1 284 109 AGEING WITH HIV: CHALLENGES AND BIOMARKERS. THE ANTIRETROVIRAL TREATMENT (ART) DEVELOPED TO CONTROL HIV INFECTION LED TO A REVOLUTION IN THE PROGNOSIS OF PEOPLE LIVING WITH HIV (PLWH). PLWH UNDERWENT FROM SUFFERING SEVERE DISEASE AND OFTEN FATAL COMPLICATIONS AT YOUNG AGES TO HAVING A CHRONIC CONDITION AND A LIFE EXPECTANCY CLOSE TO THE GENERAL POPULATION. NEVERTHELESS, CHRONIC AGE-RELATED DISEASES INCREASE AS PLWH AGE. THE HARMFUL EFFECT OF HIV INFECTION ON THE INDIVIDUAL'S IMMUNE SYSTEM ADDS TO ITS DETERIORATION DURING AGEING, EXACERBATING COMORBIDITIES. IN ADDITION, PLWH ARE MORE EXPOSED TO RISK FACTORS AFFECTING AGEING, SUCH AS COINFECTIONS OR HARMFUL LIFESTYLES. THE ART INITIATION REVERSES THE BIOLOGICAL AGEING PROCESS BUT ONLY PARTIALLY, AND ADDITIONALLY CAN HAVE SOME TOXICITIES THAT INFLUENCE AGEING. OBSERVATIONAL STUDIES SUGGEST PREMATURE AGEING IN PLWH. THEREFORE, THERE IS CONSIDERABLE INTEREST IN THE EARLY PREDICTION OF UNHEALTHY AGEING THROUGH VALIDATED BIOMARKERS, EASY TO IMPLEMENT IN HIV-CLINICAL SETTINGS. THE MOST PROMISING BIOMARKERS ARE SECOND-GENERATION EPIGENETIC CLOCKS AND INTEGRATIVE ALGORITHMS. 2022 2 3555 34 IMPACT OF AGE, ANTIRETROVIRAL THERAPY, AND CANCER ON EPIGENETIC AGING IN PEOPLE LIVING WITH HIV. BACKGROUND: PREMATURE AGING HAS BEEN IDENTIFIED AS A GLOBAL RISK FACTOR FOR CANCER. CAUSES OF PREMATURE AGING ARE MULTIFACTORIAL, INCLUDING INFLAMMATION, INFECTION, CHRONIC STRESS, AND LIFESTYLE FACTORS. METHOD: WE EVALUATED WHETHER PREMATURE AGING IN PEOPLE LIVING WITH HIV (PLWH) WAS ASSOCIATED WITH ANTIRETROVIRAL THERAPY (ART) OR THE DIAGNOSIS OF CANCER. WE USED WELL-ESTABLISHED DNA METHYLATION PATTERNS TO ASSESS PREMATURE AGING, USING HORVATH ET AL., IN INDIVIDUALS WITH HIV LOCATED IN CLEVELAND, OHIO AND COMPARED THESE TO STANDARDIZED DATASETS OF US HISTORICAL BLOOD SAMPLES. SOME OF THE PLWH DEVELOPED CANCER OVER TIME. RESULTS: WE FOUND THAT DNA METHYLATION ANALYSIS IDENTIFIED ACCELERATED AGING IN PLWH WHEREAS ART THERAPY MITIGATED THE ADVANCEMENT OF DNA METHYLATION AGE. A VARIETY OF CANCERS WERE OBSERVED IN THIS POPULATION, BUT A CANCER DIAGNOSIS WAS NOT SIGNIFICANTLY ASSOCIATED WITH MORE ADVANCED DNA METHYLATION AGE. CONCLUSION: WE FIND THAT THE AGE ACCELERATION DETECTED IN PLWH IS MITIGATED BY ART THERAPY AND IS NOT FURTHER ACCELERATED BY A DIAGNOSIS OF CANCER. 2023 3 6751 31 WHY ARE PEOPLE WITH HIV CONSIDERED "OLDER ADULTS" IN THEIR FIFTIES? ONE IN SIX NEW HIV DIAGNOSES IN EUROPE OCCUR AMONG PEOPLE OVER 50 YEARS OF AGE. AS IN THE GENERAL POPULATION, THE AGING PROCESS IS NOT HOMOGENEOUS AMONG OLDER ADULTS WITH HIV, AND SOME OF THEM EXHIBIT IMPAIRED PHYSICAL FUNCTION, HIGHER FRAILTY AND MORE FREQUENT GERIATRIC SYNDROMES. THESE ILLNESS REFLECT A HIGHER BIOLOGICAL AGE INDEPENDENTLY OF THEIR CHRONOLOGICAL AGE. AFTER STARTING ANTIRRETROVIRAL TREATMENT, PEOPLE LIVING WITH HIV (PLWH) OLDER THAN 50 EXHIBIT A POORER IMMUNOLOGICAL RECOVERY THAN YOUNGER PLWH. MOREOVER, OLDER ADULTS WITH HIV PRESENT EARLY ONSET OF COMORBIDITIES AND FUNCTIONAL IMPAIRMENT CAUSED BY PERSISTENT AND CHRONIC ACTIVATION OF THE IMMUNE SYSTEM, WHICH LEADS TO IMMUNE EXHAUSTION AND ACCELERATED IMMUNOSENESCENCE DESPITE OPTIMAL SUPPRESSION OF HIV REPLICATION. THE EVIDENCE OF POORER IMMUNOLOGICAL RESPONSE TO ARV, LINKED WITH EARLY IMMUNOSENESCENCE IN PLWH AND ITS PREMATURELY DELETERIOUS EFFECT IN PHYSIOLOGICAL FUNCTIONS AND ITS CLINICAL CONSEQUENCES, ARE THE BASIS TO ACCEPT THE CUT-OFF OF 50 YEARS OF AGE TO DEFINE AN "OLDER ADULT WITH HIV". 