1 1605 61 DNA METHYLATION YIELDS EPIGENETIC CLUES INTO THE DIABETIC NEPHROPATHY OF PIMA INDIANS. ENVIRONMENTAL FACTORS DRIVE EPIGENETIC PROGRAMMING. DNA METHYLATION IS THE BEST STUDIED MODIFICATION TRANSMITTING EPIGENETIC INFORMATION. A STUDY BY QIU ET AL. EXAMINED POTENTIAL EPIGENETIC ROOTS FOR THE DECLINE OF RENAL FUNCTION IN PIMA INDIANS. A GENOMEWIDE SURVEY OF BLOOD LEUKOCYTES UNCOVERED DIFFERENTIALLY METHYLATED DNA SITES IN REGULATORY REGIONS OF GENES ASSOCIATED WITH CHRONIC KIDNEY DISEASE. THIS LONGITUDINAL STUDY PROVIDES THE FIRST CLUES ON EPIGENETIC LINKS BETWEEN ENVIRONMENTAL FACTORS AND A HIGH PREVALENCE OF DIABETIC KIDNEY DISEASE IN PIMA INDIANS. 2018 2 1271 27 CYTOSINE METHYLATION PREDICTS RENAL FUNCTION DECLINE IN AMERICAN INDIANS. DIABETIC NEPHROPATHY ACCOUNTS FOR MOST OF THE EXCESS MORTALITY IN INDIVIDUALS WITH DIABETES, BUT THE MOLECULAR MECHANISMS BY WHICH NEPHROPATHY DEVELOPS ARE LARGELY UNKNOWN. HERE WE TESTED CYTOSINE METHYLATION LEVELS AT 397,063 GENOMIC CPG SITES FOR ASSOCIATION WITH DECLINE IN THE ESTIMATED GLOMERULAR FILTRATION RATE (EGFR) OVER A SIX YEAR PERIOD IN 181 DIABETIC PIMA INDIANS. METHYLATION LEVELS AT 77 SITES SHOWED SIGNIFICANT ASSOCIATION WITH EGFR DECLINE AFTER CORRECTION FOR MULTIPLE COMPARISONS. A MODEL INCLUDING METHYLATION LEVEL AT TWO PROBES (CG25799291 AND CG22253401) IMPROVED PREDICTION OF EGFR DECLINE IN ADDITION TO BASELINE EGFR AND THE ALBUMIN TO CREATININE RATIO WITH THE PERCENT OF VARIANCE EXPLAINED SIGNIFICANTLY IMPROVING FROM 23.1% TO 42.2%. CG22253401 WAS ALSO SIGNIFICANTLY ASSOCIATED WITH EGFR DECLINE IN A CASE-CONTROL STUDY DERIVED FROM THE CHRONIC RENAL INSUFFICIENCY COHORT. PROBES AT WHICH METHYLATION SIGNIFICANTLY ASSOCIATED WITH EGFR DECLINE WERE LOCALIZED TO GENE REGULATORY REGIONS AND ENRICHED FOR GENES WITH METABOLIC FUNCTIONS AND APOPTOSIS. THREE OF THE 77 PROBES THAT WERE ASSOCIATED WITH EGFR DECLINE IN BLOOD SAMPLES SHOWED DIRECTIONALLY CONSISTENT AND SIGNIFICANT ASSOCIATION WITH FIBROSIS IN MICRODISSECTED HUMAN KIDNEY TISSUE, AFTER CORRECTION FOR MULTIPLE COMPARISONS. THUS, CYTOSINE METHYLATION LEVELS MAY PROVIDE BIOMARKERS OF DISEASE PROGRESSION IN DIABETIC NEPHROPATHY AND EPIGENETIC VARIATIONS CONTRIBUTE TO THE DEVELOPMENT OF DIABETIC KIDNEY DISEASE. 2018 3 1567 28 DNA METHYLATION OF THE KLF14 GENE REGION IN WHOLE BLOOD CELLS PROVIDES PREDICTION FOR THE CHRONIC INFLAMMATION IN THE ADIPOSE TISSUE. KRUPPEL-LIKE FACTOR 14 (KLF14) GENE, WHICH APPEARS TO BE A MASTER REGULATOR OF GENE EXPRESSION IN THE ADIPOSE TISSUE AND HAVE PREVIOUSLY BEEN ASSOCIATED WITH BMI AND TYPE 2 DIABETES (T2D) BY LARGE GENOME-WIDE ASSOCIATION STUDIES. IN ORDER TO FIND PREDICTIVE BIOMARKERS FOR THE DEVELOPMENT OF T2D, IT IS NECESSARY TO TAKE EPIGENOMIC CHANGES AFFECTED BY ENVIRONMENTAL FACTORS INTO ACCOUNT. THIS STUDY FOCUSES ON AGEING AND OBESITY, WHICH ARE T2D RISK FACTORS, AND EXAMINES EPIGENETIC CHANGES AND INFLAMMATORY CHANGES. WE INVESTIGATED DNA METHYLATION CHANGES IN THE KLF14 PROMOTER REGION IN DIFFERENT ORGANS OF MICE FOR COMPARING AGING AND WEIGHT. WE FOUND THAT METHYLATION LEVELS OF THESE SITES WERE INCREASED WITH AGING AND WEIGHT IN THE SPLEEN, THE ADIPOSE TISSUE, THE KIDNEY, THE LUNG, THE COLON AND THE WHOLE BLOOD CELLS. IN ADDITION, IN THE SPLEEN, THE ADIPOSE TISSUE AND THE WHOLE BLOOD, THESE EPIGENETIC CHANGES WERE ALSO SIGNIFICANTLY ASSOCIATED WITH INFLAMMATORY LEVELS. MOREOVER, NOT ONLY