1 5005 159 PERIPHERAL BLOOD DNA METHYLATION-BASED MACHINE LEARNING MODELS FOR PREDICTION OF KNEE OSTEOARTHRITIS PROGRESSION: BIOLOGIC SPECIMENS AND DATA FROM THE OSTEOARTHRITIS INITIATIVE AND JOHNSTON COUNTY OSTEOARTHRITIS PROJECT. OBJECTIVE: THE LACK OF ACCURATE BIOMARKERS TO PREDICT KNEE OSTEOARTHRITIS (OA) PROGRESSION IS A KEY UNMET NEED IN OA CLINICAL RESEARCH. THE OBJECTIVE OF THIS STUDY WAS TO DEVELOP BASELINE PERIPHERAL BLOOD EPIGENETIC BIOMARKER MODELS TO PREDICT KNEE OA PROGRESSION. METHODS: GENOME-WIDE BUFFY COAT DNA METHYLATION PATTERNS FROM 554 INDIVIDUALS FROM THE OSTEOARTHRITIS BIOMARKERS CONSORTIUM (OABC) WERE DETERMINED USING ILLUMINA INFINIUM METHYLATIONEPIC 850K ARRAYS. DATA WERE DIVIDED INTO MODEL DEVELOPMENT AND VALIDATION SETS, AND MACHINE LEARNING MODELS WERE TRAINED TO CLASSIFY FUTURE OA PROGRESSION BY KNEE PAIN, RADIOGRAPHIC IMAGING, KNEE PAIN PLUS RADIOGRAPHIC IMAGING, AND ANY PROGRESSION (PAIN, RADIOGRAPHIC, OR BOTH). PARSIMONIOUS MODELS USING THE TOP 13 CPG SITES MOST FREQUENTLY SELECTED DURING DEVELOPMENT WERE TESTED ON INDEPENDENT SAMPLES FROM PARTICIPANTS IN THE JOHNSTON COUNTY OSTEOARTHRITIS (JOCO OA) PROJECT (N = 128) AND A PREVIOUSLY PUBLISHED OSTEOARTHRITIS INITIATIVE (OAI) DATA SET (N = 55). RESULTS: FULL MODELS ACCURATELY CLASSIFIED FUTURE RADIOGRAPHIC-ONLY PROGRESSION (MEAN +/- SEM ACCURACY 87 +/- 0.8%, AREA UNDER THE CURVE [AUC] 0.94 +/- 0.004), PAIN-ONLY PROGRESSION (ACCURACY 89 +/- 0.9%, AUC 0.97 +/- 0.004), PAIN PLUS RADIOGRAPHIC PROGRESSION (ACCURACY 72 +/- 0.7%, AUC 0.79 +/- 0.006), AND ANY PROGRESSION (ACCURACY 78 +/- 0.4%, AUC 0.86 +/- 0.004). PAIN-ONLY AND RADIOGRAPHIC-ONLY PROGRESSORS WERE NOT DISTINGUISHABLE (MEAN +/- SEM ACCURACY 58 +/- 1%, AUC 0.62 +/- 0.001). PARSIMONIOUS MODELS SHOWED SIMILAR PERFORMANCE AND ACCURATELY CLASSIFIED FUTURE RADIOGRAPHIC PROGRESSORS IN THE OABC COHORT AND IN BOTH VALIDATION COHORTS (MEAN +/- SEM ACCURACY 80 +/- 0.3%, AUC 0.88 +/- 0.003 [USING JOCO OA PROJECT DATA], ACCURACY 80 +/- 0.8%, AUC 0.89 +/- 0.002 [USING PREVIOUS OAI DATA]). CONCLUSION: OUR DATA SUGGEST THAT PAIN AND STRUCTURAL PROGRESSION SHARE SIMILAR EARLY SYSTEMIC IMMUNE EPIGENOTYPES. FURTHER STUDIES SHOULD FOCUS ON EVALUATING THE PATHOPHYSIOLOGIC CONSEQUENCES OF DIFFERENTIAL DNA METHYLATION AND PERIPHERAL BLOOD CELL EPIGENOTYPES IN INDIVIDUALS WITH KNEE OA. 2023 2 1963 29 EPIGENETIC AGING MEDIATES THE ASSOCIATION BETWEEN PAIN IMPACT AND BRAIN AGING IN MIDDLE TO OLDER AGE INDIVIDUALS WITH KNEE PAIN. CHRONIC MUSCULOSKELETAL PAIN IS A HEALTH BURDEN THAT MAY ACCELERATE THE AGING PROCESS. ACCELERATED BRAIN AGING AND EPIGENETIC AGING HAVE SEPARATELY BEEN OBSERVED IN THOSE WITH CHRONIC PAIN. HOWEVER, IT IS UNKNOWN WHETHER THESE BIOLOGICAL MARKERS OF AGING ARE ASSOCIATED WITH EACH OTHER IN THOSE WITH CHRONIC PAIN. WE AIMED TO EXPLORE THE ASSOCIATION OF EPIGENETIC AGING AND BRAIN AGING IN MIDDLE-TO-OLDER AGE INDIVIDUALS WITH VARYING DEGREES OF KNEE PAIN. PARTICIPANTS (57.91 +/- 8.04 Y) WITH LOW IMPACT KNEE PAIN (N = 95), HIGH IMPACT KNEE PAIN (N = 53), AND PAIN-FREE CONTROLS (N = 26) COMPLETED SELF-REPORTED PAIN, A BLOOD DRAW, AND AN MRI SCAN. WE USED AN EPIGENETIC CLOCK PREVIOUSLY ASSOCIATED WITH KNEE PAIN (DNAMGRIMAGE), THE SUBSEQUENT DIFFERENCE OF PREDICTED EPIGENETIC AND BRAIN AGE FROM CHRONOLOGICAL AGE (DNAMGRIMAGE-DIFFERENCE AND BRAIN-PAD, RESPECTIVELY). THERE WAS A SIGNIFICANT MAIN EFFECT FOR PAIN IMPACT GROUP (F (2,167) = 3.847, P = 0.023, ROTATIONAL ENERGY = 1 / 2IOMEGA2 = 0.038, ANCOVA) ON BRAIN-PAD AND DNAMGRIMAGE-DIFFERENCE (F (2,167) = 6.800, P = 0.001, I = MK2 = 0.075, ANCOVA) AFTER CONTROLLING FOR COVARIATES. DNAMGRIMAGE-DIFFERENCE AND BRAIN-PAD WERE MODESTLY CORRELATED (R =0.198; P =0.010). EXPLORATORY ANALYSIS REVEALED THAT DNAMGRIMAGE-DIFFERENCE MEDIATED GCPS PAIN IMPACT, GCPS PAIN SEVERITY, AND PAIN-RELATED DISABILITY SCORES ON BRAIN-PAD. BASED UPON THE CURRENT STUDY FINDINGS, WE SUGGEST THAT PAIN COULD BE A DRIVER FOR ACCELERATED BRAIN AGING VIA EPIGENOME INTERACTIONS. 