1 6679 195 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 2 2488 35 EPIGENETICALLY DYSREGULATED GENES AND PATHWAYS IMPLICATED IN THE PATHOGENESIS OF NON-SYNDROMIC HIGH MYOPIA. MYOPIA, COMMONLY REFERRED TO AS NEARSIGHTEDNESS, IS ONE OF THE MOST COMMON CAUSES OF VISUAL DISABILITY THROUGHOUT THE WORLD. IT AFFECTS MORE PEOPLE WORLDWIDE THAN ANY OTHER CHRONIC VISUAL IMPAIRMENT CONDITION. ALTHOUGH THE PREVALENCE VARIES AMONG VARIOUS ETHNIC GROUPS, THE INCIDENCE OF MYOPIA IS INCREASING IN ALL POPULATIONS ACROSS GLOBE. THUS, IT IS CONSIDERED A PRESSING PUBLIC HEALTH PROBLEM. BOTH GENETICS AND ENVIRONMENT PLAY A ROLE IN DEVELOPMENT OF MYOPIA. TO ELUCIDATE THE EPIGENETIC MECHANISM(S) UNDERLYING THE PATHOPHYSIOLOGY OF HIGH-MYOPIA, WE CONDUCTED METHYLATION PROFILING IN 18 CASES AND 18 MATCHED CONTROLS (AGED 4-12 YEARS), USING ILLUMINA METHYLATIONEPIC BEADCHIPS ARRAY. THE DEGREE OF MYOPIA WAS VARIABLE AMONG SUBJECTS, RANGING FROM -6 TO -15D. WE IDENTIFIED 1541 HYPERMETHYLATED CPGS, REPRESENTING 1745 GENES (2.0-FOLD OR HIGHER) (FALSE DISCOVERY RATE (FDR) P /= 0.75 IN HIGH-MYOPIA SUBJECTS COMPARED TO CONTROLS. AMONG THESE, 48 CPGS HAD EXCELLENT CORRELATION (AUC >/= 0.90). HEREIN, WE PRESENT THE FIRST GENOME-WIDE DNA METHYLATION ANALYSIS IN A UNIQUE HIGH-MYOPIA COHORT, SHOWING EXTENSIVE AND DISCRETE METHYLATION CHANGES RELATIVE TO CONTROLS. THE GENES WE IDENTIFIED HOLD SIGNIFICANT POTENTIAL AS TARGETS FOR NOVEL THERAPEUTIC INTERVENTION EITHER ALONE, OR IN COMBINATION. 2019 3 2627 46 EPIGENOME-WIDE ASSOCIATION STUDY OF ADIPOSITY AND FUTURE RISK OF OBESITY-RELATED DISEASES. BACKGROUND: OBESITY IS AN ESTABLISHED RISK FACTOR FOR SEVERAL COMMON CHRONIC DISEASES SUCH AS BREAST AND COLORECTAL CANCER, METABOLIC AND CARDIOVASCULAR DISEASES; HOWEVER, THE BIOLOGICAL BASIS FOR THESE RELATIONSHIPS IS NOT FULLY UNDERSTOOD. TO EXPLORE THE ASSOCIATION OF OBESITY WITH THESE CONDITIONS, WE INVESTIGATED PERIPHERAL BLOOD LEUCOCYTE (PBL) DNA METHYLATION MARKERS FOR ADIPOSITY AND THEIR CONTRIBUTION TO RISK OF INCIDENT BREAST AND COLORECTAL CANCER AND MYOCARDIAL INFARCTION. METHODS: DNA METHYLATION PROFILES (ILLUMINA INFINIUM((R)) HUMANMETHYLATION450 BEADCHIP) FROM 1941 INDIVIDUALS FROM FOUR POPULATION-BASED EUROPEAN COHORTS WERE ANALYSED IN RELATION TO BODY MASS INDEX, WAIST CIRCUMFERENCE, WAIST-HIP AND WAIST-HEIGHT RATIO WITHIN A META-ANALYTICAL FRAMEWORK. IN A SUBSET OF THESE INDIVIDUALS, DATA ON GENOME-WIDE GENE EXPRESSION LEVEL, BIOMARKERS OF GLUCOSE AND LIPID METABOLISM WERE ALSO AVAILABLE. VALIDATION OF METHYLATION MARKERS ASSOCIATED WITH ALL ADIPOSITY MEASURES WAS PERFORMED IN 358 INDIVIDUALS. FINALLY, WE INVESTIGATED THE ASSOCIATION OF OBESITY-RELATED METHYLATION MARKS WITH BREAST, COLORECTAL CANCER AND MYOCARDIAL INFARCTION WITHIN RELEVANT SUBSETS OF THE DISCOVERY POPULATION. RESULTS: WE IDENTIFIED 40 CPG LOCI WITH METHYLATION LEVELS ASSOCIATED WITH AT LEAST ONE ADIPOSITY MEASURE. OF THESE, ONE CPG LOCUS (CG06500161) IN ABCG1 WAS ASSOCIATED WITH ALL FOUR ADIPOSITY MEASURES (P = 9.07X10(-)(8) TO 3.27X10(-18)) AND LOWER TRANSCRIPTIONAL ACTIVITY OF THE FULL-LENGTH ISOFORM OF ABCG1 (P = 6.00X10(-7)), HIGHER TRIGLYCERIDE LEVELS (P = 5.37X10(-)(9)) AND HIGHER TRIGLYCERIDES-TO-HDL CHOLESTEROL RATIO (P = 1.03X10(-10)). OF THE 40 INFORMATIVE AND OBESITY-RELATED CPG LOCI, TWO (IN IL2RB AND FGF18) WERE SIGNIFICANTLY ASSOCIATED WITH COLORECTAL CANCER (INVERSELY, P < 1.6X10(-3)) AND ONE INTERGENIC LOCUS ON CHROMOSOME 1 WAS INVERSELY ASSOCIATED WITH MYOCARDIAL INFARCTION (P < 1.25X10(-3)), INDEPENDENTLY OF OBESITY AND ESTABLISHED RISK FACTORS. CONCLUSION: OUR RESULTS SUGGEST THAT EPIGENETIC CHANGES, IN PARTICULAR ALTERED DNA METHYLATION PATTERNS, MAY BE AN INTERMEDIATE BIOMARKER AT THE INTERSECTION OF OBESITY AND OBESITY-RELATED DISEASES, AND COULD OFFER CLUES AS TO UNDERLYING BIOLOGICAL MECHANISMS. 