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Tokairin K, Ito M, Lee AG, Teo M, He S, Cheng MY, Steinberg GK. Genome-Wide DNA Methylation Profiling Reveals Low Methylation Variability in Moyamoya Disease. Transl Stroke Res 2024:10.1007/s12975-024-01299-w. [PMID: 39356405 DOI: 10.1007/s12975-024-01299-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2024] [Revised: 08/13/2024] [Accepted: 09/09/2024] [Indexed: 10/03/2024]
Abstract
Moyamoya disease (MMD) is a chronic cerebrovascular disorder that can lead to stroke and neurological dysfunctions. Given the largely sporadic nature and the role of gene-environment interactions in various diseases, we examined epigenetic modifications in MMD. We performed genome-wide DNA methylation using Illumina 850 K Methylation EPIC BeadChip, in two racially distinct adult female cohorts: a non-Asian cohort (13 MMD patients and 7 healthy controls) and an Asian cohort (14 MMD patients and 3 healthy controls). An additional external cohort with both sexes (females: 5 MMD patients and 5 healthy controls, males: 5 MMD patients and 5 healthy controls) was included for validation. Our findings revealed strikingly low DNA methylation variability between MMD patients and healthy controls, in both MMD female cohorts. In the non-Asian cohort, only 6 probes showed increased variability versus 647 probes that showed decreased variability. Similarly, in the Asian cohort, the MMD group also displayed a reduced methylation variability across all 2845 probes. Subsequent analysis showed that these differentially variable probes are located on genes involved in key biological processes such as methylation and transcription, DNA repair, cytoskeletal remodeling, natural killer cell signaling, cellular growth, and migration. These findings mark the first observation of low methylation variability in any disease, contrasting with the high variability observed in other disorders. This reduced methylation variability in MMD may hinder patients' adaptability to environmental shifts, such as hemodynamic stress, thereby influencing vascular homeostasis and contributing to MMD pathology. These findings offer new insights into the mechanisms of MMD and potential treatment strategies.
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Affiliation(s)
- Kikutaro Tokairin
- Department of Neurosurgery, Stanford University School of Medicine, 1201 Welch Road, Stanford, CA, 94305, USA
- Stanford Stroke Center, Stanford University School of Medicine, Stanford, CA, USA
| | - Masaki Ito
- Department of Neurosurgery, Stanford University School of Medicine, 1201 Welch Road, Stanford, CA, 94305, USA
- Stanford Stroke Center, Stanford University School of Medicine, Stanford, CA, USA
| | - Alex G Lee
- Division of Hematology and Oncology, Department of Pediatrics, University of California, San Francisco, CA, USA
| | - Mario Teo
- Department of Neurosurgery, Stanford University School of Medicine, 1201 Welch Road, Stanford, CA, 94305, USA
- Stanford Stroke Center, Stanford University School of Medicine, Stanford, CA, USA
| | - Shihao He
- Department of Neurosurgery, Peking Union Medical College Hospital, Peking, China
| | - Michelle Y Cheng
- Department of Neurosurgery, Stanford University School of Medicine, 1201 Welch Road, Stanford, CA, 94305, USA.
- Stanford Stroke Center, Stanford University School of Medicine, Stanford, CA, USA.
| | - Gary K Steinberg
- Department of Neurosurgery, Stanford University School of Medicine, 1201 Welch Road, Stanford, CA, 94305, USA.
- Stanford Stroke Center, Stanford University School of Medicine, Stanford, CA, USA.
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King DE, Lalwani PD, Mercado GP, Dolan EL, Frierson JM, Meyer JN, Murphy SK. The use of race terms in epigenetics research: considerations moving forward. Front Genet 2024; 15:1348855. [PMID: 38356697 PMCID: PMC10864599 DOI: 10.3389/fgene.2024.1348855] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2023] [Accepted: 01/11/2024] [Indexed: 02/16/2024] Open
Abstract
The field of environmental epigenetics is uniquely suited to investigate biologic mechanisms that have the potential to link stressors to health disparities. However, it is common practice in basic epigenetic research to treat race as a covariable in large data analyses in a way that can perpetuate harmful biases without providing any biologic insight. In this article, we i) propose that epigenetic researchers open a dialogue about how and why race is employed in study designs and think critically about how this might perpetuate harmful biases; ii) call for interdisciplinary conversation and collaboration between epigeneticists and social scientists to promote the collection of more detailed social metrics, particularly institutional and structural metrics such as levels of discrimination that could improve our understanding of individual health outcomes; iii) encourage the development of standards and practices that promote full transparency about data collection methods, particularly with regard to race; and iv) encourage the field of epigenetics to continue to investigate how social structures contribute to biological health disparities, with a particular focus on the influence that structural racism may have in driving these health disparities.
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Affiliation(s)
- Dillon E. King
- Nicholas School of the Environment, Duke University, Durham, NC, United States
- Department of Obstetrics and Gynecology, Duke University School of Medicine, Durham, NC, United States
| | - Pooja D. Lalwani
- Nicholas School of the Environment, Duke University, Durham, NC, United States
| | - Gilberto Padilla Mercado
- Department of Molecular Genetics and Microbiology, Duke University School of Medicine, Durham, NC, United States
| | - Emma L. Dolan
- Department of Obstetrics and Gynecology, Duke University School of Medicine, Durham, NC, United States
- Department of Pharmacology and Cancer Biology, Duke University School of Medicine, Durham, NC, United States
| | - Johnna M. Frierson
- IDEALS Office, Duke University School of Medicine, Durham, NC, United States
| | - Joel N. Meyer
- Nicholas School of the Environment, Duke University, Durham, NC, United States
| | - Susan K. Murphy
- Nicholas School of the Environment, Duke University, Durham, NC, United States
- Department of Obstetrics and Gynecology, Duke University School of Medicine, Durham, NC, United States
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Chen J, Higgins MJ, Hu Q, Khoury T, Liu S, Ambrosone CB, Gong Z. DNA methylation differences in noncoding regions in ER negative breast tumors between Black and White women. Front Oncol 2023; 13:1167815. [PMID: 37293596 PMCID: PMC10244512 DOI: 10.3389/fonc.2023.1167815] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2023] [Accepted: 05/09/2023] [Indexed: 06/10/2023] Open
Abstract
Introduction Incidence of estrogen receptor (ER)-negative breast cancer, an aggressive tumor subtype associated with worse prognosis, is higher among African American/Black women than other US racial and ethnic groups. The reasons for this disparity remain poorly understood but may be partially explained by differences in the epigenetic landscape. Methods We previously conducted genome-wide DNA methylation profiling of ER- breast tumors from Black and White women and identified a large number of differentially methylated loci (DML) by race. Our initial analysis focused on DML mapping to protein-coding genes. In this study, motivated by increasing appreciation for the biological importance of the non-protein coding genome, we focused on 96 DMLs mapping to intergenic and noncoding RNA regions, using paired Illumina Infinium Human Methylation 450K array and RNA-seq data to assess the relationship between CpG methylation and RNA expression of genes located up to 1Mb away from the CpG site. Results Twenty-three (23) DMLs were significantly correlated with the expression of 36 genes (FDR<0.05), with some DMLs associated with the expression of single gene and others associated with more than one gene. One DML (cg20401567), hypermethylated in ER- tumors from Black versus White women, mapped to a putative enhancer/super-enhancer element located 1.3 Kb downstream of HOXB2. Increased methylation at this CpG correlated with decreased expression of HOXB2 (Rho=-0.74, FDR<0.001) and other HOXB/HOXB-AS genes. Analysis of an independent set of 207 ER- breast cancers from TCGA similarly confirmed hypermethylation at cg20401567 and reduced HOXB2 expression in tumors from Black versus White women (Rho=-0.75, FDR<0.001). Discussion Our findings indicate that epigenetic differences in ER- tumors between Black and White women are linked to altered gene expression and may hold functional significance in breast cancer pathogenesis.
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Affiliation(s)
- Jianhong Chen
- Department of Cancer Prevention and Control, Roswell Park Comprehensive Cancer Center, Buffalo, NY, United States
| | - Michael J. Higgins
- Department of Molecular and Cellular Biology, Roswell Park Comprehensive Cancer Center, Buffalo, NY, United States
| | - Qiang Hu
- Department of Biostatistics and Bioinformatics, Roswell Park Comprehensive Cancer Center, Buffalo, NY, United States
| | - Thaer Khoury
- Department of Pathology & Laboratory Medicine, Roswell Park Comprehensive Cancer Center, Buffalo, NY, United States
| | - Song Liu
- Department of Biostatistics and Bioinformatics, Roswell Park Comprehensive Cancer Center, Buffalo, NY, United States
| | - Christine B. Ambrosone
- Department of Cancer Prevention and Control, Roswell Park Comprehensive Cancer Center, Buffalo, NY, United States
| | - Zhihong Gong
- Department of Cancer Prevention and Control, Roswell Park Comprehensive Cancer Center, Buffalo, NY, United States
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Richardson A, Darst B, Wojcik G, Wagle N, Haricharan S. Research Silos in Cancer Disparities: Obstacles to Improving Clinical Outcomes for Underserved Patient Populations. Clin Cancer Res 2023; 29:1194-1199. [PMID: 36638200 PMCID: PMC10073283 DOI: 10.1158/1078-0432.ccr-22-3182] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2022] [Revised: 12/08/2022] [Accepted: 01/11/2023] [Indexed: 01/15/2023]
Abstract
Despite much vaunted progress in cancer therapeutics and diagnostics, outcomes for many groups of non-White patients with cancer remain worse than those for their White compatriots. One reason for this is the lack of inclusion and representation of non-White patients in clinical trials, preclinical datasets, and among researchers, a shortfall that is gaining wide recognition within the cancer research community and the lay public. Several reviews and editorials have commented on the negative impacts of the status quo on progress in cancer research toward medical breakthroughs that help all communities and not just White patients with cancer. In this perspective, we describe the existence of research silos focused either on the impact of socioeconomic factors proceeding from systemic racism on cancer outcomes, or on genetic ancestry as it affects the molecular biology of cancer developing in specific patient populations. While both these research areas are critical for progress toward precision medicine equity, breaking down these silos will help us gain an integrated understanding of how race and racism impact cancer development, progression, and patient outcomes. Bringing this comprehensive approach to cancer disparities research will undoubtedly improve our overall understanding of how stress and environmental factors affect the molecular biology of cancer, which will lead to the development of new diagnostics and therapeutics that are applicable across cancer patient demographics.
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Affiliation(s)
| | - Burcu Darst
- Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, WA
| | - Genevieve Wojcik
- Dept of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD
| | - Nikhil Wagle
- Dept of Medicine, Harvard Medical School, Boston, MA
- Dana-Farber Cancer Institute, Boston, MA
| | - Svasti Haricharan
- Cancer Center, Sanford Burnham Prebys Medical Discovery Institute, La Jolla, CA
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Meloni M, Moll T, Issaka A, Kuzawa CW. A biosocial return to race? A cautionary view for the postgenomic era. Am J Hum Biol 2022; 34:e23742. [PMID: 35275433 PMCID: PMC9286859 DOI: 10.1002/ajhb.23742] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2021] [Revised: 02/01/2022] [Accepted: 02/20/2022] [Indexed: 12/21/2022] Open
Abstract
Recent studies demonstrating epigenetic and developmental sensitivity to early environments, as exemplified by fields like the Developmental Origins of Health and Disease (DOHaD) and environmental epigenetics, are bringing new data and models to bear on debates about race, genetics, and society. Here, we first survey the historical prominence of models of environmental determinism in early formulations of racial thinking to illustrate how notions of direct environmental effects on bodies have been used to naturalize racial hierarchy and inequalities in the past. Next, we conduct a scoping review of postgenomic work in environmental epigenetics and DOHaD that looks at the role of race/ethnicity in human health (2000-2021). Although there is substantial heterogeneity in how race is conceptualized and interpreted across studies, we observe practices that may unwittingly encourage typological thinking, including: using DNA methylation as a novel marker of racial classification; neglect of variation and reversibility within supposedly homogenous racial groups; and a tendency to label and reify whole groups as pathologized or impaired. Even in the very different politico-economic and epistemic context of contemporary postgenomic science, these trends echo deeply held beliefs in Western thinking which claimed that different environments shape different bodies and then used this logic to argue for essential differences between Europeans and non-Europeans. We conclude with a series of suggestions on interpreting and reporting findings in these fields that we feel will help researchers harness this work to benefit disadvantaged groups while avoiding the inadvertent dissemination of new and old forms of stigma or prejudice.