2019 4 739 26 CANCER TREATMENT-INDUCED ACCELERATED AGING IN CANCER SURVIVORS: BIOLOGY AND ASSESSMENT. RAPID IMPROVEMENTS IN CANCER SURVIVAL LED TO THE REALIZATION THAT MANY MODALITIES USED TO TREAT OR CONTROL CANCER MAY CAUSE ACCELERATED AGING IN CANCER SURVIVORS. CLINICALLY, "ACCELERATED AGING" PHENOTYPES IN CANCER SURVIVORS INCLUDE SECONDARY CANCERS, FRAILTY, CHRONIC ORGAN DYSFUNCTION, AND COGNITIVE IMPAIRMENT, ALL OF WHICH CAN IMPACT LONG-TERM HEALTH AND QUALITY OF LIFE IN CANCER SURVIVORS. THE TREATMENT-INDUCED ACCELERATED AGING IN CANCER SURVIVORS COULD BE EXPLAINED BY TELOMERE ATTRITION, CELLULAR SENESCENCE, STEM CELL EXHAUSTION, DNA DAMAGE, AND EPIGENETIC ALTERATIONS. SEVERAL AGING CLOCKS AND BIOMARKERS OF AGING HAVE BEEN PROPOSED TO BE POTENTIALLY USEFUL IN ESTIMATING BIOLOGICAL AGE, WHICH CAN PROVIDE SPECIFIC INFORMATION ABOUT HOW OLD AN INDIVIDUAL IS BIOLOGICALLY INDEPENDENT OF CHRONOLOGICAL AGE. MEASURING BIOLOGICAL AGE IN CANCER SURVIVORS MAY BE IMPORTANT FOR TWO REASONS. FIRST, IT CAN BETTER PREDICT THE RISK OF CANCER TREATMENT-RELATED COMORBIDITIES THAN CHRONOLOGICAL AGE. SECOND, BIOLOGICAL AGE MAY PROVIDE ADDITIONAL VALUE IN EVALUATING THE EFFECTS OF TREATMENTS AND PERSONALIZING CANCER THERAPIES TO MAXIMIZE EFFICACY OF TREATMENT. A DEEPER UNDERSTANDING OF TREATMENT-INDUCED ACCELERATED AGING IN INDIVIDUALS WITH CANCER MAY LEAD TO NOVEL STRATEGIES THAT REDUCE THE ACCELERATED AGING AND IMPROVE THE QUALITY OF LIFE IN CANCER SURVIVORS. 2021 5 1206 29 COUNTERACTING AGED DNA METHYLATION STATES TO COMBAT AGEING AND AGE-RELATED DISEASES. DNA METHYLATION (DNAM) OVERWRITES INFORMATION ABOUT MULTIPLE EXTRINSIC FACTORS ON THE GENOME. AGE IS ONE OF THESE FACTORS. AGE CAUSES CHARACTERISTIC DNAM CHANGES THAT ARE THOUGHT TO BE NOT ONLY MAJOR DRIVERS OF NORMAL AGEING BUT ALSO PRECURSORS TO DISEASES, CANCER BEING ONE OF THESE. ALTHOUGH THERE IS STILL MUCH TO LEARN ABOUT THE RELATIONSHIP BETWEEN AGEING, AGE-RELATED DISEASES AND DNAM, WE NOW KNOW HOW TO INTERPRET SOME OF THE EFFECTS CAUSED BY AGE IN THE FORM OF CHANGES IN METHYLATION MARKS AT SPECIFIC LOCI. IN FACT, THESE CHANGES FORM THE BASIS OF THE SO CALLED "EPIGENETIC CLOCKS", WHICH TRANSLATE THE GENOMIC METHYLATION PROFILE INTO AN "EPIGENETIC AGE". EPIGENETIC AGE DOES NOT ONLY ESTIMATE CHRONOLOGICAL AGE BUT CAN ALSO PREDICT THE RISK OF CHRONIC DISEASES AND MORTALITY. EPIGENETIC AGE IS BELIEVED TO BE ONE OF THE MOST ACCURATE METRICS OF BIOLOGICAL AGE. INITIAL EVIDENCE HAS RECENTLY BEEN GATHERED POINTING TO THE POSSIBILITY THAT THE RATE OF EPIGENETIC AGEING CAN BE SLOWED DOWN OR EVEN REVERSED. IN THIS REVIEW, WE DISCUSS SOME OF THE MOST RELEVANT ADVANCES IN THIS FIELD. EXPECTED OUTCOME IS THAT THIS APPROACH CAN PROVIDE INSIGHTS INTO HOW TO PRESERVE HEALTH AND REDUCE THE IMPACT OF AGEING DISEASES IN HUMANS. 2022 6 625 28 BIOLOGICAL AGE AND ENVIRONMENTAL RISK FACTORS FOR DEMENTIA AND STROKE: MOLECULAR MECHANISMS. SINCE THE DEVELOPMENT OF ANTIBIOTICS AND VACCINATION, AS WELL AS MAJOR IMPROVEMENTS IN PUBLIC HYGIENE, THE MAIN RISK FACTORS FOR MORBIDITY AND MORTALITY ARE AGE AND CHRONIC EXPOSURE TO ENVIRONMENTAL FACTORS, BOTH OF WHICH CAN INTERACT WITH GENETIC PREDISPOSITIONS. AS THE AVERAGE AGE OF THE POPULATION INCREASES, THE PREVALENCE AND COSTS OF CHRONIC DISEASES, ESPECIALLY NEUROLOGICAL CONDITIONS, ARE RAPIDLY INCREASING. THE DELETERIOUS EFFECTS OF AGE AND ENVIRONMENTAL RISK FACTORS, DEVELOP CHRONICALLY OVER RELATIVELY LONG PERIODS OF TIME, IN CONTRAST TO THE RELATIVELY RAPID DELETERIOUS EFFECTS OF INFECTIOUS DISEASES OR ACCIDENTS. OF PARTICULAR INTEREST IS THE HYPOTHESIS THAT THE DELETERIOUS EFFECTS OF ENVIRONMENTAL FACTORS MAY BE MEDIATED BY ACCELERATION OF BIOLOGICAL AGE. THIS HYPOTHESIS IS SUPPORTED BY EVIDENCE THAT DIETARY RESTRICTION, WHICH UNIVERSALLY DELAYS AGE-RELATED DISEASES, ALSO AMELIORATES DELETERIOUS EFFECTS OF ENVIRONMENTAL FACTORS. CONVERSELY, BOTH AGE AND ENVIRONMENTAL RISK FACTORS ARE ASSOCIATED WITH THE ACCUMULATION OF SOMATIC MUTATIONS IN MITOTIC CELLS AND EPIGENETIC MODIFICATIONS THAT ARE A MEASURE OF "BIOLOGICAL AGE", A BETTER PREDICTOR OF AGE-RELATED MORBIDITY AND MORTALITY THAN CHRONOLOGICAL AGE. HERE WE REVIEW EVIDENCE THAT ENVIRONMENTAL RISK FACTORS SUCH AS SMOKING AND AIR POLLUTION MAY ALSO DRIVE NEUROLOGICAL CONDITIONS, INCLUDING ALZHEIMER'S DISEASE, BY THE ACCELERATION OF BIOLOGICAL AGE, MEDIATED BY CUMULATIVE AND PERSISTENT EPIGENETIC EFFECTS AS WELL AS SOMATIC MUTATIONS. ELUCIDATION OF SUCH MECHANISMS COULD PLAUSIBLY ALLOW THE DEVELOPMENT OF INTERVENTIONS WHICH DELAY DELETERIOUS EFFECTS OF BOTH AGING AND ENVIRONMENTAL RISK FACTORS. 