2018 4 1519 35 DNA METHYLATION AT ATP11A CG11702988 IS A BIOMARKER OF LUNG DISEASE SEVERITY IN CYSTIC FIBROSIS: A LONGITUDINAL STUDY. CYSTIC FIBROSIS (CF) IS A CHRONIC GENETIC DISEASE THAT MAINLY AFFECTS THE RESPIRATORY AND GASTROINTESTINAL SYSTEMS. NO CURATIVE TREATMENTS ARE AVAILABLE, BUT THE FOLLOW-UP IN SPECIALIZED CENTERS HAS GREATLY IMPROVED THE PATIENT LIFE EXPECTANCY. ROBUST BIOMARKERS ARE REQUIRED TO MONITOR THE DISEASE, GUIDE TREATMENTS, STRATIFY PATIENTS, AND PROVIDE OUTCOME MEASURES IN CLINICAL TRIALS. IN THE PRESENT STUDY, WE OUTLINE A STRATEGY TO SELECT PUTATIVE DNA METHYLATION BIOMARKERS OF LUNG DISEASE SEVERITY IN CYSTIC FIBROSIS PATIENTS. IN THE DISCOVERY STEP, WE SELECTED SEVEN POTENTIAL BIOMARKERS USING A GENOME-WIDE DNA METHYLATION DATASET THAT WE GENERATED IN NASAL EPITHELIAL SAMPLES FROM THE METHYLCF COHORT. IN THE REPLICATION STEP, WE ASSESSED THE SAME BIOMARKERS USING SPUTUM CELL SAMPLES FROM THE METHYLBIOMARK COHORT. OF INTEREST, DNA METHYLATION AT THE CG11702988 SITE (ATP11A GENE) POSITIVELY CORRELATED WITH LUNG FUNCTION AND BMI, AND NEGATIVELY CORRELATED WITH LUNG DISEASE SEVERITY, P. AERUGINOSA CHRONIC INFECTION, AND THE NUMBER OF EXACERBATIONS. THESE RESULTS WERE REPLICATED IN PROSPECTIVE SPUTUM SAMPLES COLLECTED AT FOUR TIME POINTS WITHIN AN 18-MONTH PERIOD AND LONGITUDINALLY. TO CONCLUDE, (I) WE IDENTIFIED A DNA METHYLATION BIOMARKER THAT CORRELATES WITH CF SEVERITY, (II) WE PROVIDED A METHOD TO EASILY ASSESS THIS BIOMARKER, AND (III) WE CARRIED OUT THE FIRST LONGITUDINAL ANALYSIS OF DNA METHYLATION IN CF PATIENTS. THIS NEW EPIGENETIC BIOMARKER COULD BE USED TO STRATIFY CF PATIENTS IN CLINICAL TRIALS. 2021 5 1408 48 DIETARY INTAKE IS ASSOCIATED WITH RESPIRATORY HEALTH OUTCOMES AND DNA METHYLATION IN CHILDREN WITH ASTHMA. BACKGROUND: ASTHMA IS AN INCREASINGLY COMMON CHRONIC DISEASE AMONG CHILDREN, AND DATA POINT TOWARD A COMPLEX MECHANISM INVOLVING GENETIC, ENVIRONMENTAL AND EPIGENETIC FACTORS. EPIGENETIC MODIFICATIONS SUCH AS DNA HYPO- OR HYPER-METHYLATION HAVE BEEN SHOWN TO OCCUR IN RESPONSE TO ENVIRONMENTAL EXPOSURES INCLUDING DIETARY NUTRIENTS. METHODS: WITHIN THE CONTEXT OF THE ASTHMA RANDOMIZED TRIAL OF INDOOR WOOD SMOKE (ARTIS) STUDY, WE INVESTIGATED RELATIONSHIPS BETWEEN DIET, ASTHMA HEALTH MEASURES, AND DNA METHYLATION. ASTHMA HEALTH MEASURES INCLUDED A QUALITY OF LIFE INSTRUMENT, DIURNAL PEAK FLOW VARIABILITY (DPFV) AND FORCED EXPIRATORY VOLUME IN THE FIRST SECOND (FEV(1)). DIETARY INTAKE WAS ASSESSED WITH A FOOD FREQUENCY QUESTIONNAIRE. METHYLATION LEVELS OF LINE-1 REPETITIVE ELEMENT AND TWO PROMOTER CPG SITES FOR INTERFERON GAMMA (IFNGAMMA, -186 AND -54) FROM BUCCAL CELL DNA WERE MEASURED USING PYROSEQUENCING ASSAYS. RESULTS: DATA WERE COLLECTED ON 32 CHILDREN WITH ASTHMA LIVING IN WESTERN MONTANA WHO WERE RECRUITED TO THE ARTIS STUDY. SELENIUM AND SEVERAL METHYL DONOR DIETARY NUTRIENTS WERE POSITIVELY ASSOCIATED WITH THE ASTHMA QUALITY OF LIFE MEASURE. INTAKE OF METHYL DONATING NUTRIENTS INCLUDING FOLATE WAS POSITIVELY ASSOCIATED LINE-1 METHYLATION AND NEGATIVELY ASSOCIATED WITH IFNGAMMA CPG-186. HIGHER LEVELS OF LINE-1 METHYLATION WERE ASSOCIATED WITH GREATER DPFV. CONCLUSION: WE IDENTIFIED SEVERAL NUTRIENTS THAT WERE ASSOCIATED WITH IMPROVED QUALITY OF LIFE MEASURES AMONG CHILDREN WITH ASTHMA. THE IFNGAMMA PROMOTER CPG SITE -186 BUT NOT -54 WAS ASSOCIATED WITH THE INTAKE OF SELECTED DIETARY NUTRIENTS. HOWEVER, IN THIS SMALL POPULATION OF CHILDREN WITH ASTHMA, THE IFNGAMMA PROMOTER CPG SITES WERE NOT ASSOCIATED WITH RESPIRATORY HEALTH MEASURES SO IT REMAINS UNCLEAR THROUGH WHICH EPIGENETIC MECHANISM THESE NUTRIENTS ARE IMPACTING THE QUALITY OF LIFE MEASURE. THESE FINDINGS ADD TO THE EVIDENCE THAT DIETARY NUTRIENTS, PARTICULARLY FOODS CONTAINING METHYL DONORS, MAY BE IMPORTANT FOR EPIGENETIC REGULATION AS IT PERTAINS TO THE CONTROL OF ASTHMA. TRIAL REGISTRATION CLINCIALTRIALS.GOV NCT00807183. REGISTERED 10 DECEMBER 2008. 2017 6 6678 47 USING GENETIC BURDEN SCORES FOR GENE-BY-METHYLATION INTERACTION ANALYSIS ON METABOLIC SYNDROME IN AFRICAN AMERICANS. WITH THE RAPID ADVANCEMENT OF OMICS-BASED RESEARCH, PARTICULARLY BIG DATA SUCH AS GENOME- AND EPIGENOME-WIDE ASSOCIATION STUDIES THAT INCLUDE EXTENSIVE ENVIRONMENTAL AND CLINICAL VARIABLES, DATA ANALYTICS HAVE BECOME INCREASINGLY COMPLEX. RESEARCHERS FACE SIGNIFICANT CHALLENGES REGARDING HOW TO ANALYZE MULTIFACTORIAL DATA AND MAKE USE OF THE FINDINGS FOR CLINICAL TRANSLATION. THE PURPOSE OF THIS ARTICLE IS TO PROVIDE A SCIENTIFIC EXEMPLAR FOR USE OF GENETIC BURDEN SCORES AS A DATA ANALYSIS METHOD FOR STUDIES WITH BOTH GENOTYPE AND DNA METHYLATION DATA IN WHICH THE GOAL IS TO EVALUATE ASSOCIATIONS WITH CHRONIC CONDITIONS SUCH AS METABOLIC SYNDROME (METS). THIS STUDY INCLUDED 739 AFRICAN AMERICAN MEN AND WOMEN FROM