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Affiliation(s)
- Maurizio Meloni
- Alfred Deakin Institute for Citizenship and GlobalisationDeakin University, Geelong Waurn Ponds CampusWaurn PondsVictoriaAustralia
| | - Tessa Moll
- Alfred Deakin Institute for Citizenship and GlobalisationDeakin University, Geelong Waurn Ponds CampusWaurn PondsVictoriaAustralia
- School of Public Health, Faculty of Health SciencesUniversity of the WitwatersrandJohannesburgSouth Africa
| | - Ayuba Issaka
- School of Health and Social Development, Faculty of HealthDeakin University, Geelong Waurn Ponds CampusWaurn PondsVictoriaAustralia
| | - Christopher W. Kuzawa
- Department of Anthropology and Institute for Policy ResearchNorthwestern UniversityEvanstonIllinoisUSA
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Joshi S, Garlapati C, Aneja R. Epigenetic Determinants of Racial Disparity in Breast Cancer: Looking beyond Genetic Alterations. Cancers (Basel) 2022; 14:cancers14081903. [PMID: 35454810 PMCID: PMC9025441 DOI: 10.3390/cancers14081903] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2022] [Revised: 04/03/2022] [Accepted: 04/04/2022] [Indexed: 12/10/2022] Open
Abstract
Simple Summary A substantial disparity in breast cancer incidence and mortality exists between African American (AA) and European American (EA) women. However, the basis for these disparities is poorly understood. In this article, we describe that gene–environment interactions mediated through epigenetic modifications may play a significant role in racial disparities in BC incidence and outcomes. Our in silico analyses and an in-depth literature survey suggest that there exists a significant difference in epigenetic patterns between AA and EA women with breast cancer. Herein, we describe the environmental factors that contribute to these epigenetic changes, which may underlie the disparate racial burden in patients with breast cancer. We suggest that AA women with higher basal epigenetic changes, may have higher pre-disposition to cancer onset, and an aggressive disease course. Pre-existing racial differences in epigenetic profiles of breast tissues raises the possibility of examining these profiles for early diagnosis. Abstract Breast cancer (BC) is the most commonly diagnosed cancer in women. Despite advancements in BC screening, prevention, and treatment, BC incidence and mortality remain high among African American (AA) women. Compared with European American (EA) women, AA women tend to be diagnosed with more advanced and aggressive tumors and exhibit worse survival outcomes. Most studies investigating the determinants of racial disparities in BC have focused on genetic factors associated with African ancestry. However, various environmental and social stressors over an individual’s life course can also shape racial stratification in BC. These social and environmental exposures result in long-term changes in gene expression mediated by epigenetic mechanisms. Epigenetics is often portrayed as an intersection of socially patterned stress and genetic expression. The enduring nature of epigenetic changes makes them suitable for studying the effects of different environmental exposures over an individual’s life course on gene expression. The role of differential social and environmental exposures in racial disparities in BC suggests varied epigenetic profiles or signatures associated with specific BC subtypes in AA and EA women. These epigenetic profiles in EA and AA women could be used as biomarkers for early BC diagnosis and disease prognosis and may prove valuable for the development of targeted therapies for BC. This review article discusses the current state of knowledge regarding epigenetic differences between AA and EA women with BC. We also discuss the role of socio-environmental factors, including psychosocial stress, environmental toxicants, and dietary factors, in delineating the different epigenetic profiles in AA and EA patients with BC.
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Affiliation(s)
- Shriya Joshi
- Department of Biology, Georgia State University, Atlanta, GA 30303, USA; (S.J.); (C.G.)
| | | | - Ritu Aneja
- Department of Biology, Georgia State University, Atlanta, GA 30303, USA; (S.J.); (C.G.)
- Department of Clinical and Diagnostics Sciences, School of Health Professions, University of Alabama at Birmingham, Birmingham, AL 35294, USA
- Correspondence: or
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Qi H, Song S, Wang P. ImmuMethy, a database of DNA methylation plasticity at a single cytosine resolution in human blood and immune cells. Database (Oxford) 2022; 2022:6562126. [PMID: 35363305 PMCID: PMC9216548 DOI: 10.1093/database/baac020] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2021] [Revised: 01/09/2022] [Accepted: 03/18/2022] [Indexed: 11/23/2022]
Abstract
Differential DNA methylation is a feature of numerous physiological and pathological processes. However, the extent to which single-base cytosine methylation modifies cellular responses to various stimuli has not been well characterized. In this study, we carried out a systematic analysis of methylome data derived from human blood and immune cells and constructed the ImmuMethy database. ImmuMethy allows interrogation of DNA methylation plasticity (MPL) at the single cytosine level. MPL, which refers to the variability of DNA methylation, is quantitatively measured in multiple ways, such as quartiles and standard deviations. ImmuMethy comprises over 36 000 samples from the Human Methylation450 and MethylationEPIC BeadChips platforms and provides multiple applications, such as an overview of methylation status and plasticity, differential methylation analysis, identification of methylation markers and sample stratification. An analysis of all datasets revealed that DNA methylation is generally stable, with minimal changes in beta values. This further supports the characteristics of DNA methylation homeostasis. Based on the beta value distribution, we identified three types of methylation sites: methylation tendency sites, unmethylation tendency sites and dual tendency or nonbiased methylation sites. These sites represent different methylation tendentiousness of DNA methylation across samples. The occurrence of multiple methylation tendencies in a site means split methylation, which generally corresponds to high MPL. Inverted methylation tendencies from methylation tendency sites to unmethylation tendency sites, or vice versa, represent strong differential methylation in response to conditions. All these sites can be identified in ImmuMethy, making it a useful tool for omics-based data-driven knowledge discovery. Database URL: http://immudb.bjmu.edu.cn/immumethy/
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Affiliation(s)
- Huiying Qi
- Department of Health Informatics and Management, Peking University Health Science Center, No. 38 Xueyuan Road, Beijing 100191, China
| | - Shibin Song
- Information Technology Center, Peking University Health Science Center, No. 38 Xueyuan Road, Beijing 100191, China
| | - Pingzhang Wang
- Department of Immunology, NHC Key Laboratory of Medical Immunology, School of Basic Medical Sciences, Peking University Health Science Center, No. 38 Xueyuan Road, Beijing 100191, China
- Peking University Center for Human Disease Genomics, No. 38 Xueyuan Road, Beijing 100191, China
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Race and ethnic group dependent space radiation cancer risk predictions. Sci Rep 2022; 12:2028. [PMID: 35132138 PMCID: PMC8821552 DOI: 10.1038/s41598-022-06105-x] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2021] [Accepted: 01/18/2022] [Indexed: 12/22/2022] Open
Abstract
Future space missions by national space agencies and private industry, including space tourism, will include a diverse makeup of crewmembers with extensive variability in age, sex, and race or ethnic groups. The relative risk (RR) model is used to transfer epidemiology data between populations to estimate radiation risks. In the RR model cancer risk is assumed to be proportional to background cancer rates and limited by other causes of death, which are dependent on genetic, environmental and dietary factors that are population dependent. Here we apply the NSCR-2020 model to make the first predictions of age dependent space radiation cancer risks for several U.S. populations, which includes Asian-Pacific Islanders (API), Black, Hispanic (white and black), and White (non-Hispanic) populations. Results suggest that male API and Hispanic populations have the overall lowest cancer risks, while White females have the highest risk. Blacks have similar total cancer rates than Whites, however their reduced life expectancy leads to modestly lower lifetime radiation risks compared to Whites. There are diverse tissue specific cancer risk ranking across sex and race, which include sex specific organ risks, female’s having larger lung, stomach, and urinary-bladder radiation risks, and male’s having larger colon and brain risks.
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Role of Precision Oncology in Type II Endometrial and Prostate Cancers in the African Population: Global Cancer Genomics Disparities. Int J Mol Sci 2022; 23:ijms23020628. [PMID: 35054814 PMCID: PMC8776204 DOI: 10.3390/ijms23020628] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2021] [Revised: 12/29/2021] [Accepted: 12/30/2021] [Indexed: 02/05/2023] Open
Abstract
Precision oncology can be defined as molecular profiling of tumors to identify targetable alterations. Emerging research reports the high mortality rates associated with type II endometrial cancer in black women and with prostate cancer in men of African ancestry. The lack of adequate genetic reference information from the African genome is one of the major obstacles in exploring the benefits of precision oncology in the African context. Whilst external factors such as the geography, environment, health-care access and socio-economic status may contribute greatly towards the disparities observed in type II endometrial and prostate cancers in black populations compared to Caucasians, the contribution of African ancestry to the contribution of genetics to the etiology of these cancers cannot be ignored. Non-coding RNAs (ncRNAs) continue to emerge as important regulators of gene expression and the key molecular pathways involved in tumorigenesis. Particular attention is focused on activated/repressed genes and associated pathways, while the redundant pathways (pathways that have the same outcome or activate the same downstream effectors) are often ignored. However, comprehensive evidence to understand the relationship between type II endometrial cancer, prostate cancer and African ancestry remains poorly understood. The sub-Saharan African (SSA) region has both the highest incidence and mortality of both type II endometrial and prostate cancers. Understanding how the entire transcriptomic landscape of these two reproductive cancers is regulated by ncRNAs in an African cohort may help elucidate the relationship between race and pathological disparities of these two diseases. This review focuses on global disparities in medicine, PCa and ECa. The role of precision oncology in PCa and ECa in the African population will also be discussed.
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Ren C, Tang X, Lan H. Comprehensive analysis based on DNA methylation and RNA-seq reveals hypermethylation of the up-regulated WT1 gene with potential mechanisms in PAM50 subtypes of breast cancer. PeerJ 2021; 9:e11377. [PMID: 33987034 PMCID: PMC8103922 DOI: 10.7717/peerj.11377] [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: 09/16/2020] [Accepted: 04/08/2021] [Indexed: 11/20/2022] Open
Abstract
Background Breast cancer (BC), one of the most widespread cancers worldwide, caused the deaths of more than 600,000 women in 2018, accounting for about 15% of all cancer-associated deaths in women that year. In this study, we aimed to discover potential prognostic biomarkers and explore their molecular mechanisms in different BC subtypes using DNA methylation and RNA-seq. Methods We downloaded the DNA methylation datasets and the RNA expression profiles of primary tissues of the four BC molecular subtypes (luminal A, luminal B, basal-like, and HER2-enriched), as well as the survival information from The Cancer Genome Atlas (TCGA). The highly expressed and hypermethylated genes across all the four subtypes were screened. We examined the methylation sites and the downstream co-expressed genes of the selected genes and validated their prognostic value using a different dataset (GSE20685). For selected transcription factors, the downstream genes were predicted based on the Gene Transcription Regulation Database (GTRD). The tumor microenvironment was also evaluated based on the TCGA dataset. Results We found that Wilms tumor gene 1 (WT1), a transcription factor, was highly expressed and hypermethylated in all the four BC subtypes. All the WT1 methylation sites exhibited hypermethylation. The methylation levels of the TSS200 and 1stExon regions were negatively correlated with WT1 expression in two BC subtypes, while that of the gene body region was positively associated with WT1 expression in three BC subtypes. Patients with low WT1 expression had better overall survival (OS). Five genes including COL11A1, GFAP, FGF5, CD300LG, and IGFL2 were predicted as the downstream genes of WT1. Those five genes were dysregulated in the four BC subtypes. Patients with a favorable 6-gene signature (low expression of WT1 and its five predicted downstream genes) exhibited better OS than that with an unfavorable 6-gene signature. We also found a correlation between WT1 and tamoxifen using STITCH. Higher infiltration rates of CD8 T cells, plasma cells, and monocytes were found in the lower quartile WT1 group and the favorable 6-gene signature group. In conclusion, we demonstrated that WT1 is hypermethylated and up-regulated in the four BC molecular subtypes and a 6-gene signature may predict BC prognosis.
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Affiliation(s)
- Chongyang Ren
- Department of Breast Cancer, Guangdong Provincial People's Hospital & Guangdong Academy of Medical Sciences, Guangzhou, Guangdong, China
| | - Xiaojiang Tang
- Department of Breast Surgery, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shanxi, China
| | - Haitao Lan
- Academy of Medical Sciences, Sichuan Provincial People's Hospital, Chengdu, Sichuan, China
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Xing F, Zhao D, Wu SY, Tyagi A, Wu K, Sharma S, Liu Y, Deshpande R, Wang Y, Cleary J, Miller LD, Chittiboyina AG, Yalamanchili C, Mo YY, Watabe K. Epigenetic and Posttranscriptional Modulation of SOS1 Can Promote Breast Cancer Metastasis through Obesity-Activated c-Met Signaling in African-American Women. Cancer Res 2021; 81:3008-3021. [PMID: 33446575 DOI: 10.1158/0008-5472.can-19-4031] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2019] [Revised: 07/28/2020] [Accepted: 01/07/2021] [Indexed: 11/16/2022]
Abstract
Ethnicity is considered to be one of the major risk factors in certain subtypes of breast cancer. However, the mechanism of this racial disparity remains poorly understood. Here, we demonstrate that SOS1, a key regulator of Ras pathway, is highly expressed in African-American (AA) patients with breast cancer compared with Caucasian-American patients. Because of the higher obesity rate in AA women, increased levels of SOS1 facilitated signal transduction of the c-Met pathway, which was highly activated in AA patients with breast cancer via hepatocyte growth factor secreted from adipocytes. Elevated expression of SOS1 also enhanced cancer stemness through upregulation of PTTG1 and promoted M2 polarization of macrophages by CCL2 in metastatic sites. SOS1 was epigenetically regulated by a super-enhancer identified by H3K27ac in AA patients. Knockout of the super-enhancer by CRISPR in AA cell lines significantly reduced SOS1 expression. Furthermore, SOS1 was posttranscriptionally regulated by miR-483 whose expression is reduced in AA patients through histone trimethylation (H3K27me3) on its promoter. The natural compound, taxifolin, suppressed signaling transduction of SOS1 by blocking the interaction between SOS1 and Grb2, suggesting a potential utility of this compound as a therapeutic agent for AA patients with breast cancer. SIGNIFICANCE: These findings elucidate the signaling network of SOS1-mediated metastasis in African-American patients, from the epigenetic upregulation of SOS1 to the identification of taxifolin as a potential therapeutic strategy against SOS1-driven tumor progression.
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Affiliation(s)
- Fei Xing
- Department of Cancer Biology, Wake Forest University School of Medicine, Winston-Salem, North Carolina.
| | - Dan Zhao
- Department of Cancer Biology, Wake Forest University School of Medicine, Winston-Salem, North Carolina
| | - Shih-Ying Wu
- Department of Cancer Biology, Wake Forest University School of Medicine, Winston-Salem, North Carolina
| | - Abhishek Tyagi
- Department of Cancer Biology, Wake Forest University School of Medicine, Winston-Salem, North Carolina
| | - Kerui Wu
- Department of Cancer Biology, Wake Forest University School of Medicine, Winston-Salem, North Carolina
| | - Sambad Sharma
- Department of Cancer Biology, Wake Forest University School of Medicine, Winston-Salem, North Carolina
| | - Yin Liu
- Department of Cancer Biology, Wake Forest University School of Medicine, Winston-Salem, North Carolina
| | - Ravindra Deshpande
- Department of Cancer Biology, Wake Forest University School of Medicine, Winston-Salem, North Carolina
| | - Yuezhu Wang
- Department of Cancer Biology, Wake Forest University School of Medicine, Winston-Salem, North Carolina
| | - Jacob Cleary
- Department of Cancer Biology, Wake Forest University School of Medicine, Winston-Salem, North Carolina
| | - Lance D Miller
- Department of Cancer Biology, Wake Forest University School of Medicine, Winston-Salem, North Carolina
| | - Amar G Chittiboyina
- National Center for Natural Products Research, School of Pharmacy, The University of Mississippi, Oxford, Mississippi
| | - Chinni Yalamanchili
- National Center for Natural Products Research, School of Pharmacy, The University of Mississippi, Oxford, Mississippi
| | - Yin-Yuan Mo
- Cancer Institute, University of Mississippi Medical Center, Jackson, Mississippi
| | - Kounosuke Watabe
- Department of Cancer Biology, Wake Forest University School of Medicine, Winston-Salem, North Carolina.
