1 3056 165 GENOME-WIDE DNA METHYLATION ANALYSIS IMPLICATES ENRICHMENT OF INTERFERON PATHWAY IN AFRICAN AMERICAN PATIENTS WITH SYSTEMIC LUPUS ERYTHEMATOSUS AND EUROPEAN AMERICANS WITH LUPUS NEPHRITIS. SYSTEMIC LUPUS ERYTHEMATOSUS (SLE) IS A CHRONIC, MULTISYSTEM, INFLAMMATORY AUTOIMMUNE DISEASE THAT DISPROPORTIONATELY AFFECTS WOMEN. TRENDS IN SLE PREVALENCE AND CLINICAL COURSE DIFFER BY ANCESTRY, WITH THOSE OF AFRICAN AMERICAN ANCESTRY PRESENTING WITH MORE ACTIVE, SEVERE AND RAPIDLY PROGRESSIVE DISEASE THAN EUROPEAN AMERICANS. PREVIOUS RESEARCH ESTABLISHED ALTERED EPIGENETIC SIGNATURES IN SLE PATIENTS COMPARED TO CONTROLS. HOWEVER, THE CONTRIBUTION OF ABERRANT DNA METHYLATION (DNAM) TO THE RISK OF SLE BY ANCESTRY AND DIFFERENCES AMONG PATIENTS WITH SLE-ASSOCIATED LUPUS NEPHRITIS (LN) HAS NOT BEEN WELL DESCRIBED. WE EVALUATED THE DNA METHYLOMES OF 87 INDIVIDUALS INCLUDING 41 SLE PATIENTS, WITH AND WITHOUT LN, AND 46 CONTROLS ENROLLED IN AN ANCESTRY DIVERSE, WELL-CHARACTERIZED COHORT STUDY OF ESTABLISHED SLE (41 SLE PATIENTS [20 SLE-LN+, 21 SLE-LN-] AND 46 SEX-, RACE- AND AGE-MATCHED CONTROLS; 55% AFRICAN AMERICAN, 45% EUROPEAN AMERICAN). PARTICIPANTS WERE GENOTYPED USING THE INFINIUM GLOBAL DIVERSITY ARRAY (GDA), AND GENETIC ANCESTRY WAS ESTIMATED USING PRINCIPAL COMPONENTS. GENOME-WIDE DNA METHYLATION WAS INITIALLY MEASURED USING THE ILLUMINA METHYLATIONEPIC 850K BEADCHIP ARRAY FOLLOWED BY METHYLATION-SPECIFIC QPCR TO VALIDATE THE METHYLATION STATUS AT PUTATIVE LOCI. DIFFERENTIALLY METHYLATED POSITIONS (DMP) WERE IDENTIFIED USING A CASE-CONTROL APPROACH ADJUSTED FOR ANCESTRY. WE IDENTIFIED A TOTAL OF 51 DMPS IN CPGS AMONG SLE PATIENTS COMPARED TO CONTROLS. GENES PROXIMAL TO THESE CPGS WERE HIGHLY ENRICHED FOR INVOLVEMENT IN TYPE I INTERFERON SIGNALING. DMPS AMONG EUROPEAN AMERICAN SLE PATIENTS WITH LN WERE SIMILAR TO AFRICAN AMERICAN SLE PATIENTS WITH AND WITHOUT LN. OUR FINDINGS WERE VALIDATED USING AN ORTHOGONAL, METHYL-SPECIFIC PCR FOR THREE SLE-ASSOCIATED DMPS NEAR OR PROXIMAL TO MX1, USP18, AND IFITM1. OUR STUDY CONFIRMS PREVIOUS REPORTS THAT DMPS IN CPGS ASSOCIATED WITH SLE ARE ENRICHED IN TYPE I INTERFERON GENES. HOWEVER, WE SHOW THAT EUROPEAN AMERICAN SLE PATIENTS WITH LN HAVE SIMILAR DNAM PATTERNS TO AFRICAN AMERICAN SLE PATIENTS IRRESPECTIVE OF LN, SUGGESTING THAT ABERRANT DNAM ALTERS ACTIVITY OF TYPE I INTERFERON PATHWAY LEADING TO MORE SEVERE DISEASE INDEPENDENT OF ANCESTRY. 