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Social‐epigenetic mediators for racial disparities in pulmonary impairment among childhood cancer survivors

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Abstract
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Dear Editor Previous research found that childhood cancer survivors of African ancestry have significantly higher morbidity and mortality than those of European ancestry [1]. However, after adjusting for socio-economic factors, the magnitudes of racial health disparities are either substantially decreased or become statistically non-significant [1], suggesting that social and economic determinants may contribute to racial health disparities. Recently, we conducted epigenome-wide association studies (EWAS) for three key social determinants of health (SDOHs), namely, personal educational attainment, personal income, and neighborhood deprivation among survivors of childhood cancer, where 130 epigenome-wide significant SDOH-CpG associations were identified among European ancestry survivors, and 25 of which were also validated in African ancestry survivors [2]. Notably, many SDOH-associated CpG sites are also associated with tobacco use. Although pulmonary impairment is an integral part of the overall disease burden, racial disparities in this specific group of conditions have not been documented, and potential underlying mechanistic causal pathways have not been studied. Moreover, other observational studies have shown that blood DNA methylation (DNAm) signature was associated with pulmonary functions [3-5]. In this cross-sectional study, we hypothesized that race and its associated SDOHs might contribute to the risk of pulmonary impairment, evaluated whether SDOH-associated CpG sites were associated with specific parameters of pulmonary function, and further applied mediation analysis to explore the potential mediating role of these DNAm sites for the association between SDOHs and risk of impaired pulmonary functions. The methods are described in Supplementary Methods and Supplementary Table S1. The occurrence rates of three adverse pulmonary outcomes, obstructive pulmonary deficit (OPD), pulmonary diffusion deficits (PDD), and restrictive pulmonary deficit (RPD), were compared between African- and European ancestry survivors in the St. Jude Lifetime Cohort (SJLIFE) study [6]. The study population is described in the Supplementary Results and Supplementary Table S2. In an unadjusted model considering common terminology criteria for adverse event (CTCAE) grade ≥2, the occurrence rates of PDD and RPD were significantly higher in African ancestry survivors than in European ancestry survivors (PDD: 25.2% vs. 18.2%, P = 0.033; RPD: 14.2% vs. 7.5%, P = 0.002), whereas OPD was comparable between the two race groups (9.8% vs. 13.1%, P = 0.206) (Supplementary Figure S1). In a multivariable model, adjusting for other covariates but without the inclusion of SDOHs (the base model), race was significantly associated with PDD (P = 0.024) and RPD (P = 0.004, Supplementary Table S3). When SDOHs were added to the model (the full model), the effect of race on pulmonary impairment became non-significant for PDD (P = 0.183), slightly attenuated for RPD (P = 0.006) and remained non-significant for OPD (P = 0.434). Notably, treatment factors, including chest RT and lung surgery, were significantly associated with all three conditions. The effect of current smokers became non-significant for OPD and PDD. Interestingly, BMI was inversely associated with PDD. Because SDOHs only accounted for the racial disparity in PDD from the above analyses, we further analyzed if SDOH-associated CpG sites could mediate the association between SDOHs and PDD. Among the 130 SDOH-CpG associations identified in our previous EWAS on European ancestry survivors [2], 61 CpGs (29 for educational attainment, 16 for personal income, and 16 for area deprivation index [ADI]) were significantly associated with the risk of PDD after adjusting for multiple comparisons (Pfalse discovery rate (FDR) < 0.050) (Supplementary Table S4), some of which have been previously reported to be associated with health conditions related to pulmonary functions. In the mediation analysis, 17 out of 29 educational attainment-associated CpGs were identified with significant average causal mediation effects (ACME) after adjusting for multiple comparisons. Using a squared pairwise Pearson correlation coefficient r2 threshold of 0.05, three independent CpGs, cg04180924 (chr3, coproporphyrinogen oxidase [CPOX], mediation = 32.9%, PFDR = 0.014), cg11205006 (chr22, HPS4, mediation = 19.0%, PFDR = 0.024), and cg27470486 (chr17, ATP citrate lyase [ACLY], mediation = 8.6%, PFDR = 0.044), were obtained by top-down pruning the 17 CpGs sorted by estimated ACME in decreasing order. For the final mediation analysis, a combined score (i.e., summation of DNAm levels of the three CpGs with the same direction of association) was used as the mediating variable, and a 48.9% mediation effect for educational attainment on PDD was achieved (Table 1). Similarly, the same single mediator, cg08064403, partially mediated the effect of personal income (mediation = 25.9%, P < 