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Dibas M, Rajab AM, Atiah MJ, Aljundi S, Ghozy S, Phan K, Saquib N. Racial Disparities in the Incidence and Survival of Spinal Meningioma. Asian J Neurosurg 2020; 15:877-881. [PMID: 33708657 PMCID: PMC7869277 DOI: 10.4103/ajns.ajns_306_20] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2020] [Accepted: 08/07/2020] [Indexed: 12/24/2022] Open
Abstract
Objective: Race is a significant prognostic factor in various cancers, including the breast. Its prognostic association with spinal meningioma has not been established, although the incidence of spinal meningioma varies by race. In this retrospective cohort study, we aimed to investigate the association of race with the incidence and survival of spinal meningioma among a large population sample. Materials and Methods: A comprehensive search was done in the surveillance, epidemiology, and end results database between 2000 and 2016 to identify patients with spinal meningioma. Overall and race-specific incidence were calculated. The effect of race on overall survival among these patients was determined with Kaplan–Meier curve and Cox proportional hazard models. Results: Of 3502 spinal meningioma patients, 82.6% were Caucasian, 7.7% were African-American, 8.8% were Asian/Pacific Islander and 0.7% were American Indian/Alaska Native. The overall age-adjusted incidence was 0.239/100,000; it was highest among Caucasian (0.249) and lowest among American Indian/Alaska Native patients (0.137). There was a race effect in overall survival in the unadjusted analysis with the worst overall survival reported for Caucasian patients, and the best reported for American Indian/Alaska Native patients. However, this relationship was insignificant in the adjusted analysis. Conclusions: Race was not significantly associated with overall survival among these patients. Future studies should use spinal-meningioma-specific survival as outcome to see whether there is a racial difference in survival.
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Affiliation(s)
- Mahmoud Dibas
- College of Medicine, Sulaiman Al Rajhi University, Al Bukayriyah, Saudi Arabia
| | - Ahmad Mamoun Rajab
- College of Medicine, Sulaiman Al Rajhi University, Al Bukayriyah, Saudi Arabia
| | - Mohammad J Atiah
- College of Medicine, Sulaiman Al Rajhi University, Al Bukayriyah, Saudi Arabia
| | - Saadi Aljundi
- College of Medicine, Sulaiman Al Rajhi University, Al Bukayriyah, Saudi Arabia
| | - Sherief Ghozy
- Department of Neurosurgery, El Sheikh Zayed Specialized Hospital, Giza, Egypt
| | - Kevin Phan
- Neurospine Surgery Research Group, Prince of Wales Private Hospital, Sydney, New South Wales, Australia
| | - Nazmus Saquib
- College of Medicine, Sulaiman Al Rajhi University, Al Bukayriyah, Saudi Arabia
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Andey T, Attah MM, Akwaaba-Reynolds NA, Cheema S, Parvin-Nejad S, Acquaah-Mensah GK. Enhanced immortalization, HUWE1 mutations and other biological drivers of breast invasive carcinoma in Black/African American patients. Gene 2020; 5:100030. [PMID: 32550556 PMCID: PMC7286073 DOI: 10.1016/j.gene.2020.100030] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2019] [Accepted: 03/08/2020] [Indexed: 02/07/2023]
Abstract
Black/African-American (B/AA) breast cancer patients tend to have more aggressive tumor biology compared to White/Caucasians. In this study, a variety of breast tumor molecular expression profiles of patients derived from the two racial groupings were investigated. Breast invasive carcinoma sample data (RNASeq version 2, Reverse Phase Protein Array, mutation, and miRSeq data) from the Cancer Genome Atlas were examined. The results affirm that B/AA patients are more likely than Caucasian patients to harbor the aggressive basal-like or the poor prognosis-associated HER2-enriched molecular subtypes of breast cancer. There is also a higher incidence of the triple-negative breast cancer (TNBC) among B/AA patients than the general population, a fact reflected in the mutation patterns of genes such as PIK3CA and TP53. Furthermore, an immortalization signature gene set, is enriched in samples from B/AA patients. Among stage III patients, TERT, DRAP1, and PQBP1, all members of the immortalization gene signature set, are among master-regulators with increased activity in B/AA patients. Master-regulators driving differences in expression profiles between the two groups include immortalization markers, senescence markers, and immune response and redox gene products. Differences in expression, between B/AA and Caucasian patients, of RB1, hsa-let-7a, E2F1, c-MYC, TERT, and other biomolecules appear to cooperate to enhance entry into the S-phase of the cell cycle in B/AA patients. Higher expression of miR-221, an oncomiR that facilitates entry into the cell cycle S-phase, is regulated by c-MYC, which is expressed more in breast cancer samples from B/AA patients. Furthermore, the cell migration- and invasion-promoting miRNA, miR-135b, has increased relative expression in B/AA patients. Knock down of the immortalization marker TERT inhibited triple-negative breast cancer cell lines (MDA-MB-231 and MDA-MB-468) cell viability and decreased expression of TERT, MYC and WNT11. For those patients with available survival data, prognosis of stage II patients 50 years of age or younger at diagnosis, was distinctly poorer in B/AA patients. Also associated with this subset of B/AA patients are missense mutations in HUWE1 and PTEN expression loss. Relative to Caucasian non-responders to endocrine therapy, B/AA non-responders show suppressed expression of a signature gene set on which biological processes including signaling by interleukins, circadian clock, regulation of lipid metabolism by PPARα, FOXO-mediated transcription, and regulation of TP53 degradation are over-represented. Thus, we identify molecular expression patterns suggesting diminished response to oxidative stress, changes in regulation of tumor suppressors/facilitators, and enhanced immortalization in B/AA patients are likely important in defining the more aggressive molecular tumor phenotype reported in B/AA patients.
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Key Words
- ARACNe, Algorithm for the Reconstruction of Accurate Cellular Networks
- African
- B/AA, Black/African-American breast cancer patients
- B/AA50, Black/African-American stage II breast invasive carcinoma patients diagnosed at age 50 years or younger
- BrCA, breast invasive carcinoma
- Breast invasive carcinoma
- DE, differential expression
- DM, differential mutation
- EMT, Epithelial-Mesenchymal Transition
- GSEA, Gene Set Enrichment Analysis
- Immortalization
- Molecular subtype
- RMA, robust multi-array average
- RPPA, Reverse Phase Protein Array
- Race
- TCGA, the Cancer Genome Atlas
- TNBC, triple-negative breast cancer
- TRN, Transcriptional Regulatory Network
- Triple-negative breast cancer
- VIPER, Virtual Inference of Protein activity by Enriched Regulon Analysis
- W50, White stage II breast invasive carcinoma patients diagnosed at age 50 years or younger
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Affiliation(s)
- Terrick Andey
- Department of Pharmaceutical Sciences, School of Pharmacy, MCPHS University, 19 Foster St, Worcester, MA 01608, USA
| | | | - Nana Adwoa Akwaaba-Reynolds
- Department of Pharmaceutical Sciences, School of Pharmacy, MCPHS University, 19 Foster St, Worcester, MA 01608, USA
| | - Sana Cheema
- Department of Pharmaceutical Sciences, School of Pharmacy, MCPHS University, 19 Foster St, Worcester, MA 01608, USA
| | - Sara Parvin-Nejad
- Department of Pharmaceutical Sciences, School of Pharmacy, MCPHS University, 19 Foster St, Worcester, MA 01608, USA
| | - George K. Acquaah-Mensah
- Department of Pharmaceutical Sciences, School of Pharmacy, MCPHS University, 19 Foster St, Worcester, MA 01608, USA
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14
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Daca-Roszak P, Jaksik R, Paczkowska J, Witt M, Ziętkiewicz E. Discrimination between human populations using a small number of differentially methylated CpG sites: a preliminary study using lymphoblastoid cell lines and peripheral blood samples of European and Chinese origin. BMC Genomics 2020; 21:706. [PMID: 33045984 PMCID: PMC7549247 DOI: 10.1186/s12864-020-07092-x] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2020] [Accepted: 09/22/2020] [Indexed: 02/08/2023] Open
Abstract
Background Epigenetics is one of the factors shaping natural variability observed among human populations. A small proportion of heritable inter-population differences are observed in the context of both the genome-wide methylation level and the methylation status of individual CpG sites. It has been demonstrated that a limited number of carefully selected differentially methylated sites may allow discrimination between main human populations. However, most of the few published results have been performed exclusively on B-lymphocyte cell lines. Results The goal of our study was to identify a set of CpG sites sufficient to discriminate between populations of European and Chinese ancestry based on the difference in the DNA methylation profile not only in cell lines but also in primary cell samples. The preliminary selection of CpG sites differentially methylated in these two populations (pop-CpGs) was based on the analysis of two groups of commercially available ethnically-specific B-lymphocyte cell lines, performed using Illumina Infinium Human Methylation 450 BeadChip Array. A subset of 10 pop-CpGs characterized by the best differentiating criteria (|Mdiff| > 1, q < 0.05; lack of the confounding genomic features), and 10 additional CpGs in their immediate vicinity, were further tested using pyrosequencing technology in both B-lymphocyte cell lines and in the primary samples of the peripheral blood representing two analyzed populations. To assess the population-discriminating potential of the selected set of CpGs (further referred to as “composite pop (CEU-CHB)-CpG marker”), three classification methods were applied. The predictive ability of the composite 8-site pop (CEU-CHB)-CpG marker was assessed using 10-fold cross-validation method on two independent sets of samples. Conclusions Our results showed that less than 10 pop-CpG sites may distinguish populations of European and Chinese ancestry; importantly, this small composite pop-CpG marker performs well in both lymphoblastoid cell lines and in non-homogenous blood samples regardless of a gender.
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Affiliation(s)
- Patrycja Daca-Roszak
- Institute of Human Genetics, Polish Academy of Sciences, Strzeszynska 32, 60-479, Poznan, Poland.
| | - Roman Jaksik
- Silesian University of Technology, Akademicka 16, 44-100, Gliwice, Poland
| | - Julia Paczkowska
- Institute of Human Genetics, Polish Academy of Sciences, Strzeszynska 32, 60-479, Poznan, Poland
| | - Michał Witt
- Institute of Human Genetics, Polish Academy of Sciences, Strzeszynska 32, 60-479, Poznan, Poland
| | - Ewa Ziętkiewicz
- Institute of Human Genetics, Polish Academy of Sciences, Strzeszynska 32, 60-479, Poznan, Poland
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15
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Kiely M, Tse LA, Koka H, Wang D, Lee P, Wang F, Wu C, Tsang KH, Chan WC, Law SH, Zhang H, Karlins E, Zhu B, Hutchinson A, Hicks B, Zhu B, Yang XR. Age-related DNA methylation in paired normal and tumour breast tissue in Chinese breast cancer patients. Epigenetics 2020; 16:677-691. [PMID: 32970968 PMCID: PMC8143246 DOI: 10.1080/15592294.2020.1819661] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
Abstract
Age-related DNA methylation is a potential mechanism contributing to breast cancer development. Studies of primarily Caucasian women have identified many CpG sites of age-related methylation in non-diseased breast tissue possibly driving cancer development over time. There is a paucity of studies involving Asian women whose ages at breast cancer onset are usually younger than Caucasians. We identified the 181 most consistent age-related methylation events in non-diseased breast tissue across published studies. Age-related methylation events were measured in adjacent normal and breast tumour tissue in an exclusively Asian population at the previously identified age-related methylation sites. Age-related methylation was found in 118 probes in adjacent normal breast tissue. Methylation of 99% of these sites was increased with age and predominantly located on CpG islands in promoter regions. To ascertain biological relevance to breast cancer, we focused on the 37 sites with overall higher methylation in tumour compared to adjacent normal samples. Some sites positively related to age, including AQP5 and CORO6, inversely correlated with gene expression. Several others have known involvement in suppression of carcinogenesis including GPC5 and SST, suggesting that perturbation of epigenetic regulation at these sites due to ageing may contribute to the progression of carcinogenesis. This study highlights an age-related methylation landscape in non-tumour tissue, consistent not just across studies, but also across different populations. We present candidate age-related methylation sites warranting further investigation as potential epigenetic drivers of breast cancer. They may serve as potential targets of site-specific demethylation intervention strategies for the prevention of age-related breast cancer.
