1 3761 157 INTEGRATING GENETIC AND EPIGENETIC FACTORS IN CHRONIC MYELOID LEUKEMIA RISK ASSESSMENT: TOWARD GENE EXPRESSION-BASED BIOMARKERS. CANCER TREATMENT IS CONSTANTLY EVOLVING FROM A ONE-SIZE-FITS-ALL TOWARDS BESPOKE APPROACHES FOR EACH PATIENT. IN CERTAIN SOLID CANCERS, INCLUDING BREAST AND LUNG, TUMOR GENOME PROFILING HAS BEEN INCORPORATED INTO THERAPEUTIC DECISION-MAKING. FOR CHRONIC PHASE CHRONIC MYELOID LEUKEMIA (CML), WHILE TYROSINE KINASE INHIBITOR THERAPY IS THE STANDARD TREATMENT, CURRENT CLINICAL SCORING SYSTEMS CANNOT ACCURATELY PREDICT THE HETEROGENEOUS TREATMENT OUTCOMES OBSERVED IN PATIENTS. BIOMARKERS CAPABLE OF SEGREGATING PATIENTS ACCORDING TO OUTCOME AT DIAGNOSIS ARE NEEDED TO IMPROVE MANAGEMENT, AND FACILITATE ENROLLMENT IN CLINICAL TRIALS SEEKING TO PREVENT BLAST CRISIS TRANSFORMATION AND IMPROVE THE DEPTH OF MOLECULAR RESPONSES. TO THIS END, GENE EXPRESSION (GE) PROFILING STUDIES HAVE EVALUATED WHETHER GE SIGNATURES AT DIAGNOSIS ARE CLINICALLY INFORMATIVE. PATIENT MATERIAL FROM A VARIETY OF SOURCES HAS BEEN PROFILED USING MICROARRAYS, RNA SEQUENCING AND, MORE RECENTLY, SINGLE-CELL RNA SEQUENCING. HOWEVER, DIFFERENCES IN THE CELL TYPES PROFILED, THE TECHNOLOGIES USED, AND THE INHERENT COMPLEXITIES ASSOCIATED WITH THE INTERPRETATION OF GENOMIC DATA POSE CHALLENGES IN DISTILLING GE DATASETS INTO BIOMARKERS WITH CLINICAL UTILITY. THE GOAL OF THIS PAPER IS TO REVIEW PREVIOUS STUDIES EVALUATING GE PROFILING IN CML, AND EXPLORE THEIR POTENTIAL AS RISK ASSESSMENT TOOLS FOR INDIVIDUALIZED CML TREATMENT. WE ALSO REVIEW THE CONTRIBUTION THAT ACQUIRED MUTATIONS, INCLUDING THOSE SEEN IN CLONAL HEMATOPOIESIS, MAKE TO GE PROFILES, AND HOW A MODEL INTEGRATING CONTRIBUTIONS OF GENETIC AND EPIGENETIC FACTORS IN RESISTANCE TO TYROSINE KINASE INHIBITORS AND BLAST CRISIS TRANSFORMATION CAN DEFINE A ROUTE TO GE-BASED BIOMARKERS. FINALLY, WE OUTLINE A FOUR-STAGE APPROACH FOR THE DEVELOPMENT OF GE-BASED BIOMARKERS IN CML. 2022 2 3565 46 IMPACT OF GENETIC POLYMORPHISMS AND BIOMARKERS ON THE EFFECTIVENESS AND TOXICITY OF TREATMENT OF CHRONIC MYELOID LEUKEMIA AND ACUTE MYELOID LEUKEMIA. MOST MALIGNANT HEMATOLOGICAL DISEASES ARE GENERALLY A CONSEQUENCE OF ACQUIRED MUTATIONS OR REARRANGEMENTS IN CELL REPLICATION PROCESSES. ACUTE MYELOID LEUKEMIA (AML) IS A CLINICALLY AND MOLECULARLY HETEROGENEOUS DISEASE THAT RESULTS FROM ACQUIRED GENETIC AND EPIGENETIC ALTERATIONS IN HEMATOPOIETIC PROGENITOR CELLS. DESPITE THE ADVANCES MADE IN UNDERSTANDING THE PATHOGENESIS OF THIS DISEASE, THE OVERALL SURVIVAL OF PATIENTS REMAINS VERY LOW DUE TO THE HIGH RELAPSE RATE. PHARMACOGENETICS AND MASSIVE SEQUENCING STUDIES HAVE ALLOWED THE IDENTIFICATION OF NEW RECURRENT MUTATIONS WITH SIGNIFICANT PROGNOSTIC IMPACT IN AML; FURTHERMORE, IT SEEMS LIKELY THAT WHOLE GENOME SEQUENCING WILL SOON BECOME A STANDARD DIAGNOSTIC TEST, WHICH WILL ALLOW THE MOLECULAR DIAGNOSIS OF PATIENTS. THEREFORE, IT IS NECESSARY TO DEVELOP MOLECULAR TARGETS THAT OPEN NEW THERAPEUTIC PERSPECTIVES AND ALLOW INDIVIDUALIZED TREATMENT OF PATIENTS WITH THIS AGGRESSIVE DISEASE. CHRONIC MYELOID LEUKEMIA (CML) IS THE FIRST NEOPLASTIC DISEASE FOR WHICH A CHARACTERISTIC GENETIC ALTERATION WAS DESCRIBED. IT HAS, BY DEFINITION, A GENETIC MARKER, THE BCR::ABL1 REARRANGEMENT, AS A CONSEQUENCE OF THE T9;22(Q34;Q11) TRANSLOCATION. ITS STUDY IS ESSENTIAL FOR THE DIAGNOSIS OF THIS ENTITY AND ALSO FOR MONITORING THE RESPONSE TO TREATMENT. DRUGS KNOWN AS TYROSINE KINASE INHIBITORS (TKIS) THAT TARGET THE BCR::ABL1 PROTEIN (ORAL TARGETED THERAPY) ARE THE CONVENTIONAL TREATMENT OF CML, REPRESENTING A CHANGE OF PARADIGM IN THE MANAGEMENT OF ONCOHEMATOLOGICAL PATIENTS. 