THE GENETIC EPIDEMIOLOGY NETWORK OF ARTERIOPATHY STUDY WHO MET DIAGNOSTIC CRITERIA FOR METS AND HAD AVAILABLE GENETIC AND EPIGENETIC DATA. GENETIC BURDEN SCORES FOR EVALUATED GENES WERE NOT SIGNIFICANT AFTER MULTIPLE TESTING CORRECTIONS, BUT DNA METHYLATION AT 2 CPG SITES (DIHYDROOROTATE DEHYDROGENASE CG22381196 PFDR = .014; CTNNA3 CG00132141 PFDR = .043) WAS SIGNIFICANTLY ASSOCIATED WITH METS AFTER CONTROLLING FOR MULTIPLE COMPARISONS. INTERACTIONS BETWEEN THE MARGINALLY SIGNIFICANT CPG SITES AND BURDEN SCORES, HOWEVER, WERE NOT SIGNIFICANT. MORE WORK IS REQUIRED IN THIS AREA TO IDENTIFY INTERMEDIATE BIOLOGICAL PATHWAYS INFLUENCED BY ENVIRONMENTAL, GENETIC, AND EPIGENETIC VARIATION THAT MAY EXPLAIN THE HIGH PREVALENCE OF METS AMONG AFRICAN AMERICANS. THIS STUDY DOES SERVE, HOWEVER, AS AN EXAMPLE OF THE USE OF THE GENETIC BURDEN SCORE AS AN ALTERNATIVE DATA ANALYSIS APPROACH FOR COMPLEX STUDIES INVOLVING THE ANALYSIS OF GENETIC AND EPIGENETIC DATA SIMULTANEOUSLY. 2019 7 381 37 AN EPIGENOME-WIDE ASSOCIATION STUDY OF EARLY-ONSET MAJOR DEPRESSION IN MONOZYGOTIC TWINS. MAJOR DEPRESSION (MD) IS A DEBILITATING MENTAL HEALTH CONDITION WITH PEAK PREVALENCE OCCURRING EARLY IN LIFE. GENOME-WIDE EXAMINATION OF DNA METHYLATION (DNAM) OFFERS AN ATTRACTIVE COMPLEMENT TO STUDIES OF ALLELIC RISK GIVEN IT CAN REFLECT THE COMBINED INFLUENCE OF GENES AND ENVIRONMENT. THE CURRENT STUDY USED MONOZYGOTIC TWINS TO IDENTIFY DIFFERENTIALLY AND VARIABLY METHYLATED REGIONS OF THE GENOME THAT DISTINGUISH TWINS WITH AND WITHOUT A LIFETIME HISTORY OF EARLY-ONSET MD. THE SAMPLE INCLUDED 150 CAUCASIAN MONOZYGOTIC TWINS BETWEEN THE AGES OF 15 AND 20 (73% FEMALE; MAGE = 17.52 SD = 1.28) WHO WERE ASSESSED DURING A DEVELOPMENTAL STAGE CHARACTERIZED BY RELATIVELY DISTINCT NEUROPHYSIOLOGICAL CHANGES. ALL TWINS WERE GENERALLY HEALTHY AND CURRENTLY FREE OF MEDICATIONS WITH PSYCHOTROPIC EFFECTS. DNAM WAS MEASURED IN PERIPHERAL BLOOD CELLS USING THE INFINIUM HUMAN BEADCHIP 450 K ARRAY. MD ASSOCIATIONS WITH EARLY-ONSET MD WERE DETECTED AT 760 DIFFERENTIALLY AND VARIABLY METHYLATED PROBES/REGIONS THAT MAPPED TO 428 GENES. GENES AND GENOMIC REGIONS INVOLVED NEURAL CIRCUITRY FORMATION, PROJECTION, FUNCTIONING, AND PLASTICITY. GENE ENRICHMENT ANALYSES IMPLICATED GENES RELATED TO NEURON STRUCTURES AND NEURODEVELOPMENTAL PROCESSES INCLUDING CELL-CELL ADHESION GENES (E.G., PCDHA GENES). GENES PREVIOUSLY IMPLICATED IN MOOD AND PSYCHIATRIC DISORDERS AS WELL AS CHRONIC STRESS (E.G., NRG3) ALSO WERE IDENTIFIED. DNAM REGIONS ASSOCIATED WITH EARLY-ONSET MD WERE FOUND TO OVERLAP GENETIC LOCI IDENTIFIED IN THE LATEST PSYCHIATRIC GENOMICS CONSORTIUM META-ANALYSIS OF DEPRESSION. UNDERSTANDING THE TIME COURSE OF EPIGENETIC INFLUENCES DURING EMERGING ADULTHOOD MAY CLARIFY DEVELOPMENTAL PHASES WHERE CHANGES IN THE DNA METHYLOME MAY MODULATE INDIVIDUAL DIFFERENCES IN MD RISK. 2020 8 497 34 ASSOCIATION BETWEEN BMI AND DNA METHYLATION IN BLOOD OR NORMAL ADULT BREAST TISSUE: A SYSTEMATIC REVIEW. BACKGROUND/AIM: SEVERAL STUDIES HAVE INVESTIGATED THE INFLUENCE OF OBESITY ON DNA METHYLATION (DNAM) TO FIND BIOMARKERS ASSOCIATED WITH THE DETECTION OF CHRONIC DISEASES, INCLUDING BREAST CANCER. THE AIM OF THE STUDY WAS TO SYSTEMATICALLY REVIEW STUDIES EXAMINING THE ASSOCIATION OF BODY MASS INDEX (BMI) AND DNAM IN BLOOD OR NORMAL BREAST TISSUE. MATERIALS AND METHODS: THREE SCIENTIFIC LITERATURE DATABASES (PUBMED, EMBASE AND WEB OF SCIENCE) WERE SCREENED UNTIL MAY 2018. RESULTS: TWENTY-FOUR STUDIES WERE INCLUDED ALONG WITH OURS IN WHICH WE INVESTIGATED THIS RELATION IN THE NORMAL BREAST TISSUE OF 40 BREAST CANCER PATIENTS. CONCLUSION: BMI-ASSOCIATED CPG SITES WERE HIGHLY VARIABLE WITH FEW IDENTIFIED IN LESS THAN HALF OF THE STUDIES. NEVERTHELESS, A FEW GENES POTENTIALLY ASSOCIATED WITH BMI WERE HIGHLIGHTED IN BLOOD (CPT1A, ABCG1, SREBF1 AND LGALS3BP) AND IN NORMAL BREAST TISSUE (PTPRN2 AND ABLIM2). THE VARIABILITY OF THE RESULTS COULD BE EXPLAINED BY THE TISSUE AND CELL-SPECIFICITY OF METHYLATION AND DIFFERENCES IN METHODOLOGY. 