Machine Learning Assisted Approach for Finding Novel High Activity Agonists of Human Ectopic Olfactory Receptors.

Olfactory receptors (ORs) constitute the largest superfamily of G protein-coupled receptors (GPCRs). ORs are involved in sensing odorants as well as in other ectopic roles in non-nasal tissues. Matching of an enormous number of the olfactory stimulation repertoire to its counterpart OR through machine learning (ML) will enable understanding of olfactory system, receptor characterization, and exploitation of their therapeutic potential. In the current study, we have selected two broadly tuned ectopic human OR proteins, OR1A1 and OR2W1, for expanding their known chemical space by using molecular descriptors. We present a scheme for selecting the optimal features required to train an ML-based model, based on which we selected the random forest (RF) as the best performer. High activity agonist prediction involved screening five databases comprising ~23 M compounds, using the trained RF classifier. To evaluate the effectiveness of the machine learning based virtual screening and check receptor binding site compatibility, we used docking of the top target ligands to carefully develop receptor model structures. Finally, experimental validation of selected compounds with significant docking scores through in vitro assays revealed two high activity novel agonists for OR1A1 and one for OR2W1.

Semi-Automated High-Throughput Substrate Screening Assay for Nucleoside Kinases.

Nucleoside kinases (NKs) are key enzymes involved in the in vivo phosphorylation of nucleoside analogues used as drugs to treat cancer or viral infections. Having different specificities, the characterization of NKs is essential for drug design and nucleotide analogue production in an in vitro enzymatic process. Therefore, a fast and reliable substrate screening method for NKs is of great importance. Here, we report on the validation of a well-known luciferase-based assay for the detection of NK activity in a 96-well plate format. The assay was semi-automated using a liquid handling robot. Good linearity was demonstrated (r² > 0.98) in the range of 0-500 µM ATP, and it was shown that alternative phosphate donors like dATP or CTP were also accepted by the luciferase. The developed high-throughput assay revealed comparable results to HPLC analysis. The assay was exemplarily used for the comparison of the substrate spectra of four NKs using 20 (8 natural, 12 modified) substrates. The screening results correlated well with literature data, and additionally, previously unknown substrates were identified for three of the NKs studied. Our results demonstrate that the developed semi-automated high-throughput assay is suitable to identify best performing NKs for a wide range of substrates.

Development of a cell-based pathway modulator screening system to screen the targeted cancer therapeutic candidates.

To overcome the issues of poor prognosis and to tackle the non-responsiveness to various chemotherapeutics; it is necessary to develop targeted cancer therapeutic agents. Also, it is being necessary to understand the molecular targets of the drug candidates and drugs in the context of cellular signaling pathways, to make progress towards the development of targeted cancer therapeutics. Towards addressing these, we have established a cell-based and pathway-focused drug screening system for the pathways such as MYC, E2F, WNT, ERK, NRF1/2, HIF1α, p53, YY1 and NFκB. These signaling pathways are highly dysregulated in many cancers, including gastric cancer. The developed firefly luciferase assay-based screening system in gastric cancer lineage is suitable for the screening of the massive panel of drugs, drug candidates, small molecule inhibitors, chemicals and alternate drug formulations. The developed stable cell lines have been demonstrated for their pathway activity reporting features using the corresponding pathway-specific modulators. A proof-of-concept medium throughput screening focusing on YY1 signaling pathway also revealed the connection between calcium channel blockers and YY1 signaling. The developed signaling pathway screening assay cells are valuable resource and will serve as the screening platform for screening the drug libraries towards the development of targeted cancer therapeutics.

In Vitro Anti-Inflammatory, Anti-Oxidant, and Cytotoxic Activities of Four Curcuma Species and the Isolation of Compounds from Curcuma aromatica Rhizome.