2022 3 1964 30 EPIGENETIC AGING, KNEE PAIN AND PHYSICAL PERFORMANCE IN COMMUNITY-DWELLING MIDDLE-TO-OLDER AGE ADULTS. KNEE PAIN IS A LEADING CAUSE OF DISABILITY IN THE AGING POPULATION AND MAY INDIRECTLY ACCELERATE BIOLOGICAL AGING PROCESSES. CHRONOLOGICAL AGING INCREASES THE RISK OF DEVELOPING OF KNEE PAIN AND KNEE PAIN REDUCES PHYSICAL FUNCTION; HOWEVER, LIMITED DATA EXIST ON HOW EPIGENETIC AGING, A KNOWN HALLMARK OF BIOLOGICAL AGING SHOWN TO PREDICT HEALTH SPAN AND MORTALITY, MAY INFLUENCE THIS RELATIONSHIP. THE PURPOSE OF THIS STUDY WAS TO EXAMINE WHETHER DECREASED PHYSICAL PERFORMANCE ASSOCIATED WITH KNEE PAIN IS MEDIATED BY MARKERS OF EPIGENETIC AGING. PARTICIPANTS (57.91 +/- 8.04 YEARS) WITH LOW IMPACT KNEE PAIN (N = 95), HIGH IMPACT KNEE PAIN (N = 53) AND PAIN-FREE CONTROLS (N = 26) COMPLETED SELF-REPORTED PAIN, A BLOOD DRAW AND A SHORT PHYSICAL PERFORMANCE BATTERY (SPPB) THAT INCLUDED BALANCE, WALKING, AND SIT TO STAND TASKS. WE EMPLOYED AN EPIGENETIC CLOCK PREVIOUSLY ASSOCIATED WITH KNEE PAIN AND SHOWN TO PREDICT OVERALL MORTALITY RISK (DNAMGRIMAGE). BOOTSTRAPPED-MEDIATION ANALYSES WERE USED TO DETERMINE ASSOCIATIONS OF DNAMGRIMAGE AND SPPB BETWEEN PAIN GROUPS. THOSE WITH HIGH IMPACT AND LOW IMPACT PAIN HAD A BIOLOGICALLY OLDER EPIGENETIC AGE (5.14Y +/- 5.66 AND 1.32Y +/- 5.41, RESPECTIVELY). HOWEVER, WHILE THERE WERE DIRECT EFFECTS OF PAIN ON OVERALL PHYSICAL PERFORMANCE, THESE WERE NOT EXPLAINED BY EPIGENETIC AGING. EPIGENETIC AGING ONLY MEDIATED THE EFFECT OF PAIN ON BALANCE PERFORMANCE. FUTURE WORK IS NEEDED TO EXAMINE PAIN'S IMPACT ON BIOLOGICAL AGING PROCESSES INCLUDING EPIGENETIC AGING AND ITS ULTIMATE EFFECT ON PHYSICAL FUNCTION MEASURES KNOWN TO PREDICT HEALTH SPAN AND MORTALITY. 2022 4 1954 26 EPIGENETIC AGE ACCELERATION MEDIATES THE RELATIONSHIP BETWEEN NEIGHBORHOOD DEPRIVATION AND PAIN SEVERITY IN ADULTS WITH OR AT RISK FOR KNEE OSTEOARTHRITIS PAIN. AN ESTIMATED 250 MILLION PEOPLE WORLDWIDE SUFFER FROM KNEE OSTEOARTHRITIS (KOA), WITH OLDER ADULTS HAVING GREATER RISK. LIKE OTHER AGE-RELATED DISEASES, RESIDENTS OF HIGH-DEPRIVATION NEIGHBORHOODS EXPERIENCE WORSE KOA PAIN OUTCOMES COMPARED TO THEIR MORE AFFLUENT NEIGHBORS. THE PURPOSE OF THIS STUDY WAS TO EXAMINE THE RELATIONSHIP BETWEEN NEIGHBORHOOD DEPRIVATION AND PAIN SEVERITY IN KOA AND THE INFLUENCE OF EPIGENETIC AGE ACCELERATION (EPAA) ON THAT RELATIONSHIP. THE SAMPLE OF 128 PARTICIPANTS WAS MOSTLY FEMALE (60.9%), APPROXIMATELY HALF NON-HISPANIC BLACK (49.2%), AND HAD A MEAN AGE OF 58 YEARS. SPEARMAN BIVARIATE CORRELATIONS REVEALED THAT PAIN SEVERITY POSITIVELY CORRELATED WITH EPAA (RHO = 0.47, P 0.05). EPIGENETIC AGING WAS ASSOCIATED WITH GREATER EMOTIONAL STABILITY (R = -0.461, P = 0.027), CONSCIENTIOUSNESS (R = -0.549, P = 0.007), AND LOWER EXTRAVERSION (R = 0.414, P = 0.049) BUT NOT DEPRESSION OR AFFECT (P'S > 0.05). EPIGENETIC AGING WAS ALSO ASSOCIATED WITH LOWER EPISODIC (R = -0.698, P = 0.001) AND WORKING MEMORY (R = -0.760, P < 0.001). OUR FINDINGS SUGGEST THAT CHRONIC PAIN IS ASSOCIATED WITH ACCELERATED EPIGENETIC AGING IN HEALTHY, COMMUNITY-DWELLING OLDER INDIVIDUALS, AND FUTURE STUDIES WITH LARGER SAMPLES ARE NEEDED TO CONFIRM OUR FINDINGS. AN AGING BIOMARKER SUCH AS THE EPIGENETIC CLOCK MAY HELP IDENTIFY PEOPLE WITH CHRONIC PAIN AT GREATER RISK OF FUNCTIONAL DECLINE AND POORER HEALTH OUTCOMES. 