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Wang C, Xu Z, Qiu X, Wei Y, Peralta AA, Yazdi MD, Jin T, Li W, Just A, Heiss J, Hou L, Zheng Y, Coull BA, Kosheleva A, Sparrow D, Amarasiriwardena C, Wright RO, Baccarelli AA, Schwartz JD. Epigenome-wide DNA methylation in leukocytes and toenail metals: The normative aging study. ENVIRONMENTAL RESEARCH 2023; 217:114797. [PMID: 36379232 PMCID: PMC9825663 DOI: 10.1016/j.envres.2022.114797] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/07/2022] [Revised: 10/27/2022] [Accepted: 11/10/2022] [Indexed: 06/16/2023]
Abstract
BACKGROUND Environmental metal exposures have been associated with multiple deleterious health endpoints. DNA methylation (DNAm) may provide insight into the mechanisms underlying these relationships. Toenail metals are non-invasive biomarkers, reflecting a medium-term time exposure window. OBJECTIVES This study examined variation in leukocyte DNAm and toenail arsenic (As), cadmium (Cd), lead (Pb), manganese (Mn), and mercury (Hg) among elderly men in the Normative Aging Study, a longitudinal cohort. METHODS We repeatedly collected samples of blood and toenail clippings. We measured DNAm in leukocytes with the Illumina HumanMethylation450 K BeadChip. We first performed median regression to evaluate the effects of each individual toenail metal on DNAm at three levels: individual cytosine-phosphate-guanine (CpG) sites, regions, and pathways. Then, we applied a Bayesian kernel machine regression (BKMR) to assess the joint and individual effects of metal mixtures on DNAm. Significant CpGs were identified using a multiple testing correction based on the independent degrees of freedom approach for correlated outcomes. The approach considers the effective degrees of freedom in the DNAm data using the principal components that explain >95% variation of the data. RESULTS We included 564 subjects (754 visits) between 1999 and 2013. The numbers of significantly differentially methylated CpG sites, regions, and pathways varied by metals. For example, we found six significant pathways for As, three for Cd, and one for Mn. The As-associated pathways were associated with cancer (e.g., skin cancer) and cardiovascular disease, whereas the Cd-associated pathways were related to lung cancer. Metal mixtures were also associated with 47 significant CpG sites, as well as pathways, mainly related to cancer and cardiovascular disease. CONCLUSIONS This study provides an approach to understanding the potential epigenetic mechanisms underlying observed relations between toenail metals and adverse health endpoints.
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Affiliation(s)
- Cuicui Wang
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA.
| | - Zongli Xu
- Epidemiology Branch, National Institute of Environmental Health Sciences, NIH, Research Triangle Park, NC, USA
| | - Xinye Qiu
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA
| | - Yaguang Wei
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA
| | - Adjani A Peralta
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA
| | - Mahdieh Danesh Yazdi
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA; Program in Public Health, Department of Family, Population, and Preventive Medicine, Renaissance School of Medicine at Stony Brook University, Stony Brook, NY, USA
| | - Tingfan Jin
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA
| | - Wenyuan Li
- School of Public Health and Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Allan Just
- Department of Environmental Medicine and Public Health, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Jonathan Heiss
- Department of Environmental Medicine and Public Health, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Lifang Hou
- Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611, USA
| | - Yinan Zheng
- Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611, USA
| | - Brent A Coull
- Department of Biostatistics, Harvard T. H. Chan School of Public Health, Boston, MA 02115, USA
| | - Anna Kosheleva
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA
| | - David Sparrow
- VA Normative Aging Study, VA Boston Healthcare System, Boston, MA 02130, USA; Department of Medicine, Boston University School of Medicine, Boston, MA 02118, USA
| | - Chitra Amarasiriwardena
- Department of Pediatrics, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Department of Environmental Medicine and Public Health, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Robert O Wright
- Department of Environmental Medicine and Public Health, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Andrea A Baccarelli
- Department of Environmental Health Sciences, Columbia Mailman School of Public Health, New York, NY 10032, USA
| | - Joel D Schwartz
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA; Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA
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Medvedev KE, Savelyeva AV, Chen KS, Bagrodia A, Jia L, Grishin NV. Integrated Molecular Analysis Reveals 2 Distinct Subtypes of Pure Seminoma of the Testis. Cancer Inform 2022; 21:11769351221132634. [PMID: 36330202 PMCID: PMC9623390 DOI: 10.1177/11769351221132634] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2022] [Accepted: 09/24/2022] [Indexed: 11/07/2022] Open
Abstract
Objective: Testicular germ cell tumors (TGCT) are the most common solid malignancy in
adolescent and young men, with a rising incidence over the past 20 years.