The genus Curcuma is part of the Zingiberaceae family, and many Curcuma species have been used as traditional medicine and cosmetics in Thailand. To find new cosmeceutical ingredients, the in vitro anti-inflammatory, anti-oxidant, and cytotoxic activities of four Curcuma species as well as the isolation of compounds from the most active crude extract (C. aromatica) were investigated. The crude extract of C. aromatica showed 2,2-diphenyl-1-picrylhydrazyl (DPPH) radical scavenging activity with an IC50 value of 102.3 µg/mL. The cytotoxicity effect of C. aeruginosa, C. comosa, C. aromatica, and C. longa extracts assessed with the 3-[4,5-dimethylthiazol-2-yl]-2,5-diphenyl tetrazolium bromide (MTT) assay at 200 µg/mL were 12.1 2.9, 14.4 4.1, 28.6 4.1, and 46.9 8.6, respectively. C. aeruginosa and C. comosa presented apoptosis cells (57.7 3.1% and 32.6 2.2%, respectively) using the CytoTox-ONE™ assay. Different crude extracts or phytochemicals purified from C. aromatica were evaluated for their anti-inflammatory properties. The crude extract of C. aromatica showed the highest potential to inhibit NF-κB activity, followed by C. aeruginosa, C. comosa, and C. longa, respectively. Among the various purified phytochemicals curcumin, germacrone, curdione, zederone, and curcumenol significantly inhibited NF-κB activation in tumor necrosis factor (TNF) stimulated HaCaT keratinocytes. Of all compounds, curcumin was the most potent anti-inflammatory.

2-furyl(phenyl)methanol isolated from Atractilis gummifera rhizome exhibits anti-leishmanial activity.

We report for the first time the isolation of 2-furyl(phenyl)methanol (5) from the chloroform extracts of the Atractylis gummifera roots. A. gummifera is a thistle belonging to the Asteraceae family that produces the ent-kaurane diterpenoid glycoside atractyloside (ATR). ATR (1) was isolated and chemically modified to obtain its aglycone atractyligenin (2) and the methylated derivatives ATR-OMe (3) and genine-OMe (4). The compounds 1-5 were structurally characterised and evaluated against the intracellular amastigote, cultured within macrophages, and the extracellular promastigote of Leishmania donovani, the protozoan parasite responsible for the highly infective disease visceral leishmaniasis, which is fatal if untreated. The 2-furyl(phenyl)methanol 5 exhibited notable activity against the promastigote.

Methods to Assess Activity and Potency of Rexinoids Using Rapid Luciferase-Based Assays: A Case Study with NEt-TMN.

This chapter outlines the materials, methods, and procedures for the in vitro biological evaluation of retinoid-X-receptor (RXR) agonists including 6-(ethyl(5,5,8,8-tetramethyl-5,6,7,8-tetrahydronaphthalen-2-yl)amino)nicotinic acid (NEt-TMN), as well as several NEt-TMN analog compounds recently reported by our group. These methods have general applicability beyond this NEt-TMN case study, and can be employed to characterize and biologically evaluate other putative RXR agonists (rexinoids), and benchmarked against perhaps the most common rexinoid known as bexarotene (Bex), a drug awarded FDA approval for the treatment of cutaneous T-cell lymphoma in 1999 but that is also prescribed for non-small cell lung cancer and continues to be explored in multiple human cancer types. The side-effect profile of Bex treatment includes hypothyroidism and hypertriglyceridemia arising from the inhibition or activation of additional nuclear receptors that partner with RXR. Because rexinoids often exhibit selectivity for RXR activation, versus activating the retinoic-acid-receptor (RAR), rexinoid treatment avoids the cutaneous toxicity commonly associated as a side effect with retinoids. There are many examples of other potent rexinoids, where biological evaluation has contributed useful insight into qSAR studies on these compounds, often also benchmarked to Bex, as potential treatments for cancer. Because of differential pleiotropy in other pathways, even closely related rexinoids display unique side-effect and activity profiles. Notable examples of potent rexinoids in addition to Bex and NEt-TMN include CD3254, LGD100268, and 9-cis-UAB30. Indeed, the methods described herein to evaluate NEt-TMN and analogous rexinoids are generally applicable to a wider variety of potent, moderate, and even weak RXR ligands.In terms of in vitro biological evaluation, methods for a rapid and preliminary assessment of rexinoid activity are described by employing a biologically relevant, RXR-responsive element (RXRE)-mediated transcription assay in mammalian cells. In addition, a second, more sensitive assay is also detailed that utilizes activation of RXR-RXR homodimers in the context of a mammalian two-hybrid (M2H) luciferase assay. Methods for applying the M2H assay at different rexinoid concentrations are further described for the determination of EC50 values for rexinoids from dose-response curves.