2020 9 1537 33 DNA METHYLATION IN ADOLESCENTS WITH ANXIETY DISORDER: A LONGITUDINAL STUDY. ANXIETY DISORDERS (AD) TYPICALLY MANIFEST IN CHILDREN AND ADOLESCENTS AND MIGHT PERSIST INTO ADULTHOOD. HOWEVER, THERE ARE STILL FEW DATA CONCERNING EPIGENETIC MECHANISMS ASSOCIATED WITH ONSET, PERSISTENCE OR REMISSION OF AD OVER TIME. WE INVESTIGATED A COHORT OF ADOLESCENTS AND YOUNG ADULTS AT BASELINE (AGE; 13.19 +/- 2.38) AND AFTER 5 YEARS AND CLASSIFIED THEM ACCORDING TO THE AD DIAGNOSIS AND THEIR LONGITUDINAL TRAJECTORIES INTO 4 GROUPS: (1) TYPICALLY DEVELOPING COMPARISONS (TDC; CONTROL GROUP, N = 14); (2) INCIDENT (AD IN THE SECOND EVALUATION ONLY, N = 11); (3) PERSISTENT (AD IN BOTH EVALUATIONS, N = 14) AND (4) REMITTENT (AD IN THE FIRST EVALUATION ONLY, N = 8). DNA METHYLATION WAS EVALUATED WITH THE INFINIUM HUMANMETHYLATION450 BEADCHIP FROM SALIVA SAMPLES COLLECTED AT BOTH EVALUATIONS. GENE SET ENRICHMENT ANALYSIS WAS APPLIED TO CONSIDER BIOLOGICAL PATHWAYS. WE FOUND DECREASED DNA METHYLATION IN TDC GROUP WHILE THE CHRONIC CASES OF AD PRESENTED HYPERMETHYLATION IN CENTRAL NERVOUS SYSTEM DEVELOPMENT PATHWAYS. MOREOVER, WE SHOWED THAT THIS PERSISTENT GROUP ALSO PRESENTED HYPERMETHYLATION WHILE THE OTHER THREE GROUPS WERE ASSOCIATED WITH HYPOMETHYLATION IN NERVOUS SYSTEM DEVELOPMENT PATHWAY. INCIDENCE AND REMISSION GROUPS WERE ASSOCIATED WITH INCREASED AND DECREASED METHYLATION IN NEURON DEVELOPMENT PATHWAYS, RESPECTIVELY. LARGER STUDIES ARE LIKELY TO DETECT SPECIFIC GENES RELEVANT TO AD. 2018 10 2820 34 FINE-MAPPING INFLAMMATORY BOWEL DISEASE LOCI TO SINGLE-VARIANT RESOLUTION. INFLAMMATORY BOWEL DISEASES ARE CHRONIC GASTROINTESTINAL INFLAMMATORY DISORDERS THAT AFFECT MILLIONS OF PEOPLE WORLDWIDE. GENOME-WIDE ASSOCIATION STUDIES HAVE IDENTIFIED 200 INFLAMMATORY BOWEL DISEASE-ASSOCIATED LOCI, BUT FEW HAVE BEEN CONCLUSIVELY RESOLVED TO SPECIFIC FUNCTIONAL VARIANTS. HERE WE REPORT FINE-MAPPING OF 94 INFLAMMATORY BOWEL DISEASE LOCI USING HIGH-DENSITY GENOTYPING IN 67,852 INDIVIDUALS. WE PINPOINT 18 ASSOCIATIONS TO A SINGLE CAUSAL VARIANT WITH GREATER THAN 95% CERTAINTY, AND AN ADDITIONAL 27 ASSOCIATIONS TO A SINGLE VARIANT WITH GREATER THAN 50% CERTAINTY. THESE 45 VARIANTS ARE SIGNIFICANTLY ENRICHED FOR PROTEIN-CODING CHANGES (N = 13), DIRECT DISRUPTION OF TRANSCRIPTION-FACTOR BINDING SITES (N = 3), AND TISSUE-SPECIFIC EPIGENETIC MARKS (N = 10), WITH THE LAST CATEGORY SHOWING ENRICHMENT IN SPECIFIC IMMUNE CELLS AMONG ASSOCIATIONS STRONGER IN CROHN'S DISEASE AND IN GUT MUCOSA AMONG ASSOCIATIONS STRONGER IN ULCERATIVE COLITIS. THE RESULTS OF THIS STUDY SUGGEST THAT HIGH-RESOLUTION FINE-MAPPING IN LARGE SAMPLES CAN CONVERT MANY DISCOVERIES FROM GENOME-WIDE ASSOCIATION STUDIES INTO STATISTICALLY CONVINCING CAUSAL VARIANTS, PROVIDING A POWERFUL SUBSTRATE FOR EXPERIMENTAL ELUCIDATION OF DISEASE MECHANISMS. 2017 11 2420 39 EPIGENETIC SIGNATURE OF IMPAIRED FASTING GLUCOSE IN THE OLD ORDER AMISH. INTRODUCTION: TYPE 2 DIABETES (T2D) IS A COMMON CHRONIC DISEASE WITH SUBSTANTIAL DISEASE BURDEN AND ECONOMIC IMPACT. LIFESTYLE CHANGES CAN SIGNIFICANTLY ALTER THE COURSE OF THE DISEASE, IF DETECTED AT AN EARLY STAGE. DNA METHYLATION SIGNATURE MAY SERVE AS A BIOMARKER FOR EARLY DETECTION OF INCREASED T2D RISK. DESIGN: DNA METHYLATION PROFILING WAS PERFORMED USING THE ILLUMINA INFINIUM HUMAN METHYLATION 450K BEAD CHIP ARRAY IN 24 NORMOGLYCEMIC OLD ORDER AMISH (OOA) INDIVIDUALS WHO LATER DEVELOPED IMPAIRED FASTING GLUCOSE (IFG) (CASES), AND 24 OOA INDIVIDUALS WHO REMAINED NORMOGLYCEMIC AFTER AN AVERAGE FOLLOW UP OF 10 YEARS (CONTROLS). CASES AND CONTROLS WERE MATCHED ON AGE, SEX, BMI, BASELINE FASTING GLUCOSE, AND GLUCOSE LEVEL AFTER 2 H FROM 75 G ORAL GLUCOSE TOLERANCE TEST (OGTT). RESULTS: ASSOCIATION ANALYSIS FOUND NO SIGNIFICANT DIFFERENCE IN EITHER GLOBAL METHYLATION OR INDIVIDUAL PROBE METHYLATION BETWEEN CASES AND CONTROLS, HOWEVER, THE TOP 34 SUGGESTIVE SIGNIFICANT SITES WERE LOCATED IN GENES WITH INTERESTING BIOLOGICAL LINKS TO T2D AND GLYCEMIC TRAITS. THESE GENES INCLUDE BTC THAT PLAYS A ROLE IN PANCREATIC CELL PROLIFERATION AND INSULIN SECRETION, ITGA1 A KNOWN BONE MINERAL DENSITY GENE THAT WAS RECENTLY FOUND TO BE ASSOCIATED ALSO WITH T2D AND GLYCEMIC TRAITS, AND MAY EXPLAIN THE LINK BETWEEN T2D AND BMD, AND RPTOR AND TSC2 BOTH OF WHICH ARE PART OF INSULIN SIGNALING PATHWAY. CONCLUSIONS: THESE RESULTS MAY SHED LIGHT ON THE INITIATION AND DEVELOPMENT OF HYPERGLYCEMIA AND T2D AND HELP TO IDENTIFY HIGH RISK INDIVIDUALS FOR EARLY INTERVENTION; HOWEVER, FURTHER STUDIES ARE REQUIRED FOR VALIDATION. 