2022 3 5913 36 TARGETED THERAPY IN LEUKEMIA. RESEARCH CONDUCTED OVER THE LAST TWO DECADES HAS YIELDED A DETAILED UNDERSTANDING OF THE MOLECULAR LESIONS THAT CONTRIBUTE TO THE MALIGNANT TRANSFORMATION OF HEMATOPOIETIC STEM CELLS AND COMMITTED PROGENITORS INTO THE VARIOUS FORMS OF ACUTE AND CHRONIC LEUKEMIA. ALTHOUGH OUR UNDERSTANDING OF THE MOLECULAR PATHOLOGY OF LEUKEMIA REMAINS INCOMPLETE, THE INFORMATION GAINED TO DATE HAS HAD A PROFOUND IMPACT ON THE WAY THESE MALIGNANCIES ARE BOTH DIAGNOSED AND MONITORED DURING THERAPY. MORE RECENTLY, TARGETED THERAPIES HAVE BEEN DEVELOPED AGAINST SOME OF THE IDENTIFIED GENETIC LESIONS. THESE THERAPIES HAVE LED TO SIGNIFICANT IMPROVEMENTS IN PATIENT OUTCOMES WHILE SIMULTANEOUSLY DECREASING THERAPY-RELATED TOXICITY. WITH THE ADVENT OF GENOME-WIDE METHODS TO DEFINE THE TOTAL COMPLEMENT OF GENETIC AND EPIGENETIC LESIONS INVOLVED IN LEUKEMOGENESIS, NEW TARGETED THERAPIES CAN BE ANTICIPATED. THIS REVIEW HIGHLIGHTS SOME OF THE TARGETED THERAPIES THAT ARE PRESENTLY BEING USED TO TREAT HEMATOPOIETIC MALIGNANCIES AND DESCRIBES SOME OF THE RECENT ADVANCES THAT SHOULD HAVE A SIGNIFICANT IMPACT ON THE DEVELOPMENT OF FUTURE TARGET THERAPIES. 2008 4 1164 39 CONTRIBUTION OF CHRONIC MYELOID LEUKAEMIA (CML) AS A DISEASE MODEL TO DEFINE AND STUDY CLONAL HETEROGENEITY. ALTHOUGH TUMOUR CELL INTRA-CLONAL HETEROGENEITY HAS BEEN KNOWN FOR MANY YEARS, ITS APPLICATION IN THE ONCOLOGY CLINICAL PRACTICE (PATIENT MANAGEMENT, PROGNOSIS, ETC.) REMAINS LIMITED. FOR THIS, CHRONIC MYELOID LEUKAEMIA (CML) IS A REMARKABLE MODEL. BASIC RESEARCH STUDIES REVEALED THE HETEROGENEITY OF THE INITIAL CLONE, AND LED TO THE HYPOTHESIS OF THE EXISTENCE OF LEUKEMIC STEM CELLS. NEVERTHELESS, THE INDISPUTABLE EVIDENCE OF THE INTRA-CLONAL HETEROGENEITY ROLE IN THE THERAPEUTIC RESPONSE CAME FROM THE OUTCOMES OF THE TREATMENT WITH TYROSINE KINASE INHIBITORS (THE FIRST TARGETED THERAPY IN MEDICINE) COMBINED WITH THE EARLY AND RIGOROUS CLINICAL AND MOLECULAR MONITORING OF THESE PATIENTS. CML MANAGEMENT ALREADY TAKES THIS HETEROGENEITY INTO ACCOUNT FOR PERSONALIZED PATIENT FOLLOW-UP. THE ADVENTURE CONTINUES WITH THE OBJECTIVES OF BETTER TAILORING THE TREATMENT AND OF CURING THE DISEASE IN MOST OF THE PATIENTS. 2019 5 2652 38 EPIGENOMICS OF LEUKEMIA: FROM MECHANISMS TO THERAPEUTIC APPLICATIONS. LEUKEMOGENESIS IS A MULTISTEP PROCESS IN WHICH SUCCESSIVE TRANSFORMATIONAL EVENTS ENHANCE THE ABILITY OF A CLONAL POPULATION ARISING FROM HEMATOPOIETIC PROGENITOR CELLS TO PROLIFERATE, DIFFERENTIATE AND SURVIVE. CLINICALLY AND PATHOLOGICALLY, LEUKEMIA IS SUBDIVIDED INTO FOUR MAIN CATEGORIES: CHRONIC LYMPHOCYTIC LEUKEMIA, CHRONIC MYELOID LEUKEMIA, ACUTE LYMPHOCYTIC LEUKEMIA AND ACUTE MYELOID LEUKEMIA. LEUKEMIA HAS BEEN PREVIOUSLY CONSIDERED ONLY AS A GENETIC DISEASE. HOWEVER, IN RECENT YEARS, SIGNIFICANT ADVANCES HAVE BEEN MADE IN THE ELUCIDATION OF THE LEUKEMOGENESIS-ASSOCIATED PROCESSES. THUS, WE HAVE COME TO UNDERSTAND THAT EPIGENETIC ALTERATIONS INCLUDING DNA METHYLATION, HISTONE MODIFICATIONS AND MIRNA ARE INVOLVED IN THE PERMANENT CHANGES OF GENE EXPRESSION CONTROLLING THE LEUKEMIA PHENOTYPE. IN THIS ARTICLE, WE WILL FOCUS ON THE EPIGENETIC DEFECTS ASSOCIATED WITH LEUKEMIA AND THEIR IMPLICATIONS AS BIOMARKERS FOR DIAGNOSTIC, PROGNOSTIC AND THERAPEUTIC APPLICATIONS. 