2019 10 5746 32 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 11 1910 42 ENRICHMENT OF GENOMIC PATHWAYS BASED ON DIFFERENTIAL DNA METHYLATION PROFILES ASSOCIATED WITH KNEE OSTEOARTHRITIS PAIN. OUR STUDY AIMED TO IDENTIFY DIFFERENTIALLY METHYLATED REGIONS (I.E., GENOMIC REGION WHERE MULTIPLE ADJACENT CPG SITES SHOW DIFFERENTIAL METHYLATION) AND THEIR ENRICHED GENOMIC PATHWAYS ASSOCIATED WITH KNEE OSTEOARTHRITIS PAIN (KOA). WE RECRUITED COGNITIVELY HEALTHY MIDDLE TO OLDER AGED (AGE 45-85) ADULTS WITH (N = 182) AND WITHOUT (N = 31) SELF-REPORTED KOA PAIN. WE ALSO EXTRACTED DNA FROM PERIPHERAL BLOOD THAT WAS ANALYZED USING METHYLATIONEPIC ARRAYS. THE R PACKAGE MINFI (ARYEE ET AL., 2014) WAS USED TO PERFORM METHYLATION DATA PREPROCESSING AND QUALITY CONTROL. TO INVESTIGATE BIOLOGICAL PATHWAYS IMPACTED BY DIFFERENTIAL METHYLATION, WE PERFORMED PATHWAY ENRICHMENT ANALYSIS USING INGENUITY PATHWAY ANALYSIS (IPA) TO IDENTIFY CANONICAL PATHWAYS AND UPSTREAM REGULATORS. ANNOTATED GENES WITHIN +/- 5 KB OF THE PUTATIVE DIFFERENTIALLY METHYLATED REGIONS (DMRS, P < 0.05) WERE SUBJECTED TO THE IPA ANALYSIS. THERE WAS NO SIGNIFICANT DIFFERENCE IN AGE, SEX, STUDY SITE BETWEEN NO PAIN AND PAIN GROUP (P > 0.05). NON-HISPANIC BLACK INDIVIDUALS WERE OVERREPRESENTED IN THE PAIN GROUP (P = 0.003). AT RAW P < 0.05 CUTOFF, WE IDENTIFIED A TOTAL OF 19,710 CPG PROBES, INCLUDING 13,951 HYPERMETHYLATED CPG PROBES, FOR WHICH DNA METHYLATION LEVEL WAS HIGHER IN THE GROUPS WITH HIGHEST PAIN GRADES. WE ALSO IDENTIFIED 5,759 HYPOMETHYLATED CPG PROBES FOR WHICH DNA METHYLATION LEVEL WAS LOWER IN THE PAIN GROUPS WITH HIGHER PAIN GRADES. IPA REVEALED THAT PAIN-RELATED DMRS WERE ENRICHED ACROSS MULTIPLE PATHWAYS AND UPSTREAM REGULATORS. THE TOP 10 CANONICAL PATHWAYS WERE LINKED TO CELLULAR SIGNALING PROCESSES RELATED TO IMMUNE RESPONSES (I.E., ANTIGEN PRESENTATION, PD-1, PD-L1 CANCER IMMUNOTHERAPY, B CELL DEVELOPMENT, IL-4 SIGNALING, TH1 AND TH2 ACTIVATION PATHWAY, AND PHAGOSOME MATURATION). MOREOVER, IN TERMS OF UPSTREAM REGULATORS, NDUFAF3 WAS THE MOST SIGNIFICANT (P = 8.6E-04) UPSTREAM REGULATOR. OUR FINDINGS SUPPORT PREVIOUS PRELIMINARY WORK SUGGESTING THE IMPORTANCE OF EPIGENETIC REGULATION OF THE IMMUNE SYSTEM IN KNEE PAIN AND THE NEED FOR FUTURE WORK TO UNDERSTAND THE EPIGENETIC CONTRIBUTIONS TO CHRONIC PAIN. 2022 12 6018 29 THE ASSOCIATION OF EPIGENETIC AGE ACCELERATION AND MULTIMORBIDITY AT AGE 90 IN THE WOMEN'S HEALTH INITIATIVE. BACKGROUND: EPIGENETIC AGE ACCELERATION (EAA), A MEASURE OF ACCELERATED BIOLOGICAL AGING, HAS BEEN ASSOCIATED WITH INCREASED RISK OF SEVERAL AGE-RELATED CHRONIC CONDITIONS. THIS IS THE FIRST STUDY TO PROSPECTIVELY EXAMINE THE RELATIONSHIP BETWEEN EAA AND BOTH MULTIMORBIDITY COUNT AND A WEIGHTED MULTIMORBIDITY SCORE AMONG LONG-LIVED POSTMENOPAUSAL WOMEN. METHODS: WE INCLUDED 1,951 WOMEN FROM THE WOMEN'S HEALTH INITIATIVE WHO COULD HAVE SURVIVED TO AGE 90. EAA WAS ESTIMATED USING THE HORVATH PAN-TISSUE, HANNUM, PHENOAGE AND GRIMAGE "CLOCKS." TWELVE CHRONIC CONDITIONS WERE INCLUDED IN THE MULTIMORBIDITY COUNT. THE MULTIMORBIDITY SCORE WAS WEIGHTED FOR EACH MORBIDITY'S RELATIONSHIP WITH MORTALITY IN THE STUDY POPULATION. USING MIXED-EFFECTS POISSON AND LINEAR REGRESSION MODELS THAT INCLUDED BASELINE COVARIATES ASSOCIATED WITH BOTH EAA AND MULTIMORBIDITY, WE ESTIMATED RELATIVE RISKS (RRS) AND 