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1.
J Food Sci Technol ; 61(7): 1315-1325, 2024 Jul.
Article in English | MEDLINE | ID: mdl-38910922

ABSTRACT

Tea is a natural dietary supplement rich in polyphenols and based on the manufacturing process, their polyphenol content also varies. In the present study, we have compared the in vitro antioxidant, anticancer and anti-inflammatory activities of green tea (GT), orthodox black tea (oBT) and CTC black tea (cBT). The analysis was carried out in 50:50 ethanol:water extracts. The total antioxidant capacity, total polyphenol content and free radical scavenging activity were found to be high in GT samples. HPLC profiling indicated a higher percentage of polyphenols like catechin, epicatechin, epigallocatechin and epigallocatechin-gallate in GT when compared to other samples. The comparison of the anticancer potential was done in breast cancer MDA MB-231 cells and it was found that GT has a higher percentage of cell growth inhibition than oBT and cBT. Anti-inflammatory effects were done in LPS stimulated RAW264.7 macrophage cells and here also GT showed maximum effects. This was confirmed by the lower production of iNOS, reduced level of ROS generation and proinflammatory cytokines such as MCP-1, IL-1ɑ, and IL-6 by GT. To conclude, the order for the biological effectiveness of different teas tested is in the order GT > oBT > cBT.

2.
Chem Asian J ; 19(11): e202400250, 2024 Jun 03.
Article in English | MEDLINE | ID: mdl-38602248

ABSTRACT

Endoplasmic reticulum (ER) is one of the most important sub-cellular organelles which controls myriads of biological functions including protein biosynthesis with proper functional folded form, protein misfolding, protein transport into Golgi body for secretion, Ca2+ homeostasis and so on. Subsequently, dysregulation in ER function leads to ER stress followed by disease pathology like cancer. Hence, targeting ER in the cancer cells emerged as one of the futuristic strategies for cancer treatment. However, the major challenge is to selectively and specifically target ER in the sub-cellular milieu in the cancer tissues, due to the lack of ER targeting chemical moieties to recognize the ER markers. To address this, in the last decade, numerous biomaterials were explored to selectively impair and image ER in cancer cells to induce ER stress. This review outlines those biomaterials which consists of carbon and silicon materials, lipid nanoparticles (liposomes and micelles), supramolecular self-assembled nanostructures, cell membrane-coated nanoparticles and metallic nanoparticles. Moreover, we also discuss the challenges and possible solutions of this promising field to usher the readers towards next-generation ER targeted cancer therapy.


Subject(s)
Biocompatible Materials , Endoplasmic Reticulum , Neoplasms , Humans , Endoplasmic Reticulum/metabolism , Endoplasmic Reticulum/drug effects , Neoplasms/drug therapy , Neoplasms/pathology , Neoplasms/metabolism , Biocompatible Materials/chemistry , Biocompatible Materials/pharmacology , Antineoplastic Agents/chemistry , Antineoplastic Agents/pharmacology , Antineoplastic Agents/chemical synthesis , Endoplasmic Reticulum Stress/drug effects , Nanoparticles/chemistry
3.
Chembiochem ; 25(2): e202300603, 2024 01 15.
Article in English | MEDLINE | ID: mdl-37934785

ABSTRACT

Mitochondrion has appeared as one of the important targets for anti-cancer therapy. Subsequently, small molecule anti-cancer drugs are directed to the mitochondria for improved therapeutic efficacy. However, simultaneous imaging and impairing mitochondria by a single probe remained a major challenge. To address this, herein Chimeric Small Molecules (CSMs) encompassing drugs, fluorophore and mitochondria homing moiety were designed and synthesized through a concise strategy. Screening of the CSMs in a panel of cancer cell lines (HeLa, MCF7, A549, and HCT-116) revealed that one of the CSMs comprising Indomethacin V exhibited remarkable cervical cancer cell (HeLa) killing (IC50 =0.97 µM). This lead CSM homed into the mitochondria of HeLa cells within 1 h followed by mitochondrial damage and reactive oxygen species (ROS) generation. This novel Indomethacin V-based CSM-mediated mitochondrial damage induced programmed cell death (apoptosis). We anticipate these CSMs can be used as tools to understand the drug effects in organelle chemical biology in diseased states.