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Affiliation(s)
- Maeve Kiely
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, NIH, DHHS, Bethesda, MD, USA
| | - Lap Ah Tse
- Jockey Club School of Public Health and Primary Care, The Chinese University of Hong Kong, Hong Kong, China
| | - Hela Koka
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, NIH, DHHS, Bethesda, MD, USA
| | - Difei Wang
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, NIH, DHHS, Bethesda, MD, USA.,Cancer Genomics Research Laboratory, Leidos Biomedical Research, Frederick National Laboratory for Cancer Research, Frederick, MD, USA
| | - Priscilla Lee
- Jockey Club School of Public Health and Primary Care, The Chinese University of Hong Kong, Hong Kong, China
| | - Feng Wang
- Jockey Club School of Public Health and Primary Care, The Chinese University of Hong Kong, Hong Kong, China
| | - Cherry Wu
- North District Hospital, Hong Kong, China
| | | | | | | | - Han Zhang
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, NIH, DHHS, Bethesda, MD, USA
| | - Eric Karlins
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, NIH, DHHS, Bethesda, MD, USA.,Cancer Genomics Research Laboratory, Leidos Biomedical Research, Frederick National Laboratory for Cancer Research, Frederick, MD, USA
| | - Bin Zhu
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, NIH, DHHS, Bethesda, MD, USA.,Cancer Genomics Research Laboratory, Leidos Biomedical Research, Frederick National Laboratory for Cancer Research, Frederick, MD, USA
| | - Amy Hutchinson
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, NIH, DHHS, Bethesda, MD, USA.,Cancer Genomics Research Laboratory, Leidos Biomedical Research, Frederick National Laboratory for Cancer Research, Frederick, MD, USA
| | - Belynda Hicks
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, NIH, DHHS, Bethesda, MD, USA.,Cancer Genomics Research Laboratory, Leidos Biomedical Research, Frederick National Laboratory for Cancer Research, Frederick, MD, USA
| | - Bin Zhu
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, NIH, DHHS, Bethesda, MD, USA
| | - Xiaohong R Yang
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, NIH, DHHS, Bethesda, MD, USA
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16
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The Effects of Age, Cigarette Smoking, Sex, and Race on the Qualitative Characteristics of Lung Transcriptome. BIOMED RESEARCH INTERNATIONAL 2020; 2020:6418460. [PMID: 32802863 PMCID: PMC7424369 DOI: 10.1155/2020/6418460] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/14/2020] [Accepted: 06/29/2020] [Indexed: 11/18/2022]
Abstract
The within-sample relative expression orderings (REOs) of genes, which are stable qualitative transcriptional characteristics, can provide abundant information for a disease. Methods based on REO comparisons have been proposed for identifying differentially expressed genes (DEGs) at the individual level and for detecting disease-associated genes based on one-phenotype disease data by reusing data of normal samples from other sources. Here, we evaluated the effects of common potential confounding factors, including age, cigarette smoking, sex, and race, on the REOs of gene pairs within normal lung tissues transcriptome. Our results showed that age has little effect on REOs within lung tissues. We found that about 0.23% of the significantly stable REOs of gene pairs in nonsmokers' lung tissues are reversed in smokers' lung tissues, introduced by 344 DEGs between the two groups of samples (RankCompV2, FDR <0.05), which are enriched in metabolism of xenobiotics by cytochrome P450, glutathione metabolism, and other pathways (hypergeometric test, FDR <0.05). Comparison between the normal lung tissue samples of males and females revealed fewer reversal REOs introduced by 24 DEGs between the sex groups, among which 19 DEGs are located on sex chromosomes and 5 DEGs involving in spermatogenesis and regulation of oocyte are located on autosomes. Between the normal lung tissue samples of white and black people, we identified 22 DEGs (RankCompV2, FDR <0.05) which introduced a few reversal REOs between the two races. In summary, the REO-based study should take into account the confounding factors of cigarette smoking, sex, and race.
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17
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Khongsti S, Shunyu BN, Ghosh S. Promoter-associated DNA methylation & expression profiling of genes ( FLT 3, EPB41L3 & SFN) in patients with oral squamous cell carcinoma in the Khasi & Jaintia population of Meghalaya, India. Indian J Med Res 2020; 150:584-591. [PMID: 32048621 PMCID: PMC7038811 DOI: 10.4103/ijmr.ijmr_620_18] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
Abstract
Background & objectives: Oral squamous cell carcinoma is one of the most lethal forms of cancer, and its aetiology has been attributed to both genetic and epigenetic factors working in liaison to contribute to the disease. Epigenetic changes especially DNA methylation is involved in the activation or repression of gene functions. The aim of this study was to investigate the DNA methylation pattern and expression profiling of the promoter regions of FMS-related tyrosine kinase 3 (FLT3), erythrocyte membrane protein band 4.1-like 3 (EPB41L3) and stratifin (SFN) genes in oral cancer within the Khasi and Jaintia tribal population of Meghalaya in North East India. Methods: Quantitative methylation analyses of the selected genes were carried out by MassARRAY platform System, and the relative expression profiling was carried out by real-time polymerase chain reaction. Results: Quantitative methylation results indicated that the level of methylation was significantly higher (hypermethylated) for FLT3 and EPB41L3 and significantly lower (hypomethylated) for SFN in tumour tissues as compared to the adjacent paired normal tissue. Expression profiling was in concurrence with the methylation data whereby hypermethylated genes showed low mRNA level and vice versa for the hypomethylated gene. Interpretation & conclusions: The findings show that hyper- and hypomethylation of the selected genes play a potential role in oral carcinogenesis in the selected Khasi and Jaintia tribal population of Meghalaya. The methylation status of these genes has not been reported in oral cancer, so these genes may serve as promising biomarkers for oral cancer diagnosis as well as in disease monitoring.
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Affiliation(s)
- Shngainlang Khongsti
- Department of Zoology, North Eastern Hill University, Shillong, Meghalaya, India
| | - Brian Neizekhotuo Shunyu
- Department of Otorhinolaryngology, North East Indira Gandhi Regional Institute for Health & Medical Sciences, Shillong, Meghalaya, India
| | - Srimoyee Ghosh
- Department of Zoology, North Eastern Hill University, Shillong, Meghalaya, India
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18
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Epigenetics in Inflammatory Breast Cancer: Biological Features and Therapeutic Perspectives. Cells 2020; 9:cells9051164. [PMID: 32397183 PMCID: PMC7291154 DOI: 10.3390/cells9051164] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2020] [Revised: 04/25/2020] [Accepted: 04/30/2020] [Indexed: 12/12/2022] Open
Abstract
Evidence has emerged implicating epigenetic alterations in inflammatory breast cancer (IBC) origin and progression. IBC is a rare and rapidly progressing disease, considered the most aggressive type of breast cancer (BC). At clinical presentation, IBC is characterized by diffuse erythema, skin ridging, dermal lymphatic invasion, and peau d'orange aspect. The widespread distribution of the tumor as emboli throughout the breast and intra- and intertumor heterogeneity is associated with its poor prognosis. In this review, we highlighted studies documenting the essential roles of epigenetic mechanisms in remodeling chromatin and modulating gene expression during mammary gland differentiation and the development of IBC. Compiling evidence has emerged implicating epigenetic changes as a common denominator linking the main risk factors (socioeconomic status, environmental exposure to endocrine disruptors, racial disparities, and obesity) with IBC development. DNA methylation changes and their impact on the diagnosis, prognosis, and treatment of IBC are also described. Recent studies are focusing on the use of histone deacetylase inhibitors as promising epigenetic drugs for treating IBC. All efforts must be undertaken to unravel the epigenetic marks that drive this disease and how this knowledge could impact strategies to reduce the risk of IBC development and progression.
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19
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Hsu PC, Kadlubar SA, Siegel ER, Rogers LJ, Todorova VK, Su LJ, Makhoul I. Genome-wide DNA methylation signatures to predict pathologic complete response from combined neoadjuvant chemotherapy with bevacizumab in breast cancer. PLoS One 2020; 15:e0230248. [PMID: 32298288 PMCID: PMC7162481 DOI: 10.1371/journal.pone.0230248] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2019] [Accepted: 02/25/2020] [Indexed: 02/07/2023] Open
Abstract
TRIAL REGISTRATION ClinicalTrials.gov Identifier: NCT00203502.
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Affiliation(s)
- Ping-Ching Hsu
- Department of Environmental and Occupational Health, College of Public Health, University of Arkansas for Medical Sciences, Little Rock, Arkansas, United States of America
| | - Susan A. Kadlubar
- Department of Environmental and Occupational Health, College of Public Health, University of Arkansas for Medical Sciences, Little Rock, Arkansas, United States of America
| | - Eric R. Siegel
- Department of Biostatistics, Colleges of Medicine and of Public Health, University of Arkansas for Medical Sciences, Little Rock, Arkansas, United States of America
| | - Lora J. Rogers
- Department of Epidemiology, College of Public Health, University of Arkansas for Medical Sciences, Little Rock, Arkansas, United States of America
| | - Valentina K. Todorova
- Department of Internal Medicine, College of Medicine, University of Arkansas for Medical Sciences, Little Rock, Arkansas, United States of America
| | - L. Joseph Su
- Department of Epidemiology, College of Public Health, University of Arkansas for Medical Sciences, Little Rock, Arkansas, United States of America
| | - Issam Makhoul
- Department of Internal Medicine, College of Medicine, University of Arkansas for Medical Sciences, Little Rock, Arkansas, United States of America
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20
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Woźniak E, Reszka E, Jabłońska E, Balcerczyk A, Broncel M, Bukowska B. Glyphosate affects methylation in the promoter regions of selected tumor suppressors as well as expression of major cell cycle and apoptosis drivers in PBMCs (in vitro study). Toxicol In Vitro 2020; 63:104736. [PMID: 31751608 DOI: 10.1016/j.tiv.2019.104736] [Citation(s) in RCA: 28] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2019] [Revised: 11/08/2019] [Accepted: 11/17/2019] [Indexed: 12/31/2022]
Abstract
We have determined the effect of glyphosate on selected epigenetic parameters and major cell cycle drivers in human peripheral blood mononuclear cells (PBMCs). The cells were incubated with glyphosate at 0.5, 10 and 100 μM. The analysis included: global DNA methylation, methylation in the promoter regions of tumor suppressor genes (P16, P21, TP53) and proto-oncogenes (BCL2, CCND1) by the Real-Time PCR and the expression profile of the indicated genes by Real-Time PCR. The obtained results have revealed significant reduction of global DNA methylation level in PBMCs exposed to glyphosate. Tested compound changed methylation pattern of the P21 and TP53 suppressor gene promoters, but in case of other analyzed genes: P16, BCL2 and CCND1 we did not identify any statistically significant changes. Gene profiling showed that glyphosate changed the expression of genes involved in the regulation of cell cycle and apoptosis. Glyphosate decreased expression of P16 and TP53 as well as an increase in the expression of BCl2, CCND1 and P21. Summing up, our results have shown a potential disturbance in methylation processes and gene expression in human PBMCs exposed to glyphosate, but the observed changes do not prejudge about the final metabolic effects, which are depended on many other factors.
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Affiliation(s)
- Ewelina Woźniak
- University of Lodz, Faculty of Biology and Environmental Protection, Department of Biophysics of Environmental Pollution, Pomorska Str. 141/143, 90-236 Lodz, Poland; Medical University of Lodz, Department of Internal Diseases and Clinical Pharmacology, Laboratory of Tissue Immunopharmacology, Kniaziewicza Str. 1/5, 91-347 Lodz, Poland.
| | - Edyta Reszka
- Department of Molecular Genetics and Epigenetics, Nofer Institute of Occupational Medicine, Teresy Str. 8, 91-348 Lodz, Poland
| | - Ewa Jabłońska
- Department of Molecular Genetics and Epigenetics, Nofer Institute of Occupational Medicine, Teresy Str. 8, 91-348 Lodz, Poland
| | - Aneta Balcerczyk
- University of Lodz, Faculty of Biology and Environmental Protection, Department of Molecular Biophysics, Pomorska Str. 141/143, 90-236 Lodz, Poland
| | - Marlena Broncel
- Medical University of Lodz, Department of Internal Diseases and Clinical Pharmacology, Laboratory of Tissue Immunopharmacology, Kniaziewicza Str. 1/5, 91-347 Lodz, Poland
| | - Bożena Bukowska
- University of Lodz, Faculty of Biology and Environmental Protection, Department of Biophysics of Environmental Pollution, Pomorska Str. 141/143, 90-236 Lodz, Poland
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21
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Davis Lynn BC, Bodelon C, Pfeiffer RM, Yang HP, Yang HH, Lee M, Laird PW, Campan M, Weisenberger DJ, Murphy J, Sampson JN, Browne EP, Anderton DL, Sherman ME, Arcaro KF, Gierach GL. Differences in Genome-wide DNA Methylation Profiles in Breast Milk by Race and Lactation Duration. Cancer Prev Res (Phila) 2019; 12:781-790. [PMID: 31481539 PMCID: PMC6825576 DOI: 10.1158/1940-6207.capr-19-0169] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2019] [Revised: 07/18/2019] [Accepted: 08/23/2019] [Indexed: 01/25/2023]
Abstract
Black women in the United States are disproportionately affected by early-onset, triple-negative breast cancer. DNA methylation has shown differences by race in healthy and tumor breast tissues. We examined associations between genome-wide DNA methylation levels in breast milk and breast cancer risk factors, including race, to explain how this reproductive stage influences a woman's risk for, and potentially contributes to racial disparities in, breast cancer. Breast milk samples and demographic, behavioral, and reproductive data, were obtained from cancer-free, uniparous, and lactating U.S. black (n = 57) and white (n = 82) women, ages 19-44. Genome-wide DNA methylation analysis was performed on extracted breast milk DNA using the Infinium HumanMethylation450 BeadChip. Statistically significant associations between breast cancer risk factors and DNA methylation beta values, adjusting for potential confounders, were determined using linear regression followed by Bonferroni Correction (P < 1.63 × 10-7). Epigenetic analysis in breast milk revealed statistically significant associations with race and lactation duration. Of the 284 CpG sites associated with race, 242 were hypermethylated in black women. All 227 CpG sites associated with lactation duration were hypomethylated in women who lactated longer. Ingenuity Pathway Analysis of differentially methylated promoter region CpGs by race and lactation duration revealed enrichment for networks implicated in carcinogenesis. Associations between DNA methylation and lactation duration may offer insight on its role in lowering breast cancer risk. Epigenetic associations with race may mediate social, behavioral, or other factors related to breast cancer and may provide insight into potential mechanisms underlying racial disparities in breast cancer incidence.
