1  2624 168 EPIGENOME-WIDE ASSOCIATION STUDY (EWAS) OF BMI, BMI CHANGE AND WAIST CIRCUMFERENCE IN AFRICAN AMERICAN ADULTS IDENTIFIES MULTIPLE REPLICATED LOCI. OBESITY IS AN IMPORTANT COMPONENT OF THE PATHOPHYSIOLOGY OF CHRONIC DISEASES. IDENTIFYING EPIGENETIC MODIFICATIONS ASSOCIATED WITH ELEVATED ADIPOSITY, INCLUDING DNA METHYLATION VARIATION, MAY POINT TO GENOMIC PATHWAYS THAT ARE DYSREGULATED IN NUMEROUS CONDITIONS. THE ILLUMINA 450K BEAD CHIP ARRAY WAS USED TO ASSAY DNA METHYLATION IN LEUKOCYTE DNA OBTAINED FROM 2097 AFRICAN AMERICAN ADULTS IN THE ATHEROSCLEROSIS RISK IN COMMUNITIES (ARIC) STUDY. MIXED-EFFECTS REGRESSION MODELS WERE USED TO TEST THE ASSOCIATION OF METHYLATION BETA VALUE WITH CONCURRENT BODY MASS INDEX (BMI) AND WAIST CIRCUMFERENCE (WC), AND BMI CHANGE, ADJUSTING FOR BATCH EFFECTS AND POTENTIAL CONFOUNDERS. REPLICATION USING WHOLE-BLOOD DNA FROM 2377 WHITE ADULTS IN THE FRAMINGHAM HEART STUDY AND CD4+ T CELL DNA FROM 991 WHITES IN THE GENETICS OF LIPID LOWERING DRUGS AND DIET NETWORK STUDY WAS FOLLOWED BY TESTING USING ADIPOSE TISSUE DNA FROM 648 WOMEN IN THE MULTIPLE TISSUE HUMAN EXPRESSION RESOURCE COHORT. SEVENTY-SIX BMI-RELATED PROBES, 164 WC-RELATED PROBES AND 8 BMI CHANGE-RELATED PROBES PASSED THE THRESHOLD FOR SIGNIFICANCE IN ARIC (P < 1 X 10(-7); BONFERRONI), INCLUDING PROBES IN THE RECENTLY REPORTED HIF3A, CPT1A AND ABCG1 REGIONS. REPLICATION USING BLOOD DNA WAS ACHIEVED FOR 37 BMI PROBES AND 1 ADDITIONAL WC PROBE. SIXTEEN OF THESE ALSO REPLICATED IN ADIPOSE TISSUE, INCLUDING 15 NOVEL METHYLATION FINDINGS NEAR GENES INVOLVED IN LIPID METABOLISM, IMMUNE RESPONSE/CYTOKINE SIGNALING AND OTHER DIVERSE PATHWAYS, INCLUDING LGALS3BP, KDM2B, PBX1 AND BBS2, AMONG OTHERS. ADIPOSITY TRAITS ARE ASSOCIATED WITH DNA METHYLATION AT NUMEROUS CPG SITES THAT REPLICATE ACROSS STUDIES DESPITE VARIATION IN TISSUE TYPE, ETHNICITY AND ANALYTIC APPROACHES.	2015	
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            
2  6679  48 USING MACHINE LEARNING TO PREDICT OBESITY BASED ON GENOME-WIDE AND EPIGENOME-WIDE GENE-GENE AND GENE-DIET INTERACTIONS. OBESITY IS ASSOCIATED WITH MANY CHRONIC DISEASES THAT IMPAIR HEALTHY AGING AND IS GOVERNED BY GENETIC, EPIGENETIC, AND ENVIRONMENTAL FACTORS AND THEIR COMPLEX INTERACTIONS. THIS STUDY AIMED TO DEVELOP A MODEL THAT PREDICTS AN INDIVIDUAL'S RISK OF OBESITY BY BETTER CHARACTERIZING THESE COMPLEX RELATIONS AND INTERACTIONS FOCUSING ON DIETARY FACTORS. FOR THIS PURPOSE, WE CONDUCTED A COMBINED GENOME-WIDE AND EPIGENOME-WIDE SCAN FOR BODY MASS INDEX (BMI) AND UP TO THREE-WAY INTERACTIONS AMONG 402,793 SINGLE NUCLEOTIDE POLYMORPHISMS (SNPS), 415,202 DNA METHYLATION SITES (DMSS), AND 397 DIETARY AND LIFESTYLE FACTORS USING THE GENERALIZED MULTIFACTOR DIMENSIONALITY REDUCTION (GMDR) METHOD. THE TRAINING SET CONSISTED OF 1,573 PARTICIPANTS IN EXAM 8 OF THE FRAMINGHAM OFFSPRING STUDY (FOS) COHORT. AFTER IDENTIFYING GENETIC, EPIGENETIC, AND DIETARY FACTORS THAT PASSED STATISTICAL SIGNIFICANCE, WE APPLIED MACHINE LEARNING (ML) ALGORITHMS TO PREDICT PARTICIPANTS' OBESITY STATUS IN THE TEST SET, TAKEN AS A SUBSET OF INDEPENDENT SAMPLES (N = 394) FROM THE SAME COHORT. THE QUALITY AND ACCURACY OF PREDICTION MODELS WERE EVALUATED USING THE AREA UNDER THE RECEIVER OPERATING CHARACTERISTIC CURVE (ROC-AUC). GMDR IDENTIFIED 213 SNPS, 530 DMSS, AND 49 DIETARY AND LIFESTYLE FACTORS AS SIGNIFICANT PREDICTORS OF OBESITY. COMPARING SEVERAL ML ALGORITHMS, WE FOUND THAT THE STOCHASTIC GRADIENT BOOSTING MODEL PROVIDED THE BEST PREDICTION ACCURACY FOR OBESITY WITH AN OVERALL ACCURACY OF 70%, WITH ROC-AUC OF 0.72 IN TEST SET SAMPLES. TOP PREDICTORS OF THE BEST-FIT MODEL WERE 21 SNPS, 230 DMSS IN GENES SUCH AS CPT1A, ABCG1, SLC7A11, RNF145, AND SREBF1, AND 26 DIETARY FACTORS, INCLUDING PROCESSED MEAT, DIET SODA, FRENCH FRIES, HIGH-FAT DAIRY, ARTIFICIAL SWEETENERS, ALCOHOL INTAKE, AND SPECIFIC NUTRIENTS AND FOOD COMPONENTS, SUCH AS CALCIUM AND FLAVONOLS. IN CONCLUSION, WE DEVELOPED AN INTEGRATED APPROACH WITH ML TO PREDICT OBESITY USING OMICS AND DIETARY DATA. THIS EXTENDS OUR KNOWLEDGE OF THE DRIVERS OF OBESITY, WHICH CAN INFORM PRECISION NUTRITION STRATEGIES FOR THE PREVENTION AND TREATMENT OF OBESITY. CLINICAL TRIAL REGISTRATION: [WWW.CLINICALTRIALS.GOV], THE FRAMINGHAM HEART STUDY (FHS), [NCT00005121].	2021	
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          
3   501  42 ASSOCIATION OF ACCELEROMETER-MEASURED PHYSICAL ACTIVITY AND SEDENTARY TIME WITH EPIGENETIC MARKERS OF AGING. INTRODUCTION/PURPOSE: PHYSICAL ACTIVITY MAY INFLUENCE CHRONIC DISEASE RISK, IN PART, THROUGH EPIGENETIC MECHANISMS. PREVIOUS STUDIES HAVE DEMONSTRATED THAT AN ACUTE BOUT OF PHYSICAL ACTIVITY CAN INFLUENCE DNA METHYLATION STATUS. FEW STUDIES HAVE EXPLORED THE RELATIONSHIP BETWEEN HABITUAL, ACCELEROMETER-MEASURED PHYSICAL ACTIVITY OR SEDENTARY TIME WITH EPIGENETIC MARKERS OF AGING. METHODS: WE USED LINEAR REGRESSION TO EXAMINE CROSS-SECTIONAL ASSOCIATIONS OF ACCELEROMETER-MEASURED PHYSICAL ACTIVITY AND SEDENTARY TIME WITH EXTRINSIC AND INTRINSIC EPIGENETIC AGE ACCELERATION (EEAA AND IEAA) MODELS AND GRIMAGE MEASURED FROM BLOOD SAMPLES FROM FRAMINGHAM HEART STUDY PARTICIPANTS