Subject(s)
Antineoplastic Agents , Neoplasms , Humans , HeLa Cells , Antineoplastic Agents/chemistry , Mitochondria/metabolism , Indomethacin/metabolism , Indomethacin/pharmacology , Reactive Oxygen Species/metabolism , Apoptosis , Cell Line, Tumor , Neoplasms/metabolism
4.
Eur J Med Chem ; 262: 115895, 2023 Dec 15.
Article in English | MEDLINE | ID: mdl-37883898

ABSTRACT

Obesity is a chronic disorder with multifactorial etiology, including genetic, medical, dietary and other environmental factors. Both natural and synthetic heterocyclic compounds, especially oxazoles, represent an interesting group of compounds and have gained much attention due to their remarkable biological activities. Therefore, a library of 3,3-DMAH (3,3-dimethylallylhalfordinol) inspired N-alkylated oxazole bromide salts with varied substitutions were prepared and screened using the 3T3-L1 model of adipogenesis and HFD-induced obesity model in Syrian golden hamsters. Several compounds in the synthesized series displayed remarkable anti-adipogenic potential on the differentiation of 3T3-L1 preadipocytes. Compound 19e, displayed the most potent activity of all and selected for further studies. Compound 19e inhibited mitotic clonal expansion of 3T3-L1 cells and enhanced the mitochondrial oxygen consumption rate of the cells during early phase of differentiation via AMPK activation. 19e also improved the dyslipidaemia in high calorie diet fed Syrian Golden Hamsters. Therefore, compound 19e can serve as a potential lead against adipogenesis and dyslipidaemia models and could be further investigated to affirm its significance as a drug candidate.


Subject(s)
Adipogenesis , Dyslipidemias , Cricetinae , Animals , Humans , Mice , AMP-Activated Protein Kinases/metabolism , Mesocricetus , Adipocytes/metabolism , Obesity/drug therapy , Obesity/metabolism , 3T3-L1 Cells
5.
Curr Drug Metab ; 24(8): 587-598, 2023.
Article in English | MEDLINE | ID: mdl-37592800

ABSTRACT

BACKGROUND: Chebulinic acid (CA) is an active constituent of Terminalia chebula fruits with therapeutic potential against multiple metabolic diseases, including dementia, benign prostate hyperplasia, and osteoporosis. OBJECTIVE: The present work intends to explore the preclinical pharmacokinetics, including the absolute bioavailability of CA and its influence on the gene expression of cytochrome P450 enzymes in the liver. METHODS: Quantifying CA and probe drugs in vitro samples and preclinical serum samples of male SD rats were performed using LC-MS/MS. The influence of CA on the hepatic CYPs and their gene expression was analyzed in rat liver by quantitative real-time polymerase chain reaction. RESULTS: The plasma protein binding was found to be 84.81 ± 7.70 and 96.34 ± 3.12, blood-to-plasma ratio of 0.62 ± 0.16 and 0.80 ± 0.23 at 1 µM and 10 µM concentrations, respectively. Again, the absolute oral bioavailability of CA at 100 mg/kg was found to be 37.56 ± 7.3%. The in-vivo pharmacokinetic profile of probe drugs revealed CA to have significant inducing effects on CYP1A2, 2C11, 2D2, and 2E1 after 14 days, which correlates to both in-vitro rat microsomal data and gene expression results. CONCLUSION: Altogether, pharmacokinetic parameters reveal CA to have an affinity to distribute across different extravascular tissues and induce rat liver CYP enzymes.