95% CONFIDENCE INTERVALS (CIS) FOR THE RELATIONSHIPS BETWEEN EACH EAA MEASURE AT STUDY BASELINE WITH BOTH MULTIMORBIDITY COUNT AND WEIGHTED MULTIMORBIDITY SCORE AT AGE 90, RESPECTIVELY. RESULTS: FOR EVERY ONE-STANDARD DEVIATION INCREASE IN AGEACCELPHENO, THE RATE OF MULTIMORBIDITY ACCUMULATION INCREASED 6% (RR=1.06; 95% CI=1.01-1.12; P=0.025) AND THE MULTIMORBIDITY SCORE BY 7% (RR=1.07; 95% CI=1.01-1.13; P=0.014) FOR WOMEN WHO SURVIVED TO AGE 90. THE RESULTS FOR A ONE-STANDARD DEVIATION INCREASE IN AGEACCELHORVATH, AGEACCELHANNUM AND AGEACCELGRIM WITH MULTIMORBIDITY ACCUMULATION AND SCORE WERE WEAKER COMPARED TO AGEACCELPHENO, AND THE LATTER TWO DID NOT REACH STATISTICAL SIGNIFICANCE. CONCLUSION: AGEACCELPHENO AND AGEACCELHANNUM MAY PREDICT MULTIMORBIDITY COUNT AND SCORE AT AGE 90 IN OLDER WOMEN AND, THUS, MAY BE USEFUL AS A BIOMARKER PREDICTOR OF MULTIMORBIDITY BURDEN IN THE LAST DECADES OF LIFE. 2022 13 403 43 ANALYSIS OF EPIGENETIC AGE ACCELERATION AND HEALTHY LONGEVITY AMONG OLDER US WOMEN. IMPORTANCE: ACCELERATED BIOLOGICAL AGING IS ASSOCIATED WITH DECREASED PHYSICAL CAPABILITY AND COGNITIVE FUNCTIONING, WHICH ARE ASSOCIATED WITH INCREASED RISK OF MORBIDITY AND MORTALITY. OBJECTIVE: WE INVESTIGATED ASSOCIATIONS BETWEEN EPIGENETIC AGE ACCELERATION (EAA), A BIOMARKER ASSOCIATED WITH AGING, AND HEALTHY LONGEVITY AMONG OLDER WOMEN. DESIGN, SETTING, AND PARTICIPANTS: THIS COHORT STUDY WAS A SECONDARY ANALYSIS OF PARTICIPANTS IN THE WOMEN'S HEALTH INITIATIVE (WHI) WHO WERE ELIGIBLE TO SURVIVE TO AGE 90 YEARS BY SEPTEMBER 30, 2020. PARTICIPANTS WERE LOCATED IN MULTIPLE CENTERS. THIS STUDY WAS RESTRICTED TO WOMEN WITH GENOME-WIDE DNA METHYLATION DATA, GENERATED FROM BASELINE BLOOD SAMPLES WITHIN 3 WHI ANCILLARY STUDIES. MEDIAN (IQR) FOLLOW-UP TIMES FROM BASELINE WERE 21.6 (19.6-22.9) YEARS AND 21.4 (19.8-22.7) YEARS FOR WOMEN WHO SURVIVED TO AGE 90 YEARS WITH AND WITHOUT INTACT MOBILITY, RESPECTIVELY, AND 13.2 (8.8-16.7) FOR WOMEN WHO DID NOT SURVIVE TO AGE 90 YEARS. DATA WERE ANALYZED FROM DECEMBER 2020 TO JULY 2021. EXPOSURES: EAA WAS ESTIMATED USING 4 ESTABLISHED "CLOCKS": HORVATH PANTISSUE, HANNUM, PHENO, AND GRIM. MAIN OUTCOMES AND MEASURES: USING MULTINOMIAL LOGISTIC REGRESSION, ODDS RATIOS (ORS) AND 95% CIS WERE ESTIMATED FOR 3 HEALTHY LONGEVITY OUTCOMES FOR EACH CLOCK: SURVIVAL TO AGE 90 YEARS WITH INTACT MOBILITY, SURVIVAL TO AGE 90 YEARS WITHOUT INTACT MOBILITY, AND NO SURVIVAL TO AGE 90 YEARS. RESULTS: AMONG 1813 WOMEN, THERE WERE 464 WOMEN (MEAN [SD] AGE AT BASELINE, 71.6 [3.5] YEARS) WHO SURVIVED TO AGE 90 YEARS WITH INTACT MOBILITY AND COGNITIVE FUNCTIONING, 420 WOMEN (MEAN [SD] AGE AT BASELINE, 71.3 [3.2] YEARS) WHO SURVIVED TO AGE 90 YEARS WITHOUT INTACT MOBILITY AND COGNITIVE FUNCTIONING, AND 929 WOMEN (MEAN [SD] AGE AT BASELINE, 70.2 [3.4] YEARS) WHO DID NOT SURVIVE TO AGE 90 YEARS. WOMEN WHO SURVIVED TO AGE 90 YEARS WITH INTACT MOBILITY AND COGNITIVE FUNCTION WERE HEALTHIER AT BASELINE COMPARED WITH WOMEN WHO SURVIVED WITHOUT THOSE OUTCOMES OR WHO DID NOT SURVIVE TO AGE 90 YEARS (EG, 143 WOMEN [30.8%] VS 101 WOMEN [24.0%] AND 202 WOMEN [21.7%] WITH 0 CHRONIC CONDITIONS). THE ODDS OF SURVIVING TO AGE 90 YEARS WITH INTACT MOBILITY WERE LOWER FOR EVERY 1 SD INCREASE IN EAA COMPARED WITH THOSE WHO DID NOT SURVIVE TO AGE 90 YEARS AS MEASURED BY AGEACCELHORVATH (OR, 0.82; 95% CI, 0.69-0.96; P = .01), AGEACCELHANNUM (OR, 0.67; 95% CI, 0.56-0.80; P < .001), AGEACCELPHENO (OR, 0.60; 95% CI, 0.51-0.72; P < .001), AND AGEACCELGRIM (OR, 0.68; 95% CI, 0.55-0.84; P < .001). ORS WERE SIMILAR FOR WOMEN WHO