2017 12 177 32 ACCELERATED EPIGENETIC AGING AND INFLAMMATORY/IMMUNOLOGICAL PROFILE (IPAGE) IN PATIENTS WITH CHRONIC KIDNEY DISEASE. CHRONIC KIDNEY DISEASE (CKD) IS DEFINED BY A REDUCED ESTIMATED GLOMERULAR FILTRATION RATE (EGFR). THIS FAILURE CAN BE RELATED TO A PHENOTYPE OF ACCELERATED AGING. IN THIS WORK, WE CONSIDERED 76 PATIENTS WITH END-STAGE RENAL DISEASE (ESRD) AND 83 HEALTHY CONTROLS. WE CONCOMITANTLY EVALUATED FOR THE FIRST TIME TWO MEASURES THAT CAN BE INFORMATIVE OF THE RATE OF AGING, I.E., WHOLE BLOOD DNA METHYLATION USING THE ILLUMINA INFINIUM EPIC ARRAY AND PLASMA LEVELS OF A SELECTION OF INFLAMMATORY/IMMUNOLOGICAL PROTEINS USING MULTIPLEX IMMUNOASSAYS. FIRST OF ALL, WE DEMONSTRATED ACCELERATED AGING IN TERMS OF THE MOST COMMON EPIGENETIC AGE ESTIMATORS IN CKD PATIENTS. MOREOVER, WE DEVELOPED A NEW CLOCK/PREDICTOR OF AGE BASED ON THE INFLAMMATORY/IMMUNOLOGICAL PROFILE (IPAGE) AND IDENTIFIED THE INFLAMMATORY/IMMUNOLOGICAL BIOMARKERS DIFFERENTIALLY EXPRESSED BETWEEN CASES AND CONTROLS. IPAGE APPEARED TO BE MORE SENSITIVE THAN EPIGENETIC CLOCKS IN QUANTIFYING THE ACCELERATED AGING PHENOTYPE OF ESRD PATIENTS. INTERESTINGLY, WE DID NOT FIND ANY CORRELATION BETWEEN THE AGE ACCELERATION EVALUATED ACCORDING TO THE EPIGENETIC CLOCKS AND IPAGE IN EITHER THE ESRD GROUP OR THE CONTROL GROUP. ON THE WHOLE, OUR DATA SHOW A CONSISTENT ACCELERATED AGING PHENOTYPE IN ESRD PATIENTS, WHICH IS BETTER APPRECIATED BY QUANTIFYING THE UNDERLYING INFLAMMATORY PROCESSES (INFLAMMAGING) BY IPAGE THAN BY USING EPIGENETIC CLOCKS. 2022 13 1607 40 DNA METHYLATION, COLON CANCER AND MEDITERRANEAN DIET: RESULTS FROM THE EPIC-ITALY COHORT. THE BIOLOGICAL MECHANISMS THROUGH WHICH ADHERENCE TO MEDITERRANEAN DIET (MD) PROTECTS AGAINST COLON CANCER (CC) ARE POORLY UNDERSTOOD. EVIDENCE SUGGESTS THAT CHRONIC INFLAMMATION MAY BE IMPLICATED IN THE PATHWAY. BOTH DIET AND CC ARE RELATED TO EPIGENETIC REGULATION. WE PERFORMED A NESTED CASE-CONTROL STUDY ON 161 PAIRS FROM THE ITALIAN COMPONENT OF THE EUROPEAN PROSPECTIVE INVESTIGATION INTO CANCER AND NUTRITION (EPIC) COHORT, IN WHICH WE LOOKED FOR THE METHYLATION SIGNALS IN DNA EXTRACTED FROM LEUCOCYTES ASSOCIATED WITH BOTH CC AND MD IN 995 CPGS LOCATED IN 48 INFLAMMATION GENES. THE DNA METHYLATION SIGNALS DETECTED IN THIS ANALYSIS WERE VALIDATED IN A SUBGROUP OF 47 CASE-CONTROL PAIRS AND FURTHER REPLICATED (WHERE VALIDATED) IN 95 NEW PAIRS BY MEANS OF PYROSEQUENCING. AMONG THE CPG SITES SELECTED A-PRIORI IN INFLAMMATION-RELATED GENES, SEVEN CPG SITES WERE FOUND TO BE ASSOCIATED WITH CC STATUS AND WITH MD, IN LINE WITH ITS PROTECTIVE EFFECT. ONLY TWO CPG SITES (CG17968347-SERPINE1 AND CG20674490-RUNX3) WERE VALIDATED USING BISULPHITE PYROSEQUENCING AND, AFTER REPLICATION, WE FOUND THAT DNA METHYLATION OF CG20674490-RUNX3 MAY BE A POTENTIAL MOLECULAR MEDIATOR EXPLAINING THE PROTECTIVE EFFECT OF MD ON CC ONSET. THE USE OF A 'MEET-IN-THE-MIDDLE' APPROACH TO IDENTIFY THE OVERLAP BETWEEN EXPOSURE AND PREDICTIVE MARKERS OF DISEASE IS INNOVATIVE IN STUDIES ON THE RELATIONSHIP BETWEEN DIET AND CANCER, IN WHICH EXPOSURE ASSESSMENT IS DIFFICULT AND THE MECHANISMS THROUGH WHICH THE NUTRIENTS EXERT THEIR PROTECTIVE EFFECT IS LARGELY UNKNOWN. 2019 14 667 48 BLOOD-BASED EPIGENOME-WIDE ANALYSES OF 19 COMMON DISEASE STATES: A LONGITUDINAL, POPULATION-BASED LINKED COHORT STUDY OF 18,413 SCOTTISH INDIVIDUALS. BACKGROUND: DNA METHYLATION IS A DYNAMIC EPIGENETIC MECHANISM THAT OCCURS AT CYTOSINE-PHOSPHATE-GUANINE DINUCLEOTIDE (CPG) SITES. EPIGENOME-WIDE ASSOCIATION STUDIES (EWAS) INVESTIGATE THE STRENGTH OF ASSOCIATION BETWEEN METHYLATION AT INDIVIDUAL CPG SITES AND HEALTH OUTCOMES. ALTHOUGH BLOOD METHYLATION MAY ACT AS A PERIPHERAL MARKER OF COMMON DISEASE STATES, PREVIOUS EWAS HAVE TYPICALLY FOCUSED ONLY ON INDIVIDUAL CONDITIONS AND HAVE HAD LIMITED POWER TO DISCOVER DISEASE-ASSOCIATED LOCI. THIS STUDY EXAMINED THE ASSOCIATION OF BLOOD DNA METHYLATION WITH THE PREVALENCE OF 14 DISEASE STATES AND THE INCIDENCE OF 19 DISEASE STATES IN A SINGLE POPULATION OF OVER 18,000 SCOTTISH INDIVIDUALS. METHODS AND FINDINGS: DNA METHYLATION WAS ASSAYED AT 752,722 CPG SITES IN WHOLE-BLOOD SAMPLES FROM 18,413 VOLUNTEERS IN THE FAMILY-STRUCTURED, POPULATION-BASED COHORT STUDY GENERATION SCOTLAND (AGE RANGE 18 TO 99 YEARS). EWAS TESTED FOR CROSS-SECTIONAL ASSOCIATIONS BETWEEN BASELINE CPG