2011 6 1507 42 DNA METHYLATION AND INTRA-CLONAL HETEROGENEITY: THE CHRONIC MYELOID LEUKEMIA MODEL. CHRONIC MYELOID LEUKEMIA (CML) IS A MODEL TO INVESTIGATE THE IMPACT OF TUMOR INTRA-CLONAL HETEROGENEITY IN PERSONALIZED MEDICINE. INDEED, TYROSINE KINASE INHIBITORS (TKIS) TARGET THE BCR-ABL FUSION PROTEIN, WHICH IS CONSIDERED THE MAJOR CML DRIVER. TKI USE HAS HIGHLIGHTED THE EXISTENCE OF INTRA-CLONAL HETEROGENEITY, AS INDICATED BY THE PERSISTENCE OF A MINORITY SUBCLONE FOR SEVERAL YEARS DESPITE THE PRESENCE OF THE TARGET FUSION PROTEIN IN ALL CELLS. EPIGENETIC MODIFICATIONS COULD PARTLY EXPLAIN THIS HETEROGENEITY. THIS REVIEW SUMMARIZES THE RESULTS OF DNA METHYLATION STUDIES IN CML. NEXT-GENERATION SEQUENCING TECHNOLOGIES ALLOWED FOR MOVING FROM SINGLE-GENE TO GENOME-WIDE ANALYSES SHOWING THAT METHYLATION ABNORMALITIES ARE MUCH MORE WIDESPREAD IN CML CELLS. THESE DATA SHOWED THAT GLOBAL HYPOMETHYLATION IS ASSOCIATED WITH HYPERMETHYLATION OF SPECIFIC SITES ALREADY AT DIAGNOSIS IN THE EARLY PHASE OF CML. THE BCR-ABL-INDEPENDENCE OF SOME METHYLATION PROFILE ALTERATIONS AND THE RECENT DEMONSTRATION OF THE INITIAL INTRA-CLONAL DNA METHYLATION HETEROGENEITY SUGGESTS THAT SOME DNA METHYLATION ALTERATIONS MAY BE BIOMARKERS OF TKI SENSITIVITY/RESISTANCE AND OF DISEASE PROGRESSION RISK. THESE RESULTS ALSO OPEN PERSPECTIVES FOR UNDERSTANDING THE EPIGENETIC/GENETIC BACKGROUND OF CML PREDISPOSITION AND FOR DEVELOPING NEW THERAPEUTIC STRATEGIES. 2021 7 4487 43 MOLECULARLY TARGETED DRUG COMBINATIONS DEMONSTRATE SELECTIVE EFFECTIVENESS FOR MYELOID- AND LYMPHOID-DERIVED HEMATOLOGIC MALIGNANCIES. TRANSLATING THE GENETIC AND EPIGENETIC HETEROGENEITY UNDERLYING HUMAN CANCERS INTO THERAPEUTIC STRATEGIES IS AN ONGOING CHALLENGE. LARGE-SCALE SEQUENCING EFFORTS HAVE UNCOVERED A SPECTRUM OF MUTATIONS IN MANY HEMATOLOGIC MALIGNANCIES, INCLUDING ACUTE MYELOID LEUKEMIA (AML), SUGGESTING THAT COMBINATIONS OF AGENTS WILL BE REQUIRED TO TREAT THESE DISEASES EFFECTIVELY. COMBINATORIAL APPROACHES WILL ALSO BE CRITICAL FOR COMBATING THE EMERGENCE OF GENETICALLY HETEROGENEOUS SUBCLONES, RESCUE SIGNALS IN THE MICROENVIRONMENT, AND TUMOR-INTRINSIC FEEDBACK PATHWAYS THAT ALL CONTRIBUTE TO DISEASE RELAPSE. TO IDENTIFY NOVEL AND EFFECTIVE DRUG COMBINATIONS, WE PERFORMED EX VIVO SENSITIVITY PROFILING OF 122 PRIMARY PATIENT SAMPLES FROM A VARIETY OF HEMATOLOGIC MALIGNANCIES AGAINST A PANEL OF 48 DRUG COMBINATIONS. THE COMBINATIONS WERE DESIGNED AS DRUG PAIRS THAT TARGET NONOVERLAPPING BIOLOGICAL PATHWAYS AND COMPRISE DRUGS FROM DIFFERENT CLASSES, PREFERABLY WITH FOOD AND DRUG ADMINISTRATION APPROVAL. A COMBINATION RATIO (CR) WAS DERIVED FOR EACH DRUG PAIR, AND CRS WERE EVALUATED WITH RESPECT TO DIAGNOSTIC CATEGORIES AS WELL AS AGAINST GENETIC, CYTOGENETIC, AND CELLULAR PHENOTYPES OF SPECIMENS FROM THE TWO LARGEST DISEASE CATEGORIES: AML AND CHRONIC LYMPHOCYTIC LEUKEMIA (CLL). NEARLY ALL TESTED COMBINATIONS INVOLVING A BCL2 INHIBITOR SHOWED ADDITIONAL BENEFIT