SURVIVED TO AGE 90 YEARS WITH INTACT MOBILITY AND COGNITIVE FUNCTION (EG, AGEACCELHORVATH: OR PER 1 SD INCREASE IN EAA, 0.83; 95% CI, 0.71-0.98; P = .03) COMPARED WITH WOMEN WHO DID NOT SURVIVE TO AGE 90 YEARS. CONCLUSIONS AND RELEVANCE: THESE FINDINGS SUGGEST THAT EAA MAY BE A VALID BIOMARKER ASSOCIATED WITH HEALTHY LONGEVITY AMONG OLDER WOMEN AND MAY BE USED FOR RISK STRATIFICATION AND RISK ESTIMATION OF FUTURE FUNCTIONAL AND COGNITIVE AGING. OUTCOMES SUGGEST THAT FUTURE STUDIES MAY FOCUS ON THE POTENTIAL FOR PUBLIC HEALTH INTERVENTIONS TO COUNTERACT EAA AND ITS ASSOCIATION WITH POOR HEALTH OUTCOMES TO LOWER DISEASE BURDEN WHILE INCREASING LONGEVITY. 2022 14 4249 33 METHYLATION-BASED BIOLOGICAL AGE AND BREAST CANCER RISK. BACKGROUND: AGE IS ONE OF THE STRONGEST PREDICTORS OF CANCER, CHRONIC DISEASE, AND MORTALITY, BUT BIOLOGICAL RESPONSES TO AGING DIFFER AMONG PEOPLE. EPIGENETIC DNA MODIFICATIONS HAVE BEEN USED TO ESTIMATE "BIOLOGICAL AGE," WHICH MAY BE A USEFUL PREDICTOR OF DISEASE RISK. WE TESTED THIS HYPOTHESIS FOR BREAST CANCER. METHODS: USING A CASE-COHORT APPROACH, WE MEASURED BASELINE BLOOD DNA METHYLATION OF 2764 WOMEN ENROLLED IN THE SISTER STUDY, 1566 OF WHOM SUBSEQUENTLY DEVELOPED BREAST CANCER AFTER AN AVERAGE OF 6 YEARS. USING THREE PREVIOUSLY ESTABLISHED METHYLATION-BASED "CLOCKS" (HANNUM, HORVATH, AND LEVINE), WE DEFINED BIOLOGICAL AGE ACCELERATION FOR EACH WOMAN BY COMPARING HER ESTIMATED BIOLOGICAL AGE WITH HER CHRONOLOGICAL AGE. HAZARD RATIOS AND 95% CONFIDENCE INTERVALS FOR BREAST CANCER RISK WERE ESTIMATED USING COX REGRESSION MODELS. ALL STATISTICAL TESTS WERE TWO-SIDED. RESULTS: EACH OF THE THREE CLOCKS SHOWED THAT BIOLOGICAL AGE ACCELERATION WAS STATISTICALLY SIGNIFICANTLY ASSOCIATED WITH INCREASED RISK OF DEVELOPING BREAST CANCER (5-YEAR AGE ACCELERATION, HANNUM'S CLOCK: HAZARD RATIO [HR] = 1.10, 95% CONFIDENCE INTERVAL [CI] = 1.00 TO 1.21, P = .04; HORVATH'S CLOCK: HR = 1.08, 95% CI = 1.00 TO 1.17, P = .04; LEVINE'S CLOCK: HR = 1.15, 95% CI = 1.07 TO 1.23, P < .001). FOR LEVINE'S CLOCK, EACH 5-YEAR ACCELERATION IN BIOLOGICAL AGE CORRESPONDED WITH A 15% INCREASE IN BREAST CANCER RISK. ALTHOUGH BIOLOGICAL AGE MAY ACCELERATE WITH MENOPAUSAL TRANSITION, AGE ACCELERATION IN PREMENOPAUSAL WOMEN INDEPENDENTLY PREDICTED BREAST CANCER. CASE-ONLY ANALYSIS SUGGESTED THAT, AMONG WOMEN WHO DEVELOP BREAST CANCER, INCREASED AGE ACCELERATION IS ASSOCIATED WITH INVASIVE CANCER (ODDS RATIO FOR INVASIVE = 1.09, 95% CI = 0.98 TO 1.22, P = .10). CONCLUSIONS: DNA METHYLATION-BASED MEASURES OF BIOLOGICAL AGE MAY BE IMPORTANT PREDICTORS OF BREAST CANCER RISK. 2019 15 3637 33 INCREASED EPIGENETIC AGE ACCELERATION IN THE HIDRADENITIS SUPPURATIVA SKIN. EPIGENETIC (OR DNA METHYLATION) AGE IS CALCULATED BASED ON METHYLATION OF CERTAIN CYTOSINE-GUANINE (CPG) REPEATS, AND IT CAN ACCURATELY ESTIMATE ONE'S CHRONOLOGIC AGE. IMPORTANTLY, EPIGENETIC AGE ACCELERATION (EAA) IS HIGHLY PREDICTIVE OF AGE-ASSOCIATED MORBIDITY AND ALL-CAUSE MORTALITY. HIDRADENITIS SUPPURATIVA (HS) IS A CHRONIC INFLAMMATORY SKIN DISEASE WITH SIGNIFICANT SYSTEMIC DISEASE BURDEN. HERE, WE PERFORMED A PILOT STUDY TO CALCULATE EAA FROM FORMALIN-FIXED PARAFFIN-EMBEDDED SKIN SAMPLES USING ILLUMINA INFINIUM METHYLATIONEPIC BEADCHIP ARRAYS. OUR RESULTS DEMONSTRATED NO SIGNIFICANT DIFFERENCE IN INTRINSIC EAA AMONG HS COMPARED TO CONTROLS (- 1.00 YEARS, P-VALUE = 0.52), SIGNIFICANT INCREASES IN BOTH EXTRINSIC EAA (13.72 YEARS, P-VALUE < 0.001) AND PHENOAGE ACCELERATION (7.72 YEARS, P-VALUE = 0.003), AND A SIGNIFICANT DECREASE IN GRIMAGE ACCELERATION (- 5.14 YEARS, P-VALUE < 0.001). OUR FINDINGS SUGGEST THAT THE ACCELERATION OF EPIGENETIC AGE IN THE HS SKIN MAY BE ASSOCIATED WITH EXTRINSIC IMMUNE-RELATED CHANGES AND CAN POTENTIALLY SERVE AS A BIOMARKER OF THE PRESENT AND/OR FUTURE DISEASE BURDEN IN HS PATIENTS. 