6.
ACS Omega ; 8(20): 17740-17747, 2023 May 23.
Article in English | MEDLINE | ID: mdl-37251158

ABSTRACT

Health concerns associated with synthetic dyes/colorants have fostered the use of natural coloring materials for food applications. This study has been carried out to extract a natural dye from the flower petals of Butea monosperma (family Fabaceae) under an eco-friendly and organic solvent-free approach. Hot aqueous extraction of dry B. monosperma flowers followed by lyophilization of the resulting extract furnished an orange-colored dye in ∼35% yield. Silica gel column chromatography of dye powder resulted in the isolation of three marker compounds, viz. iso-coreopsin (1), butrin (2), iso-butrin (3) which were characterized by spectral methods, e.g., ultra violet, Fourier-transform infrared spectroscopy, nuclear magnetic resonance, and high-resolution mass spectrometry. The XRD analysis of isolated compounds established an amorphous nature for compounds 1 and 2 while compound 3 showed good crystallinity. The stability of dye powder and the isolated compounds 1-3 was determined by thermogravimetric analysis which showed excellent stability up to 200 °C. In trace metal analysis, the product B. monosperma dye powder exhibited low relative abundance <4% for Hg along with negligible concentrations of Pb, As, Cd, and Na. The detection and quantification of marker compounds 1-3 in the B. monosperma flower extracted dye powder were carried out by a highly selective UPLC/PDA method of analysis.

7.
Brief Funct Genomics ; 22(3): 281-290, 2023 05 18.
Article in English | MEDLINE | ID: mdl-36542133

ABSTRACT

Odorant receptors (ORs) obey mutual exclusivity and monoallelic mode of expression. Efforts are ongoing to decipher the molecular mechanism that drives the 'one-neuron-one-receptor' rule of olfaction. Recently, single-cell profiling of olfactory sensory neurons (OSNs) revealed the expression of multiple ORs in the immature neurons, suggesting that the OR gene choice mechanism is much more complex than previously described by the silence-all-and-activate-one model. These results also led to the genesis of two possible mechanistic models i.e. winner-takes-all and stochastic selection. We developed Reverse Cell Tracking (RCT), a novel computational framework that facilitates OR-guided cellular backtracking by leveraging Uniform Manifold Approximation and Projection embeddings from RNA Velocity Workflow. RCT-based trajectory backtracking, coupled with statistical analysis, revealed the OR gene choice bias for the transcriptionally advanced (highest expressed) OR during neuronal differentiation. Interestingly, the observed selection bias was uniform for all ORs across different spatial zones or their relative expression within the olfactory organ. We validated these findings on independent datasets and further confirmed that the OR gene selection may be regulated by Upf3b. Lastly, our RNA dynamics-based tracking of the differentiation cascade revealed a transition cell state that harbors mixed molecular identities of immature and mature OSNs, and their relative abundance is regulated by Upf3b.


Subject(s)
Olfactory Receptor Neurons , Receptors, Odorant , Receptors, Odorant/genetics , Receptors, Odorant/metabolism , Olfactory Receptor Neurons/metabolism , Cell Differentiation/genetics
8.
Sci Total Environ ; 864: 161146, 2023 Mar 15.
Article in English | MEDLINE | ID: mdl-36566847

ABSTRACT

Rice paddy is a significant source of atmospheric methane (CH4), a major global warming source. CH4 emission from paddy fields is greatly influenced by phosphorus (P) management, especially the long-term non-P application on CH4 emission is largely unexplored. In the present study, long-term non-P application (NK) and P application (NPK) treatments of two paddy fields in Suzhou (from 1980) and Yixing (from 2009), Tai Lake region was done. The effect of P application on CH4 emissions and related microorganisms (i.e., methanogens and methanotrophs) from 2019 to 2020 was analyzed. Results revealed that long-term NK treatment didn't alter the seasonal trend of CH4 flux, but significantly promoted CH4 emissions at the tillering stage. The non-P application for >12 years caused the cumulative CH4 emissions of NK treatment in the whole rice season significantly increased by 41.9-221 % in two fields compared to NPK treatment in 2019 and 2020. NK treatment increased the abundance and diversity of methanogens, while reducing the abundance and diversity of methanotrophs. Community composition of soil pmoA gene differed in two experiment sites. Correlation analysis revealed that the CH4 emission was significant and positively related to soil mcrA gene and C/P while negatively related to soil pmoA gene and P. Structure equation model analysis show the low soil available P content was the dominant driving factor for the high CH4 emission under long-term non-P application through its direct impact on soil mcrA and pmoA genes. The increased soil organic acid content was another driver which was positively related to soil mcrA gene and negatively to soil pmoA gene. Our findings demonstrate the important role of soil P in regulating CH4 emissions from paddy fields in the Tai Lake region, China, and suitable P application is necessary for ensuring the yield while reducing CH4 emission.