0.001) and ADI (mediation = 24.1%, P < 0.001) on PDD (Table 1). None of the SDOH-associated CpG sites was significantly associated with the risk of PDD among African ancestry survivors after adjusting for multiple comparisons because of the small number of African-ancestry survivors, hence similar mediation analysis could not be conducted among African ancestry survivors. For each CpG mediating the association between SDOHs and pulmonary conditions in European ancestry survivors, a linear regression of expression levels for Illumina-annotated genes against DNAm levels of CpGs was performed. The DNAm levels of four CpGs were negatively correlated with the gene expression levels of Illumina-annotated genes: ACLY (cg27470486), which plays a role in lipid synthesis in the lung [7]; Hermansky-Pudlak syndrome 4 (HPS4) (cg11205006), which is related to pulmonary fibrosis [8]; CPOX (cg04180924 and cg08064403) [9] and claudin domain containing 1 (CLDND1) (cg08064403) [10], two smoking-related genes (Supplementary Figures S2-S3 and Supplementary Table S5). Based on these correlations between DNAm and gene expression levels, all four CpGs were deemed as expression quantitative trait methylations. We leveraged the molecular profiling data of the well-established SJLIFE cohort and provided strong evidence supporting social-epigenetic mediators for racial disparities in pulmonary impairment among childhood cancer survivors. The present study had some limitations. First, the analysis was based on a relatively short follow-up from blood drawn for DNAm detection, so there was no clearly defined temporal association to establish the causality. Second, we attempted to take advantage of the existing whole-genome sequencing data to search for methylation quantitative trait loci (meQTL), but we did not find any strong meQTL for the genomic regions of interest that could be used in Mendelian randomization for causal inference. Third, air pollution from neighborhoods or occupational exposures and second-hand smoke, which may also contribute to pulmonary impairment, were also not considered due to the lack of data. Lastly, our analysis was based on each individual condition separately, other factors including co-morbidity (e.g., among 209 survivors with PDD, 70 had OPD, 53 had RPD, and 42 had both OPD and RPD), type and stage of primary diagnosis may also confound the results. In conclusion, the risk of pulmonary impairment among survivors of childhood cancer differs by specific condition (PDD or RPD) and race (African and Europena ancestry). SDOHs may partially explain the observed racial disparity in PDD, potentially through an epigenetic mechanism. Social-epigenetic studies like ours could inform intervention strategies, such as improving social integration and social support to counteract the elevated disease risk for social-economically disadvantaged survivors. The efficacy of this type of intervention can be objectively measured by the improvement of epigenetic markers as an intermediate outcome. Ultimately, we will close the gap of disparity in pulmonary impairment and other health outcomes due to race or social adversity among survivors of childhood cancer. ZW and ICH designed and supervised the study; MMH, KKN, KRK and LLR assisted in or provided support for data collection and recruitment of study participants; JE, HM, EP, GN, EW, and JZ supervised sample processing, and/or performed DNA/RNA extractions, carried out the Infinium MethylationEPIC array scanning and RNA sequencing; NS, QD, CC, QL, DKS, ICH, and ZW performed bioinformatic and statistical analysis; NS, QD, ICH, and ZW wrote the first draft of the manuscript. All authors contributed to data interpretation and writing and approved the final manuscript for publication. Not applicable. The authors declare that they have no competing interests. This work was supported by funding from the V Foundation (Grant # DT2020-014), the National Institutes of Health of the US (Grant # CA021765, CA195547) and the American Lebanese Syrian Associated Charities (ALSAC). The funders of the study had no role in the design and conduct of the study; were not involved in collection, management, analysis, and interpretation of the data; preparation, review, or approval of the manuscript; or the decision to submit the manuscript for publication. DNA methylation data are accessible at NCBI Gene Expression Omnibus database under the accession number GSE169156 (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc = GSE169156). Additional clinical data about the study participants in the St. Jude Lifetime Cohort can be accessed via the survivorship portal (http://survivorship.stjude.cloud/). The SJLIFE study protocol was approved by the Institutional Review Board (IRB) at St. Jude Children's Research Hospital with a reference number (010882). All SJLIFE study participants provided written informed consent. This study was performed in accordance with the Declaration of Helsinki. Not applicable. Please note: The publisher is not responsible for the content or functionality of any supporting information supplied by the authors. Any queries (other than missing content) should be directed to the corresponding author for the article.