2023 16 4522 34 MULTIDIMENSIONAL EVALUATION OF THE PAIN PROFILE AS PROGNOSTIC FACTOR IN INDIVIDUALS WITH HIP OR KNEE OSTEOARTHRITIS RECEIVING TOTAL JOINT REPLACEMENT: PROTOCOL OF A 2-YEAR LONGITUDINAL PROGNOSTIC COHORT STUDY. INTRODUCTION: KNEE AND HIP OSTEOARTHRITIS ARE TWO HIGHLY PREVALENT MUSCULOSKELETAL PAIN CONDITIONS. UNSUCCESSFUL RATES AFTER HIP/KNEE REPLACEMENT RANGE FROM 10% TO 20%. SUBJECTS WITH SENSITISATION MANIFESTATIONS ARE VULNERABLE TO WORSE CLINICAL OUTCOMES. MOST STUDIES HAVE ANALYSED OUTCOMES UP TO 1 YEAR AFTER SURGERY. THE AIM OF THIS 2-YEAR LONGITUDINAL STUDY WILL BE TO EVALUATE SENSORY-RELATED, PSYCHOLOGICAL AND PSYCHOPHYSICAL PAIN SENSITISATION MANIFESTATIONS AND A POTENTIAL EPIGENETIC BIOMARKER AS PROGNOSTIC CLINICAL OUTCOMES FOR THE DEVELOPMENT OF CHRONIC POSTOPERATIVE PAIN AFTER KNEE OR HIP REPLACEMENT. METHODS AND ANALYSIS: A PROSPECTIVE LONGITUDINAL STUDY WITH A 2-YEAR FOLLOW-UP PERIOD WILL BE CONDUCTED. THE PROGNOSTIC VARIABLES WILL INCLUDE PAIN, FUNCTION, RELATED-DISABILITY, ANXIETY, DEPRESSION, QUALITY OF LIFE, SENSITISATION-ASSOCIATED SYMPTOMS, KINESIOPHOBIA, NEUROPATHIC PAIN AND CATASTROPHISING, AND EXPECTATIVE OF THE INTERVENTION WILL BE ASSESSED BEFORE SURGERY. WE WILL ALSO EVALUATE THE PRESENCE OF THE VAL158MET POLYMORPHISM AS A POSSIBLE EPIGENETIC MARKER. CLINICAL OUTCOMES INCLUDING PAIN, RELATED-DISABILITY AND SELF-PERCEIVED SATISFACTION, SENSITISATION-ASSOCIATED SYMPTOMS AND NEUROPATHIC PAIN WILL BE ASSESSED 3, 6, 12, 18 AND 24 MONTHS AFTER SURGERY. THESE VARIABLES WILL BE USED TO CONSTRUCT THREE PREDICTION MODELS: (1) PAIN AND FUNCTION, (2) SENSITISATION-ASSOCIATED SYMPTOMATOLOGY AND (3) NEUROPATHIC PAIN FEATURES CLASSIFYING THOSE PATIENTS IN RESPONDERS AND NON-RESPONDERS. DATA FROM KNEE OR HIP OSTEOARTHRITIS WILL BE ANALYSED SEPARATELY. STATISTICAL ANALYSES WILL BE CONDUCTED WITH LOGISTIC REGRESSIONS. ETHICS AND DISSEMINATION: THE STUDY HAS BEEN APPROVED BY THE ETHICS COMMITTEE OF BOTH INSTITUTIONS INVOLVED (HOSPITAL UNIVERSITARIO FUNDACION ALCORCON (HUFA) 19-141 AND UNIVERSIDAD REY JUAN CARLOS (URJC) 0312201917319). PARTICIPANTS WILL SIGN THE WRITTEN INFORMED CONSENT BEFORE THEIR INCLUSION. STUDY RESULTS WILL BE DISSEMINATED THROUGH PEER-REVIEWED PUBLICATIONS AND PRESENTATIONS AT SCIENTIFIC MEETINGS. 2023 17 1956 39 EPIGENETIC AGE IN PERIPHERAL BLOOD AMONG CHILDREN, ADOLESCENT, AND ADULT SURVIVORS OF CHILDHOOD CANCER. IMPORTANCE: CERTAIN CANCER THERAPIES ARE RISK FACTORS FOR EPIGENETIC AGE ACCELERATION (EAA) AMONG SURVIVORS OF CHILDHOOD CANCER, AND EAA IS ASSOCIATED WITH CHRONIC HEALTH CONDITIONS (CHCS). HOWEVER, SMALL NUMBERS OF YOUNGER SURVIVORS (AGED <20 YEARS) PREVIOUSLY EVALUATED HAVE LIMITED THE ABILITY TO CALCULATE EAA AMONG THIS AGE GROUP. OBJECTIVE: TO EVALUATE THE CHANGE RATE OF EPIGENETIC AGE (EA) AND EAA IN YOUNGER COMPARED WITH OLDER SURVIVORS AND THE POSSIBLE ASSOCIATION OF EAA WITH EARLY-ONSET OBESITY (AGED <20 YEARS), SEVERITY/BURDEN OF CHCS, AND LATE MORTALITY (>5 YEARS FROM CANCER DIAGNOSIS). DESIGN, SETTING, AND PARTICIPANTS: STUDY PARTICIPANTS WERE FROM THE ST JUDE LIFETIME COHORT, INITIATED IN 2007 WITH ONGOING FOLLOW-UP. THE PRESENT STUDY WAS CONDUCTED FROM APRIL 17, 2022, TO MARCH 23, 2023. SURVIVORS IN THIS COHORT OF EUROPEAN ANCESTRY WITH DNA METHYLATION DATA WERE