The dual luciferase reporter system and RT-qPCR strategies for screening of MicroRNA-21 small-molecule inhibitors.

The therapeutic potential of microRNA-21 (miR-21) small-molecule inhibitors has been of particular interest to medicinal chemists. Moreover, the development of more facile screening methods is lacking. In the present study, two potential screening strategies for miR-21 small-molecule inhibitor including the stem-loop reverse transcription-quantitative PCR and dual luciferase reporter assay system were demonstrated and discussed in detail. A pmirGLO-miR21cswt plasmid and its two different mutants were constructed for dual luciferase reporter assay system. In addition, the sensitivity and specificity of these two methods were validated. Our results demonstrated that both strategies are decent choices for the screening of small-molecule inhibitors for miR-21 and possibly other miRNAs. Eventually, we applied our optimized strategy to discover and characterize several promising compounds such as azobenzene derivate A, enoxacin, and norfloxacin for their potential impact on intracellular miR-21 concentration.

Development of a Screening Platform to Identify Small Molecules That Modify ELP1 Pre-mRNA Splicing in Familial Dysautonomia.

Familial dysautonomia (FD) is an autonomic and sensory neuropathy caused by a mutation in the splice donor site of intron 20 of the ELP1 gene. Variable skipping of exon 20 leads to a tissue-specific reduction in the level of ELP1 protein. We have shown that the plant cytokinin kinetin is able to increase cellular ELP1 protein levels in vivo and in vitro through correction of ELP1 splicing. Studies in FD patients determined that kinetin is not a practical therapy due to low potency and rapid elimination. To identify molecules with improved potency and efficacy, we developed a cell-based luciferase splicing assay by inserting renilla (Rluc) and firefly (Fluc) luciferase reporters into our previously well-characterized ELP1 minigene construct. Evaluation of the Fluc/Rluc signal ratio enables a fast and accurate way to measure exon 20 inclusion. Further, we developed a secondary assay that measures ELP1 splicing in FD patient-derived fibroblasts. Here we demonstrate the quality and reproducibility of our screening method. Development and implementation of this screening platform has allowed us to efficiently screen for new compounds that robustly and specifically enhance ELP1 pre-mRNA splicing.

An ATP-Based Luciferase Viability Assay for Animal African Trypanosomes Using a 96-Well Plate.

Cell viability assays using multi-well cell culture plates are frequently used for in vitro drug screening. We herein describe an ATP-based luciferase viability assay for animal African trypanosomes using a 96-well plate. This assay could be further applied to the screening of novel compounds for the treatment of animal African trypanosomiasis.

The establishment of in vitro culture and drug screening systems for a newly isolated strain of Trypanosoma equiperdum.