KLF14, BUT ALSO EXPRESSION LEVELS OF SOME DOWNSTREAM GENES WERE DECREASED WITH METHYLATION IN THE SPLEEN, THE ADIPOSE TISSUE AND THE WHOLE BLOOD CELLS. TAKEN TOGETHER, OUR RESULTS SUGGEST THAT METHYLATION CHANGES OF KLF14 IN THOSE TISSUES MAY BE ASSOCIATED WITH CHANGES IN GENE EXPRESSION AND INFLAMMATION ON THE ADIPOSE TISSUE OF OBESITY AND T2D. IN ADDITION, THE METHYLATION CHANGES IN THE WHOLE BLOOD CELLS MAY SERVE AS A PREDICTIVE EPIGENETIC BIOMARKER FOR THE DEVELOPMENT OF T2D. 2018 4 4238 23 METHYLATION PATTERN OF URINARY DNA AS A MARKER OF KIDNEY FUNCTION DECLINE IN DIABETES. INTRODUCTION: RENAL TUBULAR INJURY CONTRIBUTES TO THE DECLINE IN KIDNEY FUNCTION IN PATIENTS WITH DIABETES. CELL TYPE-SPECIFIC DNA METHYLATION PATTERNS HAVE BEEN USED TO CALCULATE PROPORTIONS OF PARTICULAR CELL TYPES. IN THIS STUDY, WE DEVELOPED A METHOD TO DETECT RENAL TUBULAR INJURY IN PATIENTS WITH DIABETES BY DETECTING EXFOLIATED TUBULAR CELLS SHED INTO THE URINE BASED ON TUBULAR CELL-SPECIFIC DNA METHYLATION PATTERNS. RESEARCH DESIGN AND METHODS: WE IDENTIFIED DNA METHYLATION PATTERNS SPECIFIC FOR HUMAN RENAL PROXIMAL TUBULAR CELLS THROUGH COMPARTMENT-SPECIFIC METHYLOME ANALYSIS. WE NEXT DETERMINED THE METHYLATION LEVELS OF PROXIMAL TUBULE-SPECIFIC LOCI IN URINE SEDIMENT OF PATIENTS WITH DIABETES AND ANALYZED CORRELATION WITH CLINICAL VARIABLES. RESULTS: WE IDENTIFIED GENOMIC LOCI IN SMTNL2 AND G6PC TO BE SELECTIVELY UNMETHYLATED IN HUMAN PROXIMAL TUBULAR CELLS. THE METHYLATION LEVELS OF SMTNL2 AND G6PC IN URINE SEDIMENT, DEEMED TO REFLECT THE PROPORTION OF EXFOLIATED PROXIMAL TUBULAR CELLS DUE TO INJURY, CORRELATED WELL WITH EACH OTHER. METHYLATION LEVELS OF SMTNL2 IN URINE SEDIMENT SIGNIFICANTLY CORRELATED WITH THE ANNUAL DECLINE IN ESTIMATED GLOMERULAR FILTRATION RATE. MOREOVER, ADDITION OF URINARY SMTNL2 METHYLATION TO A MODEL CONTAINING KNOWN RISK FACTORS SIGNIFICANTLY IMPROVED DISCRIMINATION OF PATIENTS WITH DIABETES WITH FASTER ESTIMATED GLOMERULAR FILTRATION RATE DECLINE. CONCLUSIONS: THIS STUDY DEMONSTRATES THAT PATIENTS WITH DIABETES WITH CONTINUAL LOSS IN KIDNEY FUNCTION MAY BE STRATIFIED BY A SPECIFIC DNA METHYLATION SIGNATURE THROUGH EPIGENETIC URINALYSIS AND PROVIDES FURTHER EVIDENCE AT THE LEVEL OF EXFOLIATED CELLS IN THE URINE THAT INJURY OF PROXIMAL TUBULAR CELLS MAY CONTRIBUTE TO PATHOGENESIS OF DIABETIC KIDNEY DISEASE. 2020 5 177 23 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 6 2629 26 EPIGENOME-WIDE ASSOCIATION STUDY OF DIABETIC CHRONIC KIDNEY DISEASE PROGRESSION IN THE KOREAN POPULATION: THE KNOW-CKD STUDY. SINCE THE ETIOLOGY OF DIABETIC CHRONIC KIDNEY DISEASE (CKD) IS MULTIFACTORIAL, STUDIES ON DNA METHYLATION FOR KIDNEY FUNCTION DETERIORATION HAVE RARELY BEEN PERFORMED DESPITE THE NEED FOR AN EPIGENETIC APPROACH. THEREFORE, THIS STUDY AIMED TO IDENTIFY EPIGENETIC MARKERS ASSOCIATED WITH CKD PROGRESSION BASED ON THE DECLINE IN THE ESTIMATED GLOMERULAR FILTRATION RATE IN DIABETIC CKD IN KOREA. AN EPIGENOME-WIDE ASSOCIATION STUDY WAS PERFORMED USING WHOLE BLOOD SAMPLES FROM 180 CKD RECRUITED FROM THE KNOW-CKD COHORT. PYROSEQUENCING WAS ALSO PERFORMED ON 133 CKD PARTICIPANTS AS AN EXTERNAL REPLICATION ANALYSIS. FUNCTIONAL ANALYSES, INCLUDING THE ANALYSIS OF DISEASE-GENE NETWORKS, REACTOME PATHWAYS, AND PROTEIN-PROTEIN INTERACTION NETWORKS, WERE CONDUCTED TO IDENTIFY THE BIOLOGICAL MECHANISMS OF CPG SITES. A PHENOME-WIDE ASSOCIATION STUDY WAS