1 2650 94 EPIGENOMIC-GUIDED MASS CYTOMETRY PROFILING REVEALS DISEASE-SPECIFIC FEATURES OF EXHAUSTED CD8 T CELLS. EXHAUSTED CD8 T (TEX) CELLS ARE IMMUNOTHERAPY TARGETS IN CHRONIC INFECTION AND CANCER, BUT A COMPREHENSIVE ASSESSMENT OF TEX CELL DIVERSITY IN HUMAN DISEASE IS LACKING. HERE, WE DEVELOPED A TRANSCRIPTOMIC- AND EPIGENETIC-GUIDED MASS CYTOMETRY APPROACH TO DEFINE CORE EXHAUSTION-SPECIFIC GENES AND DISEASE-INDUCED CHANGES IN TEX CELLS IN HIV AND HUMAN CANCER. SINGLE-CELL PROTEOMIC PROFILING IDENTIFIED 9 DISTINCT TEX CELL CLUSTERS USING PHENOTYPIC, FUNCTIONAL, TRANSCRIPTION FACTOR, AND INHIBITORY RECEPTOR CO-EXPRESSION PATTERNS. AN EXHAUSTION SEVERITY METRIC WAS DEVELOPED AND INTEGRATED WITH HIGH-DIMENSIONAL PHENOTYPES TO DEFINE TEX CELL CLUSTERS THAT WERE PRESENT IN HEALTHY SUBJECTS, COMMON ACROSS CHRONIC INFECTION AND CANCER OR ENRICHED IN EITHER DISEASE, LINKED TO DISEASE SEVERITY, AND CHANGED WITH HIV THERAPY. COMBINATORIAL PATTERNS OF IMMUNOTHERAPY TARGETS ON DIFFERENT TEX CELL CLUSTERS WERE ALSO DEFINED. THIS APPROACH AND ASSOCIATED DATASETS PRESENT A RESOURCE FOR INVESTIGATING HUMAN TEX CELL BIOLOGY, WITH IMPLICATIONS FOR IMMUNE MONITORING AND IMMUNOMODULATION IN CHRONIC INFECTIONS, AUTOIMMUNITY, AND CANCER. 2018 2 6014 26 THE ARCHITECTURAL DESIGN OF CD8+ T CELL RESPONSES IN ACUTE AND CHRONIC INFECTION: PARALLEL STRUCTURES WITH DIVERGENT FATES. IN RESPONSE TO INFECTION, T CELLS ADOPT A RANGE OF DIFFERENTIATION STATES, CREATING NUMEROUS HETEROGENEOUS SUBSETS THAT EXHIBIT DIFFERENT PHENOTYPES, FUNCTIONS, AND MIGRATION PATTERNS. THIS T CELL HETEROGENEITY IS A UNIVERSAL FEATURE OF T CELL IMMUNITY, NEEDED TO EFFECTIVELY CONTROL PATHOGENS IN A CONTEXT-DEPENDENT MANNER AND GENERATE LONG-LIVED IMMUNITY TO THOSE PATHOGENS. HERE, WE REVIEW NEW INSIGHTS INTO DIFFERENTIATION STATE DYNAMICS AND POPULATION HETEROGENEITY OF CD8+ T CELLS IN ACUTE AND CHRONIC VIRAL INFECTIONS AND CANCER AND HIGHLIGHT THE PARALLELS AND DISTINCTIONS BETWEEN ACUTE AND CHRONIC ANTIGEN STIMULATION SETTINGS. WE FOCUS ON TRANSCRIPTIONAL AND EPIGENETIC NETWORKS THAT MODULATE THE PLASTICITY AND TERMINAL DIFFERENTIATION OF ANTIGEN-SPECIFIC CD8+ T CELLS AND GENERATE FUNCTIONALLY DIVERSE T CELL SUBSETS WITH DIFFERENT ROLES TO COMBAT INFECTION AND CANCER. 2021 3 2106 38 EPIGENETIC EVOLUTION AND LINEAGE HISTORIES OF CHRONIC LYMPHOCYTIC LEUKAEMIA. GENETIC AND EPIGENETIC INTRA-TUMORAL HETEROGENEITY COOPERATE TO SHAPE THE EVOLUTIONARY COURSE OF CANCER(1). CHRONIC LYMPHOCYTIC LEUKAEMIA (CLL) IS A HIGHLY INFORMATIVE MODEL FOR CANCER EVOLUTION AS IT UNDERGOES SUBSTANTIAL GENETIC DIVERSIFICATION AND EVOLUTION AFTER THERAPY(2,3). THE CLL EPIGENOME IS ALSO AN IMPORTANT DISEASE-DEFINING FEATURE(4,5), AND GROWING POPULATIONS OF CELLS IN CLL DIVERSIFY BY STOCHASTIC CHANGES IN DNA METHYLATION KNOWN AS EPIMUTATIONS(6). HOWEVER, PREVIOUS STUDIES USING BULK SEQUENCING METHODS TO ANALYSE THE PATTERNS OF DNA METHYLATION WERE UNABLE TO DETERMINE WHETHER EPIMUTATIONS AFFECT CLL POPULATIONS HOMOGENEOUSLY. HERE, TO MEASURE THE EPIMUTATION RATE AT SINGLE-CELL RESOLUTION, WE APPLIED MULTIPLEXED SINGLE-CELL REDUCED-REPRESENTATION BISULFITE SEQUENCING TO B CELLS FROM HEALTHY DONORS AND PATIENTS WITH CLL. WE OBSERVED THAT THE COMMON CLONAL ORIGIN OF CLL RESULTS IN A CONSISTENTLY INCREASED EPIMUTATION RATE, WITH LOW VARIABILITY IN THE CELL-TO-CELL EPIMUTATION RATE. BY CONTRAST, VARIABLE EPIMUTATION RATES ACROSS HEALTHY B CELLS REFLECT DIVERSE EVOLUTIONARY AGES ACROSS THE TRAJECTORY OF B CELL DIFFERENTIATION, CONSISTENT WITH EPIMUTATIONS SERVING AS A MOLECULAR CLOCK. HERITABLE EPIMUTATION INFORMATION ALLOWED US TO RECONSTRUCT LINEAGES AT HIGH-RESOLUTION WITH SINGLE-CELL DATA, AND TO APPLY THIS DIRECTLY TO PATIENT SAMPLES. THE CLL LINEAGE TREE SHAPE REVEALED EARLIER BRANCHING AND LONGER BRANCH LENGTHS THAN IN NORMAL B CELLS, REFLECTING RAPID DRIFT AFTER THE INITIAL