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Global Translational Medicine                                        Epigenetics on cardiovascular diseases



            ranging from molecules to phenotypes and extending to   remains  limited.  Similarly,  personalized  medicine  and
            encompass societal to environmental factors [29,40,41] .  precision medicine have not gained widespread recognition
              The holistic principle analyzes the structural   in clinical applications, with a prevailing tendency toward
            organization and regulation of networks with functional   a reductionist clinical approach in the treatment of patients
            properties, which “emerge” through a self-organized   with complex CVDs. To advance beyond this, traditional
            procedure complying with the foundations of a hierarchical   medicine needs to advance into the era of network
            multileveled system. In the context of clinical cardiology,   medicine, aligning with the precision medicine paradigm
            two interrelated holistic concepts in SB are pertinent:   to improve our diagnostic and therapeutic capabilities
                                                                       [47]
            the emerging properties with an upward direction (with   (Figure 3) .
            upward constraints) and the proposal of constraint-
            applied causation with a downward direction (downward   3. Epigenetic alterations in atherosclerosis
            constraints) from the phenotype to epigenetic factors.   and CVDs
            (Figure 2) [12,29,42] .                            Epigenetic regulatory mechanisms  encompass  various
              The holistic principle of downward (top-down)    processes:
            causation within the biological ladder, characterized   (i)  DNA methylation.
            by an integrated systems view, stands in contrast to the   (ii)  Post-translational histone modifications on proteins:
            reductionist approach, which conceptualizes biological   Histone modifications, while not altering the DNA
            reality as upward (bottom-up) causation. The holistic   nucleotide sequence, can modify its availability to the
            principle elucidates the inadequacy of relying solely on   transcriptional apparatus.
            bottom-up causation in the context of multi-level biology.   (iii) Post-transcriptional regulation of gene expression by
            Integrative network analysis and constraint-based thinking   ncRNAs.
            emerge as important tools for gaining a more profound
            understanding of the intrinsic complexity of CVDs [12,43-45] .  Epigenetic  changes  resulting  from  these  mechanisms
                                                               can lead to the silencing, downregulation, or upregulation
              The field of developmental biology was revolutionized           [48]
            through the advent of “omics” technology and Clustered   of gene expression  (Figure 4).
            Regularly Interspaced Palindromic  Repeats genome    The majority of genetic diversity associated with a
            engineering.  These  innovations  have  propelled  disease is identified within non-coding areas of the genome,
            biology toward holism, offering a new perspective on   with epigenetics playing a regulatory role in a downward
            development .  Despite  these  strides,  the  integration   direction. Cellular-based regulation of gene expression
                      [46]
            of epigenetic  biomarkers  into routine  medical practice   during transcription and translation primarily occurs



























            Figure 2. Constraints and emergent properties are two concepts in systems biology that explain the interrelationship and interaction between higher
            and lower levels of the biological ladder. Epigenetics encompass DNA methylation, histone, non-coding ribonucleic acids (ncRNAs), and environmental
            exposures (Adopted from Lourida and Louridas  with modifications).
                                          [12]

            Volume 2 Issue 4 (2023)                         5                        https://doi.org/10.36922/gtm.1868
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