PERFORMED TO DETERMINE THE ASSOCIATIONS BETWEEN CPG SITES AND OTHER PHENOTYPES. TWO EPIGENETIC MARKERS, CG10297223 ON AGTR1 AND CG02990553 ON KRT28 INDICATED A POTENTIAL ASSOCIATION WITH DIABETIC CKD PROGRESSION. BASED ON THE FUNCTIONAL ANALYSES, OTHER PHENOTYPES (BLOOD PRESSURE AND CARDIAC ARRHYTHMIA FOR AGTR1) AND BIOLOGICAL PATHWAYS (KERATINIZATION AND CORNIFIED ENVELOPE FOR KRT28) RELATED TO CKD WERE ALSO IDENTIFIED. THIS STUDY SUGGESTS A POTENTIAL ASSOCIATION BETWEEN THE CG10297223 AND CG02990553 AND THE PROGRESSION OF DIABETIC CKD IN KOREANS. NEVERTHELESS, FURTHER VALIDATION IS NEEDED THROUGH ADDITIONAL STUDIES. 2023 7 1824 22 EFFECTS OF ENVIRONMENTAL CONDITIONS ON NEPHRON NUMBER: MODELING MATERNAL DISEASE AND EPIGENETIC REGULATION IN RENAL DEVELOPMENT. A GROWING BODY OF EVIDENCE SUGGESTS THAT LOW NEPHRON NUMBERS AT BIRTH CAN INCREASE THE RISK OF CHRONIC KIDNEY DISEASE OR HYPERTENSION LATER IN LIFE. ENVIRONMENTAL STRESSORS, SUCH AS MATERNAL MALNUTRITION, MEDICATION AND SMOKING, CAN INFLUENCE RENAL SIZE AT BIRTH. USING METANEPHRIC ORGAN CULTURES TO MODEL SINGLE-VARIABLE ENVIRONMENTAL CONDITIONS, MODELS OF MATERNAL DISEASE WERE EVALUATED FOR PATTERNS OF DEVELOPMENTAL IMPAIRMENT. WHILE HYPERTHERMIA HAD LIMITED EFFECTS ON RENAL DEVELOPMENT, FETAL IRON DEFICIENCY WAS ASSOCIATED WITH SEVERE IMPAIRMENT OF RENAL GROWTH AND NEPHROGENESIS WITH AN ALL-PROXIMAL PHENOTYPE. CULTURING KIDNEY EXPLANTS UNDER HIGH GLUCOSE CONDITIONS LED TO CELLULAR AND TRANSCRIPTOMIC CHANGES RESEMBLING HUMAN DIABETIC NEPHROPATHY. SHORT-TERM HIGH GLUCOSE CULTURE CONDITIONS WERE SUFFICIENT FOR LONG-TERM ALTERATIONS IN DNA METHYLATION-ASSOCIATED EPIGENETIC MEMORY. FINALLY, THE ROLE OF EPIGENETIC MODIFIERS IN RENAL DEVELOPMENT WAS TESTED USING A SMALL COMPOUND LIBRARY. AMONG THE SELECTED EPIGENETIC INHIBITORS, VARIOUS COMPOUNDS ELICITED AN EFFECT ON RENAL GROWTH, SUCH AS HDAC (ENTINOSTAT, TH39), HISTONE DEMETHYLASE (DEFERASIROX, DEFEROXAMINE) AND HISTONE METHYLTRANSFERASE (CYPROHEPTADINE) INHIBITORS. THUS, METANEPHRIC ORGAN CULTURES PROVIDE A VALUABLE SYSTEM FOR STUDYING METABOLIC CONDITIONS AND A TOOL FOR SCREENING FOR EPIGENETIC MODIFIERS IN RENAL DEVELOPMENT. 2021 8 1515 22 DNA METHYLATION AND THE POTENTIAL ROLE OF DEMETHYLATING AGENTS IN PREVENTION OF PROGRESSIVE CHRONIC KIDNEY DISEASE. CHRONIC KIDNEY DISEASE (CKD) IS A GLOBAL EPIDEMIC, AND ITS MAJOR RISK FACTORS INCLUDE OBESITY AND TYPE 2 DIABETES. OBESITY NOT ONLY PROMOTES METABOLIC DYSREGULATION AND THE DEVELOPMENT OF DIABETIC KIDNEY DISEASE BUT ALSO MAY INDEPENDENTLY LEAD TO CKD BY A VARIETY OF MECHANISMS, INCLUDING ENDOCRINE AND METABOLIC DYSFUNCTION, INFLAMMATION, OXIDATIVE STRESS, ALTERED RENAL HEMODYNAMICS, AND LIPOTOXICITY. DELETERIOUS RENAL EFFECTS OF OBESITY CAN ALSO BE TRANSMITTED FROM ONE GENERATION TO THE NEXT, AND IT IS INCREASINGLY RECOGNIZED THAT OFFSPRING OF OBESE MOTHERS ARE PREDISPOSED TO CKD. EPIGENETIC MODIFICATIONS ARE CHANGES THAT REGULATE GENE EXPRESSION WITHOUT ALTERING THE DNA SEQUENCE. OF THESE, DNA METHYLATION IS THE MOST STUDIED. EPIGENETIC IMPRINTS, PARTICULARLY DNA METHYLATION, ARE LAID DOWN DURING CRITICAL PERIODS OF FETAL DEVELOPMENT, AND THEY MAY PROVIDE A MECHANISM BY WHICH MATERNAL-FETAL TRANSMISSION OF CHRONIC DISEASE OCCURS. OUR CURRENT REVIEW EXPLORES THE EVIDENCE FOR THE ROLE OF DNA METHYLATION IN THE DEVELOPMENT OF CKD, DIABETIC KIDNEY DISEASE, DIABETES, AND OBESITY. DNA METHYLATION HAS BEEN IMPLICATED IN RENAL FIBROSIS-THE FINAL PATHOPHYSIOLOGIC PATHWAY IN THE DEVELOPMENT OF END-STAGE KIDNEY DISEASE-WHICH SUPPORTS THE NOTION THAT DEMETHYLATING AGENTS MAY PLAY A POTENTIAL THERAPEUTIC ROLE IN PREVENTING DEVELOPMENT AND PROGRESSION OF CKD.