MALIGNANT TRANSFORMATION AND A GREATER PROLIFERATIVE HISTORY. INTEGRATION OF SINGLE-CELL BISULFITE SEQUENCING ANALYSIS WITH SINGLE-CELL TRANSCRIPTOMES AND GENOTYPING CONFIRMED THAT GENETIC SUBCLONES MAPPED TO DISTINCT CLADES, AS INFERRED SOLELY ON THE BASIS OF EPIMUTATION INFORMATION. FINALLY, TO EXAMINE POTENTIAL LINEAGE BIASES DURING THERAPY, WE PROFILED SERIAL SAMPLES DURING IBRUTINIB-ASSOCIATED LYMPHOCYTOSIS, AND IDENTIFIED CLADES OF CELLS THAT WERE PREFERENTIALLY EXPELLED FROM THE LYMPH NODE AFTER TREATMENT, MARKED BY DISTINCT TRANSCRIPTIONAL PROFILES. THE SINGLE-CELL INTEGRATION OF GENETIC, EPIGENETIC AND TRANSCRIPTIONAL INFORMATION THUS CHARTS THE LINEAGE HISTORY OF CLL AND ITS EVOLUTION WITH THERAPY. 2019 4 4446 29 MOLECULAR MAP OF CHRONIC LYMPHOCYTIC LEUKEMIA AND ITS IMPACT ON OUTCOME. RECENT ADVANCES IN CANCER CHARACTERIZATION HAVE CONSISTENTLY REVEALED MARKED HETEROGENEITY, IMPEDING THE COMPLETION OF INTEGRATED MOLECULAR AND CLINICAL MAPS FOR EACH MALIGNANCY. HERE, WE FOCUS ON CHRONIC LYMPHOCYTIC LEUKEMIA (CLL), A B CELL NEOPLASM WITH VARIABLE NATURAL HISTORY THAT IS CONVENTIONALLY CATEGORIZED INTO TWO SUBTYPES DISTINGUISHED BY EXTENT OF SOMATIC MUTATIONS IN THE HEAVY-CHAIN VARIABLE REGION OF IMMUNOGLOBULIN GENES (IGHV). TO BUILD THE 'CLL MAP,' WE INTEGRATED GENOMIC, TRANSCRIPTOMIC AND EPIGENOMIC DATA FROM 1,148 PATIENTS. WE IDENTIFIED 202 CANDIDATE GENETIC DRIVERS OF CLL (109 NEW) AND REFINED THE CHARACTERIZATION OF IGHV SUBTYPES, WHICH REVEALED DISTINCT GENOMIC LANDSCAPES AND LEUKEMOGENIC TRAJECTORIES. DISCOVERY OF NEW GENE EXPRESSION SUBTYPES FURTHER SUBCATEGORIZED THIS NEOPLASM AND PROVED TO BE INDEPENDENT PROGNOSTIC FACTORS. CLINICAL OUTCOMES WERE ASSOCIATED WITH A COMBINATION OF GENETIC, EPIGENETIC AND GENE EXPRESSION FEATURES, FURTHER ADVANCING OUR PROGNOSTIC PARADIGM. OVERALL, THIS WORK REVEALS FRESH INSIGHTS INTO CLL ONCOGENESIS AND PROGNOSTICATION. 2022 5 5790 27 SRSF2-P95 HOTSPOT MUTATION IS HIGHLY ASSOCIATED WITH ADVANCED FORMS OF MASTOCYTOSIS AND MUTATIONS IN EPIGENETIC REGULATOR GENES. MASTOCYTOSIS IS A RARE AND CHRONIC DISEASE WITH PHENOTYPES RANGING FROM INDOLENT TO SEVERE. PROGNOSIS FOR THIS DISEASE IS VARIABLE AND VERY FEW BIOMARKERS TO PREDICT DISEASE EVOLUTION OR OUTCOME ARE CURRENTLY KNOWN. WE HAVE PERFORMED COMPREHENSIVE SCREENING IN OUR LARGE COHORT OF MASTOCYTOSIS PATIENTS FOR MUTATIONS PREVIOUSLY FOUND IN OTHER MYELOID DISEASES AND THAT COULD SERVE AS PROGNOSTIC INDICATORS. KIT, SRSF2-P95 AND TET2 MUTATIONS WERE BY FAR THE MOST FREQUENT, DETECTED IN 81%, 24% AND 21% OF PATIENTS, RESPECTIVELY. WHERE TET2 AND SRSF2-P95 MUTATION BOTH CORRELATED WITH ADVANCED DISEASE PHENOTYPES, SRSF2-P95 HOTSPOT MUTATION WAS FOUND ALMOST EXCLUSIVELY IN PATIENTS DIAGNOSED WITH ASSOCIATED CLONAL HEMATOLOGIC NON-MAST CELL DISEASE. STATISTICALLY, TET2 AND SRSF2-P95 MUTATIONS WERE HIGHLY ASSOCIATED, SUGGESTING A MECHANISTIC LINK BETWEEN THESE TWO FACTORS. FINALLY, ANALYSIS OF BOTH CLONAL AND SORTED CELL POPULATIONS FROM PATIENTS CONFIRMS THE PRESENCE OF THESE MUTATIONS IN THE MAST CELL COMPONENT OF THE DISEASE, SUGGESTS AN ONTOLOGICAL MUTATION HIERARCHY AND PROVIDES EVIDENCE FOR THE EXPANSION OF MULTIPLE CLONES. THIS HIGHLIGHTS THE PROGNOSTIC POTENTIAL OF SUCH APPROACHES, IF APPLIED SYSTEMATICALLY, FOR DELINEATING THE ROLES OF SPECIFIC MUTATIONS IN PREDISPOSING AND/OR DRIVING DISTINCT DISEASE PHENOTYPES. 