Subject(s)
Methane , Oryza , Methane/analysis , Lakes , Soil/chemistry , Global Warming , China , Agriculture , Nitrous Oxide/analysis
9.
Free Radic Biol Med ; 194: 99-113, 2023 01.
Article in English | MEDLINE | ID: mdl-36423891

ABSTRACT

Chebulinic acid (CA), a plant ellagitannin derived from Triphala, is reported to exhibit both anti-inflammatory & anti-oxidant activity apart from anti-tumour property. However, its role in inflammatory bone loss conditions was unexplored. We hypothesized that CA may prevent the bone loss under inflammatory conditions induced by lipopolysaccharide (LPS) in 10-week-old male C57BL/6J mice. Micro-CT analysis and histomorphometric evaluations were carried out where it was found that CA significantly improved the bone micro-architectures by enhancing trabecular connectivity and strength of the bone. CA also increased the bone regeneration as examined by calcein labelling and ex-vivo mineralisation along with maintaining the bone serum markers. Further, CA ameliorated the reduction in osteoblast cell differentiation, proliferation and viability after LPS stimulation. DCFDA and Mitosox staining revealed that CA presented remarkable protective effects against LPS treatment by attenuating oxidative stress, both at cellular & mitochondrial levels. In addition, CA significantly decreased the production of pro-inflammatory cytokines, and down-regulated the phosphorylation of NFκB and IκBα, indicating that CA could attenuate the inflammatory impairment to primary osteoblast cells by suppressing the NFkB signalling pathway. Taken together, the protective role of CA against LPS-induced bone loss & inhibitory effect on total ROS levels hold promise as a potential novel therapeutic strategy for the inflammatory diseases in bones.


Subject(s)
Hydrolyzable Tannins , Lipopolysaccharides , Animals , Mice , Reactive Oxygen Species/metabolism , Hydrolyzable Tannins/pharmacology , Lipopolysaccharides/pharmacology , Mice, Inbred C57BL , NF-kappa B/genetics , NF-kappa B/metabolism , Oxidative Stress , Osteoblasts
10.
Bioorg Med Chem ; 64: 116759, 2022 06 15.
Article in English | MEDLINE | ID: mdl-35468536

ABSTRACT

Mitochondrion emerged as an important therapeutic target for anti-cancer strategy due to its involvement in cancer progression and development. However, progress of novel small molecules for selective targeting of mitochondria in cancer cells remained a major challenge. To address this, herein, through a concise synthetic strategy, we have synthesized a small molecule library of indomethacin and ibuprofen (non-steroidal anti-inflammatory drugs, NSAIDs) derivatives having triarylphosphonium moiety for mitochondria localization. Two of the library members were identified to induce mitochondrial damage through outer membrane permeabilization (MOMP) followed by generation of reactive oxygen species (ROS) leading to the remarkable MCF7 breast cancer cell death through apoptosis. These novel mitochondria targeted NSAID derivatives could open a new direction in understanding mitochondrial biology towards anti-cancer therapeutics in future.