2022 7 3676 36 INFLAMMATION AND NEUTROPHIL IMMUNOSENESCENCE IN HEALTH AND DISEASE: TARGETED TREATMENTS TO IMPROVE CLINICAL OUTCOMES IN THE ELDERLY. DESPITE INCREASING LONGEVITY, MANY OLD PEOPLE ARE NOT IN GOOD HEALTH. THERE HAS BEEN AN INCREASE IN THE PREVALENCE OF AGE-ASSOCIATED MULTI-MORBIDITY (TWO OR MORE CHRONIC CONDITIONS IN THE SAME PERSON). ALSO, SEVERE INFECTIONS, SUCH AS PNEUMONIA, REMAIN SIGNIFICANT CAUSES OF MORTALITY AND MORBIDITY IN THIS AGING GROUP. MANY CHRONIC HEALTH CONDITIONS SHARE RISK FACTORS SUCH AS INCREASING AGE, SMOKING, A SEDENTARY LIFE STYLE AND BEING PART OF A LOWER SOCIOECONOMIC GROUP. HOWEVER, DESPITE THIS, MULTI-MORBIDITIES OFTEN CO-OCCUR MORE COMMONLY THAN WOULD BE PREDICTED. THIS HAS LED TO THE HYPOTHESIS THAT THEY SHARE COMMON UNDERLYING MECHANISMS. THIS IS AN IMPORTANT CONCEPT, FOR IF IT WERE TRUE, TREATMENTS COULD BE DEVISED WHICH TARGET THESE COMMON PATHWAYS AND IMPROVE A NUMBER OF AGE-ASSOCIATED HEALTH CONDITIONS. MANY CHRONIC ILLNESSES ASSOCIATED WITH MULTI-MORBIDITY AND SEVERE INFECTIONS ARE CHARACTERIZED BY AN ABNORMAL AND SUSTAINED INFLAMMATORY RESPONSE, WITH NEUTROPHILS BEING KEY EFFECTOR CELLS IN THE PATHOLOGICAL PROCESS. STUDIES HAVE DESCRIBED ABERRANT NEUTROPHIL FUNCTIONS ACROSS THESE CONDITIONS, AND SOME HAVE HIGHLIGHTED POTENTIAL MECHANISMS FOR ALTERED CELL BEHAVIOURS WHICH APPEAR SHARED ACROSS DISEASE STATES. IT HAS BEEN SUGGESTED THAT ALTERED FUNCTIONS MAY REPRESENT NEUTROPHIL "SENESCENCE". THIS REVIEW CONSIDERS HOW AND WHY NEUTROPHIL FUNCTIONS CHANGE AS THE CELL AGES, AND HOW AND WHY NEUTROPHIL FUNCTIONS CHANGE AS THE HOST AGES IN HEALTH AND DISEASE AND DISCUSSES WHETHER NEUTROPHIL FUNCTIONS COULD BE TARGETED TO IMPROVE HEALTH OUTCOMES IN OLDER ADULTS. 2018 8 637 23 BIOLOGY OF PREMATURE AGEING IN SURVIVORS OF CANCER. OVER 30 MILLION CANCER SURVIVORS EXIST WORLDWIDE. SURVIVORS HAVE AN EARLIER ONSET AND HIGHER INCIDENCE OF CHRONIC COMORBIDITIES, INCLUDING ENDOCRINOPATHIES, CARDIAC DYSFUNCTION, OSTEOPOROSIS, PULMONARY FIBROSIS, SECONDARY CANCERS AND FRAILTY THAN THE GENERAL POPULATION; HOWEVER, THE FUNDAMENTAL BASIS OF THESE CHANGES AT THE CELLULAR LEVEL IS UNKNOWN. AN ELECTRONIC SEARCH WAS PERFORMED ON EMBASE, MEDLINE IN-PROCESS & OTHER NON-INDEXED CITATIONS, AND THE COCHRANE CENTRAL REGISTER OF CONTROLLED TRIALS. ORIGINAL ARTICLES ADDRESSING THE CELLULAR BIOLOGY OF AGEING AND/OR THE MECHANISMS OF CANCER THERAPIES SIMILAR TO AGEING MECHANISMS WERE INCLUDED, AND REFERENCES OF THESE ARTICLES WERE REVIEWED FOR FURTHER SEARCH. WE FOUND MULTIPLE BIOLOGICAL PROCESS OF AGEING AT THE CELLULAR LEVEL AND THEIR ASSOCIATION WITH CANCER THERAPIES, AS WELL AS WITH CLINICAL EFFECTS. THE DIRECT EFFECTS OF VARIOUS CHEMOTHERAPIES AND RADIATION ON TELOMERE LENGTH, SENESCENT CELLS, EPIGENETIC MODIFICATIONS AND MICRORNA WERE FOUND. WE REVIEW THE EFFECTS OF CANCER THERAPIES ON RECOGNISED HALLMARKS OF AGEING. LONG-TERM COMORBIDITIES SEEN IN CANCER SURVIVORS MIMIC THE PHENOTYPES OF AGEING AND LIKELY RESULT FROM THE INTERACTION BETWEEN THERAPEUTIC EXPOSURES AND THE UNDERLYING BIOLOGY OF AGEING. LONG-TERM FOLLOW-UP OF CANCER SURVIVORS AND RESEARCH ON PREVENTION STRATEGIES SHOULD BE PURSUED TO INCREASE THE LENGTH AND QUALITY OF LIFE AMONG THE GROWING POPULATION OF CANCER SURVIVORS. 