WITH ACCELEROMETRY AND DNA METHYLATION DATA ( N = 2435; MEAN AGE, 54.9 +/- 14.3; 46.0% MEN). RESIDUALS OF HANNUM-, HORVATH-, AND GRIMAGE-PREDICTED EPIGENETIC AGE WERE CALCULATED BY REGRESSING EPIGENETIC AGE ON CHRONOLOGICAL AGE. WE TOOK INTO ACCOUNT BLOOD CELL COMPOSITION FOR EEAA, IEAA, AND ADJGRIMAGE. MODERATE TO VIGOROUS PHYSICAL ACTIVITY WAS LOG-TRANSFORMED TO NORMALIZE ITS DISTRIBUTION. ADJUSTMENT MODELS ACCOUNTED FOR FAMILY STRUCTURE, AGE, SEX, SMOKING STATUS, COHORT-LABORATORY INDICATOR, AND ACCELEROMETER WEAR TIME. WE ADDITIONALLY EXPLORED ADJUSTMENT FOR BODY MASS INDEX (BMI). RESULTS: WALKING 1500 MORE STEPS PER DAY OR SPENDING 3 FEWER HOURS SEDENTARY WAS ASSOCIATED WITH >10 MONTHS LOWER GRIMAGE BIOLOGICAL AGE (OR ~1 MONTH LOWER ADJGRIMAGE, AFTER ADJUSTING FOR BLOOD CELLS, P < 0.05). EVERY 5 MIN.D -1 MORE MODERATE TO VIGOROUS PHYSICAL ACTIVITY WAS ASSOCIATED WITH 19-79 D OF LOWER GRIMAGE (4-23 D LOWER USING EEAA OR ADJGRIMAGE, P < 0.01). ADJUSTING FOR BMI ATTENUATED THESE RESULTS, BUT ALL STATISTICALLY SIGNIFICANT ASSOCIATIONS WITH ADJGRIMAGE REMAINED. CONCLUSIONS: GREATER HABITUAL PHYSICAL ACTIVITY AND LOWER SEDENTARY TIME WERE ASSOCIATED WITH LOWER EPIGENETIC AGE, WHICH WAS PARTIALLY EXPLAINED BY BMI. FURTHER RESEARCH SHOULD EXPLORE WHETHER CHANGES IN PHYSICAL ACTIVITY INFLUENCE METHYLATION STATUS AND WHETHER THOSE MODIFICATIONS INFLUENCE CHRONIC DISEASE RISK.	2023	
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
4  3557  45 IMPACT OF BMI AND WAIST CIRCUMFERENCE ON EPIGENOME-WIDE DNA METHYLATION AND IDENTIFICATION OF EPIGENETIC BIOMARKERS IN BLOOD: AN EWAS IN MULTI-ETHNIC ASIAN INDIVIDUALS. BACKGROUND: THE PREVALENCE OF OBESITY AND ITS RELATED CHRONIC DISEASES HAVE BEEN INCREASING ESPECIALLY IN ASIAN COUNTRIES. OBESITY-RELATED GENETIC VARIANTS HAVE BEEN IDENTIFIED, BUT THESE EXPLAIN LITTLE OF THE VARIATION IN BMI. RECENT STUDIES REPORTED ASSOCIATIONS BETWEEN DNA METHYLATION AND OBESITY, MOSTLY IN NON-ASIAN POPULATIONS. METHODS: WE PERFORMED AN EPIGENOME-WIDE ASSOCIATION STUDY (EWAS) ON GENERAL ADIPOSITY (BODY MASS INDEX, BMI) AND ABDOMINAL ADIPOSITY (WAIST CIRCUMFERENCE, WC) IN 409 MULTI-ETHNIC ASIAN INDIVIDUALS AND REPLICATED BMI AND WAIST-ASSOCIATED DNA METHYLATION CPGS IDENTIFIED IN OTHER POPULATIONS. THE CROSS-LAGGED PANEL MODEL AND MENDELIAN RANDOMIZATION WERE USED TO ASSESS THE TEMPORAL RELATIONSHIP BETWEEN METHYLATION AND BMI. THE TEMPORAL RELATIONSHIP BETWEEN THE IDENTIFIED CPGS AND INFLAMMATION AND METABOLIC MARKERS WAS ALSO EXAMINED. RESULTS: EWAS IDENTIFIED 116 DNA METHYLATION CPGS INDEPENDENTLY ASSOCIATED WITH BMI AND EIGHT INDEPENDENTLY ASSOCIATED WITH WC AT FALSE DISCOVERY RATE P(FDR) < 0.05 IN 409 ASIAN SAMPLES. WE REPLICATED 110 BMI-ASSOCIATED CPGS PREVIOUSLY REPORTED IN EUROPEANS AND IDENTIFIED SIX NOVEL BMI-ASSOCIATED CPGS AND TWO NOVEL WC-ASSOCIATED CPGS. WE OBSERVED HIGH CONSISTENCY IN ASSOCIATION DIRECTION OF EFFECT COMPARED TO STUDIES IN OTHER POPULATIONS. CAUSAL RELATIONSHIP ANALYSES INDICATED THAT BMI WAS MORE LIKELY TO BE THE CAUSE OF DNA METHYLATION ALTERATION, RATHER THAN THE CONSEQUENCE. THE CAUSAL ANALYSES USING BMI-ASSOCIATED METHYLATION RISK SCORE ALSO SUGGESTED THAT HIGHER LEVELS OF THE INFLAMMATION MARKER IL-6 WERE LIKELY THE CONSEQUENCE OF METHYLATION CHANGE. CONCLUSION: OUR STUDY PROVIDES EVIDENCE OF AN ASSOCIATION BETWEEN OBESITY AND DNA METHYLATION IN MULTI-ETHNIC ASIANS AND SUGGESTS THAT OBESITY CAN DRIVE METHYLATION CHANGE. THE RESULTS ALSO SUGGESTED POSSIBLE CAUSAL INFLUENCE THAT OBESITY-RELATED METHYLATION CHANGES MIGHT HAVE ON INFLAMMATION AND LIPOPROTEIN LEVELS.	2021	
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
5  1955  36 EPIGENETIC AGE ACCELERATION PREDICTS CANCER, CARDIOVASCULAR, AND ALL-CAUSE MORTALITY IN A GERMAN CASE COHORT. BACKGROUND: PREVIOUS STUDIES HAVE DEVELOPED MODELS PREDICTING METHYLATION AGE FROM DNA METHYLATION IN BLOOD AND OTHER TISSUES (EPIGENETIC CLOCK) AND SUGGESTED THE DIFFERENCE BETWEEN DNA METHYLATION AND CHRONOLOGICAL AGES AS A MARKER OF HEALTHY AGING. THE GOAL OF THIS STUDY WAS TO CONFIRM AND EXPAND SUCH OBSERVATIONS BY INVESTIGATING WHETHER DIFFERENT CONCEPTS OF THE EPIGENETIC CLOCKS IN A POPULATION-BASED COHORT ARE ASSOCIATED WITH CANCER, CARDIOVASCULAR, AND ALL-CAUSE MORTALITY. RESULTS: DNA METHYLATION AGE WAS ESTIMATED IN A COHORT OF 1863 OLDER PEOPLE, AND THE DIFFERENCE BETWEEN AGE PREDICTED BY DNA METHYLATION AND CHRONOLOGICAL AGE (DELTAAGE) WAS CALCULATED. A CASE-COHORT DESIGN AND WEIGHTED PROPORTIONAL COX HAZARD MODELS WERE USED TO ESTIMATE ASSOCIATIONS OF DELTAAGE WITH CANCER, CARDIOVASCULAR, AND ALL-CAUSE MORTALITY. HAZARD RATIOS FOR DELTAAGE (PER 5 YEARS) CALCULATED USING THE EPIGENETIC CLOCK DEVELOPED BY HORVATH WERE 1.23 (95 % CI 1.10-1.38) FOR ALL-CAUSE MORTALITY, 1.22 (95 % CI 1.03-1.45) FOR CANCER MORTALITY, AND 1.19 (95 % CI 0.98-1.43) FOR CARDIOVASCULAR MORTALITY AFTER ADJUSTMENT FOR BATCH EFFECTS, AGE, SEX, EDUCATIONAL LEVEL, HISTORY OF CHRONIC DISEASES, HYPERTENSION, SMOKING STATUS, BODY MASS INDEX, AND LEUCOCYTE DISTRIBUTION. ASSOCIATIONS WERE SIMILAR BUT WEAKER FOR DELTAAGE CALCULATED USING THE EPIGENETIC CLOCK DEVELOPED BY HANNUM. CONCLUSIONS: THESE RESULTS SHOW THAT AGE ACCELERATION IN TERMS OF THE DIFFERENCE BETWEEN AGE PREDICTED BY DNA METHYLATION AND CHRONOLOGICAL AGE IS AN INDEPENDENT PREDICTOR OF ALL-CAUSE AND CAUSE-SPECIFIC MORTALITY AND MAY BE USEFUL AS A GENERAL MARKER OF HEALTHY AGING.	2016	
