," "breast neoplasms," and "oxidative stress" and the corresponding words in Portuguese. We included studies on the metabolism and bioavailability of magnesium and studies related to breast cancer and excluded articles in which only the abstract was available, dissertations, theses, articles involving adjuvant and/or neoadjuvant therapies, and supplementation of minerals in breast cancer patients. Magnesium is a mineral that participates in the metabolism of various nutrients and nucleic acids. In the presence of breast cancer, neoplastic cells increase the expression of magnesium transport channels, which raises the intracellular concentration of the mineral, contributing to tumor growth through its function of increasing energy demand. The data obtained in this review illustrates the influence of magnesium on the progression of breast cancer. However, the existing data are scarce and inconsistent, which demonstrates a need for further studies on the subject with a goal to have better control of the disease.
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Affiliation(s)
- Priscyla Maria Vieira Mendes
- Department of Nutrition, Federal University of Piauí, Ministro Petrônio Portella Campus, Ininga, Rua Hugo Napoleão, 665, Ed. Palazzo Reale, Apt°. 2001, Jóquei, Teresina, PI, CEP 64048-320, Brazil
| | - Daila Leite Chaves Bezerra
- Department of Nutrition, Federal University of Piauí, Ministro Petrônio Portella Campus, Ininga, Rua Hugo Napoleão, 665, Ed. Palazzo Reale, Apt°. 2001, Jóquei, Teresina, PI, CEP 64048-320, Brazil
| | - Loanne Rocha Dos Santos
- Department of Nutrition, Federal University of Piauí, Ministro Petrônio Portella Campus, Ininga, Rua Hugo Napoleão, 665, Ed. Palazzo Reale, Apt°. 2001, Jóquei, Teresina, PI, CEP 64048-320, Brazil
| | - Raísa de Oliveira Santos
- Department of Nutrition, Federal University of Piauí, Ministro Petrônio Portella Campus, Ininga, Rua Hugo Napoleão, 665, Ed. Palazzo Reale, Apt°. 2001, Jóquei, Teresina, PI, CEP 64048-320, Brazil
| | - Stéfany Rodrigues de Sousa Melo
- Department of Nutrition, Federal University of Piauí, Ministro Petrônio Portella Campus, Ininga, Rua Hugo Napoleão, 665, Ed. Palazzo Reale, Apt°. 2001, Jóquei, Teresina, PI, CEP 64048-320, Brazil
| | - Jennifer Beatriz Silva Morais
- Department of Nutrition, Federal University of Piauí, Ministro Petrônio Portella Campus, Ininga, Rua Hugo Napoleão, 665, Ed. Palazzo Reale, Apt°. 2001, Jóquei, Teresina, PI, CEP 64048-320, Brazil
| | - Juliana Soares Severo
- Department of Nutrition, Federal University of Piauí, Ministro Petrônio Portella Campus, Ininga, Rua Hugo Napoleão, 665, Ed. Palazzo Reale, Apt°. 2001, Jóquei, Teresina, PI, CEP 64048-320, Brazil
| | - Sabas Carlos Vieira
- Department of Medicine, Federal University of Piauí, Ministro Petrônio Portella Campus, Ininga, Teresina, PI, Brazil
| | - Dilina do Nascimento Marreiro
- Department of Nutrition, Federal University of Piauí, Ministro Petrônio Portella Campus, Ininga, Rua Hugo Napoleão, 665, Ed. Palazzo Reale, Apt°. 2001, Jóquei, Teresina, PI, CEP 64048-320, Brazil.
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Karki K, Pande D, Negi R, Khanna RS, Khanna HD. An Assessment of Oxidative Damage and Non-Enzymatic Antioxidants Status Alteration in Relation to Disease Progression in Breast Diseases. Med Sci (Basel) 2016; 4:medsci4040017. [PMID: 29083381 PMCID: PMC5635796 DOI: 10.3390/medsci4040017] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2016] [Revised: 10/13/2016] [Accepted: 10/18/2016] [Indexed: 11/16/2022] Open
Abstract
The present study was aimed to evaluate the levels of oxidative stress markers in breast diseases by measuring the 8-hydroxy-2-deoxyguanosine (8-OHdG), vitamin A, vitamin C, vitamin E, and total antioxidant status (TAS) alterations in relation to cell proliferation activity and disease progression. Significant increases in the level of the oxidative damage marker 8-OHdG and cell proliferation activity were observed in breast carcinoma patients in comparison to benign and normal controls, which were accompanied by a significant decrease in non-enzymatic antioxidants and TAS concentrations (p < 0.05). 8-OHdG and cell proliferation levels were negatively correlated with non-enzymatic antioxidants, namely, vitamin A, vitamin C, and vitamin E levels and total antioxidant activity. Altered levels of biomarkers of oxidative stress and cell proliferation activity among the malignant, the benign, and the controls suggest a correlation of increased oxidative stress and cell proliferation activity in the progression of disease in breast carcinoma patients. In conclusion, our results showed that the characterized biomarkers (i.e., low levels of vitamin A, C and D, and the TAS status; and high levels of 8-OHdG) could be used as a suitable method for detecting subjects with malignant and benign breast diseases.