2017 9 456 30 APPLYING A LIFE COURSE BIOLOGICAL AGE FRAMEWORK TO IMPROVING THE CARE OF INDIVIDUALS WITH ADULT CANCERS: REVIEW AND RESEARCH RECOMMENDATIONS. IMPORTANCE: THE PRACTICE OF ONCOLOGY WILL INCREASINGLY INVOLVE THE CARE OF A GROWING POPULATION OF INDIVIDUALS WITH MIDLIFE AND LATE-LIFE CANCERS. MANAGING CANCER IN THESE INDIVIDUALS IS COMPLEX, BASED ON DIFFERENCES IN BIOLOGICAL AGE AT DIAGNOSIS. BIOLOGICAL AGE IS A MEASURE OF ACCUMULATED LIFE COURSE DAMAGE TO BIOLOGICAL SYSTEMS, LOSS OF RESERVE, AND VULNERABILITY TO FUNCTIONAL DETERIORATION AND DEATH. BIOLOGICAL AGE IS IMPORTANT BECAUSE IT AFFECTS THE ABILITY TO MANAGE THE RIGORS OF CANCER THERAPY, SURVIVORS' FUNCTION, AND CANCER PROGRESSION. HOWEVER, BIOLOGICAL AGE IS NOT ALWAYS CLINICALLY APPARENT. THIS REVIEW PRESENTS A CONCEPTUAL FRAMEWORK OF LIFE COURSE BIOLOGICAL AGING, SUMMARIZES CANDIDATE MEASURES, AND DESCRIBES A RESEARCH AGENDA TO FACILITATE CLINICAL TRANSLATION TO ONCOLOGY PRACTICE. OBSERVATIONS: MIDLIFE AND LATE-LIFE CANCERS ARE CHRONIC DISEASES THAT MAY ARISE FROM CUMULATIVE PATTERNS OF BIOLOGICAL AGING OCCURRING OVER THE LIFE COURSE. BEFORE DIAGNOSIS, EACH NEW PATIENT WAS ON A DISTINCT COURSE OF BIOLOGICAL AGING RELATED TO PAST EXPOSURES, LIFE EXPERIENCES, GENETICS, AND NONCANCER CHRONIC DISEASE. CANCER AND ITS TREATMENTS MAY ALSO BE ASSOCIATED WITH BIOLOGICAL AGING. SEVERAL MEASURES OF BIOLOGICAL AGE, INCLUDING P16INK4A, EPIGENETIC AGE, TELOMERE LENGTH, AND INFLAMMATORY AND BODY COMPOSITION MARKERS, HAVE BEEN USED IN ONCOLOGY RESEARCH. ONE OR MORE OF THESE MEASURES MAY BE USEFUL IN CANCER CARE, EITHER ALONE OR IN COMBINATION WITH CLINICAL HISTORY AND GERIATRIC ASSESSMENTS. HOWEVER, FURTHER RESEARCH WILL BE NEEDED BEFORE BIOLOGICAL AGE ASSESSMENT CAN BE RECOMMENDED IN ROUTINE PRACTICE, INCLUDING DETERMINATION OF SITUATIONS IN WHICH KNOWLEDGE ABOUT BIOLOGICAL AGE WOULD CHANGE TREATMENT, ASCERTAINING WHETHER TREATMENT EFFECTS ON BIOLOGICAL AGING ARE SHORT-LIVED OR PERSISTENT, AND TESTING INTERVENTIONS TO MODIFY BIOLOGICAL AGE, DECREASE TREATMENT TOXIC EFFECTS, AND MAINTAIN FUNCTIONAL ABILITIES. CONCLUSIONS AND RELEVANCE: UNDERSTANDING DIFFERENCES IN BIOLOGICAL AGING COULD ULTIMATELY ALLOW CLINICIANS TO BETTER PERSONALIZE TREATMENT AND SUPPORTIVE CARE, DEVELOP TAILORED SURVIVORSHIP CARE PLANS, AND PRESCRIBE PREVENTIVE OR AMELIORATIVE THERAPIES AND BEHAVIORS INFORMED BY AGING MECHANISMS. 2021 10 560 26 BACK TO THE FUTURE: EPIGENETIC CLOCK PLASTICITY TOWARDS HEALTHY AGING. AGING IS THE MOST IMPORTANT RISK FACTOR FOR MAJOR HUMAN LIFESTYLE DISEASES, INCLUDING CANCER, NEUROLOGICAL AND CARDIOMETABOLIC DISORDERS. DUE TO THE COMPLEX INTERPLAY BETWEEN GENETICS, LIFESTYLE AND ENVIRONMENTAL FACTORS, SOME INDIVIDUALS SEEM TO AGE FASTER THAN OTHERS, WHEREAS CENTENARIANS SEEM TO HAVE A SLOWER AGING PROCESS. THEREFORE, A BIOCHEMICAL BIOMARKER REFLECTING THE RELATIVE BIOLOGICAL AGE WOULD BE HELPFUL TO PREDICT AN INDIVIDUAL'S HEALTH STATUS AND AGING DISEASE RISK. ALTHOUGH IT IS ALREADY KNOWN FOR YEARS THAT CUMULATIVE EPIGENETIC CHANGES OCCUR UPON AGING, DNA METHYLATION PATTERNS WERE ONLY RECENTLY USED TO CONSTRUCT AN EPIGENETIC CLOCK PREDICTOR FOR BIOLOGICAL AGE, WHICH IS A MEASURE OF HOW WELL YOUR BODY FUNCTIONS COMPARED TO YOUR CHRONOLOGICAL AGE. MOREOVER, THE EPIGENETIC DNA METHYLATION CLOCK SIGNATURE IS INCREASINGLY APPLIED AS A BIOMARKER TO ESTIMATE AGING DISEASE SUSCEPTIBILITY AND MORTALITY RISK. FINALLY, THE EPIGENETIC CLOCK SIGNATURE COULD BE USED AS A LIFESTYLE MANAGEMENT TOOL TO MONITOR HEALTHY AGING, TO EVALUATE PREVENTIVE INTERVENTIONS AGAINST CHRONIC AGING DISORDERS AND TO EXTEND HEALTHY LIFESPAN. DISSECTING THE MECHANISM OF THE EPIGENETIC AGING CLOCK WILL YIELD VALUABLE INSIGHTS INTO THE AGING PROCESS AND HOW IT CAN BE MANIPULATED TO IMPROVE HEALTH SPAN. 2018 11 174 25 ACCELERATED AGING IN PERINATALLY HIV-INFECTED CHILDREN: CLINICAL MANIFESTATIONS AND PATHOGENETIC MECHANISMS. BACKGROUND: PREMATURE AGING AND RELATED DISEASES HAVE BEEN DOCUMENTED IN HIV-INFECTED ADULTS. DATA ARE NOW EMERGING ALSO REGARDING ACCELERATED AGING PROCESS IN HIV-INFECTED CHILDREN. METHODS: A NARRATIVE REVIEW WAS PERFORMED SEARCHING STUDIES ON PUBMED PUBLISHED IN ENGLISH LANGUAGE IN 2004-2017, USING APPROPRIATE KEY WORDS, INCLUDING "AGING", "CHILDREN", "HIV", "AIDS", "IMMUNOSENESCENCE", "PATHOGENESIS", "CLINICAL CONDITIONS". RESULTS: PREMATURE IMMUNOSENESCENCE PHENOTYPE OF B AND T CELLS IN HIV-INFECTED CHILDREN IS MEDIATED THROUGH IMMUNE SYSTEM ACTIVATION AND CHRONIC INFLAMMATION. ONGOING INFLAMMATION PROCESSES HAVE BEEN DOCUMENTED BY INCREASED LEVELS OF PATHOGEN-ASSOCIATED MOLECULAR PATTERNS (PAMPS), INCREASED MITOCHONDRIAL DAMAGE, HIGHER LEVELS OF PRO-INFLAMMATORY CYTOKINES, AND A POSITIVE CORRELATION BETWEEN SCD14 LEVELS AND PERCENTAGES OF ACTIVATED CD8(+) CELLS. OTHER REPORTED FEATURES OF PREMATURE AGING INCLUDE CELLULAR REPLICATIVE SENESCENCE, LINKED TO AN ACCELERATED TELOMERES SHORTENING. FINALLY, ACCELERATION OF AGE-ASSOCIATED METHYLATION PATTERN AND OTHER EPIGENETIC MODIFICATIONS HAVE BEEN DESCRIBED IN HIV-INFECTED CHILDREN. ALL THESE FEATURES MAY FAVOR THE CLINICAL MANIFESTATIONS RELATED TO PREMATURE AGING. LIPID AND BONE METABOLISM, CANCERS, CARDIOVASCULAR, RENAL, AND NEUROLOGICAL SYSTEMS SHOULD BE CAREFULLY MONITORED, PARTICULARLY IN CHILDREN WITH DETECTABLE VIREMIA AND/OR WITH CD4/CD8 RATIO INVERSION. CONCLUSION: AGING PROCESSES IN CHILDREN WITH HIV INFECTION IMPACT THEIR QUALITY AND LENGTH OF LIFE. FURTHER STUDIES REGARDING THE MECHANISMS INVOLVED IN PREMATURE AGING ARE NEEDED TO SEARCH FOR POTENTIAL TARGETS OF TREATMENT. 2018 12 1958 26 EPIGENETIC AGING AND COLORECTAL CANCER: STATE OF THE ART AND PERSPECTIVES FOR FUTURE RESEARCH. ALTHOUGH TRANSLATIONAL RESEARCH HAS IDENTIFIED A LARGE NUMBER OF POTENTIAL BIOMARKERS INVOLVED IN COLORECTAL CANCER (CRC) CARCINOGENESIS, A BETTER UNDERSTANDING OF THE MOLECULAR PATHWAYS ASSOCIATED WITH BIOLOGICAL AGING IN COLORECTAL CELLS AND TISSUES IS NEEDED. HERE, WE AIM TO SUMMARIZE THE STATE OF THE ART ABOUT THE ROLE OF AGE ACCELERATION, DEFINED AS THE DIFFERENCE BETWEEN EPIGENETIC AGE AND CHRONOLOGICAL AGE, IN THE DEVELOPMENT AND PROGRESSION OF CRC. SOME STUDIES HAVE SHOWN THAT ACCELERATED BIOLOGICAL AGING IS POSITIVELY ASSOCIATED WITH THE RISK OF CANCER AND DEATH IN GENERAL. IN LINE WITH THESE FINDINGS, OTHER STUDIES HAVE SHOWN HOW THE ASSESSMENT OF EPIGENETIC AGE IN PEOPLE AT RISK FOR CRC COULD BE HELPFUL FOR MONITORING THE MOLECULAR RESPONSE TO PREVENTIVE INTERVENTIONS. MOREOVER, IT WOULD BE INTERESTING TO INVESTIGATE WHETHER ABERRANT EPIGENETIC AGING COULD HELP IDENTIFY CRC PATIENTS WITH A HIGH RISK OF RECURRENCE AND A WORST PROGNOSIS, AS WELL AS THOSE WHO RESPOND POORLY TO TREATMENT. YET, THE APPLICATION OF THIS NOVEL CONCEPT IS STILL IN ITS INFANCY, AND FURTHER RESEARCH SHOULD BE ENCOURAGED IN ANTICIPATION OF FUTURE APPLICATIONS IN CLINICAL PRACTICE. 2020 13 5183 34 PREMATURE AGING IN CHILDHOOD CANCER SURVIVORS. PROGRESS IN MEDICINE HAS INCREASED THE SURVIVAL TIME OF CHILDREN SUFFERING FROM CANCER; >80% OF PATIENTS SURVIVE FOR AT LEAST 5 YEARS FROM THE END OF TREATMENT. HOWEVER, THERE ARE LATE EFFECTS OF ANTICANCER THERAPY, WHICH ACCOMPANY THIS SUCCESS. TWO-THIRDS OF CHILDHOOD CANCER SURVIVORS (CCSS) HAVE AT LEAST ONE LATE EFFECT (ANY SIDE EFFECTS OR COMPLICATIONS OF ANTICANCER TREATMENT THAT APPEAR MONTHS TO YEARS AFTER THE COMPLETION OF TREATMENT), E.G. ENDOCRINOPATHIES, CARDIOVASCULAR DISEASES OR SUBSEQUENT CANCERS, AND HALF OF THESE LATE EFFECTS ARE SERIOUS OR LIFE THREATENING. THESE LATE CONSEQUENCES OF CHILDHOOD CANCER TREATMENT POSE A SERIOUS HEALTH, SOCIAL AND ECONOMIC PROBLEM. A COMMON MECHANISM FOR DEVELOPING A NUMBER OF LATE EFFECTS IS THE ONSET OF PREMATURE BIOLOGICAL AGING, WHICH IS ASSOCIATED WITH THE EARLY ONSET OF CHRONIC DISEASES AND DEATH. CELLULAR SENESCENCE IN CANCER SURVIVORS IS CAUSED BY THERAPY THAT CAN INDUCE CHROMOSOMAL ABERRATIONS, MUTATIONS, TELOMERE SHORTENING, EPIGENETIC ALTERATIONS AND