The elucidation of a compound's Mechanism of Action (MoA) is a challenging task in the drug discovery process, but it is important in order to rationalise phenotypic findings and to anticipate potenti Show more
The elucidation of a compound's Mechanism of Action (MoA) is a challenging task in the drug discovery process, but it is important in order to rationalise phenotypic findings and to anticipate potential side-effects. Bioinformatic approaches, advances in machine learning techniques and the increasing deposition of high-throughput data in public databases have significantly contributed to recent advances in the field, but it is not straightforward to decide which data and methods are most suitable to use in a given case. In this review, we focus on these methods and data and their applications in generating MoA hypotheses for subsequent experimental validation. We discuss compound-specific data such as -omics, cell morphology and bioactivity data, as well as commonly used supplementary prior knowledge such as network and pathway data, and provide information on databases where this data can be accessed. In terms of methodologies, we discuss both well-established methods (connectivity mapping, pathway enrichment) as well as more developing methods (neural networks and multi-omics integration). Finally, we review case studies where the MoA of a compound was successfully suggested from computational analysis by incorporating multiple data modalities and/or methodologies. Our aim for this review is to provide researchers with insights into the benefits and drawbacks of both the data and methods in terms of level of understanding, biases and interpretation â and to highlight future avenues of investigation which we foresee will improve the field of MoA elucidation, including greater public access to -omics data and methodologies which are capable of data integration. Show less
Background: Angiotensin II receptor blockers were designed as therapeutic agents to block the binding site of the angiotensin II receptor type 1 (AT1R). Methodology: The structure of tel Show more
Background: Angiotensin II receptor blockers were designed as therapeutic agents to block the binding site of the angiotensin II receptor type 1 (AT1R). Methodology: The structure of telmisartan was modified by coordination to the biometal Zn(II), resulting in the compound ZnTelm. Its antihypertensive activity and cellular mechanisms in comparison to telmisartan were studied. Results: Compared with telmisartan, ZnTelm displayed stronger binding to AT1R (binding studies on AT1R-transfected human embryonic kidney cells) and a greater reduction of reactive oxygen species and cytosolic calcium concentration induced by angiotensin II. The antihypertensive activity of the complex (assessed in an N(G)-Nitro-L-arginine methyl ester-induced hypertension model) was significantly higher. ZnTelm also reduced hypertrophy in aortic artery rings and tubular collagen deposition. Conclusion: ZnTelm enhances the AT1R blockade and consequently its antihypertensive effect. Show less
Cellular oxidative stress is considered an inducer of carcinogenesis but the association of reactive oxygen species (ROS) with cancer is sometimes contradictory. The antihypertensive drugs can Show more
Cellular oxidative stress is considered an inducer of carcinogenesis but the association of reactive oxygen species (ROS) with cancer is sometimes contradictory. The antihypertensive drugs candesartan and valsartan were reported to behave as antioxidant agents. In the present study, we prepared their Zn(II) coordination complexes, [ZnCand(H2O)2]·2H2O (ZnCand) and [ZnVals(H2O)2] (ZnVals), and determined that they also depleted ROS by the induction of a reductive state in response to glutathione (GSH) generation and decreased lung cancer cell viability (IC50 = 175 and 220 ”M, respectively), while being non-cytotoxic for normal lung fibroblasts (MRC5). The Zn complexes affected the mitochondria membrane, increased the pro- and anti-apoptotic protein ratio, Bax/Bcl-XL, and caspase-9 activation, by late apoptosis. Their co-incubation with N-acetylcysteine (NAC) exacerbated ROS reduction and increased cell death, whereas the H2O2 co-treatment restored the ROS values and normal cell growth. These data suggest that the excess reducing equivalents and low levels of ROS are also critical for the functioning of A549 cells.
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