2014 6 5671 34 SHARED AND DISTINCT BIOLOGICAL CIRCUITS IN EFFECTOR, MEMORY AND EXHAUSTED CD8(+) T CELLS REVEALED BY TEMPORAL SINGLE-CELL TRANSCRIPTOMICS AND EPIGENETICS. NAIVE CD8(+) T CELLS CAN DIFFERENTIATE INTO EFFECTOR (T(EFF)), MEMORY (T(MEM)) OR EXHAUSTED (T(EX)) T CELLS. THESE DEVELOPMENTAL PATHWAYS ARE ASSOCIATED WITH DISTINCT TRANSCRIPTIONAL AND EPIGENETIC CHANGES THAT ENDOW CELLS WITH DIFFERENT FUNCTIONAL CAPACITIES AND THEREFORE THERAPEUTIC POTENTIAL. THE MOLECULAR CIRCUITRY UNDERLYING THESE DEVELOPMENTAL TRAJECTORIES AND THE EXTENT OF HETEROGENEITY WITHIN T(EFF), T(MEM) AND T(EX) POPULATIONS REMAIN POORLY UNDERSTOOD. HERE, WE USED THE LYMPHOCYTIC CHORIOMENINGITIS VIRUS MODEL OF ACUTE-RESOLVING AND CHRONIC INFECTION TO ADDRESS THESE GAPS BY APPLYING LONGITUDINAL SINGLE-CELL RNA-SEQUENCING (SCRNA-SEQ) AND SINGLE-CELL ASSAY FOR TRANSPOSASE-ACCESSIBLE CHROMATIN SEQUENCING (SCATAC-SEQ) ANALYSES. THESE ANALYSES UNCOVERED NEW SUBSETS, INCLUDING A SUBPOPULATION OF T(EX) CELLS EXPRESSING NATURAL KILLER CELL-ASSOCIATED GENES THAT IS DEPENDENT ON THE TRANSCRIPTION FACTOR ZEB2, AS WELL AS MULTIPLE DISTINCT TCF-1(+) STEM/PROGENITOR-LIKE SUBSETS IN ACUTE AND CHRONIC INFECTION. THESE DATA ALSO REVEALED INSIGHTS INTO THE RESHAPING OF T(EX) SUBSETS FOLLOWING PROGRAMMED DEATH 1 (PD-1) PATHWAY BLOCKADE AND IDENTIFIED A KEY ROLE FOR THE CELL STRESS REGULATOR, BTG1, IN ESTABLISHING THE T(EX) POPULATION. FINALLY, THESE RESULTS HIGHLIGHTED HOW THE SAME BIOLOGICAL CIRCUITS SUCH AS CYTOTOXICITY OR STEM/PROGENITOR PATHWAYS CAN BE USED BY CD8(+) T CELL SUBSETS WITH HIGHLY DIVERGENT UNDERLYING CHROMATIN LANDSCAPES GENERATED DURING DIFFERENT INFECTIONS. 2022 7 4551 30 MUTATIONAL HIERARCHIES IN MYELODYSPLASTIC SYNDROMES DYNAMICALLY ADAPT AND EVOLVE UPON THERAPY RESPONSE AND FAILURE. CLONAL EVOLUTION IS BELIEVED TO BE A MAIN DRIVER FOR PROGRESSION OF VARIOUS TYPES OF CANCER AND IMPLICATED IN FACILITATING RESISTANCE TO DRUGS. HOWEVER, THE HIERARCHICAL ORGANIZATION OF MALIGNANT CLONES IN THE HEMATOPOIESIS OF MYELODYSPLASTIC SYNDROMES (MDS) AND ITS IMPACT ON RESPONSE TO DRUG THERAPY REMAIN POORLY UNDERSTOOD. USING HIGH-THROUGHPUT SEQUENCING OF PATIENT AND XENOGRAFTED CELLS, WE EVALUATED THE INTRATUMORAL HETEROGENEITY (N= 54) AND RECONSTRUCTED MUTATIONAL TRAJECTORIES (N = 39) IN PATIENTS SUFFERING FROM MDS (N = 52) AND CHRONIC MYELOMONOCYTIC LEUKEMIA-1 (N = 2). WE IDENTIFIED LINEAR AND ALSO BRANCHING EVOLUTION PATHS AND CONFIRMED ON A PATIENT-SPECIFIC LEVEL THAT SOMATIC MUTATIONS IN EPIGENETIC REGULATORS AND RNA SPLICING GENES FREQUENTLY CONSTITUTE ISOLATED DISEASE-INITIATING EVENTS. USING HIGH-THROUGHPUT EXOME- AND/OR DEEP-SEQUENCING, WE ANALYZED 103 CHRONOLOGICALLY ACQUIRED SAMPLES FROM 22 PATIENTS COVERING A CUMULATIVE OBSERVATION TIME OF 75 YEARS MDS DISEASE PROGRESSION. OUR DATA REVEALED HIGHLY DYNAMIC SHAPING OF COMPLEX OLIGOCLONAL ARCHITECTURES, SPECIFICALLY UPON TREATMENT WITH LENALIDOMIDE AND OTHER DRUGS. DESPITE INITIAL CLINICAL RESPONSE TO TREATMENT, PATIENTS' MARROW PERSISTENTLY REMAINED CLONAL WITH RAPID OUTGROWTH OF FOUNDER-, SUB-, OR EVEN FULLY INDEPENDENT CLONES, INDICATING AN INCREASED DYNAMIC RATE OF CLONAL TURNOVER. THE EMERGENCE AND DISAPPEARANCE OF SPECIFIC CLONES FREQUENTLY CORRELATED WITH CHANGES OF CLINICAL PARAMETERS, HIGHLIGHTING THEIR DISTINCT AND FAR-REACHING FUNCTIONAL PROPERTIES. INTRIGUINGLY, INCREASINGLY COMPLEX MUTATIONAL TRAJECTORIES ARE FREQUENTLY ACCOMPANIED BY CLINICAL PROGRESSION DURING THE COURSE OF DISEASE. THESE DATA SUBSTANTIATE A NEED FOR REGULAR BROAD MOLECULAR MONITORING TO GUIDE CLINICAL TREATMENT DECISIONS IN MDS. 2016 8 1577 28 DNA METHYLATION PROFILE IN CHRONIC MYELOMONOCYTIC LEUKEMIA ASSOCIATES WITH DISTINCT CLINICAL, BIOLOGICAL AND GENETIC FEATURES. CHROMOSOMAL ABNORMALITIES ARE DETECTED IN 20-30% OF PATIENTS WITH CHRONIC MYELOMONOCYTIC LEUKEMIA (CMML) AND CORRELATE WITH PROGNOSIS. ON THE MUTATION LEVEL, DISRUPTIVE ALTERATIONS ARE PARTICULARLY FREQUENT IN CHROMATIN REGULATORY GENES. HOWEVER, LITTLE IS KNOWN ABOUT THE CONSEQUENTIAL ALTERATIONS IN THE EPIGENETIC MARKING OF THE GENOME. HERE, WE REPORT THE ANALYSIS OF GENOMIC DNA METHYLATION PATTERNS OF 64 CMML PATIENTS AND 10 HEALTHY CONTROLS, USING A DNA METHYLATION MICROARRAY FOCUSED ON PROMOTER REGIONS. DIFFERENTIAL METHYLATION ANALYSIS BETWEEN PATIENTS AND CONTROLS ALLOWED US TO IDENTIFY ABNORMALITIES