IN PATIENTS WITH MYELOID MALIGNANCIES, WHEREAS SELECT COMBINATIONS INVOLVING PI3K, CSF1R, OR BROMODOMAIN INHIBITORS SHOWED PREFERENTIAL BENEFIT IN LYMPHOID MALIGNANCIES. EXPANDED ANALYSES OF PATIENTS WITH AML AND CLL REVEALED SPECIFIC PATTERNS OF EX VIVO DRUG COMBINATION EFFICACY THAT WERE ASSOCIATED WITH SELECT GENETIC, CYTOGENETIC, AND PHENOTYPIC DISEASE SUBSETS, WARRANTING FURTHER EVALUATION. THESE FINDINGS HIGHLIGHT THE HEURISTIC VALUE OF AN INTEGRATED FUNCTIONAL GENOMIC APPROACH TO THE IDENTIFICATION OF NOVEL TREATMENT STRATEGIES FOR HEMATOLOGIC MALIGNANCIES. 2017 8 6573 42 TREATMENT OF ACUTE MYELOID LEUKEMIA IN THE ERA OF GENOMICS-ACHIEVEMENTS AND PERSISTING CHALLENGES. ACUTE MYELOID LEUKEMIA (AML) REPRESENTS A MALIGNANT DISORDER OF THE HEMATOPOIETIC SYSTEM THAT IS MAINLY CHARACTERIZED BY RAPID PROLIFERATION, DYSREGULATED APOPTOSIS, AND IMPAIRED DIFFERENTIATION OF LEUKEMIC BLASTS. FOR SEVERAL DECADES, THE DIAGNOSTIC APPROACH IN AML WAS LARGELY BASED ON HISTOLOGIC CHARACTERISTICS WITH LITTLE IMPACT ON THE TREATMENT DECISION-MAKING PROCESS. THIS PERSPECTIVE HAS DRASTICALLY CHANGED WITHIN THE PAST YEARS DUE TO THE ADVENT OF NOVEL MOLECULAR TECHNOLOGIES, SUCH AS WHOLE GENOME NEXT-GENERATION SEQUENCING (NGS), AND THE RESULTING KNOWLEDGE GAIN IN AML BIOLOGY AND PATHOGENESIS. AFTER MORE THAN FOUR DECADES OF INTENSIVE CHEMOTHERAPY AS A "ONE-SIZE-FITS-ALL" CONCEPT, SEVERAL TARGETED AGENTS HAVE RECENTLY BEEN APPROVED FOR THE TREATMENT OF AML, EITHER AS SINGLE AGENTS OR AS PART OF COMBINED TREATMENT REGIMENS. SEVERAL OTHER COMPOUNDS, DIRECTED AGAINST REGULATORS OF APOPTOTIC, EPIGENETIC, OR MICROENVIRONMENTAL PATHWAYS, AS WELL AS MODULATORS OF THE IMMUNE SYSTEM, ARE CURRENTLY IN DEVELOPMENT AND BEING INVESTIGATED IN CLINICAL TRIALS. THE CONSTANT PROGRESS IN AML RESEARCH HAS STARTED TO PRODUCE IMPROVED SURVIVAL RATES AND FUELED HOPES THAT A ONCE RAPIDLY FATAL DISEASE CAN BE TRANSFORMED INTO A CHRONIC CONDITION. IN THIS REVIEW, THE AUTHORS PROVIDE A SUMMARY OF RECENT ADVANCES IN THE DEVELOPMENT OF TARGETED AML THERAPIES AND DISCUSS PERSISTENT CHALLENGES. 2020 9 3089 28 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 10 358 44 ALTERNATIVE SPLICING IN CHRONIC MYELOID LEUKEMIA (CML): A NOVEL THERAPEUTIC TARGET? ALTHOUGH THE IMATINIB BASED THERAPY OF CHRONIC MYELOID LEUKEMIA (CML) REPRESENTS A TRIUMPH OF MEDICINE, NOT ALL PATIENTS WITH CML BENEFIT FROM THIS DRUG DUE TO THE DEVELOPMENT OF RESISTANCE AND INTOLERANCE. THE INTERRUPTION OF IMATINIB TREATMENT IS OFTEN FOLLOWED BY CLINICAL RELAPSE, SUGGESTING A FAILURE IN THE KILLING OF RESIDUAL LEUKAEMIC STEM CELLS. THERE IS NEED TO IDENTIFY ALTERNATIVE SELECTIVE MOLECULAR TARGETS FOR THIS DISEASE AND DEVELOP MORE EFFECTIVE THERAPEUTIC APPROACHES. ALTERNATIVE PRE-MRNA SPLICING (AS) IS AN EPIGENETIC PROCESS THAT GREATLY DIVERSIFIES THE REPERTOIRE OF THE TRANSCRIPTOME. AS ORCHESTRATES INTERACTIONS BETWEEN VARIOUS TYPES OF PROTEINS AND BETWEEN PROTEINS AND NUCLEIC ACIDS. CHANGES CAUSED BY INDIVIDUAL SPLICING EVENTS IN THE CELLS ARE SMALL, HOWEVER, "SPLICING PROGRAMS" TYPICALLY REACT TO THESE INDIVIDUAL CHANGES WITH CONSIDERABLE EFFECTS IN CELL PROLIFERATION, CELL SURVIVAL, AND APOPTOSIS. CURRENT EVIDENCE SUGGESTS A PIVOTAL ROLE OF AS IN LEUKEMIAS, PARTICULARLY IN MYELODISPLASTIC SYNDROME (MDS) AND CHRONIC LYMPHOCYTE