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           
6   173  33 ACCELERATED AGING IN BIPOLAR DISORDERS: AN EXPLORATORY STUDY OF SIX EPIGENETIC CLOCKS. BIPOLAR DISORDER (BD) IS A CHRONIC AND SEVERE PSYCHIATRIC DISORDER ASSOCIATED WITH SIGNIFICANT MEDICAL MORBIDITY AND REDUCED LIFE EXPECTANCY. IN THIS STUDY, WE ASSESSED ACCELERATED EPIGENETIC AGING IN INDIVIDUALS WITH BD USING VARIOUS DNA METHYLATION (DNAM)-BASED MARKERS. FOR THIS PURPOSE, WE USED FIVE EPIGENETIC CLOCKS (HORVATH, HANNUM, EN, PHENOAGE, AND GRIMAGE) AND A DNAM-BASED TELOMERE LENGTH CLOCK (DNAMTL). DNAM PROFILES WERE OBTAINED USING INFINIUM METHYLATIONEPIC ARRAYS FROM WHOLE-BLOOD SAMPLES OF 184 INDIVIDUALS WITH BD. WE ALSO ESTIMATED BLOOD CELL COUNTS BASED ON DNAM LEVELS FOR ADJUSTMENT. SIGNIFICANT CORRELATIONS BETWEEN CHRONOLOGICAL AGE AND EACH EPIGENETIC AGE ESTIMATED USING THE SIX DIFFERENT CLOCKS WERE OBSERVED. FOLLOWING ADJUSTMENT FOR BLOOD CELL COUNTS, WE FOUND THAT THE SIX EPIGENETIC AGEACCELS (AGE ACCELERATIONS) WERE SIGNIFICANTLY ASSOCIATED WITH THE BODY MASS INDEX. GRIMAGE AGEACCEL WAS SIGNIFICANTLY ASSOCIATED WITH MALE SEX, SMOKING STATUS AND CHILDHOOD MALTREATMENT. DNAMTL AGEACCEL WAS SIGNIFICANTLY ASSOCIATED WITH SMOKING STATUS. OVERALL, THIS STUDY SHOWED THAT DISTINCT EPIGENETIC CLOCKS ARE SENSITIVE TO DIFFERENT ASPECTS OF AGING PROCESS IN BD. FURTHER INVESTIGATIONS WITH COMPREHENSIVE EPIGENETIC CLOCK ANALYSES AND LARGE SAMPLES ARE REQUIRED TO CONFIRM OUR FINDINGS OF POTENTIAL DETERMINANTS OF AN ACCELERATED EPIGENETIC AGING IN BD.	2023	
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          
7  1780  31 EDUCATION AND LIFESTYLE FACTORS ARE ASSOCIATED WITH DNA METHYLATION CLOCKS IN OLDER AFRICAN AMERICANS. DNA METHYLATION (DNAM) CLOCKS ARE IMPORTANT BIOMARKERS OF CELLULAR AGING AND ARE ASSOCIATED WITH A VARIETY OF AGE-RELATED CHRONIC DISEASES AND ALL-CAUSE MORTALITY. EXAMINING THE RELATIONSHIP BETWEEN EDUCATION AND LIFESTYLE RISK FACTORS FOR AGE-RELATED DISEASES AND MULTIPLE DNAM CLOCKS CAN INCREASE THE UNDERSTANDING OF HOW RISK FACTORS CONTRIBUTE TO AGING AT THE CELLULAR LEVEL. THIS STUDY EXPLORED THE ASSOCIATION BETWEEN EDUCATION OR LIFESTYLE RISK FACTORS FOR AGE-RELATED DISEASES AND THE ACCELERATION OF FOUR DNAM CLOCKS, INCLUDING INTRINSIC (IEAA) AND EXTRINSIC EPIGENETIC AGE ACCELERATION (EEAA), PHENOAGE ACCELERATION (PHENOAA), AND GRIMAGE ACCELERATION (GRIMAA) IN THE AFRICAN AMERICAN PARTICIPANTS OF THE GENETIC EPIDEMIOLOGY NETWORK OF ARTERIOPATHY. WE PERFORMED BOTH CROSS-SECTIONAL AND LONGITUDINAL ANALYSES. IN CROSS-SECTIONAL ANALYSES, GENDER, EDUCATION, BMI, SMOKING, AND ALCOHOL CONSUMPTION WERE ALL INDEPENDENTLY ASSOCIATED WITH GRIMAA, WHEREAS ONLY SOME OF THEM WERE ASSOCIATED WITH OTHER CLOCKS. THE EFFECT OF SMOKING AND EDUCATION ON GRIMAA VARIED BY GENDER. LONGITUDINAL ANALYSES SUGGEST THAT AGE AND BMI CONTINUED TO INCREASE GRIMAA, AND THAT AGE AND CURRENT SMOKING CONTINUED TO INCREASE PHENOAA AFTER CONTROLLING DNAM CLOCKS AT BASELINE. IN CONCLUSION, EDUCATION AND COMMON LIFESTYLE RISK FACTORS WERE ASSOCIATED WITH MULTIPLE DNAM CLOCKS. HOWEVER, THE ASSOCIATION WITH EACH RISK FACTOR VARIED BY CLOCK, WHICH SUGGESTS THAT DIFFERENT CLOCKS MAY CAPTURE ADVERSE EFFECTS FROM DIFFERENT ENVIRONMENTAL STIMULI.	2019	
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
8   713  36 CADMIUM EXPOSURE AND AGE-ASSOCIATED DNA METHYLATION CHANGES IN NON-SMOKING WOMEN FROM NORTHERN THAILAND. DNA METHYLATION CHANGES WITH AGE, AND MAY SERVE AS A BIOMARKER OF AGING. CADMIUM (CD) MODIFIES CELLULAR PROCESSES THAT PROMOTE AGING AND DISRUPTS METHYLATION GLOBALLY. WHETHER CD MODIFIES AGING PROCESSES BY INFLUENCING ESTABLISHMENT OF AGE-ASSOCIATED METHYLATION MARKS IS CURRENTLY UNKNOWN. IN THIS PILOT STUDY, WE CHARACTERIZED METHYLATION PROFILES IN > 450 000 CPG SITES IN 40 NON-SMOKING WOMEN (AGE 40-80) DIFFERENTIALLY EXPOSED TO ENVIRONMENTAL CD FROM THAILAND. BASED ON SPECIFIC GRAVITY ADJUSTED URINARY CD, WE CLASSIFIED THEM AS HIGH (HE) AND LOW (LE) EXPOSED AND AGE-MATCHED WITHIN 5 YEARS. URINARY CD WAS DEFINED AS BELOW 2 MICROG/L IN THE LE GROUP. WE PREDICTED EPIGENETIC AGE (DNAM-AGE) USING TWO PUBLISHED METHODS BY HORVATH AND HANNUM AND EXAMINED THE DIFFERENCE BETWEEN EPIGENETIC AGE AND CHRONOLOGIC AGE (DELTAAGE). WE ASSESSED DIFFERENCES BY CD EXPOSURE USING LINEAR MIXED MODELS ADJUSTED FOR ESTIMATED WHITE BLOOD CELL PROPORTIONS, BMI, AND URINARY CREATININE. WE IDENTIFIED 213 AGE-ASSOCIATED CPG SITES IN OUR POPULATION (P < 10(-4)). COUNTERINTUITIVELY, THE MEAN DELTAAGE WAS SMALLER IN HE VS. LE (HANNUM: 3.6 VS. 7.6 YEARS, P = 0.0093; HORVATH: 2.4 VS. 4.5 YEARS, P = 0.1308). THE CD EXPOSED GROUP WAS ASSOCIATED WITH CHANGES IN METHYLATION (P < 0.05) AT 12, 8, AND 20 AGE-ASSOCIATED SITES IDENTIFIED IN OUR POPULATION, HANNUM, AND HORVATH. FROM THE RESULTS OF THIS PILOT STUDY, ELEVATED CD EXPOSURE IS ASSOCIATED WITH METHYLATION CHANGES AT AGE-ASSOCIATED SITES AND SMALLER DIFFERENCES BETWEEN DNAM-AGE AND CHRONOLOGIC AGE, IN CONTRAST TO EXPECTED AGE-ACCELERATING EFFECTS. CD MAY MODIFY EPIGENETIC AGING, AND BIOMARKERS OF AGING WARRANT FURTHER INVESTIGATION WHEN EXAMINING CD AND ITS RELATIONSHIP WITH CHRONIC DISEASE AND MORTALITY.	2017	