MITOCHONDRIAL DYSFUNCTIONS. THE MECHANISMS OF ACCELERATED AGING IN CANCER SURVIVORS HAVE NOT YET BEEN FULLY CLARIFIED. THE MEASUREMENT OF BIOLOGICAL AGE IN SURVIVORS CAN HELP IMPROVE THE UNDERSTANDING OF AGING MECHANISMS AND IDENTIFY RISK FACTORS FOR PREMATURE AGING. HOWEVER, TO THE BEST OF OUR KNOWLEDGE, NO SINGLE MARKER FOR THE EVALUATION OF BIOLOGICAL OR FUNCTIONAL AGE IS KNOWN, SO IT IS THEREFORE NECESSARY TO MEASURE THE CONSEQUENCES OF ANTICANCER TREATMENT USING COMPLEX ASSESSMENTS. THE PRESENT REVIEW PRESENTS AN OVERVIEW OF PREMATURE AGING IN CCSS AND OF THE MECHANISMS INVOLVED IN ITS DEVELOPMENT, FOCUSING ON THE ASSOCIATION OF SENESCENCE AND LATE EFFECTS. 2023 14 1516 31 DNA METHYLATION AS A BIOMARKER OF AGING IN EPIDEMIOLOGIC STUDIES. CANCER IS LARGELY AN AGING DISEASE. ACCELERATED BIOLOGICAL AGING MAY BE THE STRONGEST PREDICTOR OF CANCER AND OTHER CHRONIC DISEASE RISKS. IN THE ABSENCE OF RELIABLE AND QUANTIFIABLE BIOMARKERS OF AGING TO DATE, IT HAS LONG BEEN OBSERVED THAT TUMORIGENESIS SHARES DISTINCT EPIGENETIC ALTERATIONS WITH THE AGING PROCESS. RECENTLY, EPIGENETIC AGE ESTIMATES HAVE BEEN DEVELOPED BASED ON THE AVAILABILITY OF GENOME-WIDE DNA METHYLATION PROFILES, BY APPLYING IN THE PREDICTION FORMULA THE METHYLATION LEVEL AT A SUBSET OF HIGHLY PREDICTIVE METHYLATION SITES, CALLED EPIGENETIC CLOCK. THESE DNA METHYLATION AGE ESTIMATES HAVE PRODUCED REMARKABLY STRONG CORRELATIONS WITH CHRONOLOGICAL AGE, WITH A SMALL DEVIATION AND HIGH REPRODUCIBILITY ACROSS DIFFERENT AGE GROUPS AND STUDY POPULATIONS. MOREOVER, AN INCREASING NUMBER OF EPIDEMIOLOGIC STUDIES HAVE DEMONSTRATED AN INDEPENDENT ASSOCIATION OF DNA METHYLATION AGE OR THE EXTENT OF ACCELERATION WITH MORTALITY AND VARIOUS AGING-RELATED CONDITIONS, EVEN AFTER ACCOUNTING FOR DIFFERENCES IN CHRONOLOGICAL AGE AND OTHER RISK FACTORS. ALTHOUGH EPIGENETIC PROFILES ARE KNOWN TO BE TISSUE-SPECIFIC, BOTH TARGET TISSUE- AND MULTIPLE TISSUE-DERIVED ESTIMATES APPEAR TO PERFORM WELL TO CAPTURE WHAT IS THOUGHT TO BE THE CUMULATIVE EPIGENETIC DRIFT THAT REPRESENTS A MULTIFACTORIAL DEGENERATIVE PROCESS ACROSS TISSUES AND ORGANISMS. FURTHER REFINEMENT OF THE EPIGENETIC AGE ESTIMATES IS ANTICIPATED OVER TIME TO ACCOMMODATE A BETTER TECHNOLOGICAL COVERAGE OF THE METHYLOME AND A BETTER UNDERSTANDING OF THE BIOLOGY UNDERLYING PREDICTIVE REGIONS. EPIDEMIOLOGIC PRINCIPLES WILL REMAIN CRITICAL FOR THE EVALUATION OF RESEARCH FINDINGS INVOLVING, FOR EXAMPLE, DIFFERENT STUDY POPULATIONS, DESIGN, FOLLOW-UP TIME, AND QUALITY OF COVARIATE DATA. OVERALL, THE EPIGENETIC AGE ESTIMATES ARE AN EXCITING DEVELOPMENT WITH USEFUL IMPLICATIONS FOR BIOMEDICAL RESEARCH OF HEALTHY AGING AND DISEASE PREVENTION AND CONTROL. 2018 15 6109 33 THE EPIGENETIC AGING, OBESITY, AND LIFESTYLE. THE PREVALENCE OF OBESITY HAS DRAMATICALLY INCREASED WORLDWIDE OVER THE PAST DECADES. AGING-RELATED CHRONIC CONDITIONS, SUCH AS TYPE 2 DIABETES AND CARDIOVASCULAR DISEASE, ARE MORE PREVALENT IN INDIVIDUALS WITH OBESITY, THUS REDUCING THEIR LIFESPAN. EPIGENETIC CLOCKS, THE NEW METRICS OF BIOLOGICAL AGE BASED ON DNA METHYLATION PATTERNS, COULD BE CONSIDERED A REFLECTION OF THE STATE OF ONE'S HEALTH. SEVERAL ENVIRONMENTAL EXPOSURES AND LIFESTYLE FACTORS CAN INDUCE EPIGENETIC AGING ACCELERATIONS, INCLUDING OBESITY, THUS LEADING TO AN INCREASED RISK OF AGE-RELATED DISEASES. THE INSIGHT INTO THE COMPLEX LINK BETWEEN OBESITY AND AGING MIGHT HAVE SIGNIFICANT IMPLICATIONS FOR THE PROMOTION OF HEALTH AND THE MITIGATION OF FUTURE DISEASE RISK. THE PRESENT NARRATIVE REVIEW TAKES INTO ACCOUNT THE INTERACTION BETWEEN EPIGENETIC AGING AND OBESITY, SUGGESTING THAT EPIGENOME MAY BE AN INTRIGUING TARGET FOR AGE-RELATED PHYSIOLOGICAL CHANGES AND THAT ITS MODIFICATION COULD INFLUENCE AGING AND PROLONG A HEALTHY LIFESPAN. THEREFORE, WE HAVE FOCUSED ON DNA METHYLATION AGE AS A CLINICAL BIOMARKER, AS WELL AS ON THE POTENTIAL REVERSAL OF EPIGENETIC AGE USING A PERSONALIZED DIET- AND LIFESTYLE-BASED INTERVENTION. 