Subject(s)
Anti-Inflammatory Agents, Non-Steroidal , Neoplasms , Anti-Inflammatory Agents, Non-Steroidal/pharmacology , Apoptosis , Ibuprofen/metabolism , Ibuprofen/pharmacology , Indomethacin/metabolism , Mitochondria/metabolism , Neoplasms/metabolism , Reactive Oxygen Species/metabolism
11.
Pharmacol Res ; 172: 105776, 2021 10.
Article in English | MEDLINE | ID: mdl-34450319

ABSTRACT

Obesity and associated metabolic disorders are heading up with an alarming rate in developing nations. One of highly sought solution for metabolic disorders is to identify natural molecule with an ability to reduce obesity and increase insulin sensitivity. Coelogin (CLN) is a phenanthrene derivative isolated from the ethanolic extract of Coelogyne cristata. In our constant efforts to identify novel anti-dyslipidemic and anti-adipogenic compounds using CFPMA (common feature pharmacophore model using known anti-adipogenic compounds) model, predicted possible anti-adipogenic activity of CLN. In vitro results showed significant inhibition of adipogenesis in 3T3-L1 and C3H10T1/2 cell by CLN. It arrests the cell cycle in G1 phase of interphase and inhibits mitotic clonal expansion to regulate adipogenesis. CLN elicits insulin sensitizing effect in mature adipocytes. During extracellular flux assessment studies, it increases oxidative respiration and energy expenditure in adipocytes. In vivo, CLN reversed HFD-induced dyslipidemia as well as insulin resistance in C57BL/6 mice. It promoted the expression of genes involved in improved mitochondrial function and fatty acid oxidation in eWAT. CLN restored energy expenditure and increased the capacity of energy utilization in HFD fed mice. Taken together, the study indicated beneficial effects of CLN in combating obesity-associated metabolic complications.


Subject(s)
Anti-Obesity Agents/therapeutic use , Metabolic Diseases/drug therapy , Obesity/drug therapy , Phenanthrenes/therapeutic use , Pyrans/therapeutic use , Adipogenesis/drug effects , Adipose Tissue/drug effects , Adipose Tissue/metabolism , Animals , Anti-Obesity Agents/pharmacology , Cell Cycle/drug effects , Cell Line , Cell Survival/drug effects , Energy Metabolism/drug effects , Glycerol/metabolism , Lipid Metabolism/drug effects , Male , Metabolic Diseases/etiology , Metabolic Diseases/metabolism , Mice, Inbred C57BL , Obesity/complications , Obesity/metabolism , Oxygen/metabolism , Phenanthrenes/pharmacology , Pyrans/pharmacology
12.
J Biol Chem ; 297(2): 100956, 2021 08.
Article in English | MEDLINE | ID: mdl-34265305

ABSTRACT

The molecular mechanisms of olfaction, or the sense of smell, are relatively underexplored compared with other sensory systems, primarily because of its underlying molecular complexity and the limited availability of dedicated predictive computational tools. Odorant receptors (ORs) allow the detection and discrimination of a myriad of odorant molecules and therefore mediate the first step of the olfactory signaling cascade. To date, odorant (or agonist) information for the majority of these receptors is still unknown, limiting our understanding of their functional relevance in odor-induced behavioral responses. In this study, we introduce OdoriFy, a Web server featuring powerful deep neural network-based prediction engines. OdoriFy enables (1) identification of odorant molecules for wildtype or mutant human ORs (Odor Finder); (2) classification of user-provided chemicals as odorants/nonodorants (Odorant Predictor); (3) identification of responsive ORs for a query odorant (OR Finder); and (4) interaction validation using Odorant-OR Pair Analysis. In addition, OdoriFy provides the rationale behind every prediction it makes by leveraging explainable artificial intelligence. This module highlights the basis of the prediction of odorants/nonodorants at atomic resolution and for the ORs at amino acid levels. A key distinguishing feature of OdoriFy is that it is built on a comprehensive repertoire of manually curated information of human ORs with their known agonists and nonagonists, making it a highly interactive and resource-enriched Web server. Moreover, comparative analysis of OdoriFy predictions with an alternative structure-based ligand interaction method revealed comparable results. OdoriFy is available freely as a web service at https://odorify.ahujalab.iiitd.edu.in/olfy/.