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
9   525  36 ASSOCIATIONS OF BODY COMPOSITION AND PHYSICAL ACTIVITY LEVEL WITH MULTIPLE MEASURES OF EPIGENETIC AGE ACCELERATION. EPIGENETIC CLOCKS USE DNA METHYLATION TO ESTIMATE BIOLOGICAL AGE. WHETHER BODY COMPOSITION AND PHYSICAL ACTIVITY ARE ASSOCIATED WITH THESE CLOCKS IS NOT WELL UNDERSTOOD. USING BLOOD SAMPLES COLLECTED AT ENROLLMENT (2003-2009) FROM 2,758 WOMEN IN THE US NATIONWIDE SISTER STUDY, WE CALCULATED 6 EPIGENETIC AGE ACCELERATION METRICS USING 4 EPIGENETIC CLOCKS (HANNUM, HORVATH, PHENOAGE, GRIMAGE). RECREATIONAL PHYSICAL ACTIVITY WAS SELF-REPORTED, AND ADIPOSITY MEASURES WERE ASSESSED BY TRAINED MEDICAL EXAMINERS (BODY MASS INDEX (BMI), WAIST-TO-HIP RATIO (WTH), WAIST CIRCUMFERENCE). IN CROSS-SECTIONAL ANALYSES, ALL ADIPOSITY MEASURES WERE ASSOCIATED WITH EPIGENETIC AGE ACCELERATION. THE STRONGEST ASSOCIATION WAS FOR BMI AND PHENOAGE, A MEASURE OF BIOLOGICAL AGE THAT CORRELATES WITH CHRONIC DISEASE (BMI OF >/=35.0 VS. 18.5-24.9, BETA = 3.15 YEARS, 95% CONFIDENCE INTERVAL (CI): 2.41, 3.90; P FOR TREND < 0.001). IN A MUTUAL-ADJUSTMENT MODEL, BOTH WERE ASSOCIATED WITH PHENOAGE AGE ACCELERATION (BMI OF >/=35.0 VS. 18.5-24.9, BETA = 2.69 YEARS, 95% CI: 1.90, 3.48; P FOR TREND < 0.001; QUARTILE 4 VS.1 WTH, BETA = 1.00 YEARS, 95% CI: 0.34, 1.65; P FOR TREND < 0.008). AFTER ADJUSTMENT, PHYSICAL ACTIVITY WAS ASSOCIATED ONLY WITH GRIMAGE (QUARTILE 4 VS. 1, BETA = -0.42 YEARS, 95% CI: -0.70, -0.14; P FOR TREND = 0.001). PHYSICAL ACTIVITY ATTENUATED THE WAIST CIRCUMFERENCE ASSOCIATIONS WITH PHENOAGE AND GRIMAGE. EXCESS ADIPOSITY WAS ASSOCIATED WITH EPIGENETIC AGE ACCELERATION; PHYSICAL ACTIVITY MIGHT ATTENUATE ASSOCIATIONS WITH WAIST CIRCUMFERENCE.	2021	
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                
10   502  51 ASSOCIATION OF ARSENIC EXPOSURE WITH WHOLE BLOOD DNA METHYLATION: AN EPIGENOME-WIDE STUDY OF BANGLADESHI ADULTS. BACKGROUND: ARSENIC EXPOSURE AFFECTS [FORMULA: SEE TEXT] PEOPLE WORLDWIDE, INCLUDING [FORMULA: SEE TEXT] IN BANGLADESH. ARSENIC EXPOSURE INCREASES THE RISK OF CANCER AND OTHER CHRONIC DISEASES, AND ONE POTENTIAL MECHANISM OF ARSENIC TOXICITY IS EPIGENETIC DYSREGULATION. OBJECTIVE: WE ASSESSED ASSOCIATIONS BETWEEN ARSENIC EXPOSURE AND GENOME-WIDE DNA METHYLATION MEASURED AT BASELINE AMONG 396 BANGLADESHI ADULTS PARTICIPATING IN THE HEALTH EFFECTS OF ARSENIC LONGITUDINAL STUDY (HEALS) WHO WERE EXPOSED BY DRINKING NATURALLY CONTAMINATED WELL WATER. METHODS: METHYLATION IN WHOLE BLOOD DNA WAS MEASURED AT [FORMULA: SEE TEXT] USING THE ILLUMINA INFINIUMMETHYLATIONEPIC (EPIC) ARRAY. TO ASSESS ASSOCIATIONS BETWEEN ARSENIC EXPOSURE AND CPG METHYLATION, WE USED LINEAR REGRESSION MODELS ADJUSTED FOR COVARIATES AND SURROGATE VARIABLES (SVS) (CAPTURING UNKNOWN TECHNICAL AND BIOLOGIC FACTORS). WE ATTEMPTED REPLICATION AND CONDUCTED A META-ANALYSIS USING AN INDEPENDENT DATASET OF [FORMULA: SEE TEXT] FROM 400 BANGLADESHI INDIVIDUALS WITH ARSENICAL SKIN LESIONS. RESULTS: WE IDENTIFIED 34 CPGS ASSOCIATED WITH [FORMULA: SEE TEXT] CREATININE-ADJUSTED URINARY ARSENIC [[FORMULA: SEE TEXT]]. SIXTEEN OF THESE CPGS ANNOTATED TO THE [FORMULA: SEE TEXT] ARRAY, AND 10 ASSOCIATIONS WERE REPLICATED ([FORMULA: SEE TEXT]). THE TOP TWO CPGS ANNOTATED UPSTREAM OF THE ABR GENE (CG01912040, CG10003262 ). ALL URINARY ARSENIC-ASSOCIATED CPGS WERE ALSO ASSOCIATED WITH ARSENIC CONCENTRATION MEASURED IN DRINKING WATER ([FORMULA: SEE TEXT]). META-ANALYSIS ([FORMULA: SEE TEXT] SAMPLES) IDENTIFIED 221 URINARY ARSENIC-ASSOCIATED CPGS ([FORMULA: SEE TEXT]). THE ARSENIC-ASSOCIATED CPGS FROM THE META-ANALYSIS WERE ENRICHED IN NON-CPG ISLANDS AND SHORES ([FORMULA: SEE TEXT]) AND DEPLETED IN PROMOTER REGIONS ([FORMULA: SEE TEXT]). AMONG THE ARSENIC-ASSOCIATED CPGS ([FORMULA: SEE TEXT]), WE OBSERVED SIGNIFICANT ENRICHMENT OF GENES ANNOTATING TO THE REACTIVE OXYGEN SPECIES PATHWAY, INFLAMMATORY RESPONSE, AND TUMOR NECROSIS FACTOR [FORMULA: SEE TEXT] ([FORMULA: SEE TEXT]) SIGNALING VIA NUCLEAR FACTOR KAPPA-B ([FORMULA: SEE TEXT]) HALLMARKS ([FORMULA: SEE TEXT]). CONCLUSIONS: THE NOVEL AND REPLICABLE ASSOCIATIONS BETWEEN ARSENIC EXPOSURE AND DNA METHYLATION AT SPECIFIC CPGS OBSERVED IN THIS WORK SUGGEST THAT EPIGENETIC ALTERATIONS SHOULD BE FURTHER INVESTIGATED AS POTENTIAL MEDIATORS IN ARSENIC TOXICITY AND AS BIOMARKERS OF EXPOSURE AND EFFECT IN EXPOSED POPULATIONS. HTTPS://DOI.ORG/10.1289/EHP3849.	2019	
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