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Affiliation(s)
- Kanchan Karki
- Centre for Excellence for mountain Biology, Uttarakhand Council for Biotechnology, Haldi 263146, India.
- Department of Biophysics, Institute of Medical Sciences, Banaras Hindu University, Varanasi 221005, India.
| | - Deepti Pande
- Department of Biophysics, Institute of Medical Sciences, Banaras Hindu University, Varanasi 221005, India.
| | - Reena Negi
- Department of Biophysics, Institute of Medical Sciences, Banaras Hindu University, Varanasi 221005, India.
| | - Ranjana S Khanna
- Department of Chemistry, Faculty of Science, Banaras Hindu University, Varanasi 221005, India.
| | - H D Khanna
- Department of Biophysics, Institute of Medical Sciences, Banaras Hindu University, Varanasi 221005, India.
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Liu D, Chen Y, Sun P, Bai W, Gao A. STAT3 methylation in white blood cells as a novel sensitive biomarker for the toxic effect of low-dose benzene exposure. Toxicol Res (Camb) 2016; 5:800-807. [PMID: 30090390 PMCID: PMC6061912 DOI: 10.1039/c5tx00445d] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2015] [Accepted: 01/20/2016] [Indexed: 12/13/2022] Open
Abstract
Alterations in DNA methylation patterns play an essential role in disease process and are associated with cancer risk. To explore the toxic effect and early sensitive biomarker of the health effects of low-dose benzene exposure (LDBE), and investigate the correlation between DNA methylation and the toxic effect of LDBE, a cross-sectional study was conducted in a sample of 571 workers; 312 workers who were exposed to a 1.82 ± 1.16 mg m-3 air benzene concentration were assigned to the LDBE group, while 259 non-known benzene exposure (NBE) workers were assigned to the control group, with an air benzene concentration of 0.06 ± 0.01 mg m-3. Routine blood indexes, alanine transaminase (ALT), oxidative stress parameters and signal transducer and activator of transcription 3 (STAT3) methylation were detected. Compared with the NBE population, the STAT3 methylation level (P = 0.001), Platelets (PLTs) (P = 0.002) and 8-isoprostane-PGFs (8-iso-PGF2a) (P = 0.001) manifested a significant reduction, while ALT (P = 0.002) and 8-hydroxy-2 deoxyguanosine (8-OHdG) (P = 0.002) showed a significant rise in the LDBE population. In addition, a significant correlation was observed between STAT3 methylation and oxidative stress, namely 8-OhdG and 8-iso-PGF2a. Furthermore, a multivariate analysis showed that the STAT3 methylation (structure loadings = 0.909) was the most strongly correlated with the other set of variables, especially with white blood cells (WBCs) (structure loadings = 0.675). Taken together, STAT3 methylation may be the underlying mechanism involved in the early toxic effect of LDBE, therefore, STAT3 methylation can be a novel sensitive biomarker for the toxic effect of low-dose benzene exposure.
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Affiliation(s)
- Di Liu
- Department of Occupational Health and Environmental Health , School of Public Health , Capital Medical University , Beijing 100069 , China . ; ; Tel: +86-10-83911509
- Beijing Key Laboratory of Environmental Toxicology , Capital Medical University , Beijing 100069 , China
| | - Yujiao Chen
- Department of Occupational Health and Environmental Health , School of Public Health , Capital Medical University , Beijing 100069 , China . ; ; Tel: +86-10-83911509
- Beijing Key Laboratory of Environmental Toxicology , Capital Medical University , Beijing 100069 , China
| | - Pengling Sun
- Department of Occupational Health and Environmental Health , School of Public Health , Capital Medical University , Beijing 100069 , China . ; ; Tel: +86-10-83911509
- Beijing Key Laboratory of Environmental Toxicology , Capital Medical University , Beijing 100069 , China
| | - Wenlin Bai
- Department of Occupational Health and Environmental Health , School of Public Health , Capital Medical University , Beijing 100069 , China . ; ; Tel: +86-10-83911509
- Beijing Key Laboratory of Environmental Toxicology , Capital Medical University , Beijing 100069 , China
| | - Ai Gao
- Department of Occupational Health and Environmental Health , School of Public Health , Capital Medical University , Beijing 100069 , China . ; ; Tel: +86-10-83911509
- Beijing Key Laboratory of Environmental Toxicology , Capital Medical University , Beijing 100069 , China
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