2023 2 972 43 CHRONIC OBSTRUCTIVE PULMONARY DISEASE IS ASSOCIATED WITH EPIGENOME-WIDE DIFFERENTIAL METHYLATION IN BAL LUNG CELLS. DNA METHYLATION PATTERNS IN CHRONIC PULMONARY OBSTRUCTIVE DISEASE (COPD) MIGHT OFFER NEW INSIGHTS INTO DISEASE PATHOGENESIS. TO ASSESS METHYLATION PROFILES IN THE MAIN COPD TARGET ORGAN, WE PERFORMED AN EPIGENOME-WIDE ASSOCIATION STUDY ON BAL CELLS. BRONCHOSCOPIES WERE PERFORMED IN 18 SUBJECTS WITH COPD AND 15 CONTROL SUBJECTS (EX- AND CURRENT SMOKERS). DNA METHYLATION WAS MEASURED USING THE ILLUMINA METHYLATIONEPIC BEADCHIP KIT, COVERING MORE THAN 850,000 CPGS. DIFFERENTIALLY METHYLATED POSITIONS (DMPS) WERE EXAMINED FOR 1) ENRICHMENT IN PATHWAYS AND FUNCTIONAL GENE RELATIONSHIPS USING THE KYOTO ENCYCLOPEDIA OF GENES AND GENOMES AND GENE ONTOLOGY, 2) ACCELERATED AGING USING HORVATH'S EPIGENETIC CLOCK, 3) CORRELATION WITH GENE EXPRESSION, AND 4) COLOCALIZATION WITH GENETIC VARIATION. WE FOUND 1,155 BONFERRONI-SIGNIFICANT (P < 6.74 X 10(-8)) DMPS ASSOCIATED WITH COPD, MANY WITH LARGE EFFECT SIZES. FUNCTIONAL ANALYSIS IDENTIFIED BIOLOGICALLY PLAUSIBLE PATHWAYS AND GENE RELATIONSHIPS, INCLUDING ENRICHMENT FOR TRANSCRIPTION FACTOR ACTIVITY. STRONG CORRELATION WAS FOUND BETWEEN DNA METHYLATION AND CHRONOLOGICAL AGE BUT NOT BETWEEN COPD AND ACCELERATED AGING. FOR 79 UNIQUE DMPS, DNA METHYLATION CORRELATED SIGNIFICANTLY WITH GENE EXPRESSION IN BAL CELLS. THIRTY-NINE PERCENT OF DMPS WERE COLOCALIZED WITH COPD-ASSOCIATED SNPS. TO THE BEST OF OUR KNOWLEDGE, THIS IS THE FIRST EPIGENOME-WIDE ASSOCIATION STUDY OF COPD ON BAL CELLS, AND OUR ANALYSES REVEALED MANY DIFFERENTIAL METHYLATION SITES. INTEGRATION WITH MRNA DATA SHOWED A STRONG FUNCTIONAL READOUT FOR RELEVANT GENES, IDENTIFYING SITES WHERE DNA METHYLATION MIGHT DIRECTLY AFFECT EXPRESSION. ALMOST HALF OF DMPS WERE COLOCATED WITH SNPS IDENTIFIED IN PREVIOUS GENOME-WIDE ASSOCIATION STUDIES OF COPD, SUGGESTING JOINT GENETIC AND EPIGENETIC PATHWAYS RELATED TO DISEASE. 2022 3 3420 35 HUMAN LUNG DNA METHYLATION QUANTITATIVE TRAIT LOCI COLOCALIZE WITH CHRONIC OBSTRUCTIVE PULMONARY DISEASE GENOME-WIDE ASSOCIATION LOCI. RATIONALE: AS THE THIRD LEADING CAUSE OF DEATH IN THE UNITED STATES, THE IMPACT OF CHRONIC OBSTRUCTIVE PULMONARY DISEASE (COPD) MAKES IDENTIFICATION OF ITS MOLECULAR MECHANISMS OF GREAT IMPORTANCE. GENOME-WIDE ASSOCIATION STUDIES (GWASS) HAVE IDENTIFIED MULTIPLE GENOMIC REGIONS ASSOCIATED WITH COPD. HOWEVER, GENETIC VARIATION ONLY EXPLAINS A SMALL FRACTION OF THE SUSCEPTIBILITY TO COPD, AND SUB-GENOME-WIDE SIGNIFICANT LOCI MAY PLAY A ROLE IN PATHOGENESIS. OBJECTIVES: REGULATORY ANNOTATION WITH EPIGENETIC EVIDENCE MAY GIVE PRIORITY FOR FURTHER INVESTIGATION, PARTICULARLY FOR GWAS ASSOCIATIONS IN NONCODING REGIONS. WE PERFORMED INTEGRATIVE GENOMICS ANALYSES USING DNA METHYLATION PROFILING AND GENOME-WIDE SNP GENOTYPING FROM LUNG TISSUE SAMPLES FROM 90 SUBJECTS WITH COPD AND 36 CONTROL SUBJECTS. METHODS: WE PERFORMED METHYLATION QUANTITATIVE TRAIT LOCI (MQTL) ANALYSES, TESTING FOR SNPS ASSOCIATED WITH PERCENT DNA METHYLATION AND ASSESSED THE COLOCALIZATION OF THESE RESULTS WITH PREVIOUS COPD GWAS FINDINGS USING BAYESIAN METHODS IN THE R PACKAGE COLOC TO HIGHLIGHT POTENTIAL REGULATORY FEATURES