INCLUDED. CROSS-SECTIONAL ANNUAL CHANGES IN EA AND EAA WERE COMPARED ACROSS 5 DIFFERENT CHRONOLOGIC AGE GROUPS: AGE 0 TO 9 (CHILDREN), 10 TO 19 (ADOLESCENTS), 20 TO 34 (YOUNGER ADULTS), 35 TO 49 (MIDDLE-AGED ADULTS), AND GREATER THAN OR EQUAL TO 50 (OLDER ADULTS) YEARS. LOGISTIC REGRESSION EVALUATED THE ASSOCIATION BETWEEN EAA AND EARLY-ONSET OBESITY OR SEVERITY/BURDEN OF CHCS. COX PROPORTIONAL HAZARDS REGRESSION ASSESSED THE ASSOCIATION BETWEEN EAA AND LATE MORTALITY. MAIN OUTCOMES AND MEASURES: EARLY-ONSET OBESITY, SEVERITY/BURDEN OF CHCS (GRADED USING THE COMMON TERMINOLOGY CRITERIA FOR ADVERSE EVENTS (GRADE 1, MILD; 2, MODERATE; 3, SEVERE/DISABLING; 4, LIFE-THREATENING) AND WERE COMBINED INTO HIGH VS LOW SEVERITY/BURDEN BASED ON FREQUENCY AND GRADE), AND LATE MORTALITY WERE THE OUTCOMES BASED ON FOLLOW-UP UNTIL APRIL 2020. EXPANDED DNA METHYLATION PROFILING INCREASED THE NUMBER OF SURVIVORS YOUNGER THAN 20 YEARS (N = 690). EPIGENETIC AGE WAS CALCULATED PRIMARILY USING THE LEVINE CLOCK, AND EAA WAS DERIVED FROM LEAST SQUARES REGRESSION OF EA AGAINST CHRONOLOGIC AGE AND WAS STANDARDIZED TO A Z SCORE (LEVINE EEA). RESULTS: AMONG 2846 PARTICIPANTS (MEDIAN AGE, 30.3 [IQR, 9.3-41.5] YEARS; 53% MALES), THE CROSS-SECTIONAL ANNUAL CHANGE IN EA_LEVINE WAS HIGHER IN CHILDREN (1.63 YEARS) AND ADOLESCENTS (1.14 YEARS), AND THE ADJUSTED LEAST-SQUARES MEAN OF LEVINE EEA WAS LOWER IN CHILDREN (-0.22 YEARS) AND OLDER ADULTS (-1.70 YEARS). EACH 1-SD INCREASE IN LEVINE EEA WAS ASSOCIATED WITH INCREASED RISK OF DEVELOPING EARLY-ONSET OBESITY (ODDS RATIO [OR], 1.46; 95% CI, 1.19-1.78), HIGH SEVERITY/BURDEN OF CHCS (OR, 1.13; 95% CI, 1.03-1.24), AND LATE MORTALITY (HAZARD RATIO, 1.75; 95% CI, 1.35-2.26). CONCLUSIONS AND RELEVANCE: THE FINDINGS OF THIS STUDY SUGGEST THAT EAA MEASURED IN CHILDREN AND ADOLESCENT SURVIVORS OF CHILDHOOD CANCER IS ASSOCIATED WITH EARLY-ONSET OBESITY, SEVERITY/BURDEN OF ALL CHCS, AND LATE MORTALITY. EVALUATING EAA MAY HELP IDENTIFY SURVIVORS OF CHILDHOOD CANCER AT INCREASED RISK FOR EARLY-ONSET OBESITY, MORBIDITY IN GENERAL, AND MORTALITY. 2023 18 173 31 ACCELERATED AGING IN BIPOLAR DISORDERS: AN EXPLORATORY STUDY OF SIX EPIGENETIC CLOCKS. BIPOLAR DISORDER (BD) IS A CHRONIC AND SEVERE PSYCHIATRIC DISORDER ASSOCIATED WITH SIGNIFICANT MEDICAL MORBIDITY AND REDUCED LIFE EXPECTANCY. IN THIS STUDY, WE ASSESSED ACCELERATED EPIGENETIC AGING IN INDIVIDUALS WITH BD USING VARIOUS DNA METHYLATION (DNAM)-BASED MARKERS. FOR THIS PURPOSE, WE USED FIVE EPIGENETIC CLOCKS (HORVATH, HANNUM, EN, PHENOAGE, AND GRIMAGE) AND A DNAM-BASED TELOMERE LENGTH CLOCK (DNAMTL). DNAM PROFILES WERE OBTAINED USING INFINIUM METHYLATIONEPIC ARRAYS FROM WHOLE-BLOOD SAMPLES OF 184 INDIVIDUALS WITH BD. WE ALSO ESTIMATED BLOOD CELL COUNTS BASED ON DNAM LEVELS FOR ADJUSTMENT. SIGNIFICANT CORRELATIONS BETWEEN CHRONOLOGICAL AGE AND EACH EPIGENETIC AGE ESTIMATED USING THE SIX DIFFERENT CLOCKS WERE OBSERVED. FOLLOWING ADJUSTMENT FOR BLOOD CELL COUNTS, WE FOUND THAT THE SIX EPIGENETIC AGEACCELS (AGE ACCELERATIONS) WERE SIGNIFICANTLY ASSOCIATED WITH THE BODY MASS INDEX. GRIMAGE AGEACCEL WAS SIGNIFICANTLY ASSOCIATED WITH MALE SEX, SMOKING STATUS AND CHILDHOOD MALTREATMENT. DNAMTL AGEACCEL WAS SIGNIFICANTLY ASSOCIATED WITH SMOKING STATUS. OVERALL, THIS STUDY SHOWED THAT DISTINCT EPIGENETIC CLOCKS ARE SENSITIVE TO DIFFERENT ASPECTS OF AGING PROCESS IN BD. FURTHER INVESTIGATIONS WITH COMPREHENSIVE EPIGENETIC CLOCK ANALYSES AND LARGE SAMPLES ARE REQUIRED TO CONFIRM OUR FINDINGS OF POTENTIAL DETERMINANTS OF AN ACCELERATED EPIGENETIC AGING IN BD. 