IN DNA METHYLATION, INCLUDING HYPERMETHYLATION OF SPECIFIC GENES AND LARGE GENOME REGIONS WITH ABERRANT DNA METHYLATION. UNSUPERVISED HIERARCHICAL CLUSTER ANALYSIS IDENTIFIED TWO MAIN CLUSTERS THAT ASSOCIATED WITH THE CLINICAL, BIOLOGICAL, AND GENETIC FEATURES OF PATIENTS. GROUP 1 WAS ENRICHED IN PATIENTS WITH ADVERSE CLINICAL AND BIOLOGICAL CHARACTERISTICS AND POORER OVERALL AND PROGRESSION-FREE SURVIVAL. IN ADDITION, SIGNIFICANT DIFFERENCES IN DNA METHYLATION WERE OBSERVED BETWEEN PATIENTS WITH LOW RISK AND INTERMEDIATE/HIGH RISK KARYOTYPES AND BETWEEN TET2 MUTANT AND WILD TYPE PATIENTS. TAKEN TOGETHER, OUR RESULTS DEMONSTRATE THAT ALTERED DNA METHYLATION PATTERNS REFLECT THE CMML DISEASE STATE AND ALLOW TO IDENTIFY PATIENT GROUPS WITH DISTINCT CLINICAL FEATURES. 2018 9 2074 33 EPIGENETIC DEREGULATION IN CHRONIC LYMPHOCYTIC LEUKEMIA: CLINICAL AND BIOLOGICAL IMPACT. DEREGULATED TRANSCRIPTIONAL CONTROL CAUSED BY ABERRANT DNA METHYLATION AND/OR HISTONE MODIFICATIONS IS A HALLMARK OF CANCER CELLS. IN CHRONIC LYMPHOCYTIC LEUKEMIA (CLL), THE MOST COMMON ADULT LEUKEMIA, THE EPIGENETIC 'LANDSCAPE' HAS ADDED A NEW LAYER OF COMPLEXITY TO OUR UNDERSTANDING OF THIS CLINICALLY AND BIOLOGICALLY HETEROGENEOUS DISEASE. EARLY STUDIES IDENTIFIED ABERRANT DNA METHYLATION, OFTEN BASED ON SINGLE GENE PROMOTER ANALYSIS WITH BOTH BIOLOGICAL AND CLINICAL IMPACT. SUBSEQUENT GENOME-WIDE PROFILING STUDIES REVEALED DIFFERENTIAL DNA METHYLATION BETWEEN CLLS AND CONTROLS AND IN PROGNOSTICS SUBGROUPS OF THE DISEASE. FROM THESE STUDIES, IT BECAME APPARENT THAT DNA METHYLATION IN REGIONS OUTSIDE OF PROMOTERS, SUCH AS ENHANCERS, IS IMPORTANT FOR THE REGULATION OF CODING GENES AS WELL AS FOR THE REGULATION OF NON-CODING RNAS. ALTHOUGH DNA METHYLATION PROFILES ARE REPORTEDLY STABLE OVER TIME AND IN RELATION TO THERAPY, A HIGHER EPIGENETIC HETEROGENEITY OR 'BURDEN' IS SEEN IN MORE AGGRESSIVE CLL SUBGROUPS, ALBEIT AS NON-RECURRENT 'PASSENGER' EVENTS. MORE RECENTLY, DNA METHYLATION PROFILES IN CLL ANALYZED IN RELATION TO DIFFERENTIATING NORMAL B-CELL POPULATIONS REVEALED THAT THE MAJORITY OF THE CLL EPIGENOME REFLECTS THE EPIGENOMES PRESENT IN THE CELL OF ORIGIN AND THAT ONLY A SMALL FRACTION OF THE EPIGENETIC ALTERATIONS REPRESENTS TRULY CLL-SPECIFIC CHANGES. FURTHERMORE, CLL PATIENTS CAN BE GROUPED INTO AT LEAST THREE CLINICALLY RELEVANT EPIGENETIC SUBGROUPS, POTENTIALLY ORIGINATING FROM DIFFERENT CELLS AT VARIOUS STAGES OF DIFFERENTIATION AND ASSOCIATED WITH DISTINCT OUTCOMES. IN THIS REVIEW, WE SUMMARIZE THE CURRENT UNDERSTANDING OF THE DNA METHYLOME IN CLL, THE ROLE OF HISTONE MODIFYING ENZYMES, HIGHLIGHT INSIGHTS DERIVED FROM ANIMAL MODELS AND ATTEMPTS MADE TO TARGET EPIGENETIC REGULATORS IN CLL ALONG WITH THE FUTURE DIRECTIONS OF THIS RAPIDLY ADVANCING FIELD. 2018 10 1464 29 DISSECTING THE HETEROGENEITY OF EXHAUSTED T CELLS AT THE MOLECULAR LEVEL. OUR UNDERSTANDING OF MECHANISMS UNDERLYING T-CELL EXHAUSTION HAS BEEN REFINED BY ANALYSIS OF EXHAUSTED T CELLS AT THE MOLECULAR LEVEL. THE DEVELOPMENT AND FUNCTIONS OF EXHAUSTED T CELLS ARE REGULATED BY A NUMBER OF TRANSCRIPTION FACTORS, EPIGENETIC FACTORS AND METABOLIC ENZYMES. IN ADDITION, RECENT WORK TO DISSECT EXHAUSTED T CELLS AT THE SINGLE-CELL LEVEL HAS ENABLED US TO DISCOVER A PRECURSOR EXHAUSTED T-CELL SUBSET EQUIPPED WITH LONG-TERM SURVIVAL CAPACITY. STARTING FROM THE ANALYSIS OF MOUSE MODELS, THE EXISTENCE OF PRECURSOR EXHAUSTED T CELLS HAS ALSO BEEN DOCUMENTED IN HUMAN T CELLS IN THE CONTEXT OF CHRONIC VIRUS INFECTIONS OR TUMORS. CLINICAL DATA SUGGEST THAT EVALUATING THE QUALITY OF EXHAUSTED T CELLS ON THE BASIS OF THEIR DIFFERENTIATION STATUS MAY BE HELPFUL TO PREDICT THE THERAPEUTIC RESPONSE TO INHIBITION OF PROGRAMMED DEATH 1 (PD1). MOREOVER, BEYOND IMMUNE-CHECKPOINT BLOCKADE, NOVEL THERAPEUTIC APPROACHES TO RE-INVIGORATE EXHAUSTED T CELLS HAVE BEEN EXPLORED BASED ON MOLECULAR INSIGHTS INTO T-CELL EXHAUSTION. HERE I WILL DISCUSS KEY MOLECULAR PROFILES ASSOCIATED WITH THE DEVELOPMENT, MAINTENANCE AND DIFFERENTIATION OF EXHAUSTED T CELLS AND HOW THESE FINDINGS CAN BE APPLICABLE IN THE FIELD OF CANCER IMMUNOTHERAPY. 