Subject(s)
Artificial Intelligence , Odorants , Ligands , Olfactory Receptor Neurons/metabolism , Signal Transduction
13.
Brief Bioinform ; 22(6)2021 11 05.
Article in English | MEDLINE | ID: mdl-34184038

ABSTRACT

Dramatic genomic alterations, either inducible or in a pathological state, dismantle the core regulatory networks, leading to the activation of normally silent genes. Despite possessing immense therapeutic potential, accurate detection of these transcripts is an ever-challenging task, as it requires prior knowledge of the physiological gene expression levels. Here, we introduce EcTracker, an R-/Shiny-based single-cell data analysis web server that bestows a plethora of functionalities that collectively enable the quantitative and qualitative assessments of bona fide cell types or tissue-specific transcripts and, conversely, the ectopically expressed genes in the single-cell ribonucleic acid sequencing datasets. Moreover, it also allows regulon analysis to identify the key transcriptional factors regulating the user-selected gene signatures. To demonstrate the EcTracker functionality, we reanalyzed the CRISPR interference (CRISPRi) dataset of the human embryonic stem cells differentiated into endoderm lineage and identified the prominent enrichment of a specific gene signature in the SMAD2 knockout cells whose identity was ambiguous in the original study. The key distinguishing features of EcTracker lie within its processing speed, availability of multiple add-on modules, interactive graphical user interface and comprehensiveness. In summary, EcTracker provides an easy-to-perform, integrative and end-to-end single-cell data analysis platform that allows decoding of cellular identities, identification of ectopically expressed genes and their regulatory networks, and therefore, collectively imparts a novel dimension for analyzing single-cell datasets.


Subject(s)
Computational Biology , Ectopic Gene Expression , RNA-Seq , Single-Cell Analysis , Software , Computational Biology/methods , Databases, Genetic , Gene Expression Profiling , Gene Regulatory Networks , Humans , Organ Specificity , Single-Cell Analysis/methods , Transcription Factors/metabolism , User-Computer Interface , Web Browser
15.
Calcif Tissue Int ; 109(1): 32-43, 2021 07.
Article in English | MEDLINE | ID: mdl-33675370

ABSTRACT

Osteoporosis is a major health problem in postmenopausal women globally. This study determined the mechanism through which coelogin stimulates osteoblastogenesis and its osteoprotective and bone regenerating potential. Coelogin effect on primary calvarial osteoblast cells was determined by measuring alkaline phosphatase activity, mineralization, osteoblast survival, and apoptosis and protein expression studies. The osteoprotective effect of coelogin was also evaluated on osteopenic adult female Swiss mice. At autopsy, bones were collected for dynamic and histomorphometry studies. Serum samples were also collected for assessment of serum parameters. Coelogin treatment led to increased osteoblast proliferation, survival, differentiation, and mineralization in osteoblast cells. Coelogin supplementation to Ovx mice promoted new bone formation, prevented Ovx-induced deterioration of bone microarchitecture, and enhanced bone regeneration. In addition, signaling studies revealed that coelogin treatment activates the ER-Erk and Akt-dependent signaling pathways which stimulate the osteoblastogenesis in osteoblast cells.


Subject(s)
Mitogen-Activated Protein Kinases , Osteoblasts , Animals , Cell Differentiation , Female , Humans , Mice , Osteogenesis , Ovariectomy , Phenanthrenes , Pyrans , Signal Transduction
16.
ChemMedChem ; 16(13): 2146-2156, 2021 07 06.
Article in English | MEDLINE | ID: mdl-33760394