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Abstract 685: A social epigenomic investigation of racial disparity in pulmonary impairment among aging survivors of childhood cancer
  • Jul 1, 2021
  • Cancer Research
  • Nan Song + 21 more

Background: Prior research suggests that social determinants of health (SDOH) may influence health through an epigenetic mechanism. However, the social epigenomic approach has not yet been applied to childhood cancer survivors, a population at high risk for chronic health conditions. We aim to investigate how SDOH factors contribute to racial disparity in pulmonary impairment with survivors from the St. Jude Lifetime Cohort Study. Methods: DNA methylation (DNAm) profile was generated with EPIC BeadChip using blood derived DNA. SDOH factors included educational attainment and personal income self-reported using a survey, and socioeconomic area deprivation index (ADI) geocoded using full home addresses. Clinically assessed pulmonary impairment included pulmonary diffusion deficits (PDD), restrictive pulmonary deficits (RPD) and obstructive pulmonary deficits (OPD). Epigenome-wide association study (EWAS) was performed to evaluate the association between DNAm at each CpG and each SDOH factor. Mediation analysis was conducted by treating each SDOH-associated CpG as a mediator, SDOH factor as an exposure, and specific pulmonary condition as the outcome. Genetically inferred races, i.e. survivors of European ancestry (EA) and African ancestry (AA), were considered. Results: The study included 258 AA (median time from cancer diagnosis [MTD]=25.2 years, interquartile range [IQR]=19.9-32.1 years) and 1,618 EA survivors (MTD=27.3, IQR=21.1-33.7 years). Compared to EA survivors, AA survivors had lower educational attainment (P&amp;lt;0.0001), lower personal income (P&amp;lt;0.0001), and higher ADI (P&amp;lt;0.0001). Compared to EA survivors, incidence of PDD (25.2% in AA vs 18.2% in EA, P=0.03) and RPD (14.2% in AA vs 7.5% in EA, P=0.002) were significantly higher in AA survivors, whereas OPD were comparable between groups (9.8% vs 13.1%, P=0.21). However, the racial disparity in PDD became nonsignificant after adjusting for SDOH. EWAS identified 130 SDOH-CpG associations at epigenome-wide significance (P&amp;lt;9×10-8) including 88 for educational attainment, 23 for personal income, and 19 for ADI. Thirteen CpGs, commonly associated with all three SDOH factors, resided at pleiotropic loci featuring cigarette smoking genes, e.g. CPOX and AHRR among others. Three independent SDOH-associated CpGs (cg04180924, cg1120500, and cg27470486) had a significant combined mediation effect for educational attainment (%mediation = 48.9%), and a single mediator cg08064403 had a significant mediation effect for personal income (25.9%) and ADI (24.1%) on PDD risk. Conclusions: DNAm signatures, many resembling the effect of tobacco use, are associated with educational attainment, personal income, and ADI. Our findings suggest that these DNAm are potential mechanistic mediators for the effects of SDOH factors on PDD risk. Through this mechanism, poor SDOH factors in AA survivors led to racial disparity in PDD. Citation Format: Nan Song, Jin-ah Sim, Qian Dong, Yinan Zheng, Lifang Hou, Zhenghong Li, Chia-Wei Hsu, Haitao Pan, Heather Mulder, John Easton, Emily Walker, Geoffrey Neale, Carmen L. Wilson, Kirsten K. Ness, Kevin R. Krull, Deo Kumar Srivastava, Yutaka Yasui, Jinghui Zhang, Melissa M. Hudson, Leslie L. Robison, I-Chan Huang, Zhaoming Wang. A social epigenomic investigation of racial disparity in pulmonary impairment among aging survivors of childhood cancer [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2021; 2021 Apr 10-15 and May 17-21. Philadelphia (PA): AACR; Cancer Res 2021;81(13_Suppl):Abstract nr 685.