-LARKIN, B. P., GLASTRAS, S. J., CHEN, H., POLLOCK, C. A., SAAD, S. DNA METHYLATION AND THE POTENTIAL ROLE OF DEMETHYLATING AGENTS IN PREVENTION OF PROGRESSIVE CHRONIC KIDNEY DISEASE. 2018 9 276 20 AGE-RELATED DIFFERENCES IN MONOCYTE DNA METHYLATION AND IMMUNE FUNCTION IN HEALTHY KENYAN ADULTS AND CHILDREN. BACKGROUND: AGE-RELATED CHANGES IN ADAPTIVE AND INNATE IMMUNE CELLS HAVE BEEN ASSOCIATED WITH A DECLINE IN EFFECTIVE IMMUNITY AND CHRONIC, LOW-GRADE INFLAMMATION. EPIGENETIC, TRANSCRIPTIONAL, AND FUNCTIONAL CHANGES IN MONOCYTES OCCUR WITH AGING, THOUGH MOST STUDIES TO DATE HAVE FOCUSED ON DIFFERENCES BETWEEN YOUNG ADULTS AND THE ELDERLY IN POPULATIONS WITH EUROPEAN ANCESTRY; FEW DATA EXIST REGARDING CHANGES THAT OCCUR IN CIRCULATING MONOCYTES DURING THE FIRST FEW DECADES OF LIFE OR IN AFRICAN POPULATIONS. WE ANALYZED DNA METHYLATION PROFILES, CYTOKINE PRODUCTION, AND INFLAMMATORY GENE EXPRESSION PROFILES IN MONOCYTES FROM YOUNG ADULTS AND CHILDREN FROM WESTERN KENYA. RESULTS: WE IDENTIFIED SEVERAL HYPO- AND HYPER-METHYLATED CPG SITES IN MONOCYTES FROM KENYAN YOUNG ADULTS VS. CHILDREN THAT REPLICATED FINDINGS IN THE CURRENT LITERATURE OF DIFFERENTIAL DNA METHYLATION IN MONOCYTES FROM ELDERLY PERSONS VS. YOUNG ADULTS ACROSS DIVERSE POPULATIONS. DIFFERENTIALLY METHYLATED CPG SITES WERE ALSO NOTED IN GENE REGIONS IMPORTANT TO INFLAMMATION AND INNATE IMMUNE RESPONSES. MONOCYTES FROM KENYAN YOUNG ADULTS VS. CHILDREN DISPLAYED INCREASED PRODUCTION OF IL-8, IL-10, AND IL-12P70 IN RESPONSE TO TLR4 AND TLR2/1 STIMULATION AS WELL AS DISTINCT INFLAMMATORY GENE EXPRESSION PROFILES. CONCLUSIONS: THESE FINDINGS COMPLEMENT PREVIOUS REPORTS OF AGE-RELATED METHYLATION CHANGES IN ISOLATED MONOCYTES AND PROVIDE NOVEL INSIGHTS INTO THE ROLE OF AGE-ASSOCIATED CHANGES IN INNATE IMMUNE FUNCTIONS. 2021 10 1295 24 DECREASED GLOBAL DNA METHYLATION IN THE WHITE BLOOD CELLS OF HIGH FAT DIET FED VERVET MONKEYS (CHLOROCEBUS AETHIOPS). EPIGENETIC MECHANISMS ARE ASSOCIATED WITH THE DEVELOPMENT OF MANY CHRONIC DISEASES AND DUE TO THEIR REVERSIBLE NATURE OFFER A UNIQUE WINDOW OF OPPORTUNITY TO REVERSE THE DISEASE PHENOTYPE. THIS STUDY INVESTIGATED WHETHER GLOBAL DNA METHYLATION CORRELATES WITH DYSGLYCEMIA IN THE VERVET MONKEY (CHLOROCEBUS AETHIOPS). DIET-INDUCED CHANGES IN DNA METHYLATION WERE OBSERVED WHERE GLOBAL DNA METHYLATION WAS TWOFOLD LOWER IN MONKEYS FED A HIGH FAT DIET (N = 10) COMPARED TO MONKEYS FED A STANDARD DIET (N = 15). AN INVERSE CORRELATION WAS OBSERVED BETWEEN DNA METHYLATION, BLOOD GLUCOSE CONCENTRATIONS, BODYWEIGHT, AND AGE, ALTHOUGH THE ASSOCIATION WAS NOT STATISTICALLY SIGNIFICANT. CONSUMPTION OF A HIGH FAT DIET IS ASSOCIATED WITH THE DEVELOPMENT OF METABOLIC DISEASE; THUS, THESE RESULTS SUGGEST THE USE OF GLOBAL DNA METHYLATION AS A BIOMARKER TO ASSESS THE RISK FOR METABOLIC DISEASE. MOREOVER, THIS STUDY PROVIDES FURTHER SUPPORT FOR THE USE OF THE VERVET MONKEY AS A MODEL SYSTEM TO STUDY METABOLIC DISEASES SUCH AS TYPE 2 DIABETES. INTEGRATION OF ALTERED DNA METHYLATION PROFILES INTO PREDICTIVE MODELS COULD FACILITATE RISK STRATIFICATION AND ENABLE INTERVENTION STRATEGIES TO INHIBIT DISEASE PROGRESSION. SUCH INTERVENTIONS COULD INCLUDE LIFESTYLE MODIFICATIONS, FOR EXAMPLE, THE INCREASED CONSUMPTION OF FUNCTIONAL FOODS WITH THE CAPACITY TO MODULATE DNA METHYLATION, THUS POTENTIALLY REVERSING THE DISEASE PHENOTYPE AND PREVENTING DISEASE. 