2022 11 5704 29 SINGLE-CELL RNA-SEQ REVEALS TOX AS A KEY REGULATOR OF CD8(+) T CELL PERSISTENCE IN CHRONIC INFECTION. PROGENITOR-LIKE CD8(+) T CELLS MEDIATE LONG-TERM IMMUNITY TO CHRONIC INFECTION AND CANCER AND RESPOND POTENTLY TO IMMUNE CHECKPOINT BLOCKADE. THESE CELLS SHARE TRANSCRIPTIONAL REGULATORS WITH MEMORY PRECURSOR CELLS, INCLUDING T CELL-SPECIFIC TRANSCRIPTION FACTOR 1 (TCF1), BUT IT IS UNCLEAR WHETHER THEY ADOPT DISTINCT PROGRAMS TO ADAPT TO THE IMMUNOSUPPRESSIVE ENVIRONMENT. BY COMPARING THE SINGLE-CELL TRANSCRIPTOMES AND EPIGENETIC PROFILES OF CD8(+) T CELLS RESPONDING TO ACUTE AND CHRONIC VIRAL INFECTIONS, WE FOUND THAT PROGENITOR-LIKE CD8(+) T CELLS BECAME DISTINCT FROM MEMORY PRECURSOR CELLS BEFORE THE PEAK OF THE T CELL RESPONSE. WE DISCOVERED A COEXPRESSION GENE MODULE CONTAINING TOX THAT EXHIBITED HIGHER TRANSCRIPTIONAL ACTIVITY ASSOCIATED WITH MORE ABUNDANT ACTIVE HISTONE MARKS IN PROGENITOR-LIKE CELLS THAN MEMORY PRECURSOR CELLS. MOREOVER, THYMOCYTE SELECTION-ASSOCIATED HIGH MOBILITY GROUP BOX PROTEIN TOX (TOX) PROMOTED THE PERSISTENCE OF ANTIVIRAL CD8(+) T CELLS AND WAS REQUIRED FOR THE PROGRAMMING OF PROGENITOR-LIKE CD8(+) T CELLS. THUS, LONG-TERM CD8(+) T CELL IMMUNITY TO CHRONIC VIRAL INFECTION REQUIRES UNIQUE TRANSCRIPTIONAL AND EPIGENETIC PROGRAMS ASSOCIATED WITH THE TRANSCRIPTION FACTOR TOX. 2019 12 6851 29 [MOLECULAR PROFILES OF EXHAUSTED T CELLS AND THEIR IMPACT ON RESPONSE TO IMMUNE CHECKPOINT BLOCKADE]. T CELL EXHAUSTION IS INDUCED IN THE CONTEXT OF CHRONIC VIRUS INFECTION AND TUMOR MICROENVIRONMENT, IN WHICH CYTOTOXIC T CELLS ARE REPEATEDLY EXPOSED TO THE TARGET ANTIGEN AND DEPRIVED OF THEIR EFFECTOR FUNCTIONS. MULTIPLE STUDIES HAVE ALREADY SHOWN THE SIGNIFICANT IMPACT OF IMMUNE CHECKPOINT MOLECULES SUCH AS PD1 ON FUNCTIONAL PROPERTIES OF EXHAUSTED T CELLS. IN ADDITION TO THESE SIGNALS, EXHAUSTED T CELLS POSSESS DISTINCT TRANSCRIPTIONAL AND EPIGENETIC PROFILES COMPARED WITH CONVENTIONAL EFFECTOR AND MEMORY T CELLS. IMPORTANTLY, MOST OF THESE FEATURES ARE NOT AFFECTED BY IMMUNE CHECKPOINT BLOCKADE, SUGGESTING THAT GENETIC AND EPIGENETIC REMODELING OF T CELLS IS AN UNDERLYING MOLECULAR MECHANISM ESSENTIAL FOR T CELL EXHAUSTION. MOREOVER, IT HAS NOW BEEN EVIDENT THAT EXHAUSTED T CELLS ARE A HETEROGENEOUS CELL POPULATION COMPOSED OF DISTINCT T CELL SUBSETS, AND THESE FUNCTIONAL DIFFERENCES PROFOUNDLY AFFECT THERAPEUTIC EFFICACY OF CANCER IMMUNOTHERAPY. IN THIS REVIEW, I WILL DISCUSS RECENT STUDIES INVESTIGATING MOLECULAR MECHANISMS OF T CELL EXHAUSTION, INCLUDING NOVEL KEY MOLECULES ESSENTIALLY ASSOCIATED WITH T CELL EXHAUSTION. THESE FINDINGS ARE POTENTIALLY APPLICABLE TO REINVIGORATE EFFECTOR FUNCTIONS OF EXHAUSTED T CELLS. 2022 13 3089 19 GENOMIC AND EPIGENOMIC ALTERATIONS IN CHRONIC LYMPHOCYTIC LEUKEMIA. CHRONIC LYMPHOCYTIC LEUKEMIA IS A COMMON DISEASE IN WESTERN COUNTRIES AND HAS HETEROGENEOUS CLINICAL BEHAVIOR. THE RELEVANCE OF THE GENETIC BASIS OF THE DISEASE HAS COME TO THE FOREFRONT RECENTLY, WITH GENOME-WIDE STUDIES THAT HAVE PROVIDED A COMPREHENSIVE VIEW OF STRUCTURAL VARIANTS, SOMATIC MUTATIONS, AND DIFFERENT LAYERS OF EPIGENETIC CHANGES. THE MUTATIONAL LANDSCAPE IS CHARACTERIZED BY RELATIVELY COMMON COPY NUMBER ALTERATIONS, A FEW MUTATED GENES OCCURRING IN 10-15% OF CASES, AND A LARGE NUMBER OF GENES MUTATED IN A SMALL NUMBER OF CASES. THE EPIGENOMIC PROFILE HAS REVEALED A MARKED REPROGRAMMING OF REGULATORY REGIONS IN TUMOR CELLS COMPARED WITH NORMAL B CELLS. ALL OF THESE ALTERATIONS ARE DIFFERENTIALLY DISTRIBUTED IN CLINICAL AND BIOLOGICAL SUBSETS OF THE DISEASE, INDICATING THAT THEY MAY UNDERLIE THE HETEROGENEOUS EVOLUTION OF THE DISEASE. THESE GLOBAL STUDIES ARE REVEALING THE MOLECULAR COMPLEXITY OF CHRONIC LYMPHOCYTIC LEUKEMIA AND PROVIDE NEW PERSPECTIVES THAT HAVE HELPED TO UNDERSTAND ITS PATHOGENIC MECHANISMS AND IMPROVE THE CLINICAL MANAGEMENT OF PATIENTS. 