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Affiliation(s)
| | | | | | | | | | | | - Peter W Laird
- Van Andel Research Institute, Grand Rapids, Michigan
| | - Mihaela Campan
- University of Southern California, Los Angeles, California
| | | | - Jeanne Murphy
- NCI, NIH, Bethesda, Maryland
- George Washington University, Washington, DC
| | | | - Eva P Browne
- University of Massachusetts at Amherst, Amherst, Massachusetts
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Zhong H, Kim S, Zhi D, Cui X. Predicting gene expression using DNA methylation in three human populations. PeerJ 2019; 7:e6757. [PMID: 31106051 PMCID: PMC6500370 DOI: 10.7717/peerj.6757] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2018] [Accepted: 03/10/2019] [Indexed: 12/30/2022] Open
Abstract
Background DNA methylation, an important epigenetic mark, is well known for its regulatory role in gene expression, especially the negative correlation in the promoter region. However, its correlation with gene expression across genome at human population level has not been well studied. In particular, it is unclear if genome-wide DNA methylation profile of an individual can predict her/his gene expression profile. Previous studies were mostly limited to association analyses between single CpG site methylation and gene expression. It is not known whether DNA methylation of a gene has enough prediction power to serve as a surrogate for gene expression in existing human study cohorts with DNA samples other than RNA samples. Results We examined DNA methylation in the gene region for predicting gene expression across individuals in non-cancer tissues of three human population datasets, adipose tissue of the Multiple Tissue Human Expression Resource Projects (MuTHER), peripheral blood mononuclear cell (PBMC) from Asthma and normal control study participates, and lymphoblastoid cell lines (LCL) from healthy individuals. Three prediction models were investigated, single linear regression, multiple linear regression, and least absolute shrinkage and selection operator (LASSO) penalized regression. Our results showed that LASSO regression has superior performance among these methods. However, the prediction power is generally low and varies across datasets. Only 30 and 42 genes were found to have cross-validation R2 greater than 0.3 in the PBMC and Adipose datasets, respectively. A substantially larger number of genes (258) were identified in the LCL dataset, which was generated from a more homogeneous cell line sample source. We also demonstrated that it gives better prediction power not to exclude any CpG probe due to cross hybridization or SNP effect. Conclusion In our three population analyses DNA methylation of CpG sites at gene region have limited prediction power for gene expression across individuals with linear regression models. The prediction power potentially varies depending on tissue, cell type, and data sources. In our analyses, the combination of LASSO regression and all probes not excluding any probe on the methylation array provides the best prediction for gene expression.
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Affiliation(s)
- Huan Zhong
- Department of Biology, Hong Kong Baptist University, Hong Kong, China
| | - Soyeon Kim
- School of Medicine, University of Pittsburgh, Pittsburgh, PA, United States of America
| | - Degui Zhi
- School of Biomendical Informatics, University of Texas Health Center at Houston, Houston, TX, United States of America
| | - Xiangqin Cui
- Department of Biostatistics and Bioinformatics, Emory University, Atlanta, GA, United States of America
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23
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Jenkins BD, Martini RN, Hire R, Brown A, Bennett B, Brown I, Howerth EW, Egan M, Hodgson J, Yates C, Kittles R, Chitale D, Ali H, Nathanson D, Nikolinakos P, Newman L, Monteil M, Davis MB. Atypical Chemokine Receptor 1 ( DARC/ACKR1) in Breast Tumors Is Associated with Survival, Circulating Chemokines, Tumor-Infiltrating Immune Cells, and African Ancestry. Cancer Epidemiol Biomarkers Prev 2019; 28:690-700. [PMID: 30944146 PMCID: PMC6450416 DOI: 10.1158/1055-9965.epi-18-0955] [Citation(s) in RCA: 38] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2018] [Revised: 11/11/2018] [Accepted: 01/04/2019] [Indexed: 12/13/2022] Open
Abstract
BACKGROUND Tumor-specific immune response is an important aspect of disease prognosis and ultimately impacts treatment decisions for innovative immunotherapies. The atypical chemokine receptor 1 (ACKR1 or DARC) gene plays a pivotal role in immune regulation and harbors several single-nucleotide variants (SNV) that are specific to sub-Saharan African ancestry. METHODS Using computational The Cancer Genome Atlas (TCGA) analysis, case-control clinical cohort Luminex assays, and CIBERSORT deconvolution, we identified distinct immune cell profile-associated DARC/ACKR1 tumor expression and race with increased macrophage subtypes and regulatory T cells in DARC/ACKR1-high tumors. RESULTS In this study, we report the clinical relevance of DARC/ACKR1 tumor expression in breast cancer, in the context of a tumor immune response that may be associated with sub-Saharan African ancestry. Briefly, we found that for infiltrating carcinomas, African Americans have a higher proportion of DARC/ACKR1-negative tumors compared with white Americans, and DARC/ACKR1 tumor expression is correlated with proinflammatory chemokines, CCL2/MCP-1 (P <0.0001) and anticorrelated with CXCL8/IL8 (P <0.0001). Sub-Saharan African-specific DARC/ACKR1 alleles likely drive these correlations. Relapse-free survival (RFS) and overall survival (OS) were significantly longer in individuals with DARC/ACKR1-high tumors (P <1.0 × 10-16 and P <2.2 × 10-6, respectively) across all molecular tumor subtypes. CONCLUSIONS DARC/AKCR1 regulates immune responses in tumors, and its expression is associated with sub-Saharan African-specific alleles. DARC/ACKR1-positive tumors will have a distinct immune response compared with DARC/AKCR1-negative tumors. IMPACT This study has high relevance in cancer management, as we introduce a functional regulator of inflammatory chemokines that can determine an infiltrating tumor immune cell landscape that is distinct among patients of African ancestry.
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Affiliation(s)
- Brittany D Jenkins
- Department of Genetics, Franklin College of Arts and Sciences, University of Georgia, Athens, Georgia
| | - Rachel N Martini
- Department of Genetics, Franklin College of Arts and Sciences, University of Georgia, Athens, Georgia
| | - Rupali Hire
- Department of Genetics, Franklin College of Arts and Sciences, University of Georgia, Athens, Georgia
| | - Andrea Brown
- Department of Genetics, Franklin College of Arts and Sciences, University of Georgia, Athens, Georgia
| | - Briana Bennett
- Department of Genetics, Franklin College of Arts and Sciences, University of Georgia, Athens, Georgia
| | - I'nasia Brown
- Department of Genetics, Franklin College of Arts and Sciences, University of Georgia, Athens, Georgia
| | - Elizabeth W Howerth
- Department of Pathology, College of Veterinary Medicine, University of Georgia, Athens, Georgia
| | - Mary Egan
- University Cancer and Blood Center, Athens, Georgia
| | | | - Clayton Yates
- Department of Biology and Center for Cancer Research, Tuskegee University, Tuskegee, Alabama
| | - Rick Kittles
- Department of Population Sciences, City of Hope Comprehensive Cancer Center, Duarte, California
| | - Dhananjay Chitale
- Department of Pathology, Henry Ford Health System, Detroit, Michigan
| | - Haythem Ali
- Department of Hematology and Oncology, Henry Ford Health System, Detroit, Michigan
| | - David Nathanson
- Department of Surgery, Henry Ford Health System, Detroit, Michigan
| | | | - Lisa Newman
- Department of Surgery, Henry Ford Health System, Detroit, Michigan
| | - Michele Monteil
- Department of Molecular Biology and Biochemistry, Augusta University/University of Georgia Medical Partnership, Athens, Georgia
| | - Melissa B Davis
- Department of Genetics, Franklin College of Arts and Sciences, University of Georgia, Athens, Georgia.
- Department of Molecular Biology and Biochemistry, Augusta University/University of Georgia Medical Partnership, Athens, Georgia
- Department of Public Health Sciences, Henry Ford Health System, Detroit, Michigan
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24
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Chung S, Kim JY, Song MA, Park GY, Lee YG, Karpurapu M, Englert JA, Ballinger MN, Pabla N, Chung HY, Christman JW. FoxO1 is a critical regulator of M2-like macrophage activation in allergic asthma. Allergy 2019; 74:535-548. [PMID: 30288751 PMCID: PMC6393185 DOI: 10.1111/all.13626] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2018] [Revised: 08/13/2018] [Accepted: 08/25/2018] [Indexed: 12/14/2022]
Abstract
BACKGROUND The pathogenesis of asthma and airway obstruction is the result of an abnormal response to different environmental exposures. The scientific premise of our study was based on the finding that FoxO1 expression is increased in lung macrophages of mice after allergen exposure and human asthmatic patients. Macrophages are capable of switching from one functional phenotype to another, and it is important to understand the mechanisms involved in the transformation of macrophages and how their cellular function affects the peribronchial stromal microenvironment. METHODS We employed a murine asthma model, in which mice were treated by intranasal insufflation with allergens for 2-8 weeks. We used both a pharmacologic approach using a highly specific FoxO1 inhibitor and genetic approaches using FoxO1 knockout mice (FoxO1fl/fl LysMcre). Cytokine level in biological fluids was measured by ELISA and the expression of encoding molecules by NanoString assay and qRT-PCR. RESULTS We show that the levels of FoxO1 gene are significantly elevated in the airway macrophages of patients with mild asthma in response to subsegmental bronchial allergen challenge. Transcription factor FoxO1 regulates a pro-asthmatic phenotype of lung macrophages that is involved in the development and progression of chronic allergic airway disease. We have shown that inhibition of FoxO1 induced phenotypic conversion of lung macrophages and downregulates pro-asthmatic and pro-fibrotic gene expression by macrophages, which contribute to airway inflammation and airway remodeling in allergic asthma. CONCLUSION Targeting FoxO1 with its downstream regulator IRF4 is a novel therapeutic target for controlling allergic inflammation and potentially reversing fibrotic airway remodeling.
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Affiliation(s)
- Sangwoon Chung
- Pulmonary, Sleep and Critical Care Medicine, The Ohio State University, Wexner Medical Center, Davis Heart
and Lung Research Institute, Columbus, Ohio
| | - Ji Young Kim
- Division of Pharmaceutics, College of Pharmacy, The Ohio State University
| | - Min-Ae Song
- Division of Environmental Health Sciences, College of Public Health, The Ohio State University
| | - Gye Young Park
- Pulmonary, Critical Care, Sleep and Allergy, University of Illinois at Chicago, Chicago, Illinois
| | - Yong Gyu Lee
- Pulmonary, Sleep and Critical Care Medicine, The Ohio State University, Wexner Medical Center, Davis Heart
and Lung Research Institute, Columbus, Ohio
| | - Manjula Karpurapu
- Pulmonary, Sleep and Critical Care Medicine, The Ohio State University, Wexner Medical Center, Davis Heart
and Lung Research Institute, Columbus, Ohio
| | - Joshua A. Englert
- Pulmonary, Sleep and Critical Care Medicine, The Ohio State University, Wexner Medical Center, Davis Heart
and Lung Research Institute, Columbus, Ohio
| | - Megan N. Ballinger
- Pulmonary, Sleep and Critical Care Medicine, The Ohio State University, Wexner Medical Center, Davis Heart
and Lung Research Institute, Columbus, Ohio
| | - Navjot Pabla
- Division of Pharmaceutics, College of Pharmacy, The Ohio State University
| | - Hae Young Chung
- Department of Pharmacy, College of Pharmacy, Pusan National University, Busan, Korea
| | - John W. Christman
- Pulmonary, Sleep and Critical Care Medicine, The Ohio State University, Wexner Medical Center, Davis Heart
and Lung Research Institute, Columbus, Ohio
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25
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Husquin LT, Rotival M, Fagny M, Quach H, Zidane N, McEwen LM, MacIsaac JL, Kobor MS, Aschard H, Patin E, Quintana-Murci L. Exploring the genetic basis of human population differences in DNA methylation and their causal impact on immune gene regulation. Genome Biol 2018; 19:222. [PMID: 30563547 PMCID: PMC6299574 DOI: 10.1186/s13059-018-1601-3] [Citation(s) in RCA: 80] [Impact Index Per Article: 13.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2018] [Accepted: 12/04/2018] [Indexed: 12/12/2022] Open
Abstract
BACKGROUND DNA methylation is influenced by both environmental and genetic factors and is increasingly thought to affect variation in complex traits and diseases. Yet, the extent of ancestry-related differences in DNA methylation, their genetic determinants, and their respective causal impact on immune gene regulation remain elusive. RESULTS We report extensive population differences in DNA methylation between 156 individuals of African and European descent, detected in primary monocytes that are used as a model of a major innate immunity cell type. Most of these differences (~ 70%) are driven by DNA sequence variants nearby CpG sites, which account for ~ 60% of the variance in DNA methylation. We also identify several master regulators of DNA methylation variation in trans, including a regulatory hub nearby the transcription factor-encoding CTCF gene, which contributes markedly to ancestry-related differences in DNA methylation. Furthermore, we establish that variation in DNA methylation is associated with varying gene expression levels following mostly, but not exclusively, a canonical model of negative associations, particularly in enhancer regions. Specifically, we find that DNA methylation highly correlates with transcriptional activity of 811 and 230 genes, at the basal state and upon immune stimulation, respectively. Finally, using a Bayesian approach, we estimate causal mediation effects of DNA methylation on gene expression in ~ 20% of the studied cases, indicating that DNA methylation can play an active role in immune gene regulation. CONCLUSION Using a system-level approach, our study reveals substantial ancestry-related differences in DNA methylation and provides evidence for their causal impact on immune gene regulation.