2014 11 6195 20 THE IMPACT OF RECENT ALCOHOL USE ON GENOME WIDE DNA METHYLATION SIGNATURES. CHRONIC ALCOHOL INTAKE IS ASSOCIATED WITH A WIDE VARIETY OF ADVERSE HEALTH OUTCOMES INCLUDING DEPRESSION, DIABETES, AND HEART DISEASE. UNFORTUNATELY, THE MOLECULAR MECHANISMS THROUGH WHICH THESE EFFECTS ARE CONVEYED ARE NOT CLEARLY UNDERSTOOD. TO EXAMINE THE POTENTIAL ROLE OF EPIGENETIC FACTORS IN THIS PROCESS, WE EXAMINED THE RELATIONSHIP OF RECENT ALCOHOL INTAKE TO GENOME WIDE METHYLATION PATTERNS USING THE ILLUMINA 450 METHYLATION BEAD CHIP AND LYMPHOBLAST DNA DERIVED FROM 165 FEMALE SUBJECTS PARTICIPATING IN THE IOWA ADOPTION STUDIES. WE FOUND THAT THE PATTERN OF ALCOHOL USE OVER THE 6-MONTHS IMMEDIATELY PRIOR TO PHLEBOTOMY WAS ASSOCIATED WITH, SEVERITY-DEPENDENT CHANGES IN THE DEGREE OF GENOME WIDE METHYLATION THAT PREFERENTIALLY HYPERMETHYLATE THE CENTRAL PORTION OF CPG ISLANDS WITH METHYLATION AT CG05600126, A PROBE IN ABR, AND THE 5' UNTRANSLATED REGION OF BLCAP ATTAINING GENOME WIDE SIGNIFICANCE IN TWO POINT AND SLIDING WINDOW ANALYSES OF PROBE METHYLATION DATA, RESPECTIVELY. WE CONCLUDE THAT RECENT ALCOHOL USE IS ASSOCIATED WITH WIDESPREAD CHANGES IN DNA METHYLATION IN WOMEN AND THAT FURTHER STUDY TO CONFIRM THESE FINDINGS AND DETERMINE THEIR RELATIONSHIP TO SOMATIC FUNCTION ARE IN ORDER. 2012 12 6422 17 THE THIN-FAT PHENOTYPE AND GLOBAL METABOLIC DISEASE RISK. PURPOSE OF REVIEW: THERE HAS BEEN A GREAT DEAL OF INTEREST IN THE THIN-FAT PHENOTYPE EVIDENT IN ASIAN INDIANS AND ITS RISK ASSOCIATIONS IN THE EPIDEMIC OF NONCOMMUNICABLE CHRONIC DISEASE ASSOCIATED WITH IT. THE CAUSE OF THIS PHENOTYPE IS PROBABLY RELATED TO LIFESTYLE AND ENVIRONMENT; HOWEVER, GENOTYPIC AND EPIGENETIC MODIFICATIONS IN UTERO ALSO HAVE BEEN CONSIDERED. RECENT FINDINGS: THE THIN-FAT PHENOTYPE OCCURS WHEN FAT IS ADDED TO AN ALREADY THIN FRAME. THIS MAY OCCUR WITH RURAL-URBAN MIGRATION, WHEN POSITIVE ENERGY BALANCE OCCURS IN A MIGRATING POPULATION WHO WERE PREDOMINANTLY THIN AND PHYSICALLY ACTIVE TO BEGIN WITH. THE ROLE OF THE PRE-EXISTING SKELETAL MUSCLE MASS AND ITS INTERACTION WITH NEWLY DEPOSITED FAT MUST BE CONSIDERED. THE THIN-FAT PHENOTYPE MAY BE PROGRAMMED DURING FETAL GROWTH, BUT THE EVIDENCE FOR THIS PHENOMENON IS STILL NOT COMPLETELY CLEAR. FINALLY, ALTHOUGH THERE IS INCREASED CHRONIC DISEASE MORBIDITY AT LOWER BMI AND YOUNGER AGE IN SOUTH ASIAN POPULATIONS, BMI-RELATED MORTALITY DOES NOT APPEAR TO FOLLOW THIS TREND. SUMMARY: AT PRESENT, THE WEIGHT OF EVIDENCE APPEARS TO LINK THE THIN-FAT PHENOTYPE TO AN ENVIRONMENTAL AND LIFESTYLE PHENOMENON OCCURRING IN PREVIOUSLY THIN PEOPLE. THIS IS PARTICULARLY RELEVANT IN INDIA, GIVEN THE PACE OF TRANSITION OVER THE LAST TWO DECADES. 