2020 14 1068 23 CLL INTRACLONAL FRACTIONS EXHIBIT ESTABLISHED AND RECENTLY ACQUIRED PATTERNS OF DNA METHYLATION. INTRACLONAL SUBPOPULATIONS OF CIRCULATING CHRONIC LYMPHOCYTIC LEUKEMIA (CLL) CELLS WITH DIFFERENT PROLIFERATIVE HISTORIES AND RECIPROCAL SURFACE EXPRESSION OF CXCR4 AND CD5 HAVE BEEN OBSERVED IN THE PERIPHERAL BLOOD OF CLL PATIENTS AND NAMED PROLIFERATIVE (PF), INTERMEDIATE (IF), AND RESTING (RF) CELLULAR FRACTIONS. HERE, WE FOUND THAT THESE INTRACLONAL CIRCULATING FRACTIONS SHARE PERSISTENT DNA METHYLATION SIGNATURES LARGELY ASSOCIATED WITH THE MUTATION STATUS OF THE IMMUNOGLOBULIN HEAVY CHAIN LOCUS (IGHV) AND THEIR ORIGINS FROM DISTINCT STAGES OF DIFFERENTIATION OF ANTIGEN-EXPERIENCED B CELLS. INCREASED LEUKEMIC BIRTH RATE, HOWEVER, SHOWED A VERY LIMITED IMPACT ON DNA METHYLATION OF CIRCULATING CLL FRACTIONS INDEPENDENT OF IGHV MUTATION STATUS. ADDITIONALLY, DNA METHYLATION HETEROGENEITY INCREASED AS LEUKEMIC CELLS ADVANCED FROM PF TO RF IN THE PERIPHERAL BLOOD. THIS FREQUENTLY CO-OCCURRED WITH HETEROCHROMATIN HYPOMETHYLATION AND HYPERMETHYLATION OF POLYCOMB-REPRESSED REGIONS IN THE PF, SUGGESTING ACCUMULATION OF LONGEVITY-ASSOCIATED EPIGENETIC FEATURES IN RECENTLY BORN CELLS. ON THE OTHER HAND, TRANSCRIPTIONAL DIFFERENCES BETWEEN PAIRED INTRACLONAL FRACTIONS CONFIRMED THEIR PROLIFERATIVE EXPERIENCE AND FURTHER SUPPORTED A LINEAR ADVANCEMENT FROM PF TO RF IN THE PERIPHERAL BLOOD. SEVERAL OF THESE DIFFERENTIALLY EXPRESSED GENES SHOWED UNIQUE ASSOCIATIONS WITH CLINICAL OUTCOME NOT EVIDENT IN THE BULK CLONE, SUPPORTING THE PATHOLOGICAL AND THERAPEUTIC RELEVANCE OF STUDYING INTRACLONAL CLL FRACTIONS. WE CONCLUDE THAT INDEPENDENT METHYLATION AND TRANSCRIPTIONAL LANDSCAPES REFLECT BOTH PREEXISTING CELL-OF-ORIGIN FINGERPRINTS AND MORE RECENTLY ACQUIRED HALLMARKS ASSOCIATED WITH THE LIFE CYCLE OF CIRCULATING CLL CELLS. 2020 15 6677 30 USING EPIGENETICS TO DEFINE VACCINE-INDUCED MEMORY T CELLS. MEMORY T CELLS GENERATED FROM ACUTE INFECTION OR VACCINATION HAVE THE POTENTIAL TO PROVIDE THE HOST WITH LIFE-LONG IMMUNITY AGAINST RE-INFECTION. PROTECTION BY MEMORY T CELLS IS ACHIEVED THROUGH THEIR ACQUIRED ABILITY TO PERSIST AT ANATOMICAL SITES OF THE PRIMARY INFECTION AS WELL AS MAINTAINING A HEIGHTENED ABILITY TO RECALL EFFECTOR FUNCTIONS. THE MAINTENANCE OF CD8 AND CD4 T CELL FUNCTION IN A STATE OF READINESS IS KEY TO LIFE-LONG IMMUNITY AND MANIFEST THROUGH CHANGES IN TRANSCRIPTIONAL REGULATION. YET, THE ABILITY TO IDENTIFY POISED TRANSCRIPTIONAL PROGRAMS AT THE MAINTENANCE STAGE OF THE RESPONSE IS LACKING FROM MOST TRANSCRIPTIONAL PROFILING STUDIES OF MEMORY T CELLS. EPIGENETIC PROFILING ALLOWS FOR THE ASSESSMENT OF TRANSCRIPTIONALLY POISED (PROMOTERS THAT ARE READILY ACCESSIBLE FOR TRANSCRIPTION) STATES OF ANTIGEN-SPECIFIC T CELLS WITHOUT MANIPULATION OF THE ACTIVATION STATE OF THE CELL. HERE WE REVIEW RECENT STUDIES THAT HAVE EXAMINED EPIGENETIC PROGRAMS OF EFFECTOR AND MEMORY T CELL SUBSETS. THESE REPORTS DEMONSTRATE THAT ACQUISITION OF EPIGENETIC PROGRAMS DURING MEMORY T CELL DIFFERENTIATION TO ACUTE AND CHRONIC INFECTIONS IS COUPLED TO, AND POTENTIALLY REGULATE, THE CELL'S RECALL RESPONSE. WE DISCUSS THE USEFULNESS OF EPIGENETIC PROFILING IN CHARACTERIZING T CELL DIFFERENTIATION STATE AND FUNCTION FOR PRECLINICAL EVALUATION OF VACCINES AND THE CURRENT METHODOLOGIES FOR SINGLE LOCUS VERSUS GENOME-WIDE EPIGENETIC PROFILING. 