ABSTRACT

Defective protein folding and accumulation of misfolded proteins is associated with neurodegenerative, cardiovascular, secretory, and metabolic disorders. Efforts are being made to identify small-molecule modulators or structural-correctors for conformationally destabilized proteins implicated in various protein aggregation diseases. Using a metastable-reporter-based primary screen, we evaluated pharmacological chaperone activity of a diverse class of natural products. We found that a flavonoid glycoside (C-10, chrysoeriol-7-O-ß-D-glucopyranoside) stabilizes metastable proteins, prevents its aggregation, and remodels the oligomers into protease-sensitive species. Data was corroborated with additional secondary screen with disease-specific pathogenic protein. In vitro and cell-based experiments showed that C-10 inhibits α-synuclein aggregation which is implicated in synucleinopathies-related neurodegeneration. C-10 interferes in its structural transition into ß-sheeted fibrils and mitigates α-synuclein aggregation-associated cytotoxic effects. Computational modeling suggests that C-10 binds to unique sites in α-synuclein which may interfere in its aggregation amplification. These findings open an avenue for comprehensive SAR development for flavonoid glycosides as pharmacological chaperones for metastable and aggregation-prone proteins implicated in protein conformational diseases.


Subject(s)
Biological Products/pharmacology , Flavonoids/pharmacology , Glycosides/pharmacology , Proteostasis Deficiencies/drug therapy , Biological Products/chemistry , Biological Products/isolation & purification , Cells, Cultured , Dose-Response Relationship, Drug , Flavonoids/chemistry , Flavonoids/isolation & purification , Glycosides/chemistry , Glycosides/isolation & purification , HEK293 Cells , Humans , Molecular Structure , Protein Folding/drug effects , Proteostasis Deficiencies/metabolism , Seeds/chemistry , Structure-Activity Relationship , Trigonella/chemistry , alpha-Synuclein/antagonists & inhibitors , alpha-Synuclein/metabolism
17.
Bioinformatics ; 37(12): 1769-1771, 2021 Jul 19.
Article in English | MEDLINE | ID: mdl-33416866

ABSTRACT

SUMMARY: Machine Learning-based techniques are emerging as state-of-the-art methods in chemoinformatics to selectively, effectively and speedily identify biologically relevant molecules from large databases. So far, a multitude of such techniques have been proposed, but unfortunately due to their sparse availability, and the dependency on high-end computational literacy, their wider adaptation faces challenges, at least in the context of G-Protein Coupled Receptors (GPCRs)-associated chemosensory research. Here, we report Machine-OlF-Action (MOA), a user-friendly, open-source computational framework, that utilizes user-supplied SMILES (simplified molecular input line entry system) of the chemicals, along with their activation status, to synthesize classification models. MOA integrates a number of popular chemical databases collectively harboring approximately 103 million chemical moieties. MOA also facilitates customized screening of user-supplied chemical datasets. A key feature of MOA is its ability to embed molecules based on the similarity of their local neighborhood, by utilizing a state-of-the-art model interpretability framework LIME. We demonstrate the utility of MOA in identifying previously unreported agonists for human and mouse olfactory receptors OR1A1 and MOR174-9 by leveraging the chemical features of their known agonists and non-agonists. In summary, here we develop an ML-powered software playground for performing supervisory learning tasks involving chemical compounds. AVAILABILITY AND IMPLEMENTATION: MOA is available for Windows, Mac and Linux operating systems. It's accessible at (https://ahuja-lab.in/). Source code, user manual, step-by-step guide and support is available at GitHub (https://github.com/the-ahuja-lab/Machine-Olf-Action). For results, reproducibility and hyperparameters, refer to Supplementary Notes. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.