OF THE LOCI. MEASUREMENTS AND MAIN RESULTS: WE IDENTIFIED 942,068 UNIQUE SNPS AND 33,996 UNIQUE CPG SITES AMONG THE SIGNIFICANT (5% FALSE DISCOVERY RATE) CIS-MQTL RESULTS. THE GENOME-WIDE SIGNIFICANT AND SUBTHRESHOLD (P < 10(-4)) GWAS SNPS WERE ENRICHED IN THE SIGNIFICANT MQTL SNPS (HYPERGEOMETRIC TEST P < 0.00001). WE OBSERVED ENRICHMENT FOR SITES LOCATED IN CPG SHORES AND SHELVES, BUT NOT CPG ISLANDS. USING BAYESIAN COLOCALIZATION, WE IDENTIFIED LOCI IN REGIONS NEAR KCNK3, EEFSEC, PIK3CD, DCDC2C, TCERG1L, FRMD4B, AND IL27. CONCLUSIONS: COLOCALIZATION OF MQTL AND GWAS LOCI PROVIDES REGULATORY CHARACTERIZATION OF SIGNIFICANT AND SUBTHRESHOLD GWAS FINDINGS, SUPPORTING A ROLE FOR GENETIC CONTROL OF METHYLATION IN COPD PATHOGENESIS. 2018 4 2643 42 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 5 6761 37 X CHROMOSOME-WIDE ANALYSIS IDENTIFIES DNA METHYLATION SITES INFLUENCED BY CIGARETTE SMOKING. BACKGROUND: TOBACCO SMOKING IS A MAJOR CAUSE OF CHRONIC DISEASE WORLDWIDE. SMOKING MAY INDUCE CELLULAR AND MOLECULAR CHANGES INCLUDING EPIGENETIC MODIFICATION, WITH BOTH SHORT-TERM AND LONG-TERM MODIFICATION PATTERNS THAT MAY CONTRIBUTE TO PHENOTYPIC EXPRESSION OF DISEASES. RECENT EPIGENOME-WIDE ASSOCIATION STUDIES (EWAS) HAVE IDENTIFIED DOZENS OF SMOKING-RELATED DNA METHYLATION (DNAM) SITES. HOWEVER, THE X CHROMOSOMAL DNAM SITES HAVE BEEN LARGELY OVERLOOKED DUE TO A LACK OF AN ANALYTICAL FRAMEWORK FOR DEALING WITH THE SEX-DIMORPHIC DISTRIBUTION. TO IDENTIFY NOVEL SMOKING-RELATED DNAM SITES ON THE X CHROMOSOME, WE EXAMINED THE MODALITY OF EACH X CHROMOSOMAL DNAM SITE AND CONDUCTED A SEX-SPECIFIC ASSOCIATION STUDY OF CIGARETTE SMOKING. RESULTS: WE USED A DISCOVERY SAMPLE OF 139 MIDDLE-AGE TWINS, AND THREE REPLICATION SAMPLES OF 78 TWINS, 464 AND 333 UNRELATED INDIVIDUALS INCLUDING 47, 17, 22, AND 89 CURRENT SMOKERS, RESPECTIVELY. AFTER CORRECTION FOR MULTIPLE TESTING, THE TOP SMOKING-RELATED DNAM SITES IN BCOR AND TSC22D3 WERE SIGNIFICANTLY HYPERMETHYLATED AND HYPOMETHYLATED, RESPECTIVELY, AMONG CURRENT SMOKERS. THESE SMOKING-ASSOCIATED SITES WERE REPLICATED WITH META-ANALYSIS P-VALUES OF 9.17 X 10(-12) AND 1.61 X 10(-9). FOR BOTH SITES, THE SMOKING EFFECTS ON METHYLATION LEVELS WERE LARGER IN MALES THAN THAT IN FEMALES. CONCLUSIONS: OUR FINDINGS HIGHLIGHT THE IMPORTANCE OF INVESTIGATING X CHROMOSOME METHYLATION PATTERNS AND THEIR ASSOCIATIONS WITH ENVIRONMENTAL EXPOSURES AND DISEASE PHENOTYPES AND DEMONSTRATE A ROBUST STATISTICAL METHODOLOGY FOR SUCH STUDY. EXISTING EWAS OF HUMAN DISEASES SHOULD INCORPORATE THE X CHROMOSOMAL SITES TO COMPLETE A COMPREHENSIVE EPIGENOME-WIDE SCAN. 2016 6 1343 46 DETECTING CORD BLOOD CELL TYPE-SPECIFIC EPIGENETIC ASSOCIATIONS WITH GESTATIONAL DIABETES MELLITUS AND EARLY CHILDHOOD GROWTH. BACKGROUND: EPIGENOME-WIDE ASSOCIATION STUDIES (EWAS) HAVE PROVIDED