2013 16 492 26 ASSESSMENT OF HIV-1 INTEGRATION IN TISSUES AND SUBSETS ACROSS INFECTION STAGES. THE INTEGRATION OF HIV DNA INTO THE HOST GENOME CONTRIBUTES TO LIFELONG INFECTION IN MOST INDIVIDUALS. FEW STUDIES HAVE EXAMINED INTEGRATION IN LYMPHOID TISSUE, WHERE HIV PREDOMINANTLY PERSISTS BEFORE AND AFTER ANTIRETROVIRAL TREATMENT (ART). OF PARTICULAR INTEREST IS WHETHER INTEGRATION SITE DISTRIBUTIONS DIFFER BETWEEN INFECTION STAGES WITH PAIRED BLOOD AND TISSUE COMPARISONS. HERE, WE PROFILED HIV INTEGRATION SITE DISTRIBUTIONS IN SORTED MEMORY, TISSUE-RESIDENT, AND/OR FOLLICULAR HELPER CD4+ T CELL SUBSETS FROM PAIRED BLOOD AND LYMPHOID TISSUE SAMPLES FROM ACUTE, CHRONIC, AND ART-TREATED INDIVIDUALS. WE OBSERVED MINOR DIFFERENCES IN THE FREQUENCY OF NONINTRONIC AND NONDISTAL INTERGENIC SITES, VARYING WITH TISSUE AND RESIDENCY PHENOTYPES DURING ART. GENOMIC AND EPIGENETIC ANNOTATIONS WERE GENERALLY SIMILAR. CLONAL EXPANSION OF CELLS MARKED BY IDENTICAL INTEGRATION SITES WAS DETECTED, WITH INCREASED DETECTION IN CHRONIC AND ART-TREATED INDIVIDUALS. HOWEVER, OVERLAP BETWEEN OR WITHIN CD4+ T CELL SUBSETS OR TISSUE COMPARTMENTS WAS ONLY OBSERVED IN 8 UNIQUE SITES OF THE 3540 SITES STUDIED. TOGETHER, THESE FINDINGS SUGGEST THAT SHARED INTEGRATION SITES BETWEEN BLOOD AND TISSUE MAY, DEPENDING ON THE TISSUE SITE, BE THE EXCEPTION RATHER THAN THE RULE AND INDICATE THAT ADDITIONAL STUDIES ARE NECESSARY TO FULLY UNDERSTAND THE HETEROGENEITY OF TISSUE-SEQUESTERED HIV RESERVOIRS. 2020 17 4254 38 METHYLOME-BASED CELL-OF-ORIGIN MODELING (METHYL-COOM) IDENTIFIES ABERRANT EXPRESSION OF IMMUNE REGULATORY MOLECULES IN CLL. BACKGROUND: IN CANCER, NORMAL EPIGENETIC PATTERNS ARE DISTURBED AND CONTRIBUTE TO GENE EXPRESSION CHANGES, DISEASE ONSET, AND PROGRESSION. THE CANCER EPIGENOME IS COMPOSED OF THE EPIGENETIC PATTERNS PRESENT IN THE TUMOR-INITIATING CELL AT THE TIME OF TRANSFORMATION, AND THE TUMOR-SPECIFIC EPIGENETIC ALTERATIONS THAT ARE ACQUIRED DURING TUMOR INITIATION AND PROGRESSION. THE PRECISE DISSECTION OF THESE TWO COMPONENTS OF THE TUMOR EPIGENOME WILL FACILITATE A BETTER UNDERSTANDING OF THE BIOLOGICAL MECHANISMS UNDERLYING MALIGNANT TRANSFORMATION. CHRONIC LYMPHOCYTIC LEUKEMIA (CLL) ORIGINATES FROM DIFFERENTIATING B CELLS, WHICH UNDERGO EXTENSIVE EPIGENETIC PROGRAMMING. THIS POSES THE CHALLENGE TO PRECISELY DETERMINE THE EPIGENOMIC GROUND STATE OF THE CELL-OF-ORIGIN IN ORDER TO IDENTIFY CLL-SPECIFIC EPIGENETIC ABERRATIONS. METHODS: WE DEVELOPED A LINEAR REGRESSION MODEL, METHYLOME-BASED CELL-OF-ORIGIN MODELING (METHYL-COOM), TO MAP THE CELL-OF-ORIGIN FOR INDIVIDUAL CLL PATIENTS BASED ON THE CONTINUUM OF EPIGENOMIC CHANGES DURING NORMAL B CELL DIFFERENTIATION. RESULTS: METHYL-COOM ACCURATELY MAPS THE CELL-OF-ORIGIN OF CLL AND IDENTIFIES CLL-SPECIFIC ABERRANT DNA METHYLATION EVENTS THAT ARE NOT CONFOUNDED BY PHYSIOLOGIC EPIGENETIC B CELL PROGRAMMING. FURTHERMORE, METHYL-COOM UNMASKS ABNORMAL ACTION OF TRANSCRIPTION FACTORS, ALTERED SUPER-ENHANCER ACTIVITIES, AND ABERRANT TRANSCRIPT EXPRESSION IN CLL. AMONG THE ABERRANTLY REGULATED TRANSCRIPTS WERE MANY GENES THAT HAVE PREVIOUSLY BEEN IMPLICATED IN T CELL BIOLOGY. FLOW CYTOMETRY ANALYSIS OF THESE MARKERS CONFIRMED THEIR ABERRANT EXPRESSION ON MALIGNANT B CELLS AT THE PROTEIN LEVEL. CONCLUSIONS: METHYL-COOM ANALYSIS OF CLL IDENTIFIED DISEASE-SPECIFIC ABERRANT GENE REGULATION. THE ABERRANTLY EXPRESSED GENES IDENTIFIED IN THIS STUDY MIGHT PLAY A ROLE IN IMMUNE-EVASION IN CLL AND MIGHT SERVE AS NOVEL TARGETS FOR IMMUNOTHERAPY APPROACHES. IN SUMMARY, WE PROPOSE A NOVEL FRAMEWORK FOR IN SILICO MODELING OF REFERENCE DNA METHYLOMES AND FOR THE IDENTIFICATION OF CANCER-SPECIFIC EPIGENETIC CHANGES, A CONCEPT THAT CAN BE BROADLY APPLIED TO OTHER HUMAN MALIGNANCIES. 