11  2150  35 EPIGENETIC MEASURES OF AGEING PREDICT THE PREVALENCE AND INCIDENCE OF LEADING CAUSES OF DEATH AND DISEASE BURDEN. BACKGROUND: INDIVIDUALS OF THE SAME CHRONOLOGICAL AGE DISPLAY DIFFERENT RATES OF BIOLOGICAL AGEING. A NUMBER OF MEASURES OF BIOLOGICAL AGE HAVE BEEN PROPOSED WHICH HARNESS AGE-RELATED CHANGES IN DNA METHYLATION PROFILES. THESE MEASURES INCLUDE FIVE 'EPIGENETIC CLOCKS' WHICH PROVIDE AN INDEX OF HOW MUCH AN INDIVIDUAL'S BIOLOGICAL AGE DIFFERS FROM THEIR CHRONOLOGICAL AGE AT THE TIME OF MEASUREMENT. THE FIVE CLOCKS ENCOMPASS METHYLATION-BASED PREDICTORS OF CHRONOLOGICAL AGE (HORVATHAGE, HANNUMAGE), ALL-CAUSE MORTALITY (DNAM PHENOAGE, DNAM GRIMAGE) AND TELOMERE LENGTH (DNAM TELOMERE LENGTH). A SIXTH EPIGENETIC MEASURE OF AGEING DIFFERS FROM THESE CLOCKS IN THAT IT ACTS AS A SPEEDOMETER PROVIDING A SINGLE TIME-POINT MEASUREMENT OF THE PACE OF AN INDIVIDUAL'S BIOLOGICAL AGEING. THIS MEASURE OF AGEING IS TERMED DUNEDINPOAM. IN THIS STUDY, WE TEST THE ASSOCIATION BETWEEN THESE SIX EPIGENETIC MEASURES OF AGEING AND THE PREVALENCE AND INCIDENCE OF THE LEADING CAUSES OF DISEASE BURDEN AND MORTALITY IN HIGH-INCOME COUNTRIES (N </= 9537, GENERATION SCOTLAND: SCOTTISH FAMILY HEALTH STUDY). RESULTS: DNAM GRIMAGE PREDICTED INCIDENCE OF CLINICALLY DIAGNOSED CHRONIC OBSTRUCTIVE PULMONARY DISEASE (COPD), TYPE 2 DIABETES AND ISCHEMIC HEART DISEASE AFTER 13 YEARS OF FOLLOW-UP (HAZARD RATIOS = 2.22, 1.52 AND 1.41, RESPECTIVELY). DUNEDINPOAM PREDICTED THE INCIDENCE OF COPD AND LUNG CANCER (HAZARD RATIOS = 2.02 AND 1.45, RESPECTIVELY). DNAM PHENOAGE PREDICTED INCIDENCE OF TYPE 2 DIABETES (HAZARD RATIO = 1.54). DNAM TELOMERE LENGTH ASSOCIATED WITH THE INCIDENCE OF ISCHEMIC HEART DISEASE (HAZARD RATIO = 0.80). DNAM GRIMAGE ASSOCIATED WITH ALL-CAUSE MORTALITY, THE PREVALENCE OF COPD AND SPIROMETRY MEASURES AT THE STUDY BASELINE. THESE ASSOCIATIONS WERE PRESENT AFTER ADJUSTING FOR POSSIBLE CONFOUNDING RISK FACTORS INCLUDING ALCOHOL CONSUMPTION, BODY MASS INDEX, DEPRIVATION, EDUCATION AND TOBACCO SMOKING AND SURPASSED STRINGENT BONFERRONI-CORRECTED SIGNIFICANCE THRESHOLDS. CONCLUSIONS: OUR DATA SUGGEST THAT EPIGENETIC MEASURES OF AGEING MAY HAVE UTILITY IN CLINICAL SETTINGS TO COMPLEMENT GOLD-STANDARD METHODS FOR DISEASE ASSESSMENT AND MANAGEMENT.	2020	
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
12  5746  34 SMOKING-RELATED DNA METHYLATION IS ASSOCIATED WITH DNA METHYLATION PHENOTYPIC AGE ACCELERATION: THE VETERANS AFFAIRS NORMATIVE AGING STUDY. DNA METHYLATION MAY PLAY A CRITICAL ROLE IN AGING AND AGE-RELATED DISEASES. DNA METHYLATION PHENOTYPIC AGE (DNAMPHENOAGE) IS A NEW AGING BIOMARKER AND PREDICTOR OF CHRONIC DISEASE RISK. WHILE SMOKING IS A STRONG RISK FACTOR FOR CHRONIC DISEASES AND INFLUENCES METHYLATION, ITS INFLUENCE ON DNAMPHENOAGE IS UNKNOWN. WE INVESTIGATED ASSOCIATIONS OF SELF-REPORTED AND EPIGENETIC SMOKING INDICATORS WITH DNAMPHENOAGE ACCELERATION IN A LONGITUDINAL AGING STUDY IN EASTERN MASSACHUSETTS. DNA METHYLATION WAS MEASURED IN WHOLE BLOOD SAMPLES FROM MULTIPLE VISITS FOR 692 MALE PARTICIPANTS IN THE VETERANS AFFAIRS NORMATIVE AGING STUDY DURING 1999-2013. ACCELERATION WAS DEFINED USING RESIDUALS FROM LINEAR REGRESSION OF THE DNAMPHENOAGE ON THE CHRONOLOGICAL AGE. CUMULATIVE SMOKING (PACK-YEARS) WAS SIGNIFICANTLY ASSOCIATED WITH DNAMPHENOAGE ACCELERATION, WHEREAS SELF-REPORTED SMOKING STATUS WAS NOT. WE OBSERVED SIGNIFICANT VALIDATED ASSOCIATIONS BETWEEN SMOKING-RELATED LOCI AND DNAMPHENOAGE ACCELERATION FOR 52 CPG SITES, WHERE 18 WERE HYPOMETHYLATED AND 34 WERE HYPERMETHYLATED, MAPPED TO 16 GENES. THE AHRR GENE HAD THE MOST LOCI (N = 8) AMONG THE 16 GENES. WE GENERATED A SMOKING AGING INDEX BASED ON THESE 52 LOCI, WHICH SHOWED POSITIVE SIGNIFICANT ASSOCIATIONS WITH DNAMPHENOAGE ACCELERATION. THESE EPIGENETIC BIOMARKERS MAY HELP TO PREDICT AGE-RELATED RISKS DRIVEN BY SMOKING.	2019	
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      
13  1956  37 EPIGENETIC AGE IN PERIPHERAL BLOOD AMONG CHILDREN, ADOLESCENT, AND ADULT SURVIVORS OF CHILDHOOD CANCER. IMPORTANCE: CERTAIN CANCER THERAPIES ARE RISK FACTORS FOR EPIGENETIC AGE ACCELERATION (EAA) AMONG SURVIVORS OF CHILDHOOD CANCER, AND EAA IS ASSOCIATED WITH CHRONIC HEALTH CONDITIONS (CHCS). HOWEVER, SMALL NUMBERS OF YOUNGER SURVIVORS (AGED <20 YEARS) PREVIOUSLY EVALUATED HAVE LIMITED THE ABILITY TO CALCULATE EAA AMONG THIS AGE GROUP. OBJECTIVE: TO EVALUATE THE CHANGE RATE OF EPIGENETIC AGE (EA) AND EAA IN YOUNGER COMPARED WITH OLDER SURVIVORS AND THE POSSIBLE ASSOCIATION OF EAA WITH EARLY-ONSET OBESITY (AGED <20 YEARS), SEVERITY/BURDEN OF CHCS, AND LATE MORTALITY (>5 YEARS FROM CANCER DIAGNOSIS). DESIGN, SETTING, AND PARTICIPANTS: STUDY PARTICIPANTS WERE FROM THE ST JUDE LIFETIME COHORT, INITIATED IN 2007 WITH ONGOING FOLLOW-UP. THE PRESENT STUDY WAS CONDUCTED FROM APRIL 17, 2022, TO MARCH 23, 2023. SURVIVORS IN THIS COHORT OF EUROPEAN ANCESTRY WITH DNA METHYLATION DATA WERE INCLUDED. CROSS-SECTIONAL ANNUAL CHANGES IN EA AND EAA WERE COMPARED ACROSS 5 DIFFERENT CHRONOLOGIC AGE GROUPS: AGE 0 TO 9 (CHILDREN), 10 TO 19 (ADOLESCENTS), 20 TO 34 (YOUNGER ADULTS), 35 TO 49 (MIDDLE-AGED ADULTS), AND GREATER THAN OR EQUAL TO 50 (OLDER ADULTS) YEARS. LOGISTIC REGRESSION EVALUATED THE ASSOCIATION BETWEEN EAA AND EARLY-ONSET OBESITY OR SEVERITY/BURDEN OF CHCS. COX PROPORTIONAL HAZARDS REGRESSION ASSESSED THE ASSOCIATION BETWEEN EAA AND LATE MORTALITY. MAIN OUTCOMES AND MEASURES: EARLY-ONSET OBESITY, SEVERITY/BURDEN OF CHCS (GRADED USING THE COMMON TERMINOLOGY CRITERIA FOR ADVERSE EVENTS (GRADE 1, MILD; 2, MODERATE; 3, SEVERE/DISABLING; 