OPPORTUNITIES TO UNDERSTAND THE ROLE OF EPIGENETIC MECHANISMS IN DEVELOPMENT AND PATHOPHYSIOLOGY OF MANY CHRONIC DISEASES. HOWEVER, AN IMPORTANT LIMITATION OF CONVENTIONAL EWAS IS THAT PROFILES OF EPIGENETIC VARIABILITY ARE OFTEN OBTAINED IN SAMPLES OF MIXED CELL TYPES. HERE, WE AIM TO ASSESS WHETHER CHANGES IN CORD BLOOD DNA METHYLATION (DNAM) ASSOCIATED WITH GESTATIONAL DIABETES MELLITUS (GDM) EXPOSURE AND EARLY CHILDHOOD GROWTH MARKERS OCCUR IN A CELL TYPE-SPECIFIC MANNER. RESULTS: WE ANALYZED 275 CORD BLOOD SAMPLES COLLECTED AT DELIVERY FROM A PROSPECTIVE PRE-BIRTH COHORT WITH GENOME-WIDE DNAM PROFILED BY THE ILLUMINA METHYLATIONEPIC ARRAY. WE ESTIMATED PROPORTIONS OF SEVEN COMMON CELL TYPES IN EACH SAMPLE USING A CORD BLOOD-SPECIFIC DNAM REFERENCE PANEL. LEVERAGING A RECENTLY DEVELOPED APPROACH NAMED CELLDMC, WE PERFORMED CELL TYPE-SPECIFIC EWAS TO IDENTIFY CPG LOCI SIGNIFICANTLY ASSOCIATED WITH GDM, OR 3-YEAR-OLD BODY MASS INDEX (BMI) Z-SCORE. A TOTAL OF 1410 CPG LOCI DISPLAYED SIGNIFICANT CELL TYPE-SPECIFIC DIFFERENCES IN METHYLATION LEVEL BETWEEN 23 GDM CASES AND 252 CONTROLS WITH A FALSE DISCOVERY RATE < 0.05. GENE ONTOLOGY ENRICHMENT ANALYSIS INDICATED THAT LDL TRANSPORTATION EMERGED FROM CPG SPECIFICALLY IDENTIFIED FROM B-CELLS DNAM ANALYSES AND THE MITOGEN-ACTIVATED PROTEIN KINASE PATHWAY EMERGED FROM CPG SPECIFICALLY IDENTIFIED FROM NATURAL KILLER CELLS DNAM ANALYSES. IN ADDITION, WE IDENTIFIED FOUR AND SIX LOCI ASSOCIATED WITH 3-YEAR-OLD BMI Z-SCORE THAT WERE SPECIFIC TO CD8+ T-CELLS AND MONOCYTES, RESPECTIVELY. BY PERFORMING GENOME-WIDE PERMUTATION TESTS, WE VALIDATED THAT MOST OF OUR DETECTED SIGNALS HAD LOW FALSE POSITIVE RATES. CONCLUSION: COMPARED TO CONVENTIONAL EWAS ADJUSTING FOR THE EFFECTS OF CELL TYPE HETEROGENEITY, THE PROPOSED APPROACH BASED ON CELL TYPE-SPECIFIC EWAS COULD PROVIDE ADDITIONAL BIOLOGICALLY MEANINGFUL ASSOCIATIONS BETWEEN CPG METHYLATION, PRENATAL MATERNAL GDM OR 3-YEAR-OLD BMI. WITH CAREFUL VALIDATION, THESE FINDINGS MAY PROVIDE NEW INSIGHTS INTO THE PATHOGENESIS, PROGRAMMING, AND CONSEQUENCES OF RELATED CHILDHOOD METABOLIC DYSREGULATION. THEREFORE, WE PROPOSE THAT CELL TYPE-SPECIFIC ANALYSES ARE WORTH CAUTIOUS EXPLORATIONS. 2021 7 3557 37 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 8 1493 52 DNA HYPERMETHYLATION AND DNA HYPOMETHYLATION IS PRESENT AT DIFFERENT LOCI IN CHRONIC KIDNEY DISEASE. GENETIC RISK FACTORS FOR CHRONIC KIDNEY DISEASE (CKD) ARE BEING IDENTIFIED THROUGH INTERNATIONAL COLLABORATIONS. BY COMPARISON, EPIGENETIC RISK FACTORS FOR CKD HAVE ONLY RECENTLY BEEN CONSIDERED USING POPULATION-BASED APPROACHES. DNA METHYLATION IS A MAJOR EPIGENETIC MODIFICATION THAT IS ASSOCIATED WITH COMPLEX DISEASES, SO WE INVESTIGATED METHYLOME-WIDE LOCI FOR ASSOCIATION WITH CKD. A TOTAL OF 485,577 UNIQUE FEATURES WERE EVALUATED