Overall, TGCTs are second in terms of the average life years lost per person
dying of cancer, and clinical therapeutics without adverse long-term side
effects are lacking. Platinum-based regimens for TGCTs have heterogeneous
outcomes even within the same histotype that frequently leads to under- and
over-treatment. Understanding of molecular differences that lead to diverse
outcomes of TGCT patients may improve current treatment approaches. Seminoma
is the most common subtype of TGCTs, which can either be pure or present in
combination with other histotypes. Methods: Here we conducted a computational study of 64 pure seminoma samples from The
Cancer Genome Atlas, applied consensus clustering approach to their
transcriptomic data and revealed 2 clinically relevant seminoma subtypes:
seminoma subtype 1 and 2. Results: Our analysis identified significant differences in pluripotency stage,
activity of double stranded DNA breaks repair mechanisms, rates of loss of
heterozygosity, and expression of lncRNA responsible for cisplatin
resistance between the subtypes. Seminoma subtype 1 is characterized by
higher pluripotency state, while subtype 2 showed attributes of reprograming
into non-seminomatous TGCT. The seminoma subtypes we identified may provide
a molecular underpinning for variable responses to chemotherapy and
radiation. Conclusion: Translating our findings into clinical care may help improve risk
stratification of seminoma, decrease overtreatment rates, and increase
long-term quality of life for TGCT survivors.
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Affiliation(s)
- Kirill E Medvedev
- Department of Biophysics, University of
Texas Southwestern Medical Center, Dallas, TX, USA,Kirill E Medvedev, Department of
Biophysics, University of Texas Southwestern Medical Center, 5323 Harry Hines
Blvd, Dallas, TX 75390, USA.
| | - Anna V Savelyeva
- Department of Urology, University of
Texas Southwestern Medical Center, Dallas, TX, USA
| | - Kenneth S Chen
- Department of Pediatrics, University of
Texas Southwestern Medical Center, Dallas, TX, USA,Children’s Medical Center Research
Institute, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Aditya Bagrodia
- Department of Urology, University of
Texas Southwestern Medical Center, Dallas, TX, USA,Department of Urology, University of
California San Diego Health, La Jolla, CA, USA
| | - Liwei Jia
- Department of Pathology, University of
Texas Southwestern Medical Center, Dallas, TX, USA
| | - Nick V Grishin
- Department of Biophysics, University of
Texas Southwestern Medical Center, Dallas, TX, USA,Department of Biochemistry, University
of Texas Southwestern Medical Center, Dallas, TX, USA
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Feng Y, Xiong X, Wang Y, Han D, Zeng C, Mao H. Genomic Analysis Reveals the Prognostic and Immunotherapeutic Response Characteristics of Ferroptosis in Lung Squamous Cell Carcinoma. Lung 2022; 200:381-392. [PMID: 35511293 DOI: 10.1007/s00408-022-00537-y] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2022] [Accepted: 04/12/2022] [Indexed: 02/08/2023]
Abstract
INTRODUCTION Recent studies have reported that ferroptosis is an iron-dependent cell death process and is a potential therapeutic target in various tumours. The purpose of this study was to establish a new algorithm based on the ferroptosis score to ascertain the prognosis and response to immunotherapy of patients with lung squamous cell carcinoma (LUSC). METHODS The RNA-seq data of patients with LUSC were obtained from The Cancer Genome Atlas and Gene Expression Omnibus databases and merged after removing the inter batch differences. Based on the expression of the ferroptosis-related genes, unsupervised consistent cluster analysis was performed to obtain various ferroptosis-related subgroups. These subgroups were analysed to obtain differentially expressed genes (DEGs). Subsequently, multiple gene clusters were obtained by unsupervised consistent cluster analysis based on the expression of the DEGs. The Boruta algorithm was used to calculate the ferroptosis score. RESULTS There were significant differences in prognosis amongst the various ferroptosis-related and gene clusters. In addition, the gene set variation analysis revealed that the different ferroptosis-related clusters and gene clusters demonstrated differences in biological pathways. The ferroptosis scores positively correlated with the tumour mutation burden, and patients with lower scores had a better prognosis. In addition, the ferroptosis score was accurate in predicting the effectiveness of immunotherapy. CONCLUSION There were significant differences in the prognosis and immunotherapy response of patients with LUSC with different ferroptosis scores. Therefore, a comprehensive clinical evaluation of the ferroptosis score of each patient with LUSC is clinically significant.