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Abstract 2260: Social vulnerability and epigenetic signatures in adult survivors of childhood cancer with African ancestry: An epigenome-wide association study
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  • Jul 2, 2024
  • JAMA Network Open
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Abstract 3503: Racial disparity and roles of social determinants of health in epigenetic age acceleration among survivors of childhood cancer
  • Apr 4, 2023
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  • 10.1080/15592294.2022.2030883
Blood DNA methylation signatures are associated with social determinants of health among survivors of childhood cancer
  • Feb 4, 2022
  • Epigenetics
  • Nan Song + 21 more

Social epigenomics is an emerging field in which social scientist collaborate with computational biologists, especially epigeneticists, to address the underlying pathway for biological embedding of life experiences. This social epigenomics study included long-term childhood cancer survivors enrolled in the St. Jude Lifetime Cohort. DNA methylation (DNAm) data were generated using the Illumina EPIC BeadChip, and three social determinants of health (SDOH) factors were assessed: self-reported educational attainment, personal income, and an area deprivation index based on census track data. An epigenome-wide association study (EWAS) was performed to evaluate the relation between DNAm at each 5’-cytosine-phosphate-guanine-3’ (CpG) site and each SDOH factor based on multivariable linear regression models stratified by ancestry (European ancestry, n = 1,618; African ancestry, n = 258). EWAS among survivors of European ancestry identified 130 epigenome-wide significant SDOH–CpG associations (P < 9 × 10−8), 25 of which were validated in survivors of African ancestry (P < 0.05). Thirteen CpGs were associated with all three SDOH factors and resided at pleiotropic loci in cigarette smoking–related genes (e.g., CLDND1 and CPOX). After accounting for smoking and body mass index, these associations remained significant with attenuated effect sizes. Seven of 13 CpGs were associated with gene expression level based on 57 subsamples with blood RNA sequencing data available. In conclusion, DNAm signatures, many resembling the effect of tobacco use, were associated with SDOH factors among survivors of childhood cancer, thereby suggesting that biologically distal SDOH factors influence health behaviours or related factors, the epigenome, and subsequently survivors’ health.

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Abstract 3764: Epigenome-wide association study of blood lipids among survivors of childhood cancer in the St. Jude Lifetime Cohort
  • Jun 15, 2022
  • Cancer Research
  • Qian Dong + 13 more

Epigenetic studies of blood lipid traits have identified genes underlying lipid metabolism in the general population. However, investigation of this association has not been conducted in survivors of childhood cancer, a population with a much higher burden of dyslipidemia and other cardiometabolic conditions due to exposures of genotoxic cancer therapies. We performed epigenome-wide association studies (EWAS) to identify blood DNA methylation (DNAm) 5’-cytosine-phosphate-guanine-3′ (CpGs) associated with lipid concentrations, including high-density lipoprotein (HDL), low-density lipoprotein (LDL), total cholesterol (TC), and triglycerides (TG), for childhood cancer survivors from the St. Jude Lifetime (SJLIFE) cohort. DNAm was generated with blood derived DNA using Illumina MethylationEPIC BeadChip array. Adjusted M-value of DNAm for each CpG was calculated based on a linear regression of M-value against a set of covariates, including sex, age at DNA sampling, leukocyte subtype proportions, top four significant genetic principal components, and top four methylation principal components. In the exposure EWAS, a linear regression model was used for lipid levels prior to DNA sampling as an exposure variable and DNAm as an outcome variable, adjusting for cancer treatments, age at lipid measurement, BMI, cigarette smoking and lipid lowering medicine use. In the outcome EWAS, a linear regression model was used for DNAm as an exposure variable and lipid levels after DNA sampling as outcome variables, adjusting for cancer treatments, age at lipid measurement, BMI, smoking, lipid lowering medicine use, lipid levels measured at DNA sampling, age at DNA sampling, and polygenic risk score for specific lipid levels. Among survivors of European ancestry (N=2052), we identified 43 significant CpGs (P&amp;lt;9×10-8) associated with HDL (n=7), TC (n=3) and TG (n=33) as exposures; and 106 CpGs associated with HDL (n=5), LDL (n=3), TC (n=4), and TG (n=94) as outcomes. Among survivors of African ancestry (N=370), we identified 3 CpGs associated with TG as an exposure, and 5 CpGs associated with LDL (n=1) and TC (n=4) as outcomes. A comparison of effect sizes of significant CpGs between survivors of European and African ancestry suggests moderate to substantial racial differences in epigenetic associations with lipid exposures (14/46 with I2&amp;gt;50) and lipid outcomes (106/111 with I2&amp;gt;50). Additionally, no overlap between CpGs associated with lipid exposures and lipid outcomes suggests that the DNAm levels of these CpGs could be either the cause or consequence of lipid levels. Examination of the EWAS catalog and recent literature, suggests that most of the lipid associated CpGs identified in our study are novel. Blood lipid associated CpGs may be epigenetic biomarkers for identification of survivors with higher risk of dyslipidemia and may inform potential drug targets for future interventions. Citation Format: Qian Dong, Nan Song, Cheng Chen, Zhenghong Li, John Easton, Heather Mulder, Jinghui Zhang, Geoffrey Neale, Emily Walker, I-Chan Huang, Kirsten K. Ness, Melissa M. Hudson, Leslie L. Robison, Zhaoming Wang. Epigenome-wide association study of blood lipids among survivors of childhood cancer in the St. Jude Lifetime Cohort [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2022; 2022 Apr 8-13. Philadelphia (PA): AACR; Cancer Res 2022;82(12_Suppl):Abstract nr 3764.