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Affiliation(s)
- Lucas T. Husquin
- Unit of Human Evolutionary Genetics, Institut Pasteur, 75015 Paris, France
- Centre National de la Recherche Scientifique (CNRS) UMR2000, 75015 Paris, France
- Center of Bioinformatics, Biostatistics and Integrative Biology, Institut Pasteur, 75015 Paris, France
| | - Maxime Rotival
- Unit of Human Evolutionary Genetics, Institut Pasteur, 75015 Paris, France
- Centre National de la Recherche Scientifique (CNRS) UMR2000, 75015 Paris, France
- Center of Bioinformatics, Biostatistics and Integrative Biology, Institut Pasteur, 75015 Paris, France
| | - Maud Fagny
- Laboratory for Epigenetics & Environment, Centre National de Recherche en Génomique Humaine (CNRGH), CEA-Institut de Biologie François Jacob, 91000 Evry, France
| | - Hélène Quach
- Unit of Human Evolutionary Genetics, Institut Pasteur, 75015 Paris, France
- Centre National de la Recherche Scientifique (CNRS) UMR2000, 75015 Paris, France
- Center of Bioinformatics, Biostatistics and Integrative Biology, Institut Pasteur, 75015 Paris, France
| | - Nora Zidane
- Unit of Human Evolutionary Genetics, Institut Pasteur, 75015 Paris, France
- Centre National de la Recherche Scientifique (CNRS) UMR2000, 75015 Paris, France
- Center of Bioinformatics, Biostatistics and Integrative Biology, Institut Pasteur, 75015 Paris, France
| | - Lisa M. McEwen
- Department of Medical Genetics, University of British Columbia, Centre for Molecular Medicine and Therapeutics, BC Children’s Hospital Research Institute, Vancouver, BC Canada
| | - Julia L. MacIsaac
- Department of Medical Genetics, University of British Columbia, Centre for Molecular Medicine and Therapeutics, BC Children’s Hospital Research Institute, Vancouver, BC Canada
| | - Michael S. Kobor
- Department of Medical Genetics, University of British Columbia, Centre for Molecular Medicine and Therapeutics, BC Children’s Hospital Research Institute, Vancouver, BC Canada
| | - Hugues Aschard
- Center of Bioinformatics, Biostatistics and Integrative Biology, Institut Pasteur, 75015 Paris, France
| | - Etienne Patin
- Unit of Human Evolutionary Genetics, Institut Pasteur, 75015 Paris, France
- Centre National de la Recherche Scientifique (CNRS) UMR2000, 75015 Paris, France
- Center of Bioinformatics, Biostatistics and Integrative Biology, Institut Pasteur, 75015 Paris, France
| | - Lluis Quintana-Murci
- Unit of Human Evolutionary Genetics, Institut Pasteur, 75015 Paris, France
- Centre National de la Recherche Scientifique (CNRS) UMR2000, 75015 Paris, France
- Center of Bioinformatics, Biostatistics and Integrative Biology, Institut Pasteur, 75015 Paris, France
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26
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Guerrero S, López-Cortés A, Indacochea A, García-Cárdenas JM, Zambrano AK, Cabrera-Andrade A, Guevara-Ramírez P, González DA, Leone PE, Paz-Y-Miño C. Analysis of Racial/Ethnic Representation in Select Basic and Applied Cancer Research Studies. Sci Rep 2018; 8:13978. [PMID: 30228363 PMCID: PMC6143551 DOI: 10.1038/s41598-018-32264-x] [Citation(s) in RCA: 68] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2018] [Accepted: 07/26/2018] [Indexed: 12/15/2022] Open
Abstract
Over the past decades, consistent studies have shown that race/ethnicity have a great impact on cancer incidence, survival, drug response, molecular pathways and epigenetics. Despite the influence of race/ethnicity in cancer outcomes and its impact in health care quality, a comprehensive understanding of racial/ethnic inclusion in oncological research has never been addressed. We therefore explored the racial/ethnic composition of samples/individuals included in fundamental (patient-derived oncological models, biobanks and genomics) and applied cancer research studies (clinical trials). Regarding patient-derived oncological models (n = 794), 48.3% have no records on their donor's race/ethnicity, the rest were isolated from White (37.5%), Asian (10%), African American (3.8%) and Hispanic (0.4%) donors. Biobanks (n = 8,293) hold specimens from unknown (24.56%), White (59.03%), African American (11.05%), Asian (4.12%) and other individuals (1.24%). Genomic projects (n = 6,765,447) include samples from unknown (0.6%), White (91.1%), Asian (5.6%), African American (1.7%), Hispanic (0.5%) and other populations (0.5%). Concerning clinical trials (n = 89,212), no racial/ethnic registries were found in 66.95% of participants, and records were mainly obtained from Whites (25.94%), Asians (4.97%), African Americans (1.08%), Hispanics (0.16%) and other minorities (0.9%). Thus, two tendencies were observed across oncological studies: lack of racial/ethnic information and overrepresentation of Caucasian/White samples/individuals. These results clearly indicate a need to diversify oncological studies to other populations along with novel strategies to enhanced race/ethnicity data recording and reporting.
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Affiliation(s)
- Santiago Guerrero
- Centro de Investigación Genética y Genómica, Facultad de Ciencias de la Salud Eugenio Espejo, Universidad UTE, Av. Mariscal Sucre and Mariana de Jesús, Block I, 2nd floor, 170129, Quito, Ecuador.
| | - Andrés López-Cortés
- Centro de Investigación Genética y Genómica, Facultad de Ciencias de la Salud Eugenio Espejo, Universidad UTE, Av. Mariscal Sucre and Mariana de Jesús, Block I, 2nd floor, 170129, Quito, Ecuador
| | - Alberto Indacochea
- Gene Regulation, Stem Cells and Cancer Programme, Centre for Genomic Regulation (CRG), The Barcelona Institute of Science and Technology, Barcelona, Spain
- Oncology and Molecular Pathology Research Group-VHIR- Vall d' Hebron Institut de Recerca-Vall d' Hebron Hospital, P/de la Vall d'Hebron, Barcelona, Spain
| | - Jennyfer M García-Cárdenas
- Centro de Investigación Genética y Genómica, Facultad de Ciencias de la Salud Eugenio Espejo, Universidad UTE, Av. Mariscal Sucre and Mariana de Jesús, Block I, 2nd floor, 170129, Quito, Ecuador
| | - Ana Karina Zambrano
- Centro de Investigación Genética y Genómica, Facultad de Ciencias de la Salud Eugenio Espejo, Universidad UTE, Av. Mariscal Sucre and Mariana de Jesús, Block I, 2nd floor, 170129, Quito, Ecuador
| | - Alejandro Cabrera-Andrade
- Centro de Investigación Genética y Genómica, Facultad de Ciencias de la Salud Eugenio Espejo, Universidad UTE, Av. Mariscal Sucre and Mariana de Jesús, Block I, 2nd floor, 170129, Quito, Ecuador
- Carrera de Enfermería, Facultad de Ciencias de la Salud, Universidad de las Américas, Avenue de los Granados, Quito, 170125, Ecuador
- Grupo de Bio-Quimioinformática, Universidad de las Américas, Avenue de los Granados, Quito, 170125, Ecuador
| | - Patricia Guevara-Ramírez
- Centro de Investigación Genética y Genómica, Facultad de Ciencias de la Salud Eugenio Espejo, Universidad UTE, Av. Mariscal Sucre and Mariana de Jesús, Block I, 2nd floor, 170129, Quito, Ecuador
| | - Diana Abigail González
- Centro de Investigación Genética y Genómica, Facultad de Ciencias de la Salud Eugenio Espejo, Universidad UTE, Av. Mariscal Sucre and Mariana de Jesús, Block I, 2nd floor, 170129, Quito, Ecuador
| | - Paola E Leone
- Centro de Investigación Genética y Genómica, Facultad de Ciencias de la Salud Eugenio Espejo, Universidad UTE, Av. Mariscal Sucre and Mariana de Jesús, Block I, 2nd floor, 170129, Quito, Ecuador
| | - César Paz-Y-Miño
- Centro de Investigación Genética y Genómica, Facultad de Ciencias de la Salud Eugenio Espejo, Universidad UTE, Av. Mariscal Sucre and Mariana de Jesús, Block I, 2nd floor, 170129, Quito, Ecuador.
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27
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Drake TM, Knight SR, Harrison EM, Søreide K. Global Inequities in Precision Medicine and Molecular Cancer Research. Front Oncol 2018; 8:346. [PMID: 30234014 PMCID: PMC6131579 DOI: 10.3389/fonc.2018.00346] [Citation(s) in RCA: 41] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2018] [Accepted: 08/07/2018] [Indexed: 12/12/2022] Open
Abstract
Precision medicine based upon molecular testing is heralded as a revolution in how cancer is prevented, diagnosed, and treated. Large efforts across the world aim to conduct comprehensive molecular profiling of disease to inform preclinical models, translational research studies and clinical trials. However, most studies have only been performed in patients from high-income countries. As the burden on non-communicable diseases increases, cancer will become a pressing burden across the world, disproportionately affecting low-middle income settings. There is emerging evidence that the molecular landscape of disease differs geographically and by genetic ancestry, which cannot be explained by environmental factors alone. There is a lack of good quality evidence that characterises the molecular landscape of cancers found in low-middle income countries. As cancer medicine becomes increasingly driven by molecular alterations in high-income settings, low-income settings may become left behind. Further efforts on an international scale must be made by researchers, funders, and policymakers to ensure cancer research addresses disease across the world, so models are not limited to subtypes of disease found in high-income countries. In this review, we discuss differences found in the molecular profiles of tumours worldwide and the implication this has for the future of global cancer care. Finally, we identify several barriers currently limiting progress in this field and innovative solutions, which may address these shortcomings.
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Affiliation(s)
- Thomas M. Drake
- Department of Clinical Surgery, University of Edinburgh, Edinburgh, United Kingdom
| | - Stephen R. Knight
- Department of Clinical Surgery, University of Edinburgh, Edinburgh, United Kingdom
| | - Ewen M. Harrison
- Department of Clinical Surgery, University of Edinburgh, Edinburgh, United Kingdom
| | - Kjetil Søreide
- Department of Clinical Surgery, University of Edinburgh, Edinburgh, United Kingdom
- Department of Gastrointestinal Surgery, Stavanger University Hospital, Stavanger, Norway
- Department of Clinical Medicine, University of Bergen, Bergen, Norway
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28
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Sizemore GM, Balakrishnan S, Thies KA, Hammer AM, Sizemore ST, Trimboli AJ, Cuitiño MC, Steck SA, Tozbikian G, Kladney RD, Shinde N, Das M, Park D, Majumder S, Krishnan S, Yu L, Fernandez SA, Chakravarti A, Shields PG, White JR, Yee LD, Rosol TJ, Ludwig T, Park M, Leone G, Ostrowski MC. Stromal PTEN determines mammary epithelial response to radiotherapy. Nat Commun 2018; 9:2783. [PMID: 30018330 PMCID: PMC6050339 DOI: 10.1038/s41467-018-05266-6] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2017] [Accepted: 06/21/2018] [Indexed: 12/31/2022] Open
Abstract
The importance of the tumor-associated stroma in cancer progression is clear. However, it remains uncertain whether early events in the stroma are capable of initiating breast tumorigenesis. Here, we show that in the mammary glands of non-tumor bearing mice, stromal-specific phosphatase and tensin homolog (Pten) deletion invokes radiation-induced genomic instability in neighboring epithelium. In these animals, a single dose of whole-body radiation causes focal mammary lobuloalveolar hyperplasia through paracrine epidermal growth factor receptor (EGFR) activation, and EGFR inhibition abrogates these cellular changes. By analyzing human tissue, we discover that stromal PTEN is lost in a subset of normal breast samples obtained from reduction mammoplasty, and is predictive of recurrence in breast cancer patients. Combined, these data indicate that diagnostic or therapeutic chest radiation may predispose patients with decreased stromal PTEN expression to secondary breast cancer, and that prophylactic EGFR inhibition may reduce this risk.
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Affiliation(s)
- Gina M Sizemore
- The Comprehensive Cancer Center, The Ohio State University, Columbus, OH, 43210, USA.,Department of Radiation Oncology, The Ohio State University, Columbus, OH, 43210, USA
| | - Subhasree Balakrishnan
- The Comprehensive Cancer Center, The Ohio State University, Columbus, OH, 43210, USA.,Department of Cancer Biology and Genetics, The Ohio State University, Columbus, OH, 43210, USA
| | - Katie A Thies
- Hollings Cancer Center, Medical University of South Carolina, Charleston, SC, 29425, USA.,Department of Biochemistry & Molecular Biology, Medical University of South Carolina, Charleston, SC, 29425, USA
| | - Anisha M Hammer
- The Comprehensive Cancer Center, The Ohio State University, Columbus, OH, 43210, USA.,Division of Endocrinology, Diabetes and Metabolism, Department of Internal Medicine, The Ohio State University, Columbus, 43210, OH, USA
| | - Steven T Sizemore
- The Comprehensive Cancer Center, The Ohio State University, Columbus, OH, 43210, USA.,Department of Radiation Oncology, The Ohio State University, Columbus, OH, 43210, USA
| | - Anthony J Trimboli
- Hollings Cancer Center, Medical University of South Carolina, Charleston, SC, 29425, USA.,Department of Biochemistry & Molecular Biology, Medical University of South Carolina, Charleston, SC, 29425, USA
| | - Maria C Cuitiño
- Hollings Cancer Center, Medical University of South Carolina, Charleston, SC, 29425, USA.,Department of Biochemistry & Molecular Biology, Medical University of South Carolina, Charleston, SC, 29425, USA
| | - Sarah A Steck
- The Comprehensive Cancer Center, The Ohio State University, Columbus, OH, 43210, USA
| | - Gary Tozbikian
- Department of Pathology, The Ohio State University Wexner Medical Center, Columbus, 43210, OH, USA
| | - Raleigh D Kladney
- The Comprehensive Cancer Center, The Ohio State University, Columbus, OH, 43210, USA
| | - Neelam Shinde
- The Comprehensive Cancer Center, The Ohio State University, Columbus, OH, 43210, USA
| | - Manjusri Das
- The Comprehensive Cancer Center, The Ohio State University, Columbus, OH, 43210, USA
| | - Dongju Park
- The Comprehensive Cancer Center, The Ohio State University, Columbus, OH, 43210, USA.,Department of Cancer Biology and Genetics, The Ohio State University, Columbus, OH, 43210, USA
| | - Sarmila Majumder
- The Comprehensive Cancer Center, The Ohio State University, Columbus, OH, 43210, USA
| | - Shiva Krishnan
- The Comprehensive Cancer Center, The Ohio State University, Columbus, OH, 43210, USA.,Department of Internal Medicine, College of Medicine, The Ohio State University, Columbus, OH, 43210, USA
| | - Lianbo Yu
- Department of Biomedical Informatics' Center for Biostatistics, The Ohio State University, Columbus, OH, 43210, USA
| | - Soledad A Fernandez
- Department of Biomedical Informatics' Center for Biostatistics, The Ohio State University, Columbus, OH, 43210, USA
| | - Arnab Chakravarti
- The Comprehensive Cancer Center, The Ohio State University, Columbus, OH, 43210, USA.,Department of Radiation Oncology, The Ohio State University, Columbus, OH, 43210, USA
| | - Peter G Shields
- The Comprehensive Cancer Center, The Ohio State University, Columbus, OH, 43210, USA.,Department of Internal Medicine, College of Medicine, The Ohio State University, Columbus, OH, 43210, USA
| | - Julia R White
- The Comprehensive Cancer Center, The Ohio State University, Columbus, OH, 43210, USA.,Department of Radiation Oncology, The Ohio State University, Columbus, OH, 43210, USA
| | - Lisa D Yee
- Division of Surgical Oncology, Department of Surgery, City of Hope, Duarte, CA, 91010, USA
| | - Thomas J Rosol
- Department of Molecular and Cellular Biology, College of Arts and Sciences, Ohio University, Athens, OH, 45701, USA
| | - Thomas Ludwig
- The Comprehensive Cancer Center, The Ohio State University, Columbus, OH, 43210, USA.,Department of Cancer Biology and Genetics, The Ohio State University, Columbus, OH, 43210, USA
| | - Morag Park
- Rosalind and Morris Goodman Cancer Research Centre, McGill University, Montréal, H3A 1A3, QC, Canada
| | - Gustavo Leone
- Hollings Cancer Center, Medical University of South Carolina, Charleston, SC, 29425, USA. .,Department of Biochemistry & Molecular Biology, Medical University of South Carolina, Charleston, SC, 29425, USA.
| | - Michael C Ostrowski
- Hollings Cancer Center, Medical University of South Carolina, Charleston, SC, 29425, USA. .,Department of Biochemistry & Molecular Biology, Medical University of South Carolina, Charleston, SC, 29425, USA.