METHYLATION AND 14 PREVALENT DISEASE STATES, AND FOR LONGITUDINAL ASSOCIATIONS BETWEEN BASELINE CPG METHYLATION AND 19 INCIDENT DISEASE STATES. PREVALENT CASES WERE SELF-REPORTED ON HEALTH QUESTIONNAIRES AT THE BASELINE. INCIDENT CASES WERE IDENTIFIED USING LINKAGE TO SCOTTISH PRIMARY (READ 2) AND SECONDARY (ICD-10) CARE RECORDS, AND THE CENSORING DATE WAS SET TO OCTOBER 2020. THE MEAN TIME-TO-DIAGNOSIS RANGED FROM 5.0 YEARS (FOR CHRONIC PAIN) TO 11.7 YEARS (FOR CORONAVIRUS DISEASE 2019 (COVID-19) HOSPITALISATION). THE 19 DISEASE STATES CONSIDERED IN THIS STUDY WERE SELECTED IF THEY WERE PRESENT ON THE WORLD HEALTH ORGANISATION'S 10 LEADING CAUSES OF DEATH AND DISEASE BURDEN OR INCLUDED IN BASELINE SELF-REPORT QUESTIONNAIRES. EWAS MODELS WERE ADJUSTED FOR AGE AT METHYLATION TYPING, SEX, ESTIMATED WHITE BLOOD CELL COMPOSITION, POPULATION STRUCTURE, AND 5 COMMON LIFESTYLE RISK FACTORS. A STRUCTURED LITERATURE REVIEW WAS ALSO CONDUCTED TO IDENTIFY EXISTING EWAS FOR ALL 19 DISEASE STATES TESTED. THE MEDLINE, EMBASE, WEB OF SCIENCE, AND PREPRINT SERVERS WERE SEARCHED TO RETRIEVE RELEVANT ARTICLES INDEXED AS OF MARCH 27, 2023. FIFTY-FOUR OF APPROXIMATELY 2,000 INDEXED ARTICLES MET OUR INCLUSION CRITERIA: ASSAYED BLOOD-BASED DNA METHYLATION, HAD >20 INDIVIDUALS IN EACH COMPARISON GROUP, AND EXAMINED ONE OF THE 19 CONDITIONS CONSIDERED. FIRST, WE ASSESSED WHETHER THE ASSOCIATIONS IDENTIFIED IN OUR STUDY WERE REPORTED IN PREVIOUS STUDIES. WE IDENTIFIED 69 ASSOCIATIONS BETWEEN CPGS AND THE PREVALENCE OF 4 CONDITIONS, OF WHICH 58 WERE NEWLY DESCRIBED. THE CONDITIONS WERE BREAST CANCER, CHRONIC KIDNEY DISEASE, ISCHEMIC HEART DISEASE, AND TYPE 2 DIABETES MELLITUS. WE ALSO UNCOVERED 64 CPGS THAT ASSOCIATED WITH THE INCIDENCE OF 2 DISEASE STATES (COPD AND TYPE 2 DIABETES), OF WHICH 56 WERE NOT REPORTED IN THE SURVEYED LITERATURE. SECOND, WE ASSESSED REPLICATION ACROSS EXISTING STUDIES, WHICH WAS DEFINED AS THE REPORTING OF AT LEAST 1 COMMON SITE IN >2 STUDIES THAT EXAMINED THE SAME CONDITION. ONLY 6/19 DISEASE STATES HAD EVIDENCE OF SUCH REPLICATION. THE LIMITATIONS OF THIS STUDY INCLUDE THE NONCONSIDERATION OF MEDICATION DATA AND A POTENTIAL LACK OF GENERALIZABILITY TO INDIVIDUALS THAT ARE NOT OF SCOTTISH AND EUROPEAN ANCESTRY. CONCLUSIONS: WE DISCOVERED OVER 100 ASSOCIATIONS BETWEEN BLOOD METHYLATION SITES AND COMMON DISEASE STATES, INDEPENDENTLY OF MAJOR CONFOUNDING RISK FACTORS, AND A NEED FOR GREATER STANDARDISATION AMONG EWAS ON HUMAN DISEASE. 2023 15 5638 42 SERUM METABOLOMICS REVEALS PATHWAYS AND BIOMARKERS ASSOCIATED WITH ASTHMA PATHOGENESIS. BACKGROUND: ASTHMA IS A CHRONIC INFLAMMATORY DISEASE CAUSED BY COMPLEX INTERACTIONS OF GENETIC, EPIGENETIC, AND ENVIRONMENTAL FACTORS. FOR THIS REASON, NEW APPROACHES ARE REQUIRED TO CLARIFY THE PATHOGENESIS OF ASTHMA BY SYSTEMIC REVIEW. OBJECTIVE: WE APPLIED A (1)H-NMR METABOLOMICS APPROACH TO INVESTIGATE THE ALTERED METABOLIC PATTERN IN SERA FROM PATIENTS WITH ASTHMA AND SOUGHT TO IDENTIFY THE MECHANISM UNDERLYING ASTHMA AND POTENTIAL BIOMARKERS. METHOD: A GLOBAL PROFILE OF SERA FROM PATIENTS WITH ASTHMA (N = 39) AND CONTROLS (N = 26) WAS GENERATED USING (1)H-NMR SPECTROSCOPY COUPLED WITH MULTIVARIATE STATISTICAL ANALYSIS. ENDOGENOUS METABOLITES IN SERUM WERE RAPIDLY MEASURED USING THE TARGET-PROFILING PROCEDURE. RESULTS: MULTIVARIATE STATISTICAL ANALYSIS SHOWED A CLEAR DISTINCTION BETWEEN PATIENTS WITH ASTHMA AND HEALTHY SUBJECTS. SERA OF ASTHMA PATIENTS WERE CHARACTERIZED BY INCREASED LEVELS OF METHIONINE, GLUTAMINE, AND HISTIDINE AND BY DECREASED LEVELS OF FORMATE, METHANOL, ACETATE, CHOLINE, O-PHOSPHOCHOLINE, ARGININE, AND GLUCOSE. THE METABOLITES DETECTED IN THE SERA OF PATIENTS WITH ASTHMA ARE INVOLVED IN HYPERMETHYLATION, RESPONSE TO HYPOXIA, AND IMMUNE REACTION. FURTHERMORE, THE LEVELS OF SERUM METABOLITES FROM PATIENTS WITH ASTHMA CORRELATED WITH ASTHMA SEVERITY; IN PARTICULAR, LIPID METABOLISM WAS ALTERED IN PATIENTS WITH LOWER FORCED EXPIRATORY VOLUME IN 1 S PERCENTAGE (FEV(1)%) PREDICTED VALUES. IN ADDITION, POTENTIAL BIOMARKERS SHOWED STRONG PREDICTIVE POWER IN ROC ANALYSIS, AND THE PRESENCE OF ASTHMA IN EXTERNAL VALIDATION MODELS WAS PREDICTED WITH HIGH ACCURACY (90.9% FOR ASTHMA AND 100% FOR CONTROL SUBJECTS). CONCLUSION & CLINICAL RELEVANCE: THESE DATA SHOWED THAT (1)H-NMR-BASED METABOLITE PROFILING OF SERUM MAY BE USEFUL FOR THE EFFECTIVE DIAGNOSIS OF ASTHMA AND A FURTHER UNDERSTANDING OF ITS PATHOGENESIS. 