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INNOSC Theranostics and
            Pharmacological Sciences                                           Precision medicine and beyond in oncology



            4.5.2. Epigenetic and microRNA-mediated            improved. 126,127  Nanoparticles can also help deliver
            reprogramming of the TME                           substances to tumor cells or immune cells to induce tumor
            MicroRNAs (miRNAs) also influence the immunological   cell death or boost antitumor immunity, such as fat mass and
            and angiogenic features of the TME. In HCC, certain   obesity-associated protein inhibitors and tumor-associated
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            miRNAs, such as miR-139-5p, directly target  WTAP   antigens, into HCC.  Despite their strong potential,
            to suppress  epithelial-mesenchymal transition, thereby   nanoparticles are still under consideration due to concerns
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            reducing metastasis and altering the TME toward a less   regarding long-term safety and biodegradability.
            invasive phenotype. 116,117  In addition, miR-126, another   Interestingly, treatment targeting TME can significantly
            critical regulator, is stabilized and processed to interact   reduce the relapse rate. For pediatric patients with high-
            with METTL14 in a N -methyladenosine-dependent     risk acute lymphoblastic leukemia, blinatumomab
                                  6
            manner, ultimately, to exert anti-angiogenic effects   (bispecific antibodies) showed a significantly higher
            and inhibit the metastatic potential of HCC.  As they   event-free survival than consolidation chemotherapy (31%
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            modulate tumorigenesis, metastasis, or suppression,   versus 57%, p<0.001), with an HR of 0.33 (95% confidence
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            they can be valuable biomarkers predicting prognosis or   interval: 0.18–0.61).  Given the significant role of TME
            treatments. Regarding treatments, inhibitors targeting   in relapse and metastasis, therapies targeting the TME are
            genes modulating N -methyladenosine regulators such   expected to yield superior clinical outcomes.
                             6
            as METTL3, FTO, and ALKBH5 have been developed.
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            Notably, STM2457, a potent methyltransferase-like 3   5. Precision medicine and AI
                                           6
            inhibitor, has been shown to reduce N -methyladenosine   Precision  medicine  is heavily reliant on  big  data  sets,
            modification  levels,  disrupt  leukemogenic  gene  yet biomedical knowledge is often fragmented across
            expression programs, and recondition the immune    manuscripts  and non-standardized data repositories,
            TME in multiple malignancies, including acute myeloid   making the effort of parsing through the existing
            leukemia,  intrahepatic  cholangiocarcinoma,  prostate   literature a time-consuming and intensive task.  While
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            cancer, and Sonic Hedgehog medulloblastoma. 120-123    the implementation of AI in biomedical research and
            In HCC, STM2457 enhances the  efficacy of lenvatinib   clinical practice is not without its challenges, AI shows
            by modulating both tumor-intrinsic signaling and the   promise as a powerful investigative and diagnostic tool in
            microenvironment,   representing  a  bridge  between   cancer research. AI-based summary tools can be used by
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            miRNA regulations, epigenetic remodeling, and TME   clinicians to stay updated on the most recent developments
            reprogramming.  However,  research  in this area  remains   in cancer diagnosis and treatment. Specifically, this section
            in its early stages and is currently limited to pre-clinical   will focus on three key areas where AI is being applied:
            settings. Other newer therapeutic approaches include gene   cancer diagnosis, drug development, and clinical practice,
            therapy, proteolysis-targeting chimera, and the targeting of   and its various applications, as summarized in Figure 3.
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            upstream regulators in cancer.  So far, several proteolysis-
            targeting chimeras have entered Phase I and Phase II   5.1. AI applications in histopathology and radiology
            trials, marking a promising new chapter in targeted cancer   for cancer diagnosis
            treatment.                                         Histopathologic grading and radiologic imaging are often
                                                               key elements of obtaining a cancer diagnosis. AI has shown
            4.5.3. Targeted delivery and localized modulation of   promise in augmenting the detection and assessment of
            the TME
                                                               cancerous lesions found in these images. Conventionally,
            Additional strategies to overcome physical and metabolic   histological preparation and assessment of tumor samples
            barriers in the TME include localized chemotherapy and   can be labor-intensive and prone to observer variability.
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            nanotechnology. Hepatic arterial infusion chemotherapy,   Certain tumors, such as those derived from breast or
            which allows high-dose drug delivery to the liver,   prostate tissue, have diverse presentations and thus are
            reduces  systemic  toxicity  and  has  shown  efficacy  in   more susceptible to observer variability than others. 133,134
            advanced infiltrative HCC when used alongside targeted   While errors in pathological diagnosis are relatively low
            agents.  Nanoparticles offer another promising platform   and  do not  pose  clinically significant  concerns  at  the
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            to directly deliver small interfering RNA, clustered   population level, the movement toward precision medicine
            regularly interspaced short palindromic repeats-   may make these faults increasingly decisive in the care of
            associated protein-9 nuclease-synthetic guide RNA, or   individual patients. 135,136  Recent advances in imaging and
            immunostimulatory agents to tumor or immune cells. By   storage technology have allowed the routine digitization
            silencing the oncogenes through the delivery system, the   of conventional glass slides in pathology laboratories.
            efficacy of anti-PD-1 therapy against CRC has markedly   Machine learning algorithms have been developed to


            Volume 8 Issue 3 (2025)                         48                          doi: 10.36922/ITPS025140018
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