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Biology subjects

Shyam, S.

Publications and source records attributed to Shyam, S..

4 recordsLinked to original sources

Topological conditions of gene regulatory networks enabling robust binary cell-fate decision-making

Phenotypic plasticity--the reversible switching of cell-states--is a central tenet of development, regeneration, and cancer progression. These transitions are governed by gene regulatory networks (GRNs), whose topological features strongly influence their dynamics. While toggle switches (mutually inhibitory feedback loops between two transcription factors) are a common motif observed for binary cell-fate decisions, GRNs across diverse contexts often exhibit a more general structure: two mutually inhibiting teams of nodes. Here, we investigate the teams of nodes as a potential topological design principle of GRNs. We first analyze GRNs from the Cell Collective database and introduce a metric, impurity, which quantifies the fraction of edges inconsistent with an idealized two-team architecture. Impurity correlates strongly with statistical properties of GRN phenotypic landscapes, highlighting its predictive value. To further probe this relationship, we simulate artificial two-team networks (TTNs) using both continuous (RACIPE) and discrete (Boolean) formalisms across varying impurity, density, and network size values. TTNs exhibit toggle-switch-like robustness under perturbations and enable accurate prediction of dynamical features such as inter-team correlations and steady-state entropy. Together, our findings establish the teams paradigm as a unifying principle linking GRN topology to dynamics, with broad implications for inferring coarse-grained network properties from high-throughput sequencing data.

systems biology↗

Global transcriptome analysis identifies nicotinamide metabolism to play key roles in IFN-gamma and nitric oxide modulated responses

Interferon-gamma (IFN-{gamma}) is a key regulator of immune responses. A hallmark of the IFN-{gamma} response is inducible nitric oxide (NO) production, driven primarily by nitric oxide synthase 2 (NOS2). In this study, we investigated the influence of NO on the IFN-{gamma}-induced transcriptomic and metabolic changes in the RAW 264.7 macrophage cell line. IFN-{gamma} activation led to NO-dependent lactate production and lower cell survival. Bulk RNA sequencing analysis identified genes differentially expressed early by IFN-{gamma} that were either NO-independent or NO-dependent. Inhibition of NO modulated a minor subset of the transcriptome, notably affecting Klf6 (a tumor suppressor) and Zfp36 (a regulator of pro-inflammatory cytokines). Interestingly, both Klf6 and Zfp36 correlatively showed high expression in most cancers. The PPI network exhibited dense clustering with scale-free and small-world properties, identifying Stat1, Irf7, Irf1, Cxcl10, and Isg15 as top five hubs. The top IFN-{gamma} signalling genes exhibited deficient expression in the brain but were highly expressed in lung, spleen, and EBV-transformed lymphocytes. Gene-disease associations linked the IFN-{gamma}-regulated genes to immunodeficiencies, chronic inflammatory responses and malignancies. Interestingly, IFN-{gamma} upregulated genes were involved in nicotinamide metabolism, suggesting a transcriptional basis for modulation of metabolic pathways. This novel aspect was experimentally tested to show that IFN-{gamma} induced NAD amounts. Importantly, the inhibition of purine nucleoside phosphorylase (using Forodesine hydrochloride) which is involved in the endogenous pathway for NAD generation, lowered IFN-{gamma} induced nitrite and increased cell survival in vitro. Functionally, enriched nicotinamide metabolism by IFN-{gamma} may regulate inflammatory responses and