2013 16 1345 38 DETECTION OF DIFFERENTIALLY METHYLATED REGIONS USING BAYES FACTOR FOR ORDINAL GROUP RESPONSES. RESEARCHERS IN GENOMICS ARE INCREASINGLY INTERESTED IN EPIGENETIC FACTORS SUCH AS DNA METHYLATION, BECAUSE THEY PLAY AN IMPORTANT ROLE IN REGULATING GENE EXPRESSION WITHOUT CHANGES IN THE DNA SEQUENCE. THERE HAVE BEEN SIGNIFICANT ADVANCES IN DEVELOPING STATISTICAL METHODS TO DETECT DIFFERENTIALLY METHYLATED REGIONS (DMRS) ASSOCIATED WITH BINARY DISEASE STATUS. MOST OF THESE METHODS ARE BEING DEVELOPED FOR DETECTING DIFFERENTIAL METHYLATION RATES BETWEEN CASES AND CONTROLS. WE CONSIDER MULTIPLE SEVERITY LEVELS OF DISEASE, AND DEVELOP A BAYESIAN STATISTICAL METHOD TO DETECT THE REGION WITH INCREASING (OR DECREASING) METHYLATION RATES AS THE DISEASE SEVERITY INCREASES. PATIENTS ARE CLASSIFIED INTO MORE THAN TWO GROUPS, BASED ON THE DISEASE SEVERITY (E.G., STAGES OF CANCER), AND DMRS ARE DETECTED BY USING MOVING WINDOWS ALONG THE GENOME. WITHIN EACH WINDOW, THE BAYES FACTOR IS CALCULATED TO TEST THE HYPOTHESIS OF MONOTONIC INCREASE IN METHYLATION RATES CORRESPONDING TO SEVERITY OF THE DISEASE VERSUS NO DIFFERENCE. A MIXED-EFFECT MODEL IS USED TO INCORPORATE THE CORRELATION OF METHYLATION RATES OF NEARBY CPG SITES IN THE REGION. RESULTS FROM EXTENSIVE SIMULATION INDICATE THAT OUR PROPOSED METHOD IS STATISTICALLY VALID AND REASONABLY POWERFUL. WE DEMONSTRATE OUR APPROACH ON A BISULFITE SEQUENCING DATASET FROM A CHRONIC LYMPHOCYTIC LEUKEMIA (CLL) STUDY. 2019 17 4091 43 MATERNAL PRECONCEPTION BODY MASS INDEX AND OFFSPRING CORD BLOOD DNA METHYLATION: EXPLORATION OF EARLY LIFE ORIGINS OF DISEASE. MATERNAL OBESITY IS ASSOCIATED WITH A VARIETY OF COMMON DISEASES IN THE OFFSPRING. ONE POSSIBLE UNDERLYING MECHANISM COULD BE MATERNAL OBESITY INDUCED ALTERATIONS IN DNA METHYLATION. HOWEVER, THIS HYPOTHESIS IS YET TO BE TESTED. WE PERFORMED EPIGENOMIC MAPPING OF CORD BLOOD AMONG 308 BLACK MOTHER-INFANT PAIRS DELIVERED AT TERM AT THE BOSTON MEDICAL CENTER USING THE ILLUMINA HUMANMETHYLATION27 BEADCHIP. LINEAR REGRESSION AND PATHWAY ANALYSES WERE CONDUCTED TO EVALUATE THE ASSOCIATIONS BETWEEN DNA METHYLATION LEVELS AND PREPREGNANCY MATERNAL BMI (<25, 25-30, >/=30 KG/M(2) ). THE METHYLATION LEVELS OF 20 CPG SITES WERE ASSOCIATED WITH MATERNAL BMI AT A SIGNIFICANCE LEVEL OF P-VALUE <10(-4) IN THE OVERALL SAMPLE, AND BOYS AND GIRLS, SEPARATELY. ONE CPG SITE REMAINED STATISTICALLY SIGNIFICANT AFTER CORRECTION FOR MULTIPLE COMPARISONS (FDR CORRECTED P-VALUE = 0.04) AND WAS ANNOTATED TO A POTENTIAL CANCER GENE, ZCCHC10. SOME OF THE OTHER CPG SITE ANNOTATED GENES APPEAR TO BE CRITICAL TO THE DEVELOPMENT OF CANCERS AND CARDIOVASCULAR DISEASES (I.E., WNT16, C18ORF8, ANGPTL2, SAPCD2, ADCY3, PRR16, ERBB2, DOK2, PLAC1). SIGNIFICANT FINDINGS FROM PATHWAY ANALYSIS, SUCH AS INFECTIOUS AND INFLAMMATORY AND LIPID METABOLISM PATHWAYS, LENDS SUPPORT FOR THE POTENTIAL IMPACT OF MATERNAL BMI ON THE ABOVE STATED DISORDERS. THIS STUDY DEMONSTRATES THAT PREPREGNANCY MATERNAL BMI MIGHT LEAD TO ALTERATIONS IN OFFSPRING DNA METHYLATION IN GENES RELEVANT TO THE DEVELOPMENT OF A RANGE OF COMPLEX CHRONIC DISEASES, PROVIDING EVIDENCE OF TRANS-GENERATIONAL INFLUENCE ON DISEASE SUSCEPTIBILITY VIA EPIGENETIC MECHANISM. 2014 18 50 51 A DEEP LEARNING MODEL FOR EARLY RISK PREDICTION OF HEART FAILURE WITH PRESERVED EJECTION FRACTION BY DNA METHYLATION PROFILES COMBINED WITH CLINICAL FEATURES. BACKGROUND: HEART FAILURE WITH PRESERVED EJECTION FRACTION (HFPEF), AFFECTED COLLECTIVELY BY GENETIC AND ENVIRONMENTAL FACTORS, IS THE COMMON SUBTYPE OF CHRONIC HEART FAILURE. ALTHOUGH THE AVAILABLE RISK ASSESSMENT METHODS FOR HFPEF HAVE ACHIEVED SOME PROGRESS, THEY WERE BASED ON CLINICAL OR GENETIC FEATURES ALONE. HERE, WE HAVE DEVELOPED A DEEP LEARNING FRAMEWORK, HFMERISK, USING BOTH 5 CLINICAL FEATURES AND 25 DNA METHYLATION LOCI TO PREDICT THE EARLY RISK OF HFPEF IN THE FRAMINGHAM HEART STUDY COHORT. RESULTS: THE FRAMEWORK INCORPORATES LEAST ABSOLUTE SHRINKAGE AND SELECTION OPERATOR AND EXTREME GRADIENT BOOSTING-BASED FEATURE SELECTION, AS WELL AS A FACTORIZATION-MACHINE BASED NEURAL NETWORK-BASED RECOMMENDER SYSTEM. MODEL DISCRIMINATION AND CALIBRATION WERE ASSESSED