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Abstract 904: Epigenome-wide association study of dyslipidemia in survivors of childhood cancer: A report from the St. Jude lifetime cohort
  • Jul 1, 2021
  • Cancer Research
  • Qian Dong + 13 more

Background: Epigenetic research of blood lipids has been conducted in the general population with some robust findings. However, there is lack of similar studies that explore epigenetic effects among childhood cancer survivors who have elevated risk of dyslipidemia. We aimed to utilize epigenome-wide approach to search for DNA methylation (DNAm) sites influencing lipid metabolism among survivors of childhood cancer. Methods: Epigenome-wide methylation data were generated with Infinium EPIC BeadChip on blood derived DNA of survivors from the St. Jude Lifetime Cohort Study. Chemotherapy agents and region-specific radiation exposures were abstracted from medical records. Two forms of dyslipidemia, i.e. hypertriglyceridemia (HTG) or hypercholesteremia (HCL) were clinically assessed. Multivariable logistic regression was used to evaluate associations between each DNAm site with incident cases of HTG or HCL adjusting for age, sex, and cancer treatment exposures. Analysis was stratified by genetically determined races, i.e. survivors of European ancestry (EA) and survivors of African ancestry (AA). Significant DNAm sites were correlated with mRNA expression of the mapped genes using RNA sequencing data available for blood samples of 87 survivors. Results: 2,052 EA (median age=34.7 years, 47.1% female, 26.6% HTG, 32.0% HCL) and 370 AA survivors (median age=32.1 years, 53.2% female, 15.9% HTG, 26.8% HCL) were included. Among EA survivors, six DNAm sites were associated with HTG risk at epigenome-wide significance level (P&amp;lt;9×10-8): CPT1A (cg00574958, cg05325763, cg17058475, cg09737197), SLC43A1 (cg11376147), and LINC01934 (cg22050199). These DNAm sites were also associated with HCL with P value ranging from 1.9×10-4 to 2.1×10-7. There was no single DNAm site associated with HCL risk reaching over epigenome-wide significance level. Search of differentially methylated regions for HTG status identified one additional statistically significant (PFDR&amp;lt;0.05) genomic region of chr1:120255941-120256112 encompassing PHGDH with three DNAm sites (cg16246545, cg14476101, cg26457483). Furthermore, DNAm of cg00574958 and cg14476101 located in CPT1A and PHGDH, respectively, were both inversely correlated with gene expression (CPT1A: r = -0.33, P=2.0×10-3; PHGDH: r=-0.46, P=9.1×10-6). In contrast, none of these DNAm sites showed associations with risk of HTG or HCL among AA survivors. Conclusion: We identified one or more DNAm sites, residing in each of CPT1A, SLC43A1, and PHGDH genes, associated with dyslipidemia among EA survivors. Lack of associations among AA survivors may partially contribute to lower risk of dyslipidemia among AA survivors. The findings demonstrated epigenetic roles in dyslipidemia among survivors, suggesting epigenetic biomarkers for identification of survivors with higher dyslipidemia risk and new targets for future interventions. Citation Format: Qian Dong, Nan Song, Yadav Sapkota, Yinan Zheng, I-Chan Huang, Deo Kumar Srivastava, John Easton, Heather Mulder, Geoffrey Neale, Emily Walker, Jinghui Zhang, Melissa M. Hudson, Leslie L. Robison, Zhaoming Wang. Epigenome-wide association study of dyslipidemia in survivors of childhood cancer: A report from the St. Jude lifetime cohort [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2021; 2021 Apr 10-15 and May 17-21. Philadelphia (PA): AACR; Cancer Res 2021;81(13_Suppl):Abstract nr 904.