LEUKEMIA (CLL). FROM THESE STUDIES AND STUDIES IN OTHER MALIGNANCES, IT IS CLEAR THAT SPLICING ABNORMALITIES PLAY A SIGNIFICANT ROLE IN MALIGNANT TRANSFORMATION. EVALUATION OF AS EVENTS IN CML CAN BE USED TO IDENTIFY NOVEL DISEASE MARKERS AND DRUGSENSITIVE TARGETS TO OVERCOME THE LIMITS OF THE SMALL MOLECULE INHIBITORS CURRENTLY USED FOR TREATING PATIENTS WITH CML. THE USE OF ABERRANT SPLICE VARIANTS AS DISEASE MARKERS HAS BEEN REPORTED, HOWEVER, LITTLE IS KNOWN ABOUT THE USE OF SPLICING ABNORMALITIES AS DRUG TARGETS IN CML. HEREIN WE DISCUSS POTENTIAL THERAPEUTIC APPROACHES THAT CAN BE USED TO TARGET SPLICING ABNORMALITIES IN CML. 2013 11 467 46 ARE WE FINALLY GETTING PERSONAL? MOVING TOWARDS A PERSONALIZED APPROACH IN CHRONIC LYMPHOCYTIC LEUKEMIA. WITH ITS HETEROGENEOUS BIOLOGICAL FEATURES AND CLINICAL COURSE, CHRONIC LYMPHOCYTIC LEUKEMIA (CLL), THE MOST FREQUENT ADULT LEUKEMIA IN THE WESTERN WORLD, IS A PARADIGMATIC CONDITION REQUIRING A TAILORED APPROACH AND A PRECISE KNOWLEDGE OF THE BIOLOGY BEHIND EACH INDIVIDUAL PATIENT. THIS PERSONALIZED MANAGEMENT IS BECOMING EVEN MORE CRUCIAL, SINCE, AFTER DECADES OF PRECLINICAL WORK UNRAVELLING THE KEY ROLE OF THE B-CELL RECEPTOR (BCR) SIGNALLING PATHWAYS AND THE ANTI-APOPTOTIC MECHANISMS IN CLL CELL SURVIVAL AND PROLIFERATION, WE HAVE NOW BCR AND BCL2 INHIBITORS AVAILABLE IN CLINICAL PRACTICE. THANKS TO THIS, WE ARE NOW ABLE TO EXPLOIT SPECIFIC BIOMARKERS TO TAILOR OUR TREATMENT STRATEGIES AND IMPROVE LONG-TERM DISEASE CONTROL, PATIENT OUTCOME AND QUALITY OF LIFE. THAT NOTWITHSTANDING, AS THE DISEASE ITSELF REMAINS INCURABLE, NOVEL CHALLENGES AND UNMET CLINICAL NEEDS HAVE RISEN FROM THE INTRODUCTION OF NOVEL TARGETED AGENTS, INCLUDING MECHANISMS OF RESISTANCE AT BOTH GENETIC AND EPIGENETIC LEVELS. IN THIS REVIEW, WE SUMMARIZE THE CURRENTLY ESTABLISHED PREDICTIVE BIOMARKERS (I.E. IGHV MUTATION STATUS AND TP53 GENE DISRUPTION) THAT SHOULD BE APPLIED IN CLINICAL PRACTICE TO INFORM TREATMENT DECISION IN 2021 BUT ALSO DISCUSS THE MOST PROMISING PROGNOSTIC BIOMARKERS (B-CELL RECEPTOR STEREOTYPY, COMPLEX KARYOTYPE, SOMATIC GENE MUTATIONS, MEASURABLE RESIDUAL DISEASE - MRD) THAT MIGHT BECOME KEY TO DEFINE THE MANAGEMENT OF OUR PATIENTS IN A NEAR FUTURE. 2022 12 945 40 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 13 6320 46 THE ROCKY ROAD TO PERSONALIZED MEDICINE IN ACUTE MYELOID LEUKAEMIA. ACUTE MYELOID LEUKAEMIA (AML) IS A MALIGNANT DISORDER OF THE MYELOID BLOOD LINEAGE CHARACTERIZED BY IMPAIRED DIFFERENTIATION AND INCREASED PROLIFERATION OF HEMATOPOIETIC PRECURSOR CELLS. RECENT TECHNOLOGICAL ADVANCES HAVE LED TO AN IMPROVED UNDERSTANDING OF AML BIOLOGY BUT ALSO UNCOVERED THE ENORMOUS CYTOGENETIC AND MOLECULAR HETEROGENEITY OF THE DISEASE. DESPITE THIS HETEROGENEITY, AML IS MOSTLY MANAGED BY A 'ONE-SIZE-FITS-ALL' APPROACH CONSISTING OF INTENSIVE, HIGHLY TOXIC INDUCTION AND CONSOLIDATION CHEMOTHERAPY. THESE TREATMENT PROTOCOLS HAVE REMAINED LARGELY UNCHANGED FOR THE PAST SEVERAL DECADES AND ONLY LEAD TO A CURE IN APPROXIMATELY 30-35% OF CASES. THE ADVENT OF TARGETED THERAPIES IN CHRONIC MYELOID LEUKAEMIA AND OTHER MALIGNANCIES HAS SPARKED HOPE TO IMPROVE PATIENT OUTCOME IN AML. HOWEVER, THE IMPLEMENTATION OF TARGETED AGENTS IN AML THERAPY HAS BEEN UNEXPECTEDLY CUMBERSOME AND REMAINS A DIFFICULT TASK DUE