USING THE AUC AND HOSMER-LEMESHOW TEST. HFMERISK, INCLUDING 25 CPGS AND 5 CLINICAL FEATURES, HAVE ACHIEVED THE AUC OF 0.90 (95% CONFIDENCE INTERVAL 0.88-0.92) AND HOSMER-LEMESHOW STATISTIC WAS 6.17 (P = 0.632), WHICH OUTPERFORMED MODELS WITH CLINICAL CHARACTERISTICS OR DNA METHYLATION LEVELS ALONE, PUBLISHED CHRONIC HEART FAILURE RISK PREDICTION MODELS AND OTHER BENCHMARK MACHINE LEARNING MODELS. OUT OF THEM, THE DNA METHYLATION LEVELS OF TWO CPGS WERE SIGNIFICANTLY CORRELATED WITH THE PAIRED TRANSCRIPTOME LEVELS (R < -0.3, P < 0.05). BESIDES, DNA METHYLATION LOCUS IN HFMERISK WERE ASSOCIATED WITH INTERCELLULAR SIGNALING AND INTERACTION, AMINO ACID METABOLISM, TRANSPORT AND ACTIVATION AND THE CLINICAL VARIABLES WERE ALL RELATED WITH THE MECHANISM OF OCCURRENCE OF HFPEF. TOGETHER, THESE FINDINGS GIVE NEW EVIDENCE INTO THE HFMERISK MODEL. CONCLUSION: OUR STUDY PROPOSES AN EARLY RISK ASSESSMENT FRAMEWORK FOR HFPEF INTEGRATING BOTH CLINICAL AND EPIGENETIC FEATURES, PROVIDING A PROMISING PATH FOR CLINICAL DECISION MAKING. 2022 19 2411 43 EPIGENETIC SCORES FOR THE CIRCULATING PROTEOME AS TOOLS FOR DISEASE PREDICTION. PROTEIN BIOMARKERS HAVE BEEN IDENTIFIED ACROSS MANY AGE-RELATED MORBIDITIES. HOWEVER, CHARACTERISING EPIGENETIC INFLUENCES COULD FURTHER INFORM DISEASE PREDICTIONS. HERE, WE LEVERAGE EPIGENOME-WIDE DATA TO STUDY LINKS BETWEEN THE DNA METHYLATION (DNAM) SIGNATURES OF THE CIRCULATING PROTEOME AND INCIDENT DISEASES. USING DATA FROM FOUR COHORTS, WE TRAINED AND TESTED EPIGENETIC SCORES (EPISCORES) FOR 953 PLASMA PROTEINS, IDENTIFYING 109 SCORES THAT EXPLAINED BETWEEN 1% AND 58% OF THE VARIANCE IN PROTEIN LEVELS AFTER ADJUSTING FOR KNOWN PROTEIN QUANTITATIVE TRAIT LOCI (PQTL) GENETIC EFFECTS. BY PROJECTING THESE EPISCORES INTO AN INDEPENDENT SAMPLE (GENERATION SCOTLAND; N = 9537) AND RELATING THEM TO INCIDENT MORBIDITIES OVER A FOLLOW-UP OF 14 YEARS, WE UNCOVERED 137 EPISCORE-DISEASE ASSOCIATIONS. THESE ASSOCIATIONS WERE LARGELY INDEPENDENT OF IMMUNE CELL PROPORTIONS, COMMON LIFESTYLE AND HEALTH FACTORS, AND BIOLOGICAL AGING. NOTABLY, WE FOUND THAT OUR DIABETES-ASSOCIATED EPISCORES HIGHLIGHTED PREVIOUS TOP BIOMARKER ASSOCIATIONS FROM PROTEOME-WIDE ASSESSMENTS OF DIABETES. THESE EPISCORES FOR PROTEIN LEVELS CAN THEREFORE BE A VALUABLE RESOURCE FOR DISEASE PREDICTION AND RISK STRATIFICATION. 2022 20 3914 41 LIFETIME STRESS ACCELERATES EPIGENETIC AGING IN AN URBAN, AFRICAN AMERICAN COHORT: RELEVANCE OF GLUCOCORTICOID SIGNALING. BACKGROUND: CHRONIC PSYCHOLOGICAL STRESS IS ASSOCIATED WITH ACCELERATED AGING AND INCREASED RISK FOR AGING-RELATED DISEASES, BUT THE UNDERLYING MOLECULAR MECHANISMS ARE UNCLEAR. RESULTS: WE EXAMINED THE EFFECT OF LIFETIME STRESSORS ON A DNA METHYLATION-BASED AGE PREDICTOR, EPIGENETIC CLOCK. AFTER CONTROLLING FOR BLOOD CELL-TYPE COMPOSITION AND LIFESTYLE PARAMETERS, CUMULATIVE LIFETIME STRESS, BUT NOT CHILDHOOD MALTREATMENT OR CURRENT STRESS ALONE, PREDICTED ACCELERATED EPIGENETIC AGING IN AN URBAN, AFRICAN AMERICAN COHORT (N = 392). THIS EFFECT WAS PRIMARILY DRIVEN BY PERSONAL LIFE STRESSORS, WAS MORE PRONOUNCED WITH ADVANCING AGE, AND WAS BLUNTED IN INDIVIDUALS WITH HIGHER CHILDHOOD ABUSE EXPOSURE. HYPOTHESIZING THAT THESE EPIGENETIC EFFECTS COULD BE MEDIATED BY GLUCOCORTICOID SIGNALING, WE FOUND THAT A HIGH NUMBER (N = 85) OF EPIGENETIC CLOCK CPG SITES WERE LOCATED WITHIN GLUCOCORTICOID RESPONSE ELEMENTS. WE FURTHER EXAMINED THE FUNCTIONAL EFFECTS OF GLUCOCORTICOIDS ON EPIGENETIC CLOCK CPGS IN AN INDEPENDENT SAMPLE WITH GENOME-WIDE DNA METHYLATION (N = 124) AND GENE EXPRESSION DATA (N = 297) BEFORE AND AFTER EXPOSURE TO THE GLUCOCORTICOID RECEPTOR AGONIST DEXAMETHASONE. DEXAMETHASONE INDUCED DYNAMIC CHANGES IN METHYLATION IN 31.2 % (110/353) OF THESE CPGS AND TRANSCRIPTION IN 81.7 % (139/170) OF GENES NEIGHBORING EPIGENETIC CLOCK CPGS. DISEASE ENRICHMENT ANALYSIS OF THESE DEXAMETHASONE-REGULATED GENES SHOWED ENRICHED ASSOCIATION FOR AGING-RELATED DISEASES, INCLUDING CORONARY ARTERY DISEASE, ARTERIOSCLEROSIS, AND LEUKEMIAS. CONCLUSIONS: CUMULATIVE LIFETIME STRESS MAY ACCELERATE EPIGENETIC AGING, AN EFFECT THAT COULD BE DRIVEN BY GLUCOCORTICOID-INDUCED EPIGENETIC CHANGES. THESE FINDINGS CONTRIBUTE TO OUR UNDERSTANDING OF MECHANISMS LINKING CHRONIC STRESS WITH ACCELERATED AGING AND HEIGHTENED DISEASE RISK. 2015