2023 19 525 28 ASSOCIATIONS OF BODY COMPOSITION AND PHYSICAL ACTIVITY LEVEL WITH MULTIPLE MEASURES OF EPIGENETIC AGE ACCELERATION. EPIGENETIC CLOCKS USE DNA METHYLATION TO ESTIMATE BIOLOGICAL AGE. WHETHER BODY COMPOSITION AND PHYSICAL ACTIVITY ARE ASSOCIATED WITH THESE CLOCKS IS NOT WELL UNDERSTOOD. USING BLOOD SAMPLES COLLECTED AT ENROLLMENT (2003-2009) FROM 2,758 WOMEN IN THE US NATIONWIDE SISTER STUDY, WE CALCULATED 6 EPIGENETIC AGE ACCELERATION METRICS USING 4 EPIGENETIC CLOCKS (HANNUM, HORVATH, PHENOAGE, GRIMAGE). RECREATIONAL PHYSICAL ACTIVITY WAS SELF-REPORTED, AND ADIPOSITY MEASURES WERE ASSESSED BY TRAINED MEDICAL EXAMINERS (BODY MASS INDEX (BMI), WAIST-TO-HIP RATIO (WTH), WAIST CIRCUMFERENCE). IN CROSS-SECTIONAL ANALYSES, ALL ADIPOSITY MEASURES WERE ASSOCIATED WITH EPIGENETIC AGE ACCELERATION. THE STRONGEST ASSOCIATION WAS FOR BMI AND PHENOAGE, A MEASURE OF BIOLOGICAL AGE THAT CORRELATES WITH CHRONIC DISEASE (BMI OF >/=35.0 VS. 18.5-24.9, BETA = 3.15 YEARS, 95% CONFIDENCE INTERVAL (CI): 2.41, 3.90; P FOR TREND < 0.001). IN A MUTUAL-ADJUSTMENT MODEL, BOTH WERE ASSOCIATED WITH PHENOAGE AGE ACCELERATION (BMI OF >/=35.0 VS. 18.5-24.9, BETA = 2.69 YEARS, 95% CI: 1.90, 3.48; P FOR TREND < 0.001; QUARTILE 4 VS.1 WTH, BETA = 1.00 YEARS, 95% CI: 0.34, 1.65; P FOR TREND < 0.008). AFTER ADJUSTMENT, PHYSICAL ACTIVITY WAS ASSOCIATED ONLY WITH GRIMAGE (QUARTILE 4 VS. 1, BETA = -0.42 YEARS, 95% CI: -0.70, -0.14; P FOR TREND = 0.001). PHYSICAL ACTIVITY ATTENUATED THE WAIST CIRCUMFERENCE ASSOCIATIONS WITH PHENOAGE AND GRIMAGE. EXCESS ADIPOSITY WAS ASSOCIATED WITH EPIGENETIC AGE ACCELERATION; PHYSICAL ACTIVITY MIGHT ATTENUATE ASSOCIATIONS WITH WAIST CIRCUMFERENCE. 2021 20 4502 41 MORTALITY ASSOCIATIONS WITH DNA METHYLATION-BASED BIOLOGICAL AGING AND PHYSICAL FUNCTIONING MEASURES ACROSS A 20-YEAR FOLLOW-UP PERIOD. BACKGROUND: MEASURES OF BIOLOGICAL AGING RANGE FROM DNA METHYLATION (DNAM)-BASED ESTIMATES TO MEASURES OF PHYSICAL ABILITIES. THE PURPOSE OF THIS STUDY WAS TO COMPARE DNAM- AND PHYSICAL FUNCTIONING-BASED MEASURES OF BIOLOGICAL AGING IN PREDICTING MORTALITY. METHODS: WE STUDIED 63- TO 76-YEAR-OLD WOMEN (N = 395) FROM THE FINNISH TWIN STUDY ON AGING (FITSA). PARTICIPANTS' BIOLOGICAL AGE (EPIGENETIC CLOCKS DNAM GRIMAGE AND DUNEDINPACE) WAS ESTIMATED USING BLOOD DNAM DATA. TESTS OF PHYSICAL FUNCTIONING CONDUCTED UNDER STANDARDIZED LABORATORY CONDITIONS INCLUDED THE TIMED UP AND GO (TUG) TEST AND 10-M WALK TEST. MORTALITY HAZARD RATIOS WERE CALCULATED PER EVERY 1 STANDARD DEVIATION (SD) INCREASE IN THE PREDICTOR. COX REGRESSION MODELS WERE CONDUCTED FOR INDIVIDUALS AND TWIN PAIRS, THE LATTER CONTROLLING FOR UNDERLYING GENETIC EFFECTS. THE MODELS WERE ADJUSTED FOR KNOWN LIFESTYLE PREDICTORS OF MORTALITY. RESULTS: DURING THE FOLLOW-UP PERIOD (MEAN 17.0 YEARS, RANGE 0.2-20.3), 187 PARTICIPANTS DIED. IN BOTH THE INDIVIDUAL-BASED AND PAIRWISE ANALYSES, GRIMAGE AND BOTH FUNCTIONAL BIOMARKERS OF AGING WERE ASSOCIATED WITH MORTALITY INDEPENDENT OF FAMILY RELATEDNESS, CHRONOLOGICAL AGE, PHYSICAL ACTIVITY, BODY MASS INDEX, SMOKING, EDUCATION, OR CHRONIC DISEASES. IN A MODEL INCLUDING BOTH THE DNAM-BASED MEASURES AND FUNCTIONAL BIOMARKERS OF AGING, GRIMAGE AND TUG REMAINED PREDICTIVE. CONCLUSIONS: THE FINDINGS SUGGEST THAT DNAM GRIMAGE AND THE TUG TEST ARE STRONG PREDICTORS OF MORTALITY INDEPENDENT OF EACH OTHERS AND GENETIC INFLUENCES. DNAM-BASED MEASURES AND FUNCTIONAL TESTS CAPTURE DIFFERENT ASPECTS OF THE AGING PROCESS AND THUS COMPLEMENT EACH OTHER AS MEASURES OF BIOLOGICAL AGING IN PREDICTING MORTALITY. 2023