TO A VARIETY OF DISEASE- AND PATIENT-SPECIFIC FACTORS. IN THIS REVIEW, WE DESCRIBE CURRENT STANDARD AND INVESTIGATIONAL THERAPEUTIC STRATEGIES WITH A FOCUS ON TARGETED AGENTS AND HIGHLIGHT POTENTIAL TOOLS THAT MIGHT FACILITATE THE DEVELOPMENT OF TARGETED THERAPIES FOR THIS FATAL DISEASE. THE CLASSES OF AGENTS DESCRIBED IN THIS REVIEW INCLUDE CONSTITUTIVELY ACTIVATED SIGNALLING PATHWAY INHIBITORS, SURFACE RECEPTOR TARGETS, EPIGENETIC MODIFIERS, DRUGS TARGETING THE INTERACTION OF THE HEMATOPOIETIC PROGENITOR CELL WITH THE STROMA AND DRUGS THAT TARGET THE APOPTOTIC MACHINERY. THE CLINICAL CONTEXT AND OUTCOME WITH THESE AGENTS WILL BE EXAMINED TO GAIN INSIGHT ABOUT THEIR OPTIMAL UTILIZATION. 2018 14 3091 28 GENOMIC AND EPIGENOMIC HETEROGENEITY IN CHRONIC LYMPHOCYTIC LEUKEMIA. DEFINING FEATURES OF CHRONIC LYMPHOCYTIC LEUKEMIA (CLL) ARE NOT ONLY ITS IMMUNOPHENOTYPE OF CD19(+)CD5(+)CD23(+)SIGDIM EXPRESSING CLONAL MATURE B CELLS BUT ALSO ITS HIGHLY VARIABLE CLINICAL COURSE. IN RECENT YEARS, ADVANCES IN MASSIVELY PARALLEL SEQUENCING TECHNOLOGIES HAVE LED TO RAPID PROGRESS IN OUR UNDERSTANDING OF THE CLL GENOME AND EPIGENOME. OVERALL, THESE STUDIES HAVE CLEARLY DEMARCATED NOT ONLY THE VAST DEGREE OF GENETIC AND EPIGENETIC HETEROGENEITY AMONG INDIVIDUALS WITH CLL BUT ALSO EVEN WITHIN INDIVIDUAL PATIENT LEUKEMIAS. WE HEREIN REVIEW THE RAPIDLY GROWING SERIES OF STUDIES ASSESSING THE GENETIC AND EPIGENETIC FEATURES OF CLL WITHIN CLINICALLY DEFINED PERIODS OF ITS GROWTH. THESE STUDIES STRONGLY SUGGEST AN EVOLVING SPECTRUM OF LESIONS OVER TIME AND THAT THESE FEATURES MAY HAVE CLINICAL IMPACT. 2015 15 6618 45 UNDERSTANDING AND MONITORING CHRONIC MYELOID LEUKEMIA BLAST CRISIS: HOW TO BETTER MANAGE PATIENTS. CHRONIC MYELOID LEUKEMIA (CML) IS TRIGGERED PRIMARILY BY THE T(9;22) (Q34.13; Q11.23) TRANSLOCATION. THIS RECIPROCAL CHROMOSOMAL TRANSLOCATION LEADS TO THE FORMATION OF THE BCR-ABL FUSION GENE. PATIENTS IN THE CHRONIC PHASE (CP) EXPERIENCE A GOOD CURATIVE EFFECT WITH TYROSINE KINASE INHIBITORS. HOWEVER, CASES ARE TREATMENT REFRACTORY, WITH A DISMAL PROGNOSIS, WHEN THE DISEASE HAS PROGRESSED TO THE ACCELERATED PHASE (AP) OR BLAST PHASE (BP). UNTIL NOW, FEW REPORTS HAVE PROVIDED A COMPREHENSIVE DESCRIPTION OF THE MECHANISMS INVOLVED AT DIFFERENT MOLECULAR LEVELS. INDEED, THE UNDERLYING PATHOGENESIS OF CML EVOLUTION COMPRISES GENETIC ABERRATIONS, CHROMOSOMAL TRANSLOCATIONS (EXCEPT FOR THE PHILADELPHIA CHROMOSOME), TELOMERE BIOLOGY, AND EPIGENETIC ANOMALIES. HEREIN, WE PROVIDE KNOWLEDGE OF THE BIOLOGY RESPONSIBLE FOR BLAST TRANSFORMATION OF CML AT SEVERAL LEVELS, SUCH AS GENETICS, TELOMERE BIOLOGY, AND EPIGENETIC ANOMALIES. BECAUSE OF THE LIMITED TREATMENT OPTIONS AVAILABLE AND POOR OUTCOMES, ONLY THE THERAPEUTIC RESPONSE IS MONITORED REGULARLY, WHICH INVOLVES BCR-ABL TRANSCRIPT LEVEL ASSESSMENT AND IMMUNOLOGIC SURVEILLANCE, WITH THE OPTIMAL TREATMENT STRATEGY FOR PATIENTS IN CP ADAPTED TO EVALUATE DISEASE RECURRENCE OR PROGRESSION. OVERALL, SELECTING OPTIMAL TREATMENT ENDPOINTS TO PREDICT SURVIVAL AND SUCCESSFUL TFR IMPROVES THE QUALITY OF LIFE OF PATIENTS. THUS, IDENTIFYING RISK FACTORS AND DEVELOPING RISK-ADAPTED THERAPEUTIC OPTIONS MAY CONTRIBUTE TO A BETTER OUTCOME FOR ADVANCED-PHASE PATIENTS. 