2011 13 6137 21 THE EPIGENETICS OF PSYCHOSIS: A STRUCTURED REVIEW WITH REPRESENTATIVE LOCI. THE EVIDENCE FOR AN ENVIRONMENTAL COMPONENT IN CHRONIC PSYCHOTIC DISORDERS IS STRONG AND RESEARCH ON THE EPIGENETIC MANIFESTATIONS OF THESE ENVIRONMENTAL IMPACTS HAS COMMENCED IN EARNEST. IN REVIEWING THIS RESEARCH, THE FOCUS IS ON THREE GENES AS MODELS FOR DIFFERENTIAL METHYLATION, MCHR1, AKT1 AND TDO2, EACH OF WHICH HAVE BEEN INVESTIGATED FOR GENETIC ASSOCIATION WITH PSYCHOTIC DISORDERS. ENVIRONMENTAL FACTORS ASSOCIATED WITH PSYCHOTIC DISORDERS, AND WHICH INTERACT WITH THESE MODEL GENES, ARE EXPLORED IN DEPTH. THE LOCATION OF TRANSCRIPTION FACTOR MOTIFS RELATIVE TO KEY METHYLATION SITES IS EVALUATED FOR PREDICTED GENE EXPRESSION RESULTS, AND FOR OTHER SITES, EVIDENCE IS PRESENTED FOR METHYLATION DIRECTING ALTERNATIVE SPLICING. EXPERIMENTAL RESULTS FROM KEY STUDIES SHOW DIFFERENTIAL METHYLATION: FOR MCHR1, IN PSYCHOSIS CASES VERSUS CONTROLS; FOR AKT1, AS A PRE-EXISTING METHYLATION PATTERN INFLUENCING BRAIN ACTIVATION FOLLOWING ACUTE ADMINISTRATION OF A PSYCHOSIS-ELICITING ENVIRONMENTAL STIMULUS; AND FOR TDO2, IN A PATTERN ASSOCIATED WITH A DEVELOPMENTAL FACTOR OF RISK FOR PSYCHOSIS, IN ALL CASES THE PREDICTED EXPRESSION IMPACT BEING HIGHLY DEPENDENT ON LOCATION. METHYLATION INDUCED BY SMOKING, A CONFOUNDING VARIABLE, EXHIBITS AN INTRIGUING PATTERN FOR ALL THREE GENES. FINALLY, HOW DIFFERENTIAL METHYLATION MESHES WITH DARWINIAN PRINCIPLES IS EXAMINED, IN PARTICULAR AS IT RELATES TO THE "FLEXIBLE STEM" THEORY OF EVOLUTION. 2022 14 2776 21 EXTRAUTERINE GROWTH RESTRICTION ON PULMONARY VASCULAR ENDOTHELIAL DYSFUNCTION IN ADULT MALE RATS: THE ROLE OF EPIGENETIC MECHANISMS. OBJECTIVE: EARLY POSTNATAL LIFE IS CONSIDERED AS A CRITICAL TIME WINDOW FOR THE DETERMINATION OF LONG-TERM METABOLIC STATES AND ORGAN FUNCTIONS. EXTRAUTERINE GROWTH RESTRICTION (EUGR) CAUSES THE DEVELOPMENT OF ADULT-ONSET CHRONIC DISEASES, INCLUDING PULMONARY HYPERTENSION. HOWEVER, THE EFFECTS OF NUTRITIONAL DISADVANTAGES DURING THE EARLY POSTNATAL PERIOD ON PULMONARY VASCULAR CONSEQUENCES IN LATER LIFE ARE NOT FULLY UNDERSTOOD. OUR STUDY WAS DESIGNED TO TEST WHETHER EPIGENETICS DYSREGULATION MEDIATES THE CELLULAR MEMORY OF THIS EARLY POSTNATAL EVENT. METHODS AND RESULTS: TO TEST THIS HYPOTHESIS, WE ISOLATED PULMONARY VASCULAR ENDOTHELIAL CELLS BY MAGNETIC-ACTIVATED CELL SORTING FROM EUGR AND CONTROL RATS. A POSTNATAL INSULT, NUTRITIONAL RESTRICTION-INDUCED EUGR CAUSED DEVELOPMENT OF AN INCREASED PULMONARY ARTERY PRESSURE AT 9 WEEKS OF AGE IN MALE SPRAGUE-DAWLEY RATS. METHYL-DNA IMMUNE PRECIPITATION CHIP, GENOME-SCALE MAPPING STUDIES TO SEARCH FOR DIFFERENTIALLY METHYLATED LOCI BETWEEN CONTROL AND EUGR RATS, REVEALED SIGNIFICANT DIFFERENCE IN CYTOSINE METHYLATION BETWEEN EUGR AND CONTROL RATS. EUGR CHANGES THE CYTOSINE METHYLATION AT APPROXIMATELY 500 LOCI IN MALE RATS AT 9 WEEKS OF AGE, PRECEDING THE DEVELOPMENT OF PULMONARY HYPERTENSION AND THESE REPRESENT THE CANDIDATE LOCI FOR MEDIATING THE PATHOGENESIS OF PULMONARY VASCULAR DISEASE THAT OCCURS LATER IN LIFE. GENE ONTOLOGY ANALYSIS ON DIFFERENTIALLY METHYLATED GENES SHOWED THAT HYPERMETHYLATED GENES IN EUGR ARE VASCULAR DEVELOPMENT-ASSOCIATED GENES AND HYPOMETHYLATED GENES IN EUGR ARE LATE-DIFFERENTIATION-ASSOCIATED AND SIGNAL TRANSDUCTION GENES. WE VALIDATED CANDIDATE DYSREGULATED LOCI WITH THE QUANTITATIVE ASSAYS OF CYTOSINE METHYLATION AND GENE EXPRESSIONS. CONCLUSION: THESE RESULTS DEMONSTRATE THAT EPIGENETICS DYSREGULATION IS A STRONG MECHANISM FOR PROPAGATING THE CELLULAR MEMORY OF EARLY POSTNATAL EVENTS, CAUSING CHANGES IN THE EXPRESSION OF GENES AND LONG-TERM SUSCEPTIBILITY TO PULMONARY HYPERTENSION, AND FURTHER PROVIDING A NEW INSIGHT INTO THE PREVENTION AND TREATMENT OF EUGR-RELATED PULMONARY HYPERTENSION. 