IN 255 INDIVIDUALS WITH CKD (CASES) AND 152 INDIVIDUALS WITHOUT EVIDENCE OF RENAL DISEASE (CONTROLS). FOLLOWING STRINGENT QUALITY CONTROL, RAW DATA WERE QUANTILE NORMALIZED AND BETA VALUES CALCULATED TO REFLECT THE METHYLATION STATUS AT EACH SITE. THE DIFFERENCE IN METHYLATION STATUS WAS EVALUATED BETWEEN CASES AND CONTROLS WITH RESULTANT P VALUES ADJUSTED FOR MULTIPLE TESTING. GENES WITH SIGNIFICANTLY INCREASED AND DECREASED LEVELS OF DNA METHYLATION WERE CONSIDERED FOR BIOLOGICAL RELEVANCE BY FUNCTIONAL ENRICHMENT ANALYSIS USING KEGG PATHWAYS IN PARTEK GENOMICS SUITE. TWENTY-THREE GENES, WHERE MORE THAN ONE CPG PER LOCI WAS IDENTIFIED WITH PADJUSTED<10(-8), DEMONSTRATED SIGNIFICANT METHYLATION CHANGES ASSOCIATED WITH CKD AND ADDITIONAL SUPPORT FOR THESE ASSOCIATED LOCI WAS SOUGHT FROM PUBLISHED LITERATURE. STRONG BIOLOGICAL CANDIDATES FOR CKD THAT SHOWED STATISTICALLY SIGNIFICANT DIFFERENTIAL METHYLATION INCLUDE CUX1, ELMO1, FKBP5, INHBA-AS1, PTPRN2, AND PRKAG2 GENES; SEVERAL GENES ARE DIFFERENTIALLY METHYLATED IN KIDNEY TISSUE AND RNA-SEQ SUPPORTS A FUNCTIONAL ROLE FOR DIFFERENTIAL METHYLATION IN ELMO1 AND PRKAG2 GENES. THIS STUDY REPORTS THE LARGEST, MOST COMPREHENSIVE, GENOME-WIDE QUANTITATIVE EVALUATION OF DNA METHYLATION FOR ASSOCIATION WITH CKD. EVIDENCE CONFIRMING METHYLATION SITES INFLUENCE DEVELOPMENT OF CKD WOULD STIMULATE RESEARCH TO IDENTIFY EPIGENETIC THERAPIES THAT MIGHT BE CLINICALLY USEFUL FOR CKD. 2014 9 57 45 A GENOME-WIDE ASSOCIATION STUDY OF QUANTITATIVE COMPUTED TOMOGRAPHIC EMPHYSEMA IN KOREAN POPULATIONS. EMPHYSEMA IS AN IMPORTANT FEATURE OF CHRONIC OBSTRUCTIVE PULMONARY DISEASE (COPD). GENETIC FACTORS LIKELY AFFECT EMPHYSEMA PATHOGENESIS, BUT THIS QUESTION HAS PREDOMINANTLY BEEN STUDIED IN THOSE OF EUROPEAN ANCESTRY. IN THIS STUDY, WE SOUGHT TO DETERMINE GENETIC COMPONENTS OF EMPHYSEMA SEVERITY AND CHARACTERIZE THE POTENTIAL FUNCTION OF THE ASSOCIATED LOCI IN KOREAN POPULATION. WE PERFORMED A GENOME-WIDE ASSOCIATION STUDY (GWAS) ON QUANTITATIVE EMPHYSEMA IN SUBJECTS WITH OR WITHOUT COPD FROM TWO KOREAN COPD COHORTS. WE INVESTIGATED THE FUNCTIONAL CONSEQUENCES OF THE LOCI USING EPIGENETIC ANNOTATION AND GENE EXPRESSION DATA. WE ALSO COMPARED OUR GWAS RESULTS WITH AN EPIGENOME-WIDE ASSOCIATION STUDY AND PREVIOUS DIFFERENTIAL GENE EXPRESSION ANALYSIS. IN TOTAL, 548 SUBJECTS (476 [86.9%] MALE) INCLUDING 514 COPD PATIENTS WERE EVALUATED. WE IDENTIFIED ONE GENOME-WIDE SIGNIFICANT SNP (P < 5.0 X 10(-8)), RS117084279, NEAR PIBF1. WE IDENTIFIED AN ADDITIONAL 57 SNPS (P < 5.0 X 10(-6)) ASSOCIATED WITH EMPHYSEMA IN ALL SUBJECTS, AND 106 SNPS (P < 5.0 X 10(-6)) IN COPD PATIENTS. OF THESE CANDIDATE SNPS, 2 (RS12459249, RS11667314) NEAR CYP2A6 WERE EXPRESSION QUANTITATIVE TRAIT LOCI IN LUNG TISSUE AND A SNP (RS11214944) NEAR NNMT WAS AN EXPRESSION QUANTITATIVE TRAIT