2021 16 4473 33 MOLECULAR PATHOGENESIS OF CLL AND ITS EVOLUTION. IN SPITE OF BEING THE MOST PREVALENT ADULT LEUKEMIA IN WESTERN COUNTRIES, THE MOLECULAR MECHANISMS DRIVING THE ESTABLISHMENT AND PROGRESSION OF CHRONIC LYMPHOCYTIC LEUKEMIA (CLL) REMAIN LARGELY UNKNOWN. IN RECENT YEARS, THE USE OF NEXT-GENERATION SEQUENCING TECHNIQUES HAS UNCOVERED NEW AND, IN SOME CASES, UNEXPECTED DRIVER GENES WITH PROGNOSTIC AND THERAPEUTIC VALUE. THE MUTATIONAL LANDSCAPE OF CLL IS CHARACTERIZED BY HIGH-GENETIC AND EPIGENETIC HETEROGENEITY, LOW MUTATION RECURRENCE AND A LONG TAIL OF CASES WITH UNDEFINED DRIVER GENES. ON THE OTHER HAND, THE USE OF DEEP SEQUENCING HAS ALSO REVEALED HIGH INTRA-TUMOR HETEROGENEITY AND PROVIDED A DETAILED PICTURE OF CLONAL EVOLUTION PROCESSES. THIS PHENOMENON, IN WHICH ABERRANT DNA METHYLATION CAN ALSO PARTICIPATE, APPEARS TO BE TIGHTLY ASSOCIATED TO POOR OUTCOMES AND CHEMO-REFRACTORINESS, THUS PROVIDING A NEW SUBJECT FOR THERAPEUTIC INTERVENTION. HENCE, AND HAVING IN MIND THE LIMITATIONS DERIVED FROM THE CLL COMPLEXITY THUS DESCRIBED, THE APPLICATION OF MASSIVELY PARALLEL SEQUENCING STUDIES HAS UNVEILED A WEALTH OF INFORMATION THAT IS EXPECTED TO SUBSTANTIALLY IMPROVE PATIENT STAGING SCHEMES AND CLL CLINICAL MANAGEMENT. 2015 17 4429 43 MOLECULAR BIOLOGY AS A TOOL FOR THE TREATMENT OF CANCER. CANCER IS A GENETIC DISEASE CHARACTERIZED BY UNCONTROLLED CELL GROWTH AND METASTASIS. CANCER CAN HAVE A NUMBER OF CAUSES, SUCH THE ACTIVATION OF ONCOGENES, THE INACTIVATION OF TUMOR-SUPPRESSING GENES, MUTAGENESIS PROVOKED BY EXTERNAL FACTORS, AND EPIGENETIC MODIFICATIONS. THE DEVELOPMENT OF DIAGNOSTIC TOOLS AND TREATMENTS USING A MOLECULAR BIOLOGICAL APPROACH PERMITS THE USE OF SENSITIVE, LOW-COST, NONINVASIVE TESTS FOR CANCER PATIENTS. BIOMARKERS CAN BE USED TO PROVIDE RAPID, PERSONALIZED ONCOLOGY, IN PARTICULAR THE MOLECULAR DIAGNOSIS OF CHRONIC MYELOID LEUKEMIA, AND GASTRIC, COLON, AND BREAST CANCERS. MOLECULAR TESTS BASED ON DNA METHYLATION CAN ALSO BE USED TO DIRECT TREATMENTS OR EVALUATE THE TOXIC EFFECTS OF CHEMOTHERAPY. THE ADEQUATE DIAGNOSIS, PROGNOSIS, AND PREDICTION OF THE RESPONSE OF CANCER PATIENTS TO TREATMENT ARE ESSENTIAL TO ENSURE THE MOST EFFECTIVE THERAPY, REDUCE THE DAMAGING EFFECTS OF TREATMENT, AND DIRECT THE THERAPY TO SPECIFIC TARGETS, AND IN THIS CONTEXT, MOLECULAR BIOLOGY HAS BECOME INCREASINGLY IMPORTANT IN ONCOLOGY. IN THIS BRIEF REVIEW, WE WILL DEMONSTRATE THE FUNDAMENTAL IMPORTANCE OF MOLECULAR BIOLOGY FOR THE TREATMENT OF THREE TYPES OF CANCER-CHRONIC MYELOID LEUKEMIA, HEREDITARY DIFFUSE GASTRIC CANCER, AND ASTROCYTOMAS (SPORADIC TUMORS OF THE CENTRAL NERVOUS SYSTEM). IN EACH OF THESE THREE MODELS, DISTINCT BIOLOGICAL MECHANISMS ARE INVOLVED IN THE TRANSFORMATION OF THE CELLS, BUT IN ALL CASES, MOLECULAR BIOLOGY IS FUNDAMENTAL TO THE DEVELOPMENT OF PERSONALIZED ANALYSES FOR EACH PATIENT AND EACH TYPE OF NEOPLASIA, AND TO GUARANTEE THE SUCCESS OF THE TREATMENT. 