Dourine is caused by Trypanosoma equiperdum via coitus with an infected horse. Although dourine is distributed in Equidae worldwide and is listed as an internationally important animal disease by the World Organization for Animal Health (OIE), no effective treatment strategies have been established. In addition, there are no reports on drug discovery, because no drug screening system exists for this parasite. A new T. equiperdum strain was recently isolated from the genital organ of a stallion that showed typical symptoms of dourine. In the present study, we adapted T. equiperdum IVM-t1 from soft agarose media to HMI-9 liquid media to develop a drug screening assay for T. equiperdum. An intracellular ATP-based luciferase assay using CellTiter-Glo reagent and an intracellular dehydrogenase activity-based colorimetric assay using WTS-8 tetrazolium salt (CCK-8 reagent) were used in order to examine the trypanocidal effects of each compound. In addition, the IC50 values of 4 reference trypanocidal compounds (pentamidine, diminazene, suramin and melarsomine) were evaluated and compared using established assays. The IC50 values of these reference compounds corresponded well to previous studies involving other strains of T. equiperdum. The luciferase assay would be suitable for the mass screening of chemical libraries against T. equiperdum because it allows for the simple and rapid-evaluation of the trypanocidal activities of test compounds, while a simple, inexpensive colorimetric assay will be applicable in developing countries for the evaluation of the drug sensitivity of epidemic trypanosome strains.

Chemosynthesis pathway and bioactivities comparison of saponins in radix and flower of Panax notoginseng (Burk.) F.H. Chen.

ETHNOPHARMACOLOGICAL RELEVANCE: Panax notoginseng (Burk.) F.H. Chen is a well known medicinal plant. Its radix is used in the history while its flower is recently used for health care. In this study we compared chemical ingredients and bioactivities in cell culture for radix and flower of Panax notoginseng (Burk.) F.H. Chen. MATERIALS AND METHODS: The liquid chromatography-mass spectrometry system was applied to determine the contents of saponins in flower and radix of Panax notoginseng (Burk.) F.H. Chen. Transcription specific luciferase reporter assay and qPCR method for selected RNA were carried out to assess the impacts of flower and radix extract on the transcription signal pathways. RESULTS: The results of chemical analysis showed that the contents of saponins in flower and radix are very different: the contents of Rg1, Rb1, Re, R1, Rg3-20R, Rh1 and Rf in radix are abundant; in contrast, the contents of Rb3, Fc, Ft1, Rb2 and Rh2-20s in flowers are plentiful. There are substantial variations of those saponin contents from one batch vs another. Based on relative content of saponins, the chemosynthesis pathway of ingredients in radix and flower are proposed: for radix, both PPT (Protopanaxatriol) and PPD (Protopanaxadiol) type triterpenoids are involved, the main pathway is PPT→Rb1→Rg1→R1 or PPD→Rh2 20s→Rg3(20s)→Rd→Rb1; for flowers, only PPD is main passage with PPD→Rh2 (20s)→Rg3(20s)→Rd→Rb2→Fc. The results of signal transcription assays demonstrated that herb water extract of radix and flower had no significant influences on most of transcription activities. However, total saponins of radix and flower which have highly content of saponins were able to inhibit the inflammatory related transcriptional activities and their related mRNA expression of IFNα, TNFα, il-6 and TGFß as well as induce anti-oxygen NrF2 activities. In summary, although chemical ingredients and chemosynthesis pathway of flower and radix for Panax notoginseng (Burk.) F.H. Chen were different, these differences might not result in their differences of pharmacological activities.

Leptin signaling regulates hypothalamic expression of nescient helix-loop-helix 2 (Nhlh2) through signal transducer and activator 3 (Stat3).

Mice with a deletion of the hypothalamic basic helix-loop-helix transcription factor Nhlh2 display adult onset obesity. We have previously shown that Nhlh2 expression is induced by leptin. In this study, we identify a small proximal leptin-responsive promoter region in the Nhlh2 gene. This 163bp promoter contains five putative binding sites for the leptin-activated Stat3 transcription factor, and two putative binding sites for the NFκB transcription factor. Results of mutagenesis studies reveal that deletion of the NFκB sites have little effect, mutagenesis of the third Stat3 site eliminates both leptin-induced and basal expression of Nhlh2. Mutagenesis of the 4th and 5th sites eliminates leptin-induced expression, and increases basal expression above the WT promoter. Stat3 can be preferentially pulled down from leptin-treated mouse hypothalamic chromatin extracts. This study identifies leptin-induced Stat3 transcription factor as the major transcriptional regulator of Nhlh2. As Nhlh2 transcriptionally regulates genes within the melanocortin pathway, these findings have implications for human body weight control.