4, LIFE-THREATENING) AND WERE COMBINED INTO HIGH VS LOW SEVERITY/BURDEN BASED ON FREQUENCY AND GRADE), AND LATE MORTALITY WERE THE OUTCOMES BASED ON FOLLOW-UP UNTIL APRIL 2020. EXPANDED DNA METHYLATION PROFILING INCREASED THE NUMBER OF SURVIVORS YOUNGER THAN 20 YEARS (N = 690). EPIGENETIC AGE WAS CALCULATED PRIMARILY USING THE LEVINE CLOCK, AND EAA WAS DERIVED FROM LEAST SQUARES REGRESSION OF EA AGAINST CHRONOLOGIC AGE AND WAS STANDARDIZED TO A Z SCORE (LEVINE EEA). RESULTS: AMONG 2846 PARTICIPANTS (MEDIAN AGE, 30.3 [IQR, 9.3-41.5] YEARS; 53% MALES), THE CROSS-SECTIONAL ANNUAL CHANGE IN EA_LEVINE WAS HIGHER IN CHILDREN (1.63 YEARS) AND ADOLESCENTS (1.14 YEARS), AND THE ADJUSTED LEAST-SQUARES MEAN OF LEVINE EEA WAS LOWER IN CHILDREN (-0.22 YEARS) AND OLDER ADULTS (-1.70 YEARS). EACH 1-SD INCREASE IN LEVINE EEA WAS ASSOCIATED WITH INCREASED RISK OF DEVELOPING EARLY-ONSET OBESITY (ODDS RATIO [OR], 1.46; 95% CI, 1.19-1.78), HIGH SEVERITY/BURDEN OF CHCS (OR, 1.13; 95% CI, 1.03-1.24), AND LATE MORTALITY (HAZARD RATIO, 1.75; 95% CI, 1.35-2.26). CONCLUSIONS AND RELEVANCE: THE FINDINGS OF THIS STUDY SUGGEST THAT EAA MEASURED IN CHILDREN AND ADOLESCENT SURVIVORS OF CHILDHOOD CANCER IS ASSOCIATED WITH EARLY-ONSET OBESITY, SEVERITY/BURDEN OF ALL CHCS, AND LATE MORTALITY. EVALUATING EAA MAY HELP IDENTIFY SURVIVORS OF CHILDHOOD CANCER AT INCREASED RISK FOR EARLY-ONSET OBESITY, MORBIDITY IN GENERAL, AND MORTALITY.	2023	

14  2643  43 EPIGENOMIC ASSOCIATION ANALYSIS IDENTIFIES SMOKING-RELATED DNA METHYLATION SITES IN AFRICAN AMERICANS. CIGARETTE SMOKING IS AN ENVIRONMENTAL RISK FACTOR FOR MANY CHRONIC DISEASES, AND DISEASE RISK CAN OFTEN BE MANAGED BY SMOKING CONTROL. SMOKING CAN INDUCE CELLULAR AND MOLECULAR CHANGES, INCLUDING EPIGENETIC MODIFICATION, BUT THE SHORT- AND LONG-TERM EPIGENETIC MODIFICATIONS CAUSED BY CIGARETTE SMOKING AT THE GENE LEVEL HAVE NOT BEEN WELL UNDERSTOOD. RECENT STUDIES HAVE IDENTIFIED SMOKING-RELATED DNA METHYLATION (DNAM) SITES IN CAUCASIANS. TO DETERMINE WHETHER THE SAME DNAM SITES ASSOCIATE WITH SMOKING IN AFRICAN AMERICANS, AND TO IDENTIFY NOVEL SMOKING-RELATED DNAM SITES, WE CONDUCTED A METHYLOME-WIDE ASSOCIATION STUDY OF CIGARETTE SMOKING USING A DISCOVERY SAMPLE OF 972 AFRICAN AMERICANS, AND A REPLICATION SAMPLE OF 239 AFRICAN AMERICANS WITH TWO ARRAY-BASED METHODS. AMONG 15 DNAM SITES SIGNIFICANTLY ASSOCIATED WITH SMOKING AFTER CORRECTION FOR MULTIPLE TESTING IN OUR DISCOVERY SAMPLE, 5 DNAM SITES ARE REPLICATED IN AN INDEPENDENT COHORT, AND 14 SITES IN THE REPLICATION SAMPLE HAVE EFFECTS IN THE SAME DIRECTION AS IN THE DISCOVERY SAMPLE. THE TOP TWO SMOKING-RELATED DNAM SITES IN F2RL3 (FACTOR II RECEPTOR-LIKE 3) AND GPR15 (G-PROTEIN-COUPLED RECEPTOR 15) OBSERVED IN AFRICAN AMERICANS ARE CONSISTENT WITH PREVIOUS FINDINGS IN CAUCASIANS. THE ASSOCIATIONS BETWEEN THE REPLICATED DNAM SITES AND SMOKING REMAIN SIGNIFICANT AFTER ADJUSTING FOR GENETIC BACKGROUND. DESPITE THE DISTINCT GENETIC BACKGROUND BETWEEN AFRICAN AMERICANS AND CAUCASIANS, THE DNAM FROM THE TWO ETHNIC GROUPS SHARES COMMON ASSOCIATIONS WITH CIGARETTE SMOKING, WHICH SUGGESTS A COMMON MOLECULAR MECHANISM OF EPIGENETIC MODIFICATION INFLUENCED BY ENVIRONMENTAL EXPOSURE.	2013	
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     
15  4249  35 METHYLATION-BASED BIOLOGICAL AGE AND BREAST CANCER RISK. BACKGROUND: AGE IS ONE OF THE STRONGEST PREDICTORS OF CANCER, CHRONIC DISEASE, AND MORTALITY, BUT BIOLOGICAL RESPONSES TO AGING DIFFER AMONG PEOPLE. EPIGENETIC DNA MODIFICATIONS HAVE BEEN USED TO ESTIMATE "BIOLOGICAL AGE," WHICH MAY BE A USEFUL PREDICTOR OF DISEASE RISK. WE TESTED THIS HYPOTHESIS FOR BREAST CANCER. METHODS: USING A CASE-COHORT APPROACH, WE MEASURED BASELINE BLOOD DNA METHYLATION OF 2764 WOMEN ENROLLED IN THE SISTER STUDY, 1566 OF WHOM SUBSEQUENTLY DEVELOPED BREAST CANCER AFTER AN AVERAGE OF 6 YEARS. USING THREE PREVIOUSLY ESTABLISHED METHYLATION-BASED "CLOCKS" (HANNUM, HORVATH, AND LEVINE), WE DEFINED BIOLOGICAL AGE ACCELERATION FOR EACH WOMAN BY COMPARING HER ESTIMATED BIOLOGICAL AGE WITH HER CHRONOLOGICAL AGE. HAZARD RATIOS AND 95% CONFIDENCE INTERVALS FOR BREAST CANCER RISK WERE ESTIMATED USING COX REGRESSION MODELS. ALL STATISTICAL TESTS WERE TWO-SIDED. RESULTS: EACH OF THE THREE CLOCKS SHOWED THAT BIOLOGICAL AGE ACCELERATION WAS STATISTICALLY SIGNIFICANTLY ASSOCIATED WITH INCREASED RISK OF DEVELOPING BREAST CANCER (5-YEAR AGE ACCELERATION, HANNUM'S CLOCK: HAZARD RATIO [HR] = 1.10, 95% CONFIDENCE INTERVAL [CI] = 1.00 TO 1.21, P = .04; HORVATH'S CLOCK: HR = 1.08, 95% CI = 1.00 TO 1.17, P = .04; LEVINE'S CLOCK: HR = 1.15, 95% CI = 1.07 TO 1.23, P < .001). FOR LEVINE'S CLOCK, EACH 5-YEAR ACCELERATION IN BIOLOGICAL AGE CORRESPONDED WITH A 15% INCREASE IN BREAST CANCER RISK. ALTHOUGH BIOLOGICAL AGE MAY ACCELERATE WITH MENOPAUSAL TRANSITION, AGE ACCELERATION IN PREMENOPAUSAL WOMEN INDEPENDENTLY PREDICTED BREAST CANCER. CASE-ONLY ANALYSIS SUGGESTED THAT, AMONG WOMEN WHO DEVELOP BREAST CANCER, INCREASED AGE ACCELERATION IS ASSOCIATED WITH INVASIVE CANCER (ODDS RATIO FOR INVASIVE = 1.09, 95% CI = 0.98 TO 1.22, P = .10). CONCLUSIONS: DNA METHYLATION-BASED MEASURES OF BIOLOGICAL AGE MAY BE IMPORTANT PREDICTORS OF BREAST CANCER RISK.	2019	