LOCUS IN WHOLE BLOOD. OF NOTE, RS11214944 WAS IN LINKAGE DISEQUILIBRIUM WITH VARIANTS IN ENHANCER HISTONE MARKS IN LUNG TISSUE. SEVERAL GENES NEAR ADDITIONAL SNPS WERE IDENTIFIED IN OUR PREVIOUS EWAS STUDY WITH NOMINAL LEVEL OF SIGNIFICANCE. WE IDENTIFIED A NOVEL SNP ASSOCIATED WITH QUANTITATIVE EMPHYSEMA ON CT. INCLUDING THE NOVEL SNP, SEVERAL CANDIDATE SNPS IN OUR STUDY MAY PROVIDE CLUES TO THE GENETIC ETIOLOGY OF EMPHYSEMA IN ASIAN POPULATIONS. FURTHER RESEARCH AND VALIDATION OF THE LOCI WILL HELP DETERMINE THE GENETIC FACTORS FOR THE DEVELOPMENT OF EMPHYSEMA. 2021 10 382 47 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 11 2418 43 EPIGENETIC SIGNATURE OF CHRONIC LOW BACK PAIN IN HUMAN T CELLS. OBJECTIVE: DETERMINE IF CHRONIC LOW BACK PAIN (LBP) IS ASSOCIATED WITH DNA METHYLATION SIGNATURES IN HUMAN T CELLS THAT WILL REVEAL NOVEL MECHANISMS AND POTENTIAL THERAPEUTIC TARGETS AND EXPLORE THE FEASIBILITY OF EPIGENETIC DIAGNOSTIC MARKERS FOR PAIN-RELATED PATHOPHYSIOLOGY. METHODS: GENOME-WIDE DNA METHYLATION ANALYSIS OF 850,000 CPG SITES IN WOMEN AND MEN WITH CHRONIC LBP AND PAIN-FREE CONTROLS WAS PERFORMED. T CELLS WERE ISOLATED (DISCOVERY COHORT, N = 32) AND USED TO IDENTIFY DIFFERENTIALLY METHYLATED CPG SITES, AND GENE ONTOLOGIES AND MOLECULAR PATHWAYS WERE IDENTIFIED. A POLYGENIC DNA METHYLATION SCORE FOR LBP WAS GENERATED IN BOTH WOMEN AND MEN. VALIDATION WAS PERFORMED IN AN INDEPENDENT COHORT (VALIDATION COHORT, N = 63) OF CHRONIC LBP AND HEALTHY CONTROLS. RESULTS: ANALYSIS WITH THE DISCOVERY COHORT REVEALED A TOTAL OF 2,496 AND 419 DIFFERENTIALLY METHYLATED CPGS IN WOMEN AND MEN, RESPECTIVELY. IN WOMEN, MOST OF THESE SITES WERE HYPOMETHYLATED AND ENRICHED IN GENES WITH FUNCTIONS IN THE EXTRACELLULAR MATRIX, IN THE IMMUNE SYSTEM (IE, CYTOKINES), OR IN EPIGENETIC PROCESSES. IN MEN, A UNIQUE CHRONIC LBP DNA METHYLATION SIGNATURE WAS IDENTIFIED CHARACTERIZED BY SIGNIFICANT ENRICHMENT FOR GENES FROM THE MAJOR HISTOCOMPATIBILITY COMPLEX. SEX-SPECIFIC POLYGENIC DNA METHYLATION SCORES WERE GENERATED TO ESTIMATE THE PAIN STATUS OF EACH INDIVIDUAL AND CONFIRMED IN THE VALIDATION COHORT USING PYROSEQUENCING. CONCLUSION: THIS STUDY REVEALS SEX-SPECIFIC DNA METHYLATION SIGNATURES IN HUMAN T CELLS THAT DISCRIMINATES CHRONIC LBP PARTICIPANTS FROM HEALTHY CONTROLS. 2021 12 3063 47 GENOME-WIDE DNA METHYLATION AND LONG-TERM AMBIENT AIR POLLUTION EXPOSURE IN KOREAN ADULTS. BACKGROUND: AMBIENT AIR POLLUTION IS ASSOCIATED WITH NUMEROUS ADVERSE HEALTH OUTCOMES, BUT THE UNDERLYING MECHANISMS ARE NOT WELL UNDERSTOOD; EPIGENETIC EFFECTS INCLUDING ALTERED DNA METHYLATION COULD PLAY A ROLE. TO EVALUATE ASSOCIATIONS OF LONG-TERM AIR POLLUTION EXPOSURE WITH DNA METHYLATION IN BLOOD, WE CONDUCTED AN EPIGENOME-WIDE ASSOCIATION STUDY IN A KOREAN CHRONIC OBSTRUCTIVE PULMONARY DISEASE COHORT (N = 