2022 16 5959 26 TELOMERE LENGTH AS A MARKER OF BIOLOGICAL AGE: STATE-OF-THE-ART, OPEN ISSUES, AND FUTURE PERSPECTIVES. TELOMERE SHORTENING IS A WELL-KNOWN HALLMARK OF BOTH CELLULAR SENESCENCE AND ORGANISMAL AGING. AN ACCELERATED RATE OF TELOMERE ATTRITION IS ALSO A COMMON FEATURE OF AGE-RELATED DISEASES. THEREFORE, TELOMERE LENGTH (TL) HAS BEEN RECOGNIZED FOR A LONG TIME AS ONE OF THE BEST BIOMARKERS OF AGING. RECENT RESEARCH FINDINGS, HOWEVER, INDICATE THAT TL PER SE CAN ONLY ALLOW A ROUGH ESTIMATE OF AGING RATE AND CAN HARDLY BE REGARDED AS A CLINICALLY IMPORTANT RISK MARKER FOR AGE-RELATED PATHOLOGIES AND MORTALITY. EVIDENCE IS OBTAINED THAT OTHER INDICATORS SUCH AS CERTAIN IMMUNE PARAMETERS, INDICES OF EPIGENETIC AGE, ETC., COULD BE STRONGER PREDICTORS OF THE HEALTH STATUS AND THE RISK OF CHRONIC DISEASE. HOWEVER, DESPITE THESE ISSUES AND LIMITATIONS, TL REMAINS TO BE VERY INFORMATIVE MARKER IN ACCESSING THE BIOLOGICAL AGE WHEN USED ALONG WITH OTHER MARKERS SUCH AS INDICES OF HOMEOSTATIC DYSREGULATION, FRAILTY INDEX, EPIGENETIC CLOCK, ETC. THIS REVIEW ARTICLE IS AIMED AT DESCRIBING THE CURRENT STATE OF THE ART IN THE FIELD AND AT DISCUSSING RECENT RESEARCH FINDINGS AND DIVERGENT VIEWPOINTS REGARDING THE USEFULNESS OF LEUKOCYTE TL FOR ESTIMATING THE HUMAN BIOLOGICAL AGE. 2020 17 5185 28 PREMATURE PHYSIOLOGIC AGING AS A PARADIGM FOR UNDERSTANDING INCREASED RISK OF ADVERSE HEALTH ACROSS THE LIFESPAN OF SURVIVORS OF CHILDHOOD CANCER. THE IMPROVEMENT IN SURVIVAL OF CHILDHOOD CANCER OBSERVED ACROSS THE PAST 50 YEARS HAS RESULTED IN A GROWING ACKNOWLEDGMENT THAT SIMPLY EXTENDING THE LIFESPAN OF SURVIVORS IS NOT ENOUGH. IT IS INCUMBENT ON BOTH THE CANCER RESEARCH AND THE CLINICAL CARE COMMUNITIES TO ALSO IMPROVE THE HEALTH SPAN OF SURVIVORS. IT IS WELL ESTABLISHED THAT AGING ADULT SURVIVORS OF CHILDHOOD CANCER ARE AT INCREASED RISK OF CHRONIC HEALTH CONDITIONS, RELATIVE TO THE GENERAL POPULATION. HOWEVER, AS THE FIRST GENERATION OF SURVIVORS AGE INTO THEIR 50S AND 60S, IT HAS BECOME INCREASINGLY EVIDENT THAT THIS POPULATION IS ALSO AT RISK OF EARLY ONSET OF PHYSIOLOGIC AGING. GERIATRIC MEASURES HAVE UNCOVERED EVIDENCE OF REDUCED STRENGTH AND SPEED AND INCREASED FATIGUE, ALL COMPONENTS OF FRAILTY, AMONG SURVIVORS WITH A MEDIAN AGE OF 33 YEARS, WHICH IS SIMILAR TO ADULTS OLDER THAN 65 YEARS OF AGE IN THE GENERAL POPULATION. FURTHERMORE, FRAILTY IN SURVIVORS INDEPENDENTLY INCREASED THE RISK OF MORBIDITY AND MORTALITY. ALTHOUGH THERE HAS BEEN A PAUCITY OF RESEARCH INVESTIGATING THE UNDERLYING BIOLOGIC MECHANISMS FOR ADVANCED PHYSIOLOGIC AGE IN SURVIVORS, RESULTS FROM GERIATRIC POPULATIONS SUGGEST FIVE BIOLOGICALLY PLAUSIBLE MECHANISMS THAT MAY BE POTENTIATED BY EXPOSURE TO CANCER THERAPIES: INCREASED CELLULAR SENESCENCE, REDUCED TELOMERE LENGTH, EPIGENETIC MODIFICATIONS, SOMATIC MUTATIONS, AND MITOCHONDRIAL DNA INFIDELITY. THERE IS NOW A CRITICAL NEED FOR RESEARCH TO ELUCIDATE THE BIOLOGIC MECHANISMS OF PREMATURE AGING IN SURVIVORS OF CHILDHOOD CANCER. THIS RESEARCH COULD PAVE THE WAY FOR NEW FRONTIERS IN THE PREVENTION OF THESE LIFE-CHANGING OUTCOMES. 2018 18 6346 23 THE ROLE OF EPIGENETICS IN CARDIOVASCULAR HEALTH AND AGEING: A FOCUS ON PHYSICAL ACTIVITY AND NUTRITION. THE CARDIOVASCULAR SYSTEM IS RESPONSIBLE FOR TRANSPORT OF BLOOD AND NUTRIENTS TO TISSUES, AND IS PIVOTAL TO THE PHYSIOLOGICAL HEALTH AND LONGEVITY. EPIGENETIC MODIFICATION IS A NATURAL, AGE-ASSOCIATED PROCESS RESULTING IN HIGHLY CONTEXTUALISED GENE EXPRESSION WITH CLEAR IMPLICATIONS FOR CELL DIFFERENTIATION AND DISEASE ONSET. BIOLOGICAL/EPIGENETIC AGE IS INDEPENDENT OF CHRONOLOGICAL AGE, CONSTITUTING A HIGHLY REFLECTIVE SNAPSHOT OF AN INDIVIDUAL'S OVERALL HEALTH. ACCELERATED VASCULAR AGEING IS OF MAJOR CONCERN, EFFECTIVELY LOWERING DISEASE