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
16  5463  40 RESIDENTIAL PM(2.5) EXPOSURE AND THE NASAL METHYLOME IN CHILDREN. RATIONALE: PM(2.5-)INDUCED ADVERSE EFFECTS ON RESPIRATORY HEALTH MAY BE DRIVEN BY EPIGENETIC MODIFICATIONS IN AIRWAY CELLS. THE POTENTIAL IMPACT OF EXPOSURE DURATION ON EPIGENETIC ALTERATIONS IN THE AIRWAYS IS NOT YET KNOWN. OBJECTIVES: WE AIMED TO STUDY ASSOCIATIONS OF FINE PARTICULATE MATTER PM(2.5) EXPOSURE WITH DNA METHYLATION IN NASAL CELLS. METHODS: WE CONDUCTED NASAL EPIGENOME-WIDE ASSOCIATION ANALYSES WITHIN 503 CHILDREN FROM PROJECT VIVA (MEAN AGE 12.9 Y), AND EXAMINED VARIOUS EXPOSURE DURATIONS (1-DAY, 1-WEEK, 1-MONTH, 3-MONTHS AND 1-YEAR) PRIOR TO NASAL SAMPLING. WE USED RESIDENTIAL ADDRESSES TO ESTIMATE AVERAGE DAILY PM(2.5) AT 1 KM RESOLUTION. WE COLLECTED NASAL SWABS FROM THE ANTERIOR NARES AND MEASURED DNA METHYLATION (DNAM) USING THE ILLUMINA METHYLATIONEPIC BEADCHIP. WE TESTED 719,075 HIGH QUALITY AUTOSOMAL CPGS USING CPG-BY-CPG AND REGIONAL DNAM ANALYSES CONTROLLING FOR MULTIPLE COMPARISONS, AND ADJUSTED FOR MATERNAL EDUCATION, HOUSEHOLD SMOKERS, CHILD SEX, RACE/ETHNICITY, BMI Z-SCORE, AGE, SEASON AT SAMPLE COLLECTION AND CELL-TYPE HETEROGENEITY. WE FURTHER CORRECTED FOR BIAS AND GENOMIC INFLATION. WE TESTED FOR REPLICATION IN A COHORT FROM THE NETHERLANDS (PIAMA). RESULTS: IN ADJUSTED ANALYSES, WE FOUND 362 CPGS ASSOCIATED WITH 1-YEAR PM(2.5) (FDR < 0.05), 20 CPGS PASSING BONFERRONI CORRECTION (P < 7.0X10(-8)) AND 10 DIFFERENTIALLY METHYLATED REGIONS (DMRS). IN 445 PIAMA PARTICIPANTS (MEAN AGE 16.3 YEARS) 11 OF 203 AVAILABLE CPGS REPLICATED AT P < 0.05. WE OBSERVED DIFFERENTIAL DNAM AT/NEAR GENES IMPLICATED IN CELL CYCLE, IMMUNE AND INFLAMMATORY RESPONSES. THERE WERE NO CPGS OR REGIONS ASSOCIATED WITH PM(2.5) LEVELS AT 1-DAY, 1-WEEK, OR 1-MONTH PRIOR TO SAMPLE COLLECTION, ALTHOUGH 2 CPGS WERE ASSOCIATED WITH PAST 3-MONTH PM(2.5). CONCLUSION: WE OBSERVED WIDE-SPREAD DNAM VARIABILITY ASSOCIATED WITH AVERAGE PAST YEAR PM(2.5) EXPOSURE BUT WE DID NOT DETECT ASSOCIATIONS WITH SHORTER-TERM EXPOSURE. OUR RESULTS SUGGEST THAT NASAL DNAM MARKS REFLECT CHRONIC AIR POLLUTION EXPOSURE.	2021	
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       
17  6018  28 THE ASSOCIATION OF EPIGENETIC AGE ACCELERATION AND MULTIMORBIDITY AT AGE 90 IN THE WOMEN'S HEALTH INITIATIVE. BACKGROUND: EPIGENETIC AGE ACCELERATION (EAA), A MEASURE OF ACCELERATED BIOLOGICAL AGING, HAS BEEN ASSOCIATED WITH INCREASED RISK OF SEVERAL AGE-RELATED CHRONIC CONDITIONS. THIS IS THE FIRST STUDY TO PROSPECTIVELY EXAMINE THE RELATIONSHIP BETWEEN EAA AND BOTH MULTIMORBIDITY COUNT AND A WEIGHTED MULTIMORBIDITY SCORE AMONG LONG-LIVED POSTMENOPAUSAL WOMEN. METHODS: WE INCLUDED 1,951 WOMEN FROM THE WOMEN'S HEALTH INITIATIVE WHO COULD HAVE SURVIVED TO AGE 90. EAA WAS ESTIMATED USING THE HORVATH PAN-TISSUE, HANNUM, PHENOAGE AND GRIMAGE "CLOCKS." TWELVE CHRONIC CONDITIONS WERE INCLUDED IN THE MULTIMORBIDITY COUNT. THE MULTIMORBIDITY SCORE WAS WEIGHTED FOR EACH MORBIDITY'S RELATIONSHIP WITH MORTALITY IN THE STUDY POPULATION. USING MIXED-EFFECTS POISSON AND LINEAR REGRESSION MODELS THAT INCLUDED BASELINE COVARIATES ASSOCIATED WITH BOTH EAA AND MULTIMORBIDITY, WE ESTIMATED RELATIVE RISKS (RRS) AND 95% CONFIDENCE INTERVALS (CIS) FOR THE RELATIONSHIPS BETWEEN EACH EAA MEASURE AT STUDY BASELINE WITH BOTH MULTIMORBIDITY COUNT AND WEIGHTED MULTIMORBIDITY SCORE AT AGE 90, RESPECTIVELY. RESULTS: FOR EVERY ONE-STANDARD DEVIATION INCREASE IN AGEACCELPHENO, THE RATE OF MULTIMORBIDITY ACCUMULATION INCREASED 6% (RR=1.06; 95% CI=1.01-1.12; P=0.025) AND THE MULTIMORBIDITY SCORE BY 7% (RR=1.07; 95% CI=1.01-1.13; P=0.014) FOR WOMEN WHO SURVIVED TO AGE 90. THE RESULTS FOR A ONE-STANDARD DEVIATION INCREASE IN AGEACCELHORVATH, AGEACCELHANNUM AND AGEACCELGRIM WITH MULTIMORBIDITY ACCUMULATION AND SCORE WERE WEAKER COMPARED TO AGEACCELPHENO, AND THE LATTER TWO DID NOT REACH STATISTICAL SIGNIFICANCE. CONCLUSION: AGEACCELPHENO AND AGEACCELHANNUM MAY PREDICT MULTIMORBIDITY COUNT AND SCORE AT AGE 90 IN OLDER WOMEN AND, THUS, MAY BE USEFUL AS A BIOMARKER PREDICTOR OF MULTIMORBIDITY BURDEN IN THE LAST DECADES OF LIFE.	2022	
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
18  5395  32 REDUCED EPIGENETIC AGE IN OLDER ADULTS WITH HIGH SENSE OF PURPOSE IN LIFE. PSYCHOSOCIAL RISK FACTORS HAVE BEEN LINKED WITH ACCELERATED EPIGENETIC AGING, BUT LITTLE IS KNOWN ABOUT WHETHER PSYCHOSOCIAL RESILIENCE FACTORS (EG, SENSE OF PURPOSE IN LIFE) MIGHT REDUCE EPIGENETIC AGE ACCELERATION. IN THIS STUDY, WE TESTED IF OLDER ADULTS WHO EXPERIENCE HIGH LEVELS OF PURPOSE MIGHT SHOW REDUCED EPIGENETIC AGE ACCELERATION. WE EVALUATED THE RELATIONSHIP BETWEEN PURPOSE AND EPIGENETIC AGE ACCELERATION AS MEASURED BY 13 DNA METHYLATION (DNAM) "EPIGENETIC CLOCKS" ASSESSED IN 1 572 OLDER ADULTS FROM THE HEALTH AND RETIREMENT STUDY (MEAN AGE 70 YEARS). WE QUANTIFIED THE TOTAL ASSOCIATION BETWEEN PURPOSE AND DNAM AGE ACCELERATION AS WELL AS THE EXTENT TO WHICH THAT TOTAL ASSOCIATION MIGHT BE ATTRIBUTABLE TO DEMOGRAPHIC FACTORS, CHRONIC DISEASE, OTHER PSYCHOSOCIAL VARIABLES (EG, POSITIVE AFFECT), AND