2020 18 945 24 CHRONIC LYMPHOCYTIC LEUKEMIA: MOLECULAR HETEROGENEITY REVEALED BY HIGH-THROUGHPUT GENOMICS. CHRONIC LYMPHOCYTIC LEUKEMIA (CLL) HAS BEEN CONSISTENTLY AT THE FOREFRONT OF GENETIC RESEARCH OWING TO ITS PREVALENCE AND THE ACCESSIBILITY OF SAMPLE MATERIAL. RECENTLY, GENOME-WIDE TECHNOLOGIES HAVE BEEN INTENSIVELY APPLIED TO CLL GENETICS, WITH REMARKABLE PROGRESS. SINGLE NUCLEOTIDE POLYMORPHISM ARRAYS HAVE IDENTIFIED RECURRING CHROMOSOMAL ABERRATIONS, THEREBY FOCUSING FUNCTIONAL STUDIES ON DISCRETE GENOMIC LESIONS AND LEADING TO THE FIRST IMPLICATION OF SOMATIC MICRORNA DISRUPTION IN CANCER. NEXT-GENERATION SEQUENCING (NGS) HAS FURTHER TRANSFORMED OUR UNDERSTANDING OF CLL BY IDENTIFYING NOVEL RECURRENTLY MUTATED PUTATIVE DRIVERS, INCLUDING THE UNEXPECTED DISCOVERY OF SOMATIC MUTATIONS AFFECTING SPLICEOSOME FUNCTION. NGS HAS FURTHER ENABLED IN-DEPTH EXAMINATION OF THE TRANSCRIPTIONAL AND EPIGENETIC CHANGES IN CLL THAT ACCOMPANY GENETIC LESIONS, AND HAS SHED LIGHT ON HOW DIFFERENT DRIVER EVENTS APPEAR AT DIFFERENT STAGES OF DISEASE PROGRESSION AND CLONALLY EVOLVE WITH RELAPSED DISEASE. IN ADDITION TO PROVIDING IMPORTANT INSIGHTS INTO DISEASE BIOLOGY, THESE DISCOVERIES HAVE SIGNIFICANT TRANSLATIONAL POTENTIAL. THEY ENHANCE PROGNOSIS BY HIGHLIGHTING SPECIFIC LESIONS ASSOCIATED WITH POOR CLINICAL OUTCOMES (FOR EXAMPLE, DRIVER EVENTS SUCH AS MUTATIONS IN THE SPLICING FACTOR SUBUNIT GENE SF3B1) OR WITH INCREASED CLONAL HETEROGENEITY (FOR EXAMPLE, THE PRESENCE OF SUBCLONAL DRIVER MUTATIONS). HERE, WE REVIEW NEW GENOMIC DISCOVERIES IN CLL AND DISCUSS THEIR POSSIBLE IMPLICATIONS IN THE ERA OF PRECISION MEDICINE. 2013 19 1759 31 EARLY PRECURSOR T CELLS ESTABLISH AND PROPAGATE T CELL EXHAUSTION IN CHRONIC INFECTION. CD8(+) T CELLS RESPONDING TO CHRONIC INFECTIONS OR TUMORS ACQUIRE AN 'EXHAUSTED' STATE ASSOCIATED WITH ELEVATED EXPRESSION OF INHIBITORY RECEPTORS, INCLUDING PD-1, AND IMPAIRED CYTOKINE PRODUCTION. EXHAUSTED T CELLS ARE CONTINUOUSLY REPLENISHED BY T CELLS WITH PRECURSOR CHARACTERISTICS THAT SELF-RENEW AND DEPEND ON THE TRANSCRIPTION FACTOR TCF1; HOWEVER, THEIR DEVELOPMENTAL REQUIREMENTS ARE POORLY UNDERSTOOD. IN THE PRESENT STUDY, WE DEMONSTRATE THAT HIGH ANTIGEN LOAD PROMOTED THE DIFFERENTIATION OF PRECURSOR T CELLS, WHICH ACQUIRED HALLMARKS OF EXHAUSTION WITHIN DAYS OF INFECTION, WHEREAS EARLY EFFECTOR CELLS RETAINED POLYFUNCTIONAL FEATURES. EARLY PRECURSOR T CELLS SHOWED EPIGENETIC IMPRINTING CHARACTERISTIC OF T CELL RECEPTOR-DEPENDENT TRANSCRIPTION FACTOR BINDING AND WERE RESTRICTED TO THE GENERATION OF CELLS DISPLAYING EXHAUSTION CHARACTERISTICS. TRANSCRIPTION FACTORS BACH2 AND BATF WERE KEY REGULATORS WITH OPPOSING FUNCTIONS IN THE GENERATION OF EARLY PRECURSOR T CELLS. OVERALL, WE DEMONSTRATE THAT EXHAUSTION MANIFESTS FIRST IN TCF1(+) PRECURSOR T CELLS AND IS PROPAGATED SUBSEQUENTLY TO THE POOL OF ANTIGEN-SPECIFIC T CELLS. 2020 20 5702 28 SINGLE-CELL GENOMICS FOR INVESTIGATING PATHOGENESIS OF INFLAMMATORY DISEASES. RECENT TECHNICAL ADVANCES HAVE ENABLED UNBIASED TRANSCRIPTOMIC AND EPIGENETIC ANALYSIS OF EACH CELL, KNOWN AS "SINGLE-CELL ANALYSIS". SINGLE-CELL ANALYSIS HAS A VARIETY OF TECHNICAL APPROACHES TO INVESTIGATE THE STATE OF EACH CELL, INCLUDING MRNA LEVELS (TRANSCRIPTOME), THE IMMUNE REPERTOIRE (IMMUNE REPERTOIRE ANALYSIS), CELL SURFACE PROTEINS (SURFACE PROTEOME ANALYSIS), CHROMATIN ACCESSIBILITY (EPIGENOME), AND ACCORDANCE WITH GENOME VARIANTS (EQTLS; EXPRESSION QUANTITATIVE TRAIT LOCI). AS AN EFFECTIVE TOOL FOR INVESTIGATING ROBUST IMMUNE RESPONSES IN CORONAVIRUS DISEASE 2019 (COVID-19), MANY RESEARCHERS PERFORMED SINGLE-CELL ANALYSIS TO CAPTURE THE DIVERSE, UNBIASED IMMUNE CELL ACTIVATION AND DIFFERENTIATION. DESPITE CHALLENGES ELUCIDATING THE COMPLICATED IMMUNE MICROENVIRONMENTS OF CHRONIC INFLAMMATORY DISEASES USING EXISTING EXPERIMENTAL METHODS, IT IS NOW POSSIBLE TO CAPTURE THE SIMULTANEOUS IMMUNE FEATURES OF DIFFERENT CELL TYPES ACROSS INFLAMED TISSUES USING VARIOUS SINGLE-CELL TOOLS. IN THIS REVIEW, WE INTRODUCE PATIENT-BASED AND EXPERIMENTAL MOUSE MODEL RESEARCH UTILIZING SINGLE-CELL ANALYSES IN THE FIELD OF CHRONIC INFLAMMATORY DISEASES, AS WELL AS MULTI-ORGAN ATLAS TARGETING IMMUNE CELLS. 2023