THRESHOLD. AGE-RELATED CHRONIC ILLNESS INVOLVES A COMPLEX INTERPLAY BETWEEN MANY BIOLOGICAL PROCESSES AND IS MODULATED BY NON-MODIFIABLE AND MODIFIABLE RISK FACTORS. THESE ALTER THE STATIC GENOME BY A NUMBER OF EPIGENETIC MECHANISMS, WHICH CHANGE GENE EXPRESSION IN AN AGE AND LIFESTYLE DEPENDENT MANNER. THIS 'EPIGENETIC DRIFT' IMPACTS HEALTH AND CONTRIBUTES TO THE ETIOLOGY OF CHRONIC ILLNESS. LIFESTYLE FACTORS MAY CAUSE ACCELERATION OF THIS EPIGENETIC "CLOCK", PRE-DISPOSING INDIVIDUALS TO CARDIOVASCULAR DISEASE. NUTRITION AND PHYSICAL ACTIVITY ARE MODIFIABLE LIFESTYLE CHOICES, SYNERGISTICALLY CONTRIBUTING TO CARDIOVASCULAR HEALTH. THEY REPRESENT A POWERFUL POTENTIAL EPIGENETIC INTERVENTION POINT FOR EFFECTIVE CARDIOVASCULAR PROTECTIVE AND MANAGEMENT STRATEGIES. THUS, TOGETHER WITH TRADITIONAL RISK FACTORS, MONITORING THE EPIGENETIC SIGNATURE OF AGEING MAY PROVE BENEFICIAL FOR TAILORING LIFESTYLE TO FIT BIOLOGY - SUPPORTING THE INCREASINGLY POPULAR CONCEPT OF "AGEING WELL". 2018 19 5175 23 PREDICTORS OF BIOLOGICAL AGE: THE IMPLICATIONS FOR WELLNESS AND AGING RESEARCH. AS HEALTHSPAN AND LIFESPAN RESEARCH BREAKTHROUGHS HAVE BECOME MORE COMMONPLACE, THE NEED FOR VALID, PRACTICAL MARKERS OF BIOLOGICAL AGE IS BECOMING INCREASINGLY PARAMOUNT. THE ACCESSIBILITY AND AFFORDABILITY OF BIOLOGICAL AGE PREDICTORS THAT CAN REVEAL INFORMATION ABOUT MORTALITY AND MORBIDITY RISK, AS WELL AS REMAINING YEARS OF LIFE, HAS PROFOUND CLINICAL AND RESEARCH IMPLICATIONS. IN THIS REVIEW, WE EXAMINE 5 GROUPS OF AGING BIOMARKERS CAPABLE OF PROVIDING ACCURATE BIOLOGICAL AGE ESTIMATIONS. THE UNIQUE CAPABILITIES OF THESE BIOMARKERS HAVE FAR REACHING IMPLICATIONS FOR THE TESTING OF BOTH PHARMACEUTICAL AND NON-PHARMACEUTICAL INTERVENTIONS DESIGNED TO SLOW OR REVERSE BIOLOGICAL AGING. ADDITIONALLY, THE ENHANCED VALIDITY AND AVAILABILITY OF THESE TOOLS MAY HAVE INCREASINGLY RELEVANT CLINICAL VALUE. THE AUTHORS OF THIS REVIEW EXPLORE THOSE IMPLICATIONS, WITH AN EMPHASIS ON LIFESTYLE MODIFICATION RESEARCH, AND PROVIDE AN OVERVIEW OF THE CURRENT EVIDENCE REGARDING 5 BIOLOGICAL AGE PREDICTOR CATEGORIES: TELOMERE LENGTH, COMPOSITE BIOMARKERS, DNA METHYLATION "EPIGENETIC CLOCKS," TRANSCRIPTIONAL PREDICTORS OF BIOLOGICAL AGE, AND FUNCTIONAL AGE PREDICTORS. 2021 20 2047 28 EPIGENETIC CLOCKS MAY COME OUT OF RHYTHM-IMPLICATIONS FOR THE ESTIMATION OF CHRONOLOGICAL AGE IN FORENSIC CASEWORK. THERE IS A GROWING PERCEPTION THAT DNA METHYLATION MAY BE INFLUENCED BY EXOGENOUS AND ENDOGENOUS PARAMETERS. KNOWLEDGE OF THESE FACTORS IS OF GREAT RELEVANCE FOR THE INTERPRETATION OF DNA-METHYLATION DATA FOR THE ESTIMATION OF CHRONOLOGICAL AGE IN FORENSIC CASEWORK. WE PERFORMED A LITERATURE REVIEW TO IDENTIFY PARAMETERS, WHICH MIGHT BE OF RELEVANCE FOR THE PREDICTION OF CHRONOLOGICAL AGE BASED ON DNA METHYLATION. THE QUALITY OF AGE PREDICTIONS MIGHT PARTICULARLY BE INFLUENCED BY LIFETIME ADVERSITIES (CHRONIC STRESS, TRAUMA/POST-TRAUMATIC STRESS DISORDER (PTSD), VIOLENCE, LOW SOCIOECONOMIC STATUS/EDUCATION), CANCER, OBESITY AND RELATED DISEASES, INFECTIOUS DISEASES (ESPECIALLY HIV AND CYTOMEGALOVIRUS (CMV) INFECTIONS), SEX, ETHNICITY AND EXPOSURE TO TOXINS (ALCOHOL, SMOKING, AIR POLLUTION, PESTICIDES). SUCH FACTORS MAY ALTER THE DNA METHYLATION PATTERN AND MAY EXPLAIN THE PARTLY HIGH DEVIATIONS BETWEEN EPIGENETIC AGE AND CHRONOLOGICAL AGE IN SINGLE CASES (DESPITE OF LOW MEAN ABSOLUTE DEVIATIONS) THAT CAN ALSO BE OBSERVED WITH "EPIGENETIC CLOCKS" COMPRISING A HIGH NUMBER OF CPG SITES. SO FAR, ONLY FEW PUBLICATIONS DEALING WITH FORENSIC AGE ESTIMATION ADDRESS THESE CONFOUNDING FACTORS. FUTURE RESEARCH SHOULD FOCUS ON THE IDENTIFICATION OF FURTHER RELEVANT CONFOUNDING FACTORS AND THE DEVELOPMENT OF MODELS THAT ARE "ROBUST" AGAINST THE INFLUENCE OF SUCH BIOLOGICAL FACTORS BY SYSTEMATIC INVESTIGATIONS UNDER TARGETED INCLUSION OF DIVERSE AND DEFINED COHORTS. 2020