100 INCLUDING 60 CASES) USING ILLUMINA'S INFINIUM HUMANMETHYLATION450K BEADCHIP. ANNUAL AVERAGE CONCENTRATIONS OF PARTICULATE MATTER 850,000 CPGS PER SAMPLE). BIOINFORMATIC ANALYSIS WAS PERFORMED USING R (MINFI, LIMMA, CHAMP, AND DMRCATE PACKAGES). RESULTS: DNA METHYLATION PROFILES IN CD8(+) T CELLS DIFFERENTIATE HEALTHY CONTROLS FROM PSORIASIS PATIENTS [397 DIFFERENTIALLY METHYLATED POSITIONS (DMPS); 9 DIFFERENTIALLY METHYLATED REGIONS (DMRS) WHEN >/=CPGS PER DMR WERE CONSIDERED; 2 DMRS FOR >/=10 CPGS]. FURTHERMORE, PATIENTS WITH SKIN PSORIASIS CAN BE DISCRIMINATED FROM PSA PATIENTS [1,861 DMPS, 20 DMRS (>/=5 CPGS PER REGION), 4 DMRS (>/=10 CPGS PER REGION)]. GENE ONTOLOGY (GO) ANALYSES CONSIDERING GENES WITH >/=1 DMP IN THEIR PROMOTER DELIVERED METHYLATION DEFECTS IN SKIN PSORIASIS AND PSA PRIMARILY AFFECTING THE BMP SIGNALING PATHWAY AND ENDOPEPTIDASE REGULATOR ACTIVITY, RESPECTIVELY. GO ANALYSIS OF GENES ASSOCIATED WITH DMRS BETWEEN SKIN PSORIASIS AND PSA DEMONSTRATED AN ENRICHMENT OF GABAERGIC NEURON AND CORTEX NEURON DEVELOPMENT PATHWAYS. TREATMENT WITH CYTOKINE BLOCKERS ASSOCIATED WITH DNA METHYLATION CHANGES [2,372 DMPS; 1,907 DMPS WITHIN PROMOTERS, 7 DMRS (>/=5 CPG PER REGIONS)] AFFECTING TRANSFORMING GROWTH FACTOR BETA RECEPTOR AND TRANSMEMBRANE RECEPTOR PROTEIN SERINE/THREONINE KINASE SIGNALING PATHWAYS. LASTLY, A METHYLATION SCORE INCLUDING TNF AND IL-17 PATHWAY ASSOCIATED DMPS INVERSE CORRELATES WITH SKIN DISEASE ACTIVITY SCORES (PASI). CONCLUSION: PATIENTS WITH SKIN PSORIASIS EXHIBIT DNA METHYLATION PATTERNS IN CD8(+) T CELLS THAT ALLOW DIFFERENTIATION FROM PSA PATIENTS AND HEALTHY INDIVIDUALS, AND REFLECT CLINICAL ACTIVITY OF SKIN DISEASE. THUS, DNA METHYLATION PROFILING PROMISES POTENTIAL AS DIAGNOSTIC AND PROGNOSTIC TOOL TO BE USED FOR MOLECULAR PATIENT STRATIFICATION TOWARD INDIVIDUALIZED TREATMENT. 2021 18 5746 31 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 19 3068 48 GENOME-WIDE DNA METHYLATION PROFILING IDENTIFIES DIFFERENTIAL METHYLATION IN UNINVOLVED PSORIATIC EPIDERMIS. PSORIASIS IS A CHRONIC INFLAMMATORY SKIN DISEASE WITH BOTH LOCAL AND SYSTEMIC COMPONENTS. GENOME-WIDE APPROACHES HAVE IDENTIFIED MORE THAN 60 PSORIASIS-SUSCEPTIBILITY LOCI, BUT GENES ARE ESTIMATED TO EXPLAIN ONLY ONE-THIRD OF THE HERITABILITY IN PSORIASIS, SUGGESTING ADDITIONAL, YET UNIDENTIFIED, SOURCES OF HERITABILITY. EPIGENETIC MODIFICATIONS HAVE BEEN LINKED TO PSORIASIS AND ALTERED DNA METHYLATION PATTERNS IN PSORIATIC VERSUS HEALTHY SKIN HAVE BEEN REPORTED IN WHOLE-SKIN BIOPSIES. IN THIS STUDY, FOCUSING ON EPIGENETIC MODIFICATIONS IN THE PSORIATIC UNINVOLVED SKIN, WE COMPARED THE LESIONAL AND NON-LESIONAL EPIDERMIS FROM PSORIASIS PATIENTS WITH EPIDERMIS FROM HEALTHY CONTROLS. WE PERFORMED AN EXHAUSTIVE GENOME-WIDE DNA METHYLATION PROFILING USING REDUCED REPRESENTATION