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Affiliation(s)
- Yinhe Feng
- Department of Respiratory and Critical Care Medicine, People's Hospital of Deyang City, Affiliated Hospital of Chengdu College of Medicine, No. 173 Taishan North Road, Deyang, 618000, Sichuan, China.
| | - Xingyu Xiong
- Department of Respiratory, Chengdu ShangjinNanfu Hospital, Chengdu, 610041, Sichuan, China
| | - Yubin Wang
- Department of Respiratory and Critical Care Medicine, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, China
| | - Ding Han
- Department of Respiratory and Critical Care Medicine, People's Hospital of Deyang City, Affiliated Hospital of Chengdu College of Medicine, No. 173 Taishan North Road, Deyang, 618000, Sichuan, China
| | - Chunfang Zeng
- Department of Respiratory and Critical Care Medicine, People's Hospital of Deyang City, Affiliated Hospital of Chengdu College of Medicine, No. 173 Taishan North Road, Deyang, 618000, Sichuan, China
| | - Hui Mao
- Department of Respiratory and Critical Care Medicine, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, China
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Sasa GBK, Xuan C, Chen M, Jiang Z, Ding X. Clinicopathological implications of lncRNAs, immunotherapy and DNA methylation in lung squamous cell carcinoma: a narrative review. Transl Cancer Res 2022; 10:5406-5429. [PMID: 35116387 PMCID: PMC8799054 DOI: 10.21037/tcr-21-1607] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2021] [Accepted: 11/16/2021] [Indexed: 11/06/2022]
Abstract
Objective To explore the clinicopathological impact of lncRNAs, immunotherapy, and DNA methylation in lung squamous cell carcinoma (LUSC), emphasizing their exact roles in carcinogenesis and modes of action. Background LUSC is the second most prevalent form, accounting for around 30% of non-small cell lung cancer (NSCLC). To date, molecular-targeted treatments have significantly improved overall survival in lung adenocarcinoma patients but have had little effect on LUSC therapy. As a result, there is an urgent need to discover new treatments for LUSC that are based on existing genomic methods. Methods In this review, we summarized and analyzed recent research on the biological activities and processes of lncRNA, immunotherapy, and DNA methylation in the formation of LUSC. The relevant studies were retrieved using a thorough search of Pubmed, Web of Science, Science Direct, Google Scholar, and the university's online library, among other sources. Conclusions LncRNAs are the primary components of the mammalian transcriptome and are emerging as master regulators of a number of cellular processes, including the cell cycle, differentiation, apoptosis, and growth, and are implicated in the pathogenesis of a variety of cancers, including LUSC. Understanding their role in LUSC in detail may help develop innovative treatment methods and tactics for LUSC. Meanwhile, immunotherapy has transformed the LUSC treatment and is now considered the new standard of care. To get a better knowledge of LUSC biology, it is critical to develop superior modeling systems. Preclinical models, particularly those that resemble human illness by preserving the tumor immune environment, are essential for studying cancer progression and evaluating novel treatment targets. DNA methylation, similarly, is a component of epigenetic alterations that regulate cellular function and contribute to cancer development. By methylating the promoter regions of tumor suppressor genes, abnormal DNA methylation silences their expression. DNA methylation indicators are critical in the early detection of lung cancer, predicting therapy efficacy, and tracking treatment resistance. As such, this review seeks to explore the clinicopathological impact of lncRNAs, immunotherapy, and DNA methylation in LUSC, emphasizing their exact roles in carcinogenesis and modes of action.