2014 15 4719 22 NONCODING RNA AND EPIGENETIC GENE REGULATION IN RENAL DISEASES. KIDNEYS HAVE A MAJOR ROLE IN NORMAL PHYSIOLOGY AND METABOLIC HOMEOSTASIS. LOSS OR IMPAIRMENT OF KIDNEY FUNCTION IS A COMMON OCCURRENCE IN SEVERAL METABOLIC DISORDERS, INCLUDING HYPERTENSION AND DIABETES. CHRONIC KIDNEY DISEASE (CKD) AFFECT NEARLY 10% OF THE POPULATION WORLDWIDE; RANKS 18TH IN THE LIST OF CAUSES OF DEATH; AND CONTRIBUTES TO A SIGNIFICANT PROPORTION OF HEALTHCARE COSTS. THE TISSUE REPAIR AND REGENERATIVE POTENTIAL OF KIDNEYS ARE LIMITED AND THEY DECLINE DURING AGING. RECENT STUDIES HAVE DEMONSTRATED A KEY ROLE FOR EPIGENETIC PROCESSES AND PLAYERS, SUCH AS DNA METHYLATION, HISTONE MODIFICATIONS, NONCODING (NC)RNA, AND SO ON, IN BOTH KIDNEY DEVELOPMENT AND DISEASE. IN THIS REVIEW, WE HIGHLIGHT THESE RECENT FINDINGS WITH AN EMPHASIS ON ABERRANT EPIGENETIC CHANGES THAT ACCOMPANY RENAL DISEASES, KEY TARGETS, AND THEIR THERAPEUTIC VALUE. 2017 16 1524 15 DNA METHYLATION CHANGES IN CYSTIC FIBROSIS: CAUSE OR CONSEQUENCE? TWIN AND SIBLING STUDIES HAVE SHOWN THAT LUNG DISEASE SEVERITY IS VARIABLE AMONG CYSTIC FIBROSIS (CF) PATIENTS AND AFFECTED TO THE SAME EXTENT BY GENETIC AND NONHERITABLE FACTORS. GENETIC FACTORS HAVE BEEN THOROUGHLY ASSESSED, WHEREAS THE MOLECULAR MECHANISMS WHEREBY NONHERITABLE FACTORS CONTRIBUTE TO THE PHENOTYPIC VARIABILITY OF CF PATIENTS ARE STILL UNKNOWN. EPIGENETIC MODIFICATIONS MAY REPRESENT THE MISSING LINK BETWEEN NONHERITABLE FACTORS AND PHENOTYPIC VARIATION IN CF. HEREIN, WE REVIEW RECENT STUDIES SHOWING THAT DNA METHYLATION IS ALTERED IN CF AND WE ADDRESS THREE POSSIBLE FACTORS RESPONSIBLE FOR THESE VARIATIONS: (I) OVERPRODUCTION OF REACTIVE OXYGEN SPECIES, (II) DEPLETION OF DNA METHYLATION COFACTORS AND (III) SUSCEPTIBILITY TO ACUTE AND CHRONIC BACTERIAL INFECTIONS. ALSO, WE HYPOTHESIZE THAT THE UNIQUE DNA METHYLATION PROFILE OF EACH PATIENT CAN MODULATE THE PHENOTYPE AND DISCUSS THE INTEREST OF IMPLEMENTING INTEGRATED GENOMIC, EPIGENOMIC AND TRANSCRIPTOMIC STUDIES TO FURTHER UNDERSTAND THE CLINICAL DIVERSITY OF CF PATIENTS (GRAPHICAL ABSTRACT). 2020 17 2653 23 EPIGENOTYPING IN PERIPHERAL BLOOD CELL DNA AND BREAST CANCER RISK: A PROOF OF PRINCIPLE STUDY. BACKGROUND: EPIGENETIC CHANGES ARE EMERGING AS ONE OF THE MOST IMPORTANT EVENTS IN CARCINOGENESIS. TWO ALTERATIONS IN THE PATTERN OF DNA METHYLATION IN BREAST CANCER (BC) HAVE BEEN PREVIOUSLY REPORTED; ACTIVE ESTROGEN RECEPTOR-ALPHA (ER-ALPHA) IS ASSOCIATED WITH DECREASED METHYLATION OF ER-ALPHA TARGET (ERT) GENES, AND POLYCOMB GROUP TARGET (PCGT) GENES ARE MORE LIKELY THAN OTHER GENES TO HAVE PROMOTER DNA HYPERMETHYLATION IN CANCER. HOWEVER, WHETHER DNA METHYLATION IN NORMAL UNRELATED CELLS IS ASSOCIATED WITH BC RISK AND WHETHER THESE IMPRINTS CAN BE RELATED TO FACTORS WHICH CAN BE MODIFIED BY THE ENVIRONMENT, IS UNCLEAR. METHODOLOGY/PRINCIPAL FINDINGS: USING QUANTITATIVE METHYLATION ANALYSIS IN A CASE-CONTROL STUDY (N = 1,083) WE FOUND THAT DNA METHYLATION OF PERIPHERAL BLOOD CELL DNA PROVIDES GOOD PREDICTION OF BC RISK. WE ALSO REPORT THAT INVASIVE DUCTAL AND INVASIVE LOBULAR BC IS CHARACTERIZED BY TWO DIFFERENT SETS OF GENES, THE LATTER PARTICULAR BY GENES INVOLVED IN THE DIFFERENTIATION OF THE MESENCHYME (PITX2, TITF1, GDNF AND MYOD1). FINALLY WE DEMONSTRATE THAT ONLY ERT GENES PREDICT ER POSITIVE BC; LACK OF PERIPHERAL BLOOD CELL DNA METHYLATION OF ZNF217 PREDICTED BC INDEPENDENT OF AGE AND FAMILY HISTORY (ODDS RATIO 1.49; 95% CONFIDENCE INTERVAL 