BISULFITE SEQUENCING, WHICH INTERROGATES THE METHYLATION STATUS OF APPROXIMATELY 3-4 MILLION CPG SITES. MORE THAN 2,000 STRONGLY DIFFERENTIALLY METHYLATED SITES WERE IDENTIFIED AND A STRIKING OVERREPRESENTATION OF THE WNT AND CADHERIN PATHWAYS AMONG THE DIFFERENTIALLY METHYLATED SITES WAS FOUND. IN PARTICULAR, WE OBSERVE A STRONG DIFFERENTIAL METHYLATION IN SEVERAL PSORIASIS CANDIDATE GENES. A SUBSTANTIAL NUMBER OF DIFFERENTIALLY METHYLATED SITES PRESENT IN THE UNINVOLVED VERSUS HEALTHY EPIDERMIS SUGGESTS THE PRESENCE OF A PRE-PSORIATIC STATE IN THE CLINICALLY HEALTHY SKIN TYPE. OUR EXPLORATORY STUDY REPRESENTS A STARTING POINT FOR IDENTIFYING BIOMARKERS FOR PSORIASIS-PRONE SKIN BEFORE DISEASE ONSET. 2018 20 2622 36 EPIGENOME-WIDE ASSOCIATION STUDIES IN ASTHMA: A SYSTEMATIC REVIEW. OBJECTIVE: ASTHMA IS A COMMON CHRONIC RESPIRATORY AIRWAY DISEASE INFLUENCED BY ENVIRONMENTAL FACTORS AND POSSIBLY THEIR INTERACTION WITH THE HUMAN GENOME CAUSING EPIGENETIC CHANGES. EPIGENOME-WIDE ASSOCIATION STUDIES (EWAS) HAVE MAINLY INVESTIGATED DNA METHYLATION AND ITS ASSOCIATION WITH DISEASE OR TRAITS, EXPOSURE FACTORS OR GENE EXPRESSION. THIS SYSTEMATIC REVIEW AIMED TO IDENTIFY ALL EWAS ASSESSING DIFFERENTIALLY METHYLATED SITES ASSOCIATED WITH ASTHMA IN HUMANS. DESIGN: STRUCTURED SYSTEMATIC LITERATURE SEARCH FOLLOWING PRISMA GUIDELINES, NEWCASTLE-OTTAWA SCALE (NOS) FOR COHORT STUDIES WAS USED FOR BIAS ASSESSMENT. DATA SOURCES: WE SEARCHED PUBMED AND EMBASE DATABASES FROM 2005 TO 2019. ELIGIBILITY CRITERIA: EPIGENOME-WIDE ASSOCIATION STUDIES TESTING ASSOCIATION BETWEEN DIFFERENTIAL METHYLATION AND ASTHMA IN HUMANS. RESULTS: OVERALL, WE IDENTIFIED 16 EWAS STUDIES COMPLYING WITH OUR SEARCH CRITERIA. TWELVE STUDIES WERE CONDUCTED ON CHILDREN, AND 10 WERE CONDUCTED ON SAMPLE SIZES <150 SUBJECTS. FOUR HUNDRED AND NINETEEN CPGS WERE REPORTED IN CHILDREN STUDIES AFTER CORRECTION FOR MULTIPLE TESTING. IN THE ADULT STUDIES, THOUSANDS OF DIFFERENTIALLY METHYLATED SITES WERE IDENTIFIED. DIFFERENTIAL METHYLATION IN INFLAMMATORY-RELATED GENES CORRELATED WITH HIGHER LEVELS OF GENE EXPRESSIONS OF INFLAMMATORY MODULATORS IN ASTHMA. DIFFERENTIALLY METHYLATED GENES ASSOCIATED WITH ASTHMA INCLUDED SMAD3, SERPINC1, PROK1, IL13, RUNX3 AND TIGIT. FORTY-ONE CPGS WERE REPLICATED AT LEAST ONCE IN BLOOD SAMPLES, AND 28 CPGS WERE REPLICATED IN NASAL SAMPLES. CONCLUSION: ALTHOUGH MANY DIFFERENTIALLY METHYLATED CPGS IN GENES KNOWN TO BE INVOLVED IN ASTHMA HAVE BEEN IDENTIFIED IN EWAS TO DATE, WE CONCLUDE THAT FURTHER STUDIES OF LARGER SAMPLE SIZES AND ANALYSES OF DIFFERENTIAL METHYLATION BETWEEN DIFFERENT PHENOTYPES ARE NEEDED IN ORDER TO COMPREHENSIVELY EVALUATE THE ROLE OF EPIGENETIC FACTORS IN THE PATHOPHYSIOLOGY AND HETEROGENEITY OF ASTHMA, AND THE POTENTIAL CLINICAL UTILITY TO PREDICT OR CLASSIFY PATIENTS WITH ASTHMA. 2019