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Affiliation(s)
- Gabriel B K Sasa
- College of Life Sciences and Medicine, Zhejiang Sci-Tech University, Hangzhou, China
| | - Cheng Xuan
- College of Life Sciences and Medicine, Zhejiang Sci-Tech University, Hangzhou, China
| | - Meiyue Chen
- The fourth affiliated hospital, Zhejiang University of Medicine, Hangzhou, China
| | - Zhenggang Jiang
- Department of Science Research and Information Management, Zhejiang Provincial Centers for Disease Control and Prevention, Hangzhou, China
| | - Xianfeng Ding
- College of Life Sciences and Medicine, Zhejiang Sci-Tech University, Hangzhou, China
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Deng S, Lu X, Zhang Z, Meng R, Li M, Xia S. Identification and assessment of PLK1/2/3/4 in lung adenocarcinoma and lung squamous cell carcinoma: Evidence from methylation profile. J Cell Mol Med 2021; 25:6652-6663. [PMID: 34080290 PMCID: PMC8278123 DOI: 10.1111/jcmm.16668] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2020] [Revised: 02/25/2021] [Accepted: 05/13/2021] [Indexed: 12/25/2022] Open
Abstract
Lung cancer is a very aggressive cancer characterized with molecular heterogeneities in different subtypes, including lung adenocarcinoma and lung squamous cell carcinoma. However, few related molecular signatures have been established for the treatment of lung cancer subtypes. Polo-like kinase (PLK) family is a crucial regulator during cell division. Aberrant genetic and epigenetic alteration of PLK members plays a controversial role among different cancers. In this study, we performed an analysis of transcriptional and protein expression to identify overexpressed PLK1/4 and under-expressed PLK2/3 in lung cancer subtypes. We then analysed biological function of PLKs and related genes. Besides, we estimated a correlation of PLKs with patient's genders and TP53 mutation in lung cancer. Higher PLK1/4 expression was significantly associated with male patient and TP53 mutant status, separately. Moreover, we carried out a methylation profile analysis including methylation level, DNA methyltransferases correlation and survival analysis of global methylation. Global methylation survival analysis showed that prognostic value of PLK1/2/4 methylation remained the same significant trend between two lung cancer subtypes, whereas prognostic value of PLK3 methylation lacked consistency. Taken together, these results provided instructive insights into a comprehensive evaluation for advanced therapeutic strategy based on epigenetic evidences.
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Affiliation(s)
- Sisi Deng
- Cancer CenterTongji Medical CollegeUnion HospitalHuazhong University of Science and TechnologyWuhanChina
| | - Xiaoli Lu
- Cancer CenterTongji Medical CollegeUnion HospitalHuazhong University of Science and TechnologyWuhanChina
| | - Zhi Zhang
- Cancer CenterTongji Medical CollegeUnion HospitalHuazhong University of Science and TechnologyWuhanChina
| | - Rui Meng
- Cancer CenterTongji Medical CollegeUnion HospitalHuazhong University of Science and TechnologyWuhanChina
| | - Mi Li
- Department of OrthopedicsTongji Medical CollegeTongji HospitalHuazhong University of Science and TechnologyWuhanChina
- Shenzhen Huazhong University of Science and Technology Research InstituteShenzhenChina
| | - Shilin Xia
- Clinical Laboratory of Integrative MedicineThe First Affiliated Hospital of Dalian Medical UniversityDalianChina
- Department of Palliative MedicineGraduate School of MedicineJuntendo UniversityTokyoJapan
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