1.12-1.97; P = 0.006) AND WAS ASSOCIATED WITH ER-ALPHA BIOACTIVITY IN THE CORRESPONDING SERUM. CONCLUSION/SIGNIFICANCE: THIS FIRST LARGE-SCALE EPIGENOTYPING STUDY DEMONSTRATES THAT DNA METHYLATION MAY SERVE AS A LINK BETWEEN THE ENVIRONMENT AND THE GENOME. FACTORS THAT CAN BE MODULATED BY THE ENVIRONMENT (LIKE ESTROGENS) LEAVE AN IMPRINT IN THE DNA OF CELLS THAT ARE UNRELATED TO THE TARGET ORGAN AND INDICATE THE PREDISPOSITION TO DEVELOP A CANCER. FURTHER RESEARCH WILL NEED TO DEMONSTRATE WHETHER DNA METHYLATION PROFILES WILL BE ABLE TO SERVE AS A NEW TOOL TO PREDICT THE RISK OF DEVELOPING CHRONIC DISEASES WITH SUFFICIENT ACCURACY TO GUIDE PREVENTIVE MEASURES. 2008 18 6720 26 VITAMIN D METABOLISM GENES ARE DIFFERENTIALLY METHYLATED IN INDIVIDUALS WITH CHRONIC KNEE PAIN. CONTEXT: RECENT EVIDENCE SUGGESTS THAT VITAMIN D MAY INTERACT WITH THE EPIGENOME AND PLAY A ROLE IN THE PAIN EXPERIENCE. IN ORDER FOR PROPER FUNCTIONING TO OCCUR, THERE MUST BE AN ADEQUATE LEVEL OF VITAMIN D PRESENT, MADE POSSIBLE BY ENZYMATIC REACTIONS THAT ALLOW VITAMIN D TO BE BIOLOGICALLY ACTIVE. THE PURPOSE OF THIS STUDY WAS TO EXPLORE THE EPIGENETIC LANDSCAPE OF GENES INVOLVED IN VITAMIN D METABOLISM IN INDIVIDUALS WITH AND WITHOUT CHRONIC KNEE PAIN. PROCEDURES: COMMUNITY-DWELLING INDIVIDUALS RECRUITED AS PART OF A LARGER STUDY FOCUSED ON KNEE PAIN PROVIDED DEMOGRAPHIC, CLINICAL AND PAIN-RELATED INFORMATION, AS WELL AS AN INTRAVENOUS BLOOD SAMPLE TO DETERMINE DNA METHYLATION LEVELS AT CPG SITES. MAIN FINDINGS: THERE WERE DIFFERENCES IN DNA METHYLATION BETWEEN THOSE WITH AND WITHOUT PAIN IN GENES THAT CODE FOR ENZYMES RELATED TO VITAMIN D METABOLISM: CYP24A1 (24-HYDROXYLASE) AND CYP27B1 (1-?-HYDROXYLASE). THERE WAS ALSO HYPERMETHYLATION ON THE GENE THAT CODES FOR THE VITAMIN D RECEPTOR (VDR). PRINCIPAL CONCLUSIONS: THE PRESENCE OF CHRONIC PAIN IS ASSOCIATED WITH EPIGENETIC MODIFICATIONS IN GENES RESPONSIBLE FOR THE EXPRESSION OF ENZYMES INVOLVED IN VITAMIN D METABOLISM AND CELLULAR FUNCTION. THESE RESULTS LAY GROUNDWORK IN UNDERSTANDING THE MECHANISM UNDERLYING THE ASSOCIATION BETWEEN VITAMIN D AND CHRONIC PAIN. 2023 19 1584 21 DNA METHYLATION PROFILES OF SELECTED PRO-INFLAMMATORY CYTOKINES IN ALZHEIMER DISEASE. BY MEANS OF FUNCTIONAL GENOMICS ANALYSIS, WE RECENTLY DESCRIBED THE MRNA EXPRESSION PROFILES OF VARIOUS GENES INVOLVED IN THE NEUROINFLAMMATORY RESPONSE IN THE BRAINS OF SUBJECTS WITH LATE-ONSET ALZHEIMER DISEASE (LOAD). SOME OF THESE GENES, NAMELY INTERLEUKIN (IL)-1BETA AND IL-6, SHOWED DISTINCT EXPRESSION PROFILES WITH PEAK EXPRESSION DURING THE FIRST STAGES OF THE DISEASE AND CONTROL-LIKE LEVELS AT LATER STAGES. IL-1BETA AND IL-6 GENES ARE MODULATED BY DNA METHYLATION IN DIFFERENT CHRONIC AND DEGENERATIVE DISEASES; IT IS ALSO WELL KNOWN THAT LOAD MAY HAVE AN EPIGENETIC BASIS. INDEED, WE AND OTHERS HAVE PREVIOUSLY REPORTED GENE-SPECIFIC DNA METHYLATION ALTERATIONS IN LOAD AND IN RELATED ANIMAL MODELS. BASED ON THESE DATA, WE STUDIED THE DNA METHYLATION PROFILES, AT SINGLE CYTOSINE RESOLUTION, OF IL-1BETA AND IL-6 5'-FLANKING REGION BY BISULPHITE MODIFICATION IN THE CORTEX OF HEALTHY CONTROLS AND LOAD PATIENTS AT 2 DIFFERENT DISEASE STAGES: BRAAK I-II/A AND BRAAK V-VI/C. OUR ANALYSIS PROVIDES EVIDENCE THAT NEUROINFLAMMATION IN LOAD IS ASSOCIATED WITH (AND POSSIBLY MEDIATED BY) EPIGENETIC MODIFICATIONS. 2017 20 6678 23 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