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29
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Purwaha P, Gu F, Piyarathna DWB, Rajendiran T, Ravindran A, Omilian AR, Jiralerspong S, Das G, Morrison C, Ambrosone C, Coarfa C, Putluri N, Sreekumar A. Unbiased Lipidomic Profiling of Triple-Negative Breast Cancer Tissues Reveals the Association of Sphingomyelin Levels with Patient Disease-Free Survival. Metabolites 2018; 8:metabo8030041. [PMID: 30011843 PMCID: PMC6161031 DOI: 10.3390/metabo8030041] [Citation(s) in RCA: 31] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2018] [Revised: 07/02/2018] [Accepted: 07/04/2018] [Indexed: 12/26/2022] Open
Abstract
The reprogramming of lipid metabolism is a hallmark of many cancers that has been shown to promote breast cancer progression. While several lipid signatures associated with breast cancer aggressiveness have been identified, a comprehensive lipidomic analysis specifically targeting the triple-negative subtype of breast cancer (TNBC) may be required to identify novel biomarkers and therapeutic targets for this most aggressive subtype of breast cancer that still lacks effective therapies. In this current study, our global LC-MS-based lipidomics platform was able to measure 684 named lipids across 15 lipid classes in 70 TNBC tumors. Multivariate survival analysis found that higher levels of sphingomyelins were significantly associated with better disease-free survival in TNBC patients. Furthermore, analysis of publicly available gene expression datasets identified that decreased production of ceramides and increased accumulation of sphingoid base intermediates by metabolic enzymes were associated with better survival outcomes in TNBC patients. Our LC-MS lipidomics profiling of TNBC tumors has, for the first time, identified sphingomyelins as a potential prognostic marker and implicated enzymes involved in sphingolipid metabolism as candidate therapeutic targets that warrant further investigation.
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Affiliation(s)
- Preeti Purwaha
- Alkek Center for Molecular Discovery and Department of Molecular and Cell Biology, Baylor College of Medicine, Houston, TX 77030, USA.
| | - Franklin Gu
- Alkek Center for Molecular Discovery and Department of Molecular and Cell Biology, Baylor College of Medicine, Houston, TX 77030, USA.
- Verna and Mars McLean Department of Biochemistry and Molecular Biology, Baylor College of Medicine, Houston, TX 77030, USA.
| | | | | | - Anindita Ravindran
- Alkek Center for Molecular Discovery and Department of Molecular and Cell Biology, Baylor College of Medicine, Houston, TX 77030, USA.
| | - Angela R Omilian
- Roswell Park Comprehensive Cancer Center, Buffalo, NY 14263, USA.
| | - Sao Jiralerspong
- Alkek Center for Molecular Discovery and Department of Molecular and Cell Biology, Baylor College of Medicine, Houston, TX 77030, USA.
| | - Gokul Das
- Roswell Park Comprehensive Cancer Center, Buffalo, NY 14263, USA.
| | - Carl Morrison
- Roswell Park Comprehensive Cancer Center, Buffalo, NY 14263, USA.
| | | | - Cristian Coarfa
- Alkek Center for Molecular Discovery and Department of Molecular and Cell Biology, Baylor College of Medicine, Houston, TX 77030, USA.
| | - Nagireddy Putluri
- Alkek Center for Molecular Discovery and Department of Molecular and Cell Biology, Baylor College of Medicine, Houston, TX 77030, USA.
| | - Arun Sreekumar
- Alkek Center for Molecular Discovery and Department of Molecular and Cell Biology, Baylor College of Medicine, Houston, TX 77030, USA.
- Verna and Mars McLean Department of Biochemistry and Molecular Biology, Baylor College of Medicine, Houston, TX 77030, USA.
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30
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Davis MB, Newman LA. Breast Cancer Disparities: How Can We Leverage Genomics to Improve Outcomes? Surg Oncol Clin N Am 2018; 27:217-234. [PMID: 29132562 DOI: 10.1016/j.soc.2017.07.009] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
Breast cancer mortality rates are higher in African American compared with white American women. Disproportionately rising incidence rates, coupled with higher rates of biologically aggressive disease among African Americans is resulting in a widening of the mortality disparity. Higher rates of triple-negative breast cancer among African American women, as well as women from western sub-Saharan Africa, has prompted questions regarding the role of African ancestry as a marker of hereditary susceptibility for specific disease phenotypes. Advances in germline genetics, as well as somatic tumor genomic research, hold great promise in the effort to understand the biology of breast cancer variations between different population subsets.
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Affiliation(s)
- Melissa B Davis
- Henry Ford Cancer Institute, 2799 West Grand Boulevard, Detroit, MI 48202, USA
| | - Lisa A Newman
- Breast Oncology Program, Department of Surgery, Henry Ford Health System, Henry Ford Cancer Institute, International Center for the Study of Breast Cancer Subtypes, 2799 West Grand Boulevard, Detroit, MI 48202, USA.
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31
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Abstract
Social epigenomics is an area of science that evaluates why and how different social factors and processes affect different components of the epigenome. As it happens with most of the new areas in science, social epigenetics being a relatively new area, only limited progress has been made. However, the potential of implicating social epigenomics in improving health and health related policies is tremendous. Epidemiologic studies evaluating social, behavior, family, and environmental factors have helped understand social inequality and develop the area of social epigenomics. Most of the information in social epidemiology has been gathered from genetic studies. Now the time has come that we may apply similar approaches in social epigenomics because technologies of determining methylation, histone, and noncoding RNA profiling are well developed. The focus of this chapter is to understand the role of epigenetic regulation in social experiences at various stages in life due to altered function of genes and affecting health in populations with different races/ethnicity. Here we discuss the current challenges and opportunities in the field.
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Affiliation(s)
- Krishna Banaudha
- Department of Biochemistry and Molecular Biology, School of Medicine and Public Health, George Washington University, Washington, DC, USA.
| | - Vineet Kumar
- Department of Pharmacology, National University of Singapore, Singapore, Singapore
| | - Mukesh Verma
- Epidemiology and Genomics Research Program, National Cancer Institute, Rockville, MD, USA
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32
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Gupta V, Haque I, Chakraborty J, Graff S, Banerjee S, Banerjee SK. Racial disparity in breast cancer: can it be mattered for prognosis and therapy. J Cell Commun Signal 2017; 12:119-132. [PMID: 29188479 DOI: 10.1007/s12079-017-0416-4] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2017] [Accepted: 10/10/2017] [Indexed: 01/01/2023] Open
Abstract
Breast cancer (BC) has emerged as a deadly disease that affects the lives of millions of women worldwide. It is the second leading cause of cancer-related deaths in the United States. Advancements in BC screening, preventive measures and treatment have resulted in significant decline in BC related deaths. However, unacceptable levels of racial disparity have been consistently reported, especially in African-American (AA) women compared to European American (EA). AA women go through worse prognosis, shorter survival time and higher mortality rates, despite higher cancer incidence reported in EA. These disparities are independent of socioeconomic status, access to healthcare or age, or even the stage of BC. Recent race-specific genetic and epigenetic studies have reported biological causes, which form the crux of this review. However, the developments are just the tip of the iceberg. Prioritizing primary research towards studying race-specific tumor microenvironment and biological composition of the host system in delineating the cause of these disparities is utmost necessary to ameliorate the disparity and design appropriate diagnosis/treatment regimen for AA women suffering from BC. In this review article, we discuss emerging trends and exciting discoveries that reveal how genetic/epigenetic circuitry contributed to racial disparity and discussed the strategies that may help in future therapeutic development.
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Affiliation(s)
- Vijayalaxmi Gupta
- Cancer Research Unit, Research Division 151, VA Medical Center, 4801 Linwood Boulevard, Kansas City, MO, 64128, USA.,Department of Pathology and Integrative Science, University of Kansas Medical Center, Kansas City, KS, USA
| | - Inamul Haque
- Cancer Research Unit, Research Division 151, VA Medical Center, 4801 Linwood Boulevard, Kansas City, MO, 64128, USA.,Department of Pathology and Integrative Science, University of Kansas Medical Center, Kansas City, KS, USA
| | - Jinia Chakraborty
- Cancer Research Unit, Research Division 151, VA Medical Center, 4801 Linwood Boulevard, Kansas City, MO, 64128, USA.,Blue Valley West High School, Overland Park, KS, USA
| | - Stephanie Graff
- Sarah Cannon Cancer Center at HCA Midwest Health, Kansas City, MO, USA
| | - Snigdha Banerjee
- Cancer Research Unit, Research Division 151, VA Medical Center, 4801 Linwood Boulevard, Kansas City, MO, 64128, USA. .,Department of Pathology and Integrative Science, University of Kansas Medical Center, Kansas City, KS, USA.
| | - Sushanta K Banerjee
- Cancer Research Unit, Research Division 151, VA Medical Center, 4801 Linwood Boulevard, Kansas City, MO, 64128, USA. .,Department of Pathology and Integrative Science, University of Kansas Medical Center, Kansas City, KS, USA. .,Department of Anatomy and Cell Biology, University of Kansas Medical Center, Kansas City, KS, USA.
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33
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Song MA, Brasky TM, Weng DY, McElroy JP, Marian C, Higgins MJ, Ambrosone C, Spear SL, Llanos AA, Kallakury BVS, Freudenheim JL, Shields PG. Landscape of genome-wide age-related DNA methylation in breast tissue. Oncotarget 2017; 8:114648-114662. [PMID: 29383109 PMCID: PMC5777721 DOI: 10.18632/oncotarget.22754] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2017] [Accepted: 11/06/2017] [Indexed: 12/15/2022] Open
Abstract
Despite known age-related DNA methylation (aDNAm) changes in breast tumors, little is known about aDNAm in normal breast tissues. Breast tissues from a cross-sectional study of 121 cancer-free women, were assayed for genome-wide DNA methylation. mRNA expression was assayed by microarray technology. Analysis of covariance was used to identify aDNAm’s. Altered methylation was correlated with expression of the corresponding gene and with DNA methyltransferase protein DNMT3A, assayed by immunohistochemistry. Publically-available TCGA-BRCA data were used for replication. 1,214 aDNAm’s were identified; 97% with increased methylation, and all on autosomes. Sites with increased methylation were predominantly in CpG lslands and non-enhancers. aDNAm’s with decreased methylation were generally located in intergenic regions, non-CpG Islands, and enhancers. Of the aDNAm’s identified, 650 are known to be involved in cancer, including ESR1 and beta-estradiol responsive genes. Expression of DNMT3A was positively associated with age. Two aDNAm’s showed borderline significant associations with DNMT3A expression; KRR1 (OR 6.57, 95% CI: 2.51–17.23) and DHRS12 (OR 6.08, 95% CI: 2.33–15.86). A subset of aDNAm’s co-localized within vulnerable regions for somatic mutations in cancers including breast cancer. Expression of C19orf48 was inversely and significantly correlated with its methylation level. In the TCGA dataset, 84% and 64% of the previously identified aDNAm’s were correlated with age in both normal-adjacent and tumor breast tissues, with differential associations by histological subtype. Given the similarity of findings in the breast tissues of healthy women and breast tumors, aDNAm’s may be one pathway for increased breast cancer risk with age.