2018 18 3015 29 GENETICS AND EPIGENETICS OF CLL. CHRONIC LYMPHOCYTIC LEUKEMIA (CLL) HAS A HETEROGENEOUS BIOLOGICAL BEHAVIOR, WHICH IS HIGHLY INFLUENCED BY ITS IMMUNOGENETIC, EPIGENETIC, AND GENOMIC PROPERTIES. THE REMARKABLY VARIABLE CLINICAL COURSE OF THE DISEASE HAS BEEN ASSOCIATED WITH GENETIC FEATURES SUCH AS CHROMOSOMAL ABNORMALITIES, THE PRESENCE OF EITHER HIGH OR LOW NUMBERS OF SOMATIC HYPERMUTATIONS (SHM) IN THE VARIABLE REGION OF THE IMMUNOGLOBULIN HEAVY CHAIN LOCUS (IGHV), AND SOMATIC MUTATIONS OF SEVERAL SPECIFIC DRIVER GENES. NEXT-GENERATION SEQUENCING (NGS) TECHNOLOGIES HAVE PROVIDED A COMPREHENSIVE CHARACTERIZATION OF THE GENOMIC AND EPIGENOMIC LANDSCAPE IN CLL, ELUCIDATING IMPORTANT UNDERLYING MECHANISMS OF THE DISEASE'S BIOLOGY. THE SCOPE OF THIS REVIEW IS TO SUMMARIZE THE MOST RECENT DISCOVERIES ABOUT NOVEL GENETIC AND EPIGENETIC ALTERATIONS, DISCUSSING THEIR IMPACT ON CLINICAL OUTCOMES AND RESPONSE TO CURRENTLY AVAILABLE THERAPY. 2023 19 4481 35 MOLECULAR PROFILING OF CHRONIC LYMPHOCYTIC LEUKAEMIA: GENETICS MEETS EPIGENETICS TO IDENTIFY PREDISPOSING GENES. MOLECULAR PROFILING MAY LEAD TO A BETTER UNDERSTANDING OF A DISEASE. THIS KNOWLEDGE IS ESPECIALLY IMPORTANT IN MALIGNANCIES, WHERE MULTIPLE ALTERATIONS ARE REQUIRED DURING THE PROGRESSION FROM PREMALIGNANT TO MALIGNANT STAGES. SUCH INFORMATION CAN BE USEFUL FOR THE DEVELOPMENT OF NOVEL BIOMARKERS THAT ALLOW THE PREDICTION OF A CLINICAL COURSE, RESPONSE TO TREATMENT OR EARLY DETECTION. MOLECULAR DATA IS ALSO UTILIZED TO DEVELOP TARGETED THERAPIES. MOREOVER, GENE DEFECTS IDENTIFIED IN PROFILING STUDIES WILL HELP TO UNDERSTAND THE MOLECULAR PATHWAYS DISRUPTED IN THE DISEASE. THIS REVIEW PROVIDES AN OVERVIEW OF MOLECULAR PROFILING APPROACHES IN CHRONIC LYMPHOCYTIC LEUKAEMIA (CLL). WE WILL DESCRIBE OUR CURRENT UNDERSTANDING OF GENETIC ALTERATIONS IN CLL, THE USE OF FAMILIAL CLL FOR THE IDENTIFICATION OF PREDISPOSING MUTATIONS, AND THE SEARCH FOR EPIGENETIC ALTERATIONS IN CLL. 2007 20 4552 53 MUTATIONAL LANDSCAPE OF CHRONIC MYELOID LEUKEMIA: MORE THAN A SINGLE ONCOGENE LEUKEMIA. THE BCR-ABL1 FUSION GENE, WHICH CAUSES ABERRANT KINASE ACTIVITY AND UNCONTROLLED CELL PROLIFERATION, IS THE HALLMARK OF CHRONIC MYELOID LEUKEMIA (CML). THE DEVELOPMENT OF TYROSINE KINASE INHIBITORS (TKI) THAT TARGET THE BCR-ABL ONCOPROTEIN HAS LED TO DRAMATIC IMPROVEMENT IN CML MANAGEMENT. HOWEVER, SOME CHALLENGES REMAIN TO BE ADDRESSED IN THE TKI ERA, INCLUDING PATIENT STRATIFICATION AND THE SELECTION OF FRONTLINE TKIS AND CML PROGRESSION. ADDITIONALLY, WITH THE EMERGING GOAL OF TREATMENT-FREE REMISSION (TFR) IN CML MANAGEMENT, BIOMARKERS THAT PREDICT THE OUTCOMES OF STOPPING TKI REMAIN TO BE IDENTIFIED. NOTABLY, RECENT REPORTS HAVE REVEALED THE POWER OF GENOME SCREENING IN UNDERSTANDING THE ROLE OF GENOME ABERRATIONS OTHER THAN BCR-ABL1 IN CML PATHOGENESIS. THESE STUDIES HAVE DISCOVERED THE PRESENCE OF DISEASE-PHASE SPECIFIC MUTATIONS AND LINKED CERTAIN MUTATIONS TO INFERIOR RESPONSES TO TKI TREATMENT AND CML PROGRESSION. A PERSONALIZED APPROACH THAT INCORPORATES GENETIC DATA IN TAILORING TREATMENT STRATEGIES HAS BEEN SUCCESSFULLY IMPLEMENTED IN ACUTE LEUKEMIA, AND IT REPRESENTS A PROMISING APPROACH FOR THE MANAGEMENT OF HIGH-RISK CML PATIENTS. IN THIS ARTICLE, WE WILL REVIEW CURRENT KNOWLEDGE ABOUT THE MUTATIONAL PROFILE IN DIFFERENT PHASES OF CML AS WELL AS PATTERNS OF MUTATIONAL DYNAMICS IN PATIENTS HAVING DIFFERENT OUTCOMES. WE HIGHLIGHT THE EFFECTS OF SOMATIC MUTATIONS INVOLVING CERTAIN GENES (E.G. EPIGENETIC MODIFIERS) ON THE OUTCOMES OF TKI TREATMENT. WE ALSO DISCUSS THE POTENTIAL VALUE OF INCORPORATING GENETIC DATA IN TREATMENT DECISIONS AND THE ROUTINE CARE OF CML PATIENTS AS A FUTURE DIRECTION FOR OPTIMIZING CML MANAGEMENT. 2021