Determination of topological structure of ARL6ip1 in cells: identification of the essential binding region of ARL6ip1 for conophylline.

Conophylline (CNP) has various biological activities, such as insulin production. A recent study identified ADP-ribosylation factor-like 6-interacting protein 1 (ARL6ip1) as a direct target protein of CNP. In this study, we revealed that ARL6ip1 is a three-spanning transmembrane protein and determined the CNP-binding domain of ARL6ip1 by deletion mutation analysis of ARL6ip1 with biotinyl-amino-CNP. These results suggest that CNP is expected to be useful for future investigation of ARL6ip1 function in cells. Because of the anti-apoptotic function of ARL6ip1, CNP may be an effective therapeutic drug and/or a novel chemosensitizer for human cancers and other diseases.

Anti-inflammatory and PPAR transactivational properties of flavonoids from the roots of Sophora flavescens.

Anti-inflammatory and peroxisome proliferator-activated receptors (PPARs) transactivational effects of nine compounds (1 - 9) from the roots of Sophora flavescens were evaluated using NF-κB-luciferase, reverse transcriptase polymerase chain reaction, peroxisome proliferator response element (PPRE)-luciferase, and GAL-4-PPAR chimera assays. Compounds 4 and 8 significantly inhibited TNFα-induced NF-κB transcriptional activity in HepG2 cells in a dose-dependent manner, with IC50 values of 4.0 and 4.4 µM, respectively. Furthermore, the transcriptional inhibitory function of these compounds was confirmed by a decrease in cyclooxgenase 2 and inducible nitric oxide synthase gene expression levels in HepG2 cells. Compounds 1, 3, 5, 6, 8, and 9 significantly activated the transcription of PPARs in a dose-dependent manner, with EC50 values ranging from 1.1 to 13.0 µM. Compounds 1, 3, 5, 6, 8, and 9 exhibited dose-dependent PPARα transactivational activity, with EC50 values in a range of 0.9 - 16.0 µM. Compounds 1, 3, 8, and 9 also significantly upregulated PPARγ activity in a dose-dependent manner, with EC50 values of 10.5, 6.6, 15.7, and 1.6 µM, whereas compounds 1, 8, and 9 demonstrated transactivational PPARß(δ) effects with EC50 values of 11.4, 10.3, and 1.5 µM, respectively. These results provide a scientific rationale for the use of the roots of S. flavescens and warrant further studies to develop new agents for the prevention and treatment of inflammatory and metabolic diseases.

Establishment and evaluation of biotechnological platform for screening health food with antiinflammation ability.

Chronic inflammation leads to a progressive inflammation in certain types of cells. Recent studies report that the activation of nuclear factor kappa B (NF-κB) increases the expression of inflammation-related protein such as inducible nitric oxide synthase (iNOS), and cyclooxygenase-2 (COX-2), which further enhance the chronic inflammation, thus conduct the development of disorders. The aim of the study is to develop an efficient method for screening food components with anti-inflammation function. Here we employed a reporter plasmid, which contains NF-κB response element followed by a minimal promoter for driving the down-stream luciferase reporter gene. After transfection of this plasmid to a mouse cell line RAW264.7, we obtained stable clones by using Hygromycin selection. Our results reveal that the luciferase activity of the cell based platform can be induced by the inflammation inducing reagent LPS and can be further suppressed by the administration of CAPE, an anti-inflammation chemical. The results estimated by our platform present good correlation to that analyzed by RT-Q-PCR. Additionally, the known anti-inflammation factors such as resveratrol, significantly counteracted the effect of LPS on our platform. Furthermore, the screening result of various mushroom extract showed that some fractions revealed NF-κB activating effects. Therefore, we conclude that the platform is effective in large scale screening for inflammatory regulating compounds.