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Affiliation(s)
- Min-Ae Song
- Comprehensive Cancer Center, The Ohio State University and James Cancer Hospital, Columbus, OH, USA.,College of Public Health, The Ohio State University, Columbus, OH, USA
| | - Theodore M Brasky
- Comprehensive Cancer Center, The Ohio State University and James Cancer Hospital, Columbus, OH, USA
| | - Daniel Y Weng
- Comprehensive Cancer Center, The Ohio State University and James Cancer Hospital, Columbus, OH, USA
| | - Joseph P McElroy
- Comprehensive Cancer Center, The Ohio State University and James Cancer Hospital, Columbus, OH, USA.,Center for Biostatistics and Department of Bioinformatics, The Ohio State University, Columbus, OH, USA
| | - Catalin Marian
- Biochemistry and Pharmacology Department, Victor Babes University of Medicine and Pharmacy, Timisoara, Romania
| | - Michael J Higgins
- Department of Molecular and Cellular Biology, Roswell Park Cancer Institute, Buffalo, NY, USA
| | - Christine Ambrosone
- Department of Cancer Prevention and Control, Roswell Park Cancer Institute, Buffalo, NY, USA
| | - Scott L Spear
- Department of Plastic Surgery, Georgetown University, Washington, DC, USA
| | - Adana A Llanos
- Department of Epidemiology, Rutgers School of Public Health and Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, USA
| | | | - Jo L Freudenheim
- Department of Epidemiology and Environmental Health, School of Public Health and Health Professions, University at Buffalo, Buffalo, NY, USA
| | - Peter G Shields
- Comprehensive Cancer Center, The Ohio State University and James Cancer Hospital, Columbus, OH, USA
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34
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Özdemir BC, Dotto GP. Racial Differences in Cancer Susceptibility and Survival: More Than the Color of the Skin? Trends Cancer 2017; 3:181-197. [PMID: 28718431 DOI: 10.1016/j.trecan.2017.02.002] [Citation(s) in RCA: 106] [Impact Index Per Article: 15.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2016] [Revised: 02/03/2017] [Accepted: 02/06/2017] [Indexed: 12/14/2022]
Abstract
Epidemiological studies point to race as a determining factor in cancer susceptibility. In US registries recording cancer incidence and survival by race (distinguishing 'black versus white'), individuals of African ancestry have a globally increased risk of malignancies compared with Caucasians and Asian Americans. Differences in socioeconomic status and health-care access play a key role. However, the lesser disease susceptibility of Hispanic populations with comparable lifestyles and socioeconomic status as African Americans (Hispanic paradox) points to the concomitant importance of genetic determinants. Here, we overview the molecular basis of racial disparity in cancer susceptibility ranging from genetic polymorphisms and cancer-driver gene mutations to obesity, chronic inflammation, and immune responses. We discuss implications for race-adapted cancer screening programs and clinical trials to reduce disparities in cancer burden.
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Affiliation(s)
- Berna C Özdemir
- Department of Oncology, Centre Hospitalier Universitaire Vaudois, Rue du Bugnon 46, 1011 Lausanne, Switzerland
| | - Gian-Paolo Dotto
- Department of Biochemistry, University of Lausanne, Chemin des Boveresses 155, 1066 Épalinges, Switzerland; Harvard Dermatology Department and Cutaneous Biology Research Center, Massachusetts General Hospital, 55 Fruit Street, Boston, MA 02129, USA.
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35
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Abstract
PURPOSE OF REVIEW African Americans disproportionately suffer from leading causes of morbidity and mortality including cardiovascular disease (CVD), cancer, and preterm birth. Disparities can arise from multiple social and environmental exposures, but how the human body responds to these exposures to result in pathophysiologic states is incompletely understood. RECENT FINDINGS Epigenetic mechanisms, particularly DNA methylation, can be altered in response to exposures such as air pollution, psychosocial stress, and smoking. Each of these exposures has been linked to the above health states (CVD, cancer, and preterm birth) with striking racial disparities in exposure levels. DNA methylation patterns have also been shown to be associated with each of these health outcomes. SUMMARY Whether DNA methylation mediates exposure-disease relationships and can help explain racial disparities in health is not known. However, because many environmental and adverse social exposures disproportionately affect minorities, understanding the role that epigenetics plays in the human response to these exposures that often result in disease, is critical to reducing disparities in morbidity and mortality.
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Affiliation(s)
- Alexis D. Vick
- Department of Neonatology, Beth Israel Deaconess Medical
Center, Boston, MA
- University of Toledo College of Medicine, Toledo, OH
| | - Heather H. Burris
- Department of Neonatology, Beth Israel Deaconess Medical
Center, Boston, MA
- Departments of Pediatrics and Obstetrics, Gynecology, and
Reproductive Biology, Harvard Medical School, Boston, MA
- Department of Environmental Health, Harvard TH Chan School
of Public Health, Boston, MA
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36
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Epigenetic basis of cancer health disparities: Looking beyond genetic differences. Biochim Biophys Acta Rev Cancer 2017; 1868:16-28. [PMID: 28108348 DOI: 10.1016/j.bbcan.2017.01.001] [Citation(s) in RCA: 30] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2016] [Revised: 01/07/2017] [Accepted: 01/16/2017] [Indexed: 12/18/2022]
Abstract
Despite efforts at various levels, racial health disparities still exist in cancer patients. These inequalities in incidence and/or clinical outcome can only be explained by a multitude of factors, with genetic basis being one of them. Several investigations have provided convincing evidence to support epigenetic regulation of cancer-associated genes, which results in the differential transcriptome and proteome, and may be linked to a pre-disposition of individuals of certain race/ethnicity to early or more aggressive cancers. Recent technological advancements and the ability to quickly analyze whole genome have aided in these efforts, and owing to their relatively easy detection, methylation events are much well-characterized, than the acetylation events, across human populations. The early trend of investigating a pre-determined set of genes for differential epigenetic regulation is paving way for more unbiased screening. This review summarizes our current understanding of the epigenetic events that have been tied to the racial differences in cancer incidence and mortality. A better understanding of the epigenetics of racial diversity holds promise for the design and execution of novel strategies targeting the human epigenome for reducing the disparity gaps.
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37
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Deshmukh SK, Azim S, Ahmad A, Zubair H, Tyagi N, Srivastava SK, Bhardwaj A, Singh S, Rocconi RP, Singh AP. Biological basis of cancer health disparities: resources and challenges for research. Am J Cancer Res 2017; 7:1-12. [PMID: 28123843 PMCID: PMC5250676] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2016] [Accepted: 11/22/2016] [Indexed: 06/06/2023] Open
Abstract
Last few decades have witnessed remarkable progress in our understanding of cancer initiation and progression leading to refinement of prevention and treatment approaches. Although these advances have improved the survival of cancer patients in general, certain racial/ethnic groups have benefited only partially. Footprints of cancer-associated racial disparities are very much evident in cancers of the prostate, breast, cervical, colorectal, endometrium, liver and lung. These health inequalities are mostly attributed to socioeconomic differences among races, but there is a growing realization that these may actually be due to inherent biological differences as well. Indeed, significant data now exist to support the biological basis of racial disparities in cancer, warranting basic research investigations, using appropriate tools and model systems. In this article, we have aimed to succinctly review the literature supporting the biological bases of racial disparities in cancer, along with available resources, databases and model systems that will be of interest to researchers. Moreover, we have highlighted the specific areas that need attention in terms of development of resources and/or tools, and discuss the opportunities and challenges in basic biological research in cancer health disparities.
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Affiliation(s)
- Sachin K Deshmukh
- Department of Oncologic Sciences, Mitchell Cancer Institute, University of South AlabamaMobile, Alabama 36604, USA
| | - Shafquat Azim
- Department of Oncologic Sciences, Mitchell Cancer Institute, University of South AlabamaMobile, Alabama 36604, USA
| | - Aamir Ahmad
- Department of Oncologic Sciences, Mitchell Cancer Institute, University of South AlabamaMobile, Alabama 36604, USA
| | - Haseeb Zubair
- Department of Oncologic Sciences, Mitchell Cancer Institute, University of South AlabamaMobile, Alabama 36604, USA
| | - Nikhil Tyagi
- Department of Oncologic Sciences, Mitchell Cancer Institute, University of South AlabamaMobile, Alabama 36604, USA
| | - Sanjeev K Srivastava
- Department of Oncologic Sciences, Mitchell Cancer Institute, University of South AlabamaMobile, Alabama 36604, USA
- Division of Cell Biology and Genetics, Tatva Biosciences, Coastal Innovation Hub600 Clinic Drive, 3 Floor, Mobile, Alabama 36688, USA
| | - Arun Bhardwaj
- Department of Oncologic Sciences, Mitchell Cancer Institute, University of South AlabamaMobile, Alabama 36604, USA
| | - Seema Singh
- Department of Oncologic Sciences, Mitchell Cancer Institute, University of South AlabamaMobile, Alabama 36604, USA
- Department of Biochemistry and Molecular Biology, College of Medicine, University of South AlabamaMobile, Alabama 36688, USA
| | - Rodney P Rocconi
- Department of Interdisciplinary Clinical Oncology, Mitchell Cancer Institute, University of South AlabamaMobile, Alabama 36604, USA
| | - Ajay P Singh
- Department of Oncologic Sciences, Mitchell Cancer Institute, University of South AlabamaMobile, Alabama 36604, USA
- Department of Biochemistry and Molecular Biology, College of Medicine, University of South AlabamaMobile, Alabama 36688, USA
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38
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DNA methylation-based variation between human populations. Mol Genet Genomics 2016; 292:5-35. [PMID: 27815639 DOI: 10.1007/s00438-016-1264-2] [Citation(s) in RCA: 68] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2016] [Accepted: 10/25/2016] [Indexed: 12/16/2022]
Abstract
Several studies have proved that DNA methylation affects regulation of gene expression and development. Epigenome-wide studies have reported variation in methylation patterns between populations, including Caucasians, non-Caucasians (Blacks), Hispanics, Arabs, and numerous populations of the African continent. Not only has DNA methylation differences shown to impact externally visible characteristics, but is also a potential biomarker for underlying racial health disparities between human populations. Ethnicity-related methylation differences set their mark during early embryonic development. Genetic variations, such as single-nucleotide polymorphisms and environmental factors, such as age, dietary folate, socioeconomic status, and smoking, impacts DNA methylation levels, which reciprocally impacts expression of phenotypes. Studies show that it is necessary to address these external influences when attempting to differentiate between populations since the relative impacts of these factors on the human methylome remain uncertain. The present review summarises several reported attempts to establish the contribution of differential DNA methylation to natural human variation, and shows that DNA methylation could represent new opportunities for risk stratification and prevention of several diseases amongst populations world-wide. Variation of methylation patterns between human populations is an exciting prospect which inspires further valuable research to apply the concept in routine medical and forensic casework. However, trans-generational inheritance needs to be quantified to decipher the proportion of variation contributed by DNA methylation. The future holds thorough evaluation of the epigenome to understand quantification, heritability, and the effect of DNA methylation on phenotypes. In addition, methylation profiling of the same ethnic groups across geographical locations will shed light on conserved methylation differences in populations.
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39
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Song MA, Brasky TM, Marian C, Weng DY, Taslim C, Llanos AA, Dumitrescu RG, Liu Z, Mason JB, Spear SL, Kallakury BVS, Freudenheim JL, Shields PG. Genetic variation in one-carbon metabolism in relation to genome-wide DNA methylation in breast tissue from heathy women. Carcinogenesis 2016; 37:471-480. [PMID: 26961134 DOI: 10.1093/carcin/bgw030] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Abstract
Single nucleotide polymorphisms (SNPs) in one-carbon metabolism genes and lifestyle factors (alcohol drinking and breast folate) may be determinants of whole-genome methylation in the breast. DNA methylation profiling was performed using the Illumina Infinium HumanMethylation450 BeadChip in 81 normal breast tissues from women undergoing reduction mammoplasty and no history of cancer. ANCOVA, adjusting for age, race and BMI, was used to identify differentially-methylated (DM) CpGs. Gene expression, by the Affymetrix GeneChip Human Transcriptome Array 2.0, was correlated with DM. Biological networks of DM genes were assigned using Ingenuity Pathway Analysis. Fifty-seven CpG sites were DM in association with eight SNPs in FTHFD, MTHFD1, MTHFR, MTR, MTRR, and TYMS (P <5.0 x 10-5); 56% of the DM CpGs were associated with FTHFD SNPs, including DM within FTHFD. Gene expression was negatively correlated with FTHFD methylation (r=-0.25, P=0.017). Four DM CpGs identified by SNPs in MTRR, MTHFR, and FTHFD were significantly associated with alcohol consumption and/or breast folate. The top biological network of DM CpGs was associated with Energy Production, Molecular Transportation, and Nucleic Acid Metabolism. This is the first comprehensive study of the association between SNPs in one-carbon metabolism genes and genome-wide DNA methylation in normal breast tissues. These SNPs, especially FTHFD, as well as alcohol intake and folate exposure, appear to affect DM in breast tissues of healthy women. The finding that SNPs in FTHFD and MTR are associated with their own methylation is novel and highlights a role for these SNPs as cis-methylation quantitative trait loci.
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Affiliation(s)
- Min-Ae Song
- Comprehensive Cancer Center, The Ohio State University and James Cancer Hospital, Columbus, Ohio
| | - Theodore M Brasky
- Comprehensive Cancer Center, The Ohio State University and James Cancer Hospital, Columbus, Ohio
| | - Catalin Marian
- Comprehensive Cancer Center, The Ohio State University and James Cancer Hospital, Columbus, Ohio Biochemistry and Pharmacology Department, Victor Babes University of Medicine and Pharmacy, 300041 Timisoara, Romania
| | - Daniel Y Weng
- Comprehensive Cancer Center, The Ohio State University and James Cancer Hospital, Columbus, Ohio
| | - Cenny Taslim
- Comprehensive Cancer Center, The Ohio State University and James Cancer Hospital, Columbus, Ohio
| | - Adana A Llanos
- Department of Epidemiology, Rutgers School of Public Health and Rutgers Cancer Institute of New Jersey, New Brunswick, NJ 08903, USA
| | | | - Zhenua Liu
- Department of Nutrition; School of Public Health and Health Sciences; University of Massachusetts; Amherst, MA USA
| | - Joel B Mason
- U.S.D.A. Human Nutrition Research Center; Tufts University; Boston, MA USA
| | - Scott L Spear
- Department of Plastic Surgery; Georgetown University; Washington, DC USA
| | | | - Jo L Freudenheim
- Department of Epidemiology and Environmental Health; School of Public Health and Health Professions; University at Buffalo; Buffalo, NY USA
| | - Peter G Shields
- Comprehensive Cancer Center, The Ohio State University and James Cancer Hospital, Columbus, Ohio
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