18.
FEBS J ; 288(14): 4230-4241, 2021 07.
Article in English | MEDLINE | ID: mdl-33085840

ABSTRACT

Olfactory receptors are primarily known to be expressed in the olfactory epithelium of the nasal cavity and therefore assist in odor perception. With the advent of high-throughput omics technologies such as tissue microarray or RNA sequencing, a large number of olfactory receptors have been reported to be expressed in the nonolfactory tissues. Although these technologies uncovered the expression of these olfactory receptors in the nonchemosensory tissues, unfortunately, they failed to reveal the information about their cell type of origin. Accurate characterization of the cell types should be the first step towards devising cell type-specific assays for their functional evaluation. Single-cell RNA-sequencing technology resolved some of these apparent limitations and opened new means to interrogate the expression of these extranasal olfactory receptors at the single-cell resolution. Moreover, the availability of large-scale, multi-organ/species single-cell expression atlases offer ample resources for the systematic reannotation of these receptors in a cell type-specific manner. In this Viewpoint article, we discuss some of the technical limitations that impede the in-depth understanding of these extranasal olfactory receptors, with a special focus on odorant receptors. Moreover, we also propose a list of single cell-based omics technologies that could further promulgate the opportunity to decipher the regulatory network that drives the odorant receptors expression at atypical locations.


Subject(s)
Olfactory Bulb/metabolism , Olfactory Receptor Neurons/metabolism , Receptors, Odorant/metabolism , Animals , Signal Transduction
19.
Brief Bioinform ; 22(2): 873-881, 2021 03 22.
Article in English | MEDLINE | ID: mdl-32810867

ABSTRACT

A prominent clinical symptom of 2019-novel coronavirus (nCoV) infection is hyposmia/anosmia (decrease or loss of sense of smell), along with general symptoms such as fatigue, shortness of breath, fever and cough. The identity of the cell lineages that underpin the infection-associated loss of olfaction could be critical for the clinical management of 2019-nCoV-infected individuals. Recent research has confirmed the role of angiotensin-converting enzyme 2 (ACE2) and transmembrane protease serine 2 (TMPRSS2) as key host-specific cellular moieties responsible for the cellular entry of the virus. Accordingly, the ongoing medical examinations and the autopsy reports of the deceased individuals indicate that organs/tissues with high expression levels of ACE2, TMPRSS2 and other putative viral entry-associated genes are most vulnerable to the infection. We studied if anosmia in 2019-nCoV-infected individuals can be explained by the expression patterns associated with these host-specific moieties across the known olfactory epithelial cell types, identified from a recently published single-cell expression study. Our findings underscore selective expression of these viral entry-associated genes in a subset of sustentacular cells (SUSs), Bowman's gland cells (BGCs) and stem cells of the olfactory epithelium. Co-expression analysis of ACE2 and TMPRSS2 and protein-protein interaction among the host and viral proteins elected regulatory cytoskeleton protein-enriched SUSs as the most vulnerable cell type of the olfactory epithelium. Furthermore, expression, structural and docking analyses of ACE2 revealed the potential risk of olfactory dysfunction in four additional mammalian species, revealing an evolutionarily conserved infection susceptibility. In summary, our findings provide a plausible cellular basis for the loss of smell in 2019-nCoV-infected patients.


Subject(s)
Anosmia/pathology , COVID-19/complications , Angiotensin-Converting Enzyme 2/metabolism , COVID-19/pathology , COVID-19/virology , Humans , SARS-CoV-2/isolation & purification , Viral Proteins/metabolism , Virus Internalization
20.
Anal Sci Adv ; 2(11-12): 497-504, 2021 Dec.
Article in English | MEDLINE | ID: mdl-38715855

ABSTRACT

A simple, rapid, sensitive, and reliable ultra-high-performance liquid chromatography-hybrid linear ion trap triple quadrupole mass spectrometry method was developed and validated for simultaneous determination of 10 bioactive compounds in stem bark of Betula utilis grown in high altitude of Himalaya, India. The objective of the study is to develop and validate ultra-high-performance liquid chromatography-hybrid linear ion trap triple quadrupole mass spectrometry for investigation of geographical variations of triterpenoids, phenolics, and flavonoids contents in stem bark of B. utilis. The validated method was successfully applied to investigate geographical variations of triterpenoids, phenolics, and flavonoids in stem bark of B. utilis. The contents of betulinic acid and oleanolic acid were detected higher among selected analytes. The present variation study reveals great importance for the application and overall assessment of B. utilis.

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