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Global Translational Medicine                                           Role of HTS in cancer therapeutics




            Table 1. Summary of target‑ and cell‑based assay screening
            High‑throughput   Strategies  Hallmarks     Techniques involved  Gaps and challenges  Future directions
            screenings
            Target-based   •  Based on the prior   •  Commonly used   •  Enzyme‑based assay:  •  Uncertainty in translation  •  Integrates technologies
            screening     knowledge of   in the early stages   color, fluorescent,   of the molecular drug   like artificial intelligence
                          drug’s mechanism   of drug discovery   luminescence  target to the desired   (AI) and machine
                          of action such as   to identify lead   •  Proximity assay:   safe clinical outcome or   learning to facilitate the
                          protein-protein   compounds    fluorescence    phenotype          identification of novel
                          interactions,   •  Involves assessment   resonance energy   •  Ineffective validation   drug targets and the
                          structural and   of enzymatic activity   transfer, fluorescence  of identified targets,   design of more effective
                          receptor-mediated   for cell growth,   correlation   overlooking complex   compounds
                          protein targets, and   proliferation,   spectroscopy,   cellular interactions,   •  Develops techniques
                          regulatory factors  differentiation, and   fluorescence   tumor heterogeneity, and   and cellular assays
                         •  Enhances primary   metabolism  intensity     drug resistance    bridging biochemical
                          target potency/                distribution analysis,             and phenotypic
                          efficacy, achieves             fluorescence                       findings: CETSA,
                          biochemical                    polarization,                      NanoBit (NanoLuc
                          selectivity, and               Alphascreen                        Binary technology), and
                          demonstrates                  •  Binding‑based assay:             NanoBRET technology to
                          cell-based activity            nuclear magnetic                   illustrate protein-protein
                          upon target                    resonance, surface                 interactions in cells
                          engagement                     plasmon resonance,
                                                         differential scanning
                                                         fluorimetry
            Phenotype- based  •  Based on   •  Often applied later   •  Use of target‑   •  Limited ability in   •  Develop models that
            screening     compounds testing   in drug discovery,   overexpressing cell   identifying precise drug   mimic disease relevance
                          to evaluate their   especially when the   lines  targets, overlooking subtle   to study phenotypic
                          ability to induce   molecular basis of a   •  Cell‑based assay:   phenotypic changes or   endpoints, and build the
                          a desired cellular   disease is unclear  ATPGlo (luciferase   variations in cellular   chain of translatability
                          phenotype, with-out  •  Involves functional   measurement of   behavior  •  Explores 3D cell cultures,
                          prior knowledge of   assays assessment   ATP), CRISPR/cas   •  Readouts (e.g., viability   3D cocultures, organoids,
                          a direct molecular   such as second   studies  or apoptosis of cancer   organ-on-a-chip systems,
                          target         messenger      •  Imaging‑based   cell lines) are often not   and patient-derived
                         •  Biological relevance   mobilization   assays: reporter   causally related to the   models, and high-content
                          to the disease  (intracellular calcium   assays,    disease biology pathway  screening techniques
                         •  Facilitates to   fluxes or cAMP) after   e.g., TCF/  •  Doubt on phenotype   that better mimic tumor
                          understand the   GPCR activation  LEF assay, 3D   clinically relevance  conditions and personalize
                          MOA for the disease •  Primary endpoints,   cultures (organoid    treatments
                                         e.g., cell viability and   preparation)           •  Explores animal models,
                                         proliferation, are                                 e.g., xenografts
                                         followed by secondary                             •  Explores advanced cellular
                                         endpoints                                          models, e.g., CRISPR/Cas
                                        •  Functional assays                                knockout preparations
                                         assessment such as                                •  Develops induced
                                         second messenger                                   pluripotent stem cell
                                         mobilization                                       technologies
                                         (intracellular calcium                            •  Explores imaging assay
                                         fluxes or cAMP) after                              technology
                                         GPCR activation
            Abbreviations: TCF/LEF: T cell factor/lymphoid enhancer factor family; GPCR: G‑protein‑coupled receptors.

            and  intratumoral  heterogeneity.   Many  novel  potential   vigorous testing.  Research efforts invested in exploring
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            drug targets have been identified using the information   HTS had led to the development of Viramune (brand
            of  genomics.  In the pharmaceutical  industries,  various   name, nevirapine), a non-nucleoside reverse transcriptase
            technologies in terms of assay miniaturization, laboratory   inhibitor against HIV.  Since 1999, the U.S. Food and
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            automation, and methodologies are utilized to make the   Drug  Administration  (FDA)  has approved  around 61
            whole  process  cost-  and  time-effective  and  enhance  its   first-in-class small molecules for the treatment of cancer,
            efficacy and selectivity.  To improve its efficiency, HTS   cardiovascular and metabolic disorders, gastrointestinal
                               7
            has been miniaturized to ultra-HTS (uHTS) to enable   and infectious diseases. 10,11  Among them, a total of 46 were


            Volume 3 Issue 1 (2024)                         3                        https://doi.org/10.36922/gtm.2448
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