HEALTH-RELATED BEHAVIORS (HEAVY DRINKING, SMOKING, PHYSICAL ACTIVITY, AND BODY MASS INDEX [BMI]). PURPOSE IN LIFE WAS ASSOCIATED WITH REDUCED EPIGENETIC AGE ACCELERATION ACROSS 4 "SECOND-GENERATION" DNAM CLOCKS OPTIMIZED FOR PREDICTING HEALTH AND LONGEVITY (FALSE DISCOVERY RATE [FDR] Q < 0.0001: PHENOAGE, GRIMAGE, ZHANG EPIGENETIC MORTALITY INDEX; FDR Q < 0.05: DUNEDINPOAM). THESE ASSOCIATIONS WERE INDEPENDENT OF DEMOGRAPHIC AND PSYCHOSOCIAL FACTORS, BUT SUBSTANTIALLY ATTENUATED AFTER ADJUSTING FOR HEALTH-RELATED BEHAVIORS (DRINKING, SMOKING, PHYSICAL ACTIVITY, AND BMI). PURPOSE SHOWED NO SIGNIFICANT ASSOCIATION WITH 9 "FIRST-GENERATION" DNAM EPIGENETIC CLOCKS TRAINED ON CHRONOLOGICAL AGE. OLDER ADULTS WITH GREATER PURPOSE IN LIFE SHOW "YOUNGER" DNAM EPIGENETIC AGE ACCELERATION. THESE RESULTS MAY BE DUE IN PART TO ASSOCIATED DIFFERENCES IN HEALTH-RELATED BEHAVIORS. RESULTS SUGGEST NEW OPPORTUNITIES TO REDUCE BIOLOGICAL AGE ACCELERATION BY ENHANCING PURPOSE AND ITS BEHAVIORAL SEQUELAE IN LATE ADULTHOOD.	2023	
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
19   382  51 AN EPIGENOME-WIDE STUDY OF BODY MASS INDEX AND DNA METHYLATION IN BLOOD USING PARTICIPANTS FROM THE SISTER STUDY COHORT. BACKGROUND/OBJECTIVES: THE RELATIONSHIP BETWEEN OBESITY AND CHRONIC DISEASE RISK IS WELL-ESTABLISHED; THE UNDERLYING BIOLOGICAL MECHANISMS DRIVING THIS RISK INCREASE MAY INCLUDE OBESITY-RELATED EPIGENETIC MODIFICATIONS. TO EXPLORE THIS HYPOTHESIS, WE CONDUCTED A GENOME-WIDE ANALYSIS OF DNA METHYLATION AND BODY MASS INDEX (BMI) USING DATA FROM A SUBSET OF WOMEN IN THE SISTER STUDY. SUBJECTS/METHODS: THE SISTER STUDY IS A COHORT OF 50 884 US WOMEN WHO HAD A SISTER WITH BREAST CANCER BUT WERE FREE OF BREAST CANCER THEMSELVES AT ENROLLMENT. STUDY PARTICIPANTS COMPLETED EXAMINATIONS WHICH INCLUDED MEASUREMENTS OF HEIGHT AND WEIGHT, AND PROVIDED BLOOD SAMPLES. BLOOD DNA METHYLATION DATA GENERATED WITH THE ILLUMINA INFINIUM HUMANMETHYLATION27 BEADCHIP ARRAY COVERING 27,589 CPG SITES WAS AVAILABLE FOR 871 WOMEN FROM A PRIOR STUDY OF BREAST CANCER AND DNA METHYLATION. TO IDENTIFY DIFFERENTIALLY METHYLATED CPG SITES ASSOCIATED WITH BMI, WE ANALYZED THIS METHYLATION DATA USING ROBUST LINEAR REGRESSION WITH ADJUSTMENT FOR AGE AND CASE STATUS. FOR THOSE CPGS PASSING THE FALSE DISCOVERY RATE SIGNIFICANCE LEVEL, WE EXAMINED THE ASSOCIATION IN A REPLICATION SET COMPRISED OF A NON-OVERLAPPING GROUP OF 187 WOMEN FROM THE SISTER STUDY WHO HAD DNA METHYLATION DATA GENERATED USING THE INFINIUM HUMANMETHYLATION450 BEADCHIP ARRAY. ANALYSIS OF THIS EXPANDED 450 K ARRAY IDENTIFIED ADDITIONAL BMI-ASSOCIATED SITES WHICH WERE INVESTIGATED WITH TARGETED PYROSEQUENCING. RESULTS: FOUR CPG SITES REACHED GENOME-WIDE SIGNIFICANCE (FALSE DISCOVERY RATE (FDR) Q<0.05) IN THE DISCOVERY SET AND ASSOCIATIONS FOR ALL FOUR WERE SIGNIFICANT AT STRICT BONFERRONI CORRECTION IN THE REPLICATION SET. AN ADDITIONAL 23 SITES PASSED FDR IN THE REPLICATION SET AND FIVE WERE REPLICATED BY PYROSEQUENCING IN THE DISCOVERY SET. SEVERAL OF THE GENES IDENTIFIED INCLUDING ANGPT4, RORC, SOCS3, FSD2, XYLT1, ABCG1, STK39, ASB2 AND CRHR2 HAVE BEEN LINKED TO OBESITY AND OBESITY-RELATED CHRONIC DISEASES. CONCLUSIONS: OUR FINDINGS SUPPORT THE HYPOTHESIS THAT OBESITY-RELATED EPIGENETIC DIFFERENCES ARE DETECTABLE IN BLOOD AND MAY BE RELATED TO RISK OF CHRONIC DISEASE.	2017	
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 
20  6460  30 TIME TO RELAPSE IN CHRONIC LYMPHOCYTIC LEUKEMIA AND DNA-METHYLATION-BASED BIOLOGICAL AGE. CHRONIC LYMPHOCYTIC LEUKEMIA (CLL) IS A MATURE B CELL NEOPLASM WITH A PREDILECTION FOR OLDER INDIVIDUALS. WHILE PREVIOUS STUDIES HAVE IDENTIFIED EPIGENETIC SIGNATURES ASSOCIATED WITH CLL, WHETHER AGE-RELATED DNA METHYLATION CHANGES MODULATE CLL RELAPSE REMAINS ELUSIVE. IN THIS STUDY, WE EXAMINED THE ASSOCIATION BETWEEN EPIGENETIC AGE ACCELERATION AND TIME TO CLL RELAPSE IN A PUBLICLY AVAILABLE DATASET. DNA METHYLATION PROFILING OF 35 CLL PATIENTS PRIOR TO INITIATING CHEMOIMMUNOTHERAPY WAS PERFORMED USING THE INFINIUM HUMANMETHYLATION450 BEADCHIP. FOUR EPIGENETIC AGE ACCELERATION METRICS (INTRINSIC EPIGENETIC AGE ACCELERATION [IEAA], EXTRINSIC EPIGENETIC AGE ACCELERATION [EEAA], PHENOAGE ACCELERATION [PHENOAA], AND GRIMAGE ACCELERATION [GRIMAA]) WERE ESTIMATED FROM BLOOD DNA METHYLATION LEVELS. LINEAR, QUANTILE, AND LOGISTIC REGRESSION AND RECEIVER OPERATING CHARACTERISTIC CURVE ANALYSES WERE CONDUCTED TO ASSESS THE ASSOCIATION BETWEEN EACH EPIGENETIC AGE METRIC AND TIME TO CLL RELAPSE. EEAA (P = 0.011) AND PHENOAA (P = 0.046) WERE NEGATIVELY AND GRIMAA (P = 0.040) WAS POSITIVELY ASSOCIATED WITH TIME TO CLL RELAPSE. SIMULTANEOUS ASSESSMENT OF EEAA AND GRIMAA IN MALE PATIENTS DISTINGUISHED PATIENTS WHO RELAPSED EARLY FROM PATIENTS WHO RELAPSED LATER (P = 0.039). NO ASSOCIATIONS WERE OBSERVED WITH IEAA. THESE FINDINGS SUGGEST EPIGENETIC AGE ACCELERATION PRIOR TO CHEMOIMMUNOTHERAPY INITIATION IS ASSOCIATED WITH TIME TO CLL RELAPSE. OUR RESULTS PROVIDE NOVEL INSIGHT INTO THE ASSOCIATION BETWEEN AGE-RELATED DNA METHYLATION CHANGES AND CLL RELAPSE AND MAY SERVE HAS BIOMARKERS FOR TREATMENT RELAPSE, AND POTENTIALLY, TREATMENT SELECTION.	2023