  • Research Article
  • Cite Count Icon 23
  • 10.1161/jaha.115.001891
Treatment, behavioral, and psychosocial components of cardiovascular disease risk among survivors of childhood and young adult cancer.
  • Apr 2, 2015
  • Journal of the American Heart Association
  • Amy M Berkman + 1 more

The incidence of childhood, adolescent, and young adult (AYA) cancers have been increasing since 1975.[1][1] In 2014, an estimated 10 450 and 5330 new cancers will be diagnosed among children aged birth–14 and adolescents aged 15 to 19 years old, respectively.[2][2] For young adults aged 20 to 34

  • Discussion
  • Cite Count Icon 16
  • 10.1176/appi.ajp.20220991
Understanding Social Determinants of Brain Health During Development.
  • Feb 1, 2023
  • American Journal of Psychiatry
  • Deanna M Barch + 1 more

Understanding Social Determinants of Brain Health During Development.

  • Research Article
  • Cite Count Icon 12
  • 10.1097/htr.0000000000000868
Social Determinants of Health and Traumatic Brain Injury: Implications for Rehabilitation Service Delivery and Outcomes.
  • Mar 1, 2023
  • Journal of Head Trauma Rehabilitation
  • Adam R Kinney + 2 more

Social Determinants of Health and Traumatic Brain Injury: Implications for Rehabilitation Service Delivery and Outcomes.

  • Research Article
  • 10.1158/1538-7445.am2023-4363
Abstract 4363: Monocyte-specific epigenetic age acceleration and cardiomyopathy risk among survivors of childhood cancer
  • Apr 4, 2023
  • Cancer Research
  • Cheng Chen + 18 more

Our assessment of epigenetic age acceleration (EAA), calculated with DNA methylation (DNAm) data generated from bulk DNA derived from peripheral blood mononuclear cells (PBMC), supports accelerated aging in childhood cancer survivors (CCS). It is challenging to disentangle variation of DNAm at cell-type specific levels from the effects of age-dependent cell type composition, and bulk measurements may obfuscate the links between EAA and age-related outcomes (e.g., cardiomyopathy). Methylation profiling was generated using Infinium EPIC BeadChips on PBMC-derived DNA from CCS in the St. Jude Lifetime Cohort. Tensor composition analysis was employed to deconvolute bulk DNAm and infer DNAm at each leukocyte subtype level, i.e., a single n (individuals) by m (DNAm sites) matrix of observed DNAm data was deconvoluted into multiple n by m matrices of DNAm data. Epigenetic age (EA, using Levine’s clock) and EAA (residuals from the fit of a simple linear regression of EA on chronological age at blood draw) were calculated for bulk PBMCs and each cell subtype (CD4T, CD8T, B, natural killer, and monocyte). Cardiomyopathy (CMP) was assessed by echocardiography, and severity graded (2 = moderate, 3 = severe/disabling, 4 = life-threatening and 5 = fatal) using a modified version of the National Cancer Institute Common Terminology Criteria for Adverse Events. Cumulative doses of anthracyclines and mean heart radiation doses (heart-RT) calculated through radiation dosimetry were abstracted from medical records. Associations between EAA and CMP were evaluated by multivariable Cox regression. Cell-type specific EA was highly correlated with bulk EA with Pearson r2 between 0.63 (CD8T) and 0.79 (CD4T), but the linear regression lines of cell-type specific EA against bulk EA differed in both intercept and slope, suggesting heterogeneity across leukocyte subtypes. Cell-type specific EAA was moderately correlated with bulk EAA with Pearson r2 between 0.23 (monocyte) and 0.29 (CD8T). Among 2,044 CCS (median age = 33.7 years), 104 (5.1%) developed CMP (≥grade 3). Among bulk EAA and five cell-type specific EAAs, monocyte EAA was the only one significantly associated with CMP (hazard ratio per standard deviation increase in EAA = 1.25, 95% CI = 1.04-1.50, P = 0.018). Cell sorting of PBMC followed by DNAm is currently underway for further validation. We showed an in-depth view of the variability of EAA across leukocyte subtypes, and more importantly, demonstrated that monocyte EAA was associated with CMP risk. Our novel finding is plausible and consistent with the literature implicating monocyte-derived cardiac macrophages in cardiac remodeling, which can be induced by cardiotoxic cancer treatment exposures in CCS. Therapeutic strategies that prevent deleterious effects of monocytes contributing to adverse cardiac remodeling, while sparing their essential immune functions, may prevent or ameliorate CMP among CCS. Citation Format: Cheng Chen, Qian Dong, Qin Na, Nan Song, John Easton, Heather L. Mulder, Emily Walker, Geoffrey Neale, Emily R. Finch, Qian Li, Yutaka Yasui, Daniel A. Mulrooney, Melissa M. Hudson, Kirsten K. Ness, Jinghui Zhang, Xiang Chen, Hui Wang, Leslie L. Robison, Zhaoming Wang. Monocyte-specific epigenetic age acceleration and cardiomyopathy risk among survivors of childhood cancer. [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2023; Part 1 (Regular and Invited Abstracts); 2023 Apr 14-19; Orlando, FL. Philadelphia (PA): AACR; Cancer Res 2023;83(7_Suppl):Abstract nr 4363.

  • Discussion
  • Cite Count Icon 22
  • 10.1016/s2468-2667(23)00100-7
Social determinants of racial health inequities
  • May 25, 2023
  • The Lancet Public Health
  • Eric J Brandt

Social determinants of racial health inequities

  • Research Article
  • 10.1200/jco.2022.40.16_suppl.e20554
Influence of ancestry in racial disparities of squamous cell lung cancer.
  • Jun 1, 2022
  • Journal of Clinical Oncology
  • David Choi + 2 more

e20554 Background: Significant progress has been made in the screening, diagnosis, and treatment of squamous cell carcinomas of the lung (LUSC). Despite the advancements, African American populations continue to experience worse disease burden and poorer overall survival, even after controlling for patient and tumor characteristics. While the interplay of various social determinants of health is well known to contribute to racial disparities in cancers, the molecular basis of racial disparity is less understood. Given the diversity of the US population that comprise of genetically admixed groups, understanding the role of ancestry and its influence on biology of cancers that drive incidence and prognosis is paramount to reducing racial disparities. Therefore, in this study, we aimed to investigate the influence of African (AFR) ancestry in genetic mutations of LUSC. Methods: We utilized The Cancer Genome Ancestry Atlas (TCGAA) to obtain data on the genetic ancestry and ancestral composition of 504 LUSC patients. The dataset contained 459 self-reported whites, 32 blacks, and 11 Asians. The percentage of each patient’s ancestral composition (European, AFR, Asian, and Native American) was revealed via the LAMP technique. The dominant ancestry was defined as those with genetic composition of ≥50% from one of four ancestral backgrounds. Genetic alteration profiles and clinical data of patients were obtained from LUSC TCGA PanCancer Atlas through GDC data portal. Of those with AFR dominant ancestry, we analyzed the differences in the gene mutation frequency based upon the proportion of AFR ancestry. Results: Ancestry analysis uncovered 30 AFR ancestry dominant cases with a mean AFR composition of 78.4%. We found 14 subjects with &gt; 80% AFR ancestry and 16 subjects with 50-80% AFR ancestry. Two patients from the &gt; 80% were excluded from the mutational analyses due to absence of genetic profiles in the data portal. TP53 was the most frequently mutated gene with a rate of 91.7% and 87.5% in &gt; 80% and 50-80% AFR groups, respectively. Evaluation of the classic genetic mutations that drive disease pathology in LUSC (EGFR, ALK, PIK3CA, NRAS, KRAS) revealed 25% of &gt; 80% AFR ancestry subjects carried mutations in at least one of these genes compared to 6.3% in the 50-80% AFR ancestry subjects. Also, a trend towards worse overall survival (OS) was seen in those with greater proportion of AFR ancestry (median OS of 27.2 months in &gt; 80% group vs 43.9 months in 50-80% group). Conclusions: Despite the limited sample size, our study highlights substantial heterogeneity in tumor biology even within those of AFR ancestry and that genetic ancestry may impact tumor and host biology that contribute to disparities. Moving forward, engagement of the African American community into clinical trials and genomic studies are needed to explore ancestral influence on tumorigenesis, and to facilitate discovery of new actionable targets to help eradicate racial disparities in lung cancer.

  • Discussion
  • Cite Count Icon 6
  • 10.1161/hypertensionaha.123.21296
Hypertension-A Social Disease in Need of Social Solutions.
  • Jul 1, 2023
  • Hypertension (Dallas, Tex. : 1979)
  • Jared W Magnani

Hypertension-A Social Disease in Need of Social Solutions.

  • Research Article
  • 10.1158/1538-7445.am2025-703
Abstract 703: Epigenome-wide analysis of DNA methylation mediators linking cancer treatments to cardiometabolic risks in survivors of childhood cancer
  • Apr 21, 2025
  • Cancer Research
  • Tiffany Eulalio + 14 more

Background: Cancer treatments engender the risk of long-term cardiometabolic and cardiac conditions among survivors of childhood cancer. However, the underlying biological mechanisms remain unclear. This study aimed to identify DNA methylation (DNAm) CpG sites associated with cardiometabolic risk factors (CMRFs) and adverse cardiac outcomes, and to assess if these DNAm CpG sites mediate associations between specific cancer treatments and these outcomes. Methods: We included 3, 044 survivors (median age at blood draw: 29.6 years) from the St. Jude Lifetime Cohort. Blood-derived DNA was profiled using the EPIC BeadChip. Associations between DNAm and seven clinically assessed outcomes were examined: five CMRFs (abnormal glucose metabolism, hypercholesterolemia, hypertriglyceridemia, hypertension, and obesity), and two cardiac outcomes (cardiomyopathy and myocardial infarction). Treatment-specific epigenome-wide association studies (EWAS) evaluated associations with 10 chemotherapeutic agents and four region-specific radiotherapies. Results: EWAS identified 1, 833 CpG sites associated with cardiometabolic outcomes (p &amp;lt; 9x10-8), including obesity (N=1, 709), abnormal glucose metabolism (N=141), and hypertriglyceridemia (N=134). A moderate number of CpG sites mapped to CPT1A, a key gene in fatty acid metabolism linked to metabolic disorders, with 23 outcome-CpG associations involving 7 unique CpG sites. Most (71%) outcome-associated CpG sites were also associated with cancer treatments, particularly chest- (N=610) and abdominal-radiotherapy (N=599), suggesting potential causal mediation for the treatment-related genotoxicity. Mediation analyses identified 386 CpG sites mediating treatment effects on cardiometabolic outcomes. Asparaginase treatment was significantly associated with abnormal glucose metabolism (Odds ratio [95% CI] = 1.09 [1.06-1.13]). Eighteen CpG sites collectively mediated 26.7% of this effect, with 14 previously implicated in type-2 diabetes. Similarly, alkylating agents were associated with hypertriglyceridemia (1.11 [1.07-1.14]) mediated by DNAm at 46 CpG sites; five independent CpG sites accounted for a substantial 79.8% of such mediation effect. Notably, 39 of these mediator CpG sites were previously associated with C-reactive protein (CRP) levels (two-sided Fisher’s test, p=2.2x10-30), suggesting potential DNAm-mediated inflammatory pathways connecting alkylating agents to triglyceride dysregulation. Conclusion: Our findings suggest that DNAm changes may mediate the association between cancer treatments and cardiometabolic risks. These results implicate inflammatory and metabolic pathways in treatment-related adverse outcomes. These insights may inform risk stratification and targeted interventions to improve cardiometabolic and cardiac health in childhood cancer survivors. Citation Format: Tiffany Eulalio, Yoonji Kim, Peggy Meng, Qian Dong, Noel-Marie Plonski, Heather Mulder, John Easton, Emily Walker, Geoffrey Neale, Deokumar Srivastava, Stephanie Dixon, Kirsten K. Ness, Melissa M. Hudson, Gregory T. Armstrong, Zhaoming Wang. Epigenome-wide analysis of DNA methylation mediators linking cancer treatments to cardiometabolic risks in survivors of childhood cancer [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2025; Part 1 (Regular Abstracts); 2025 Apr 25-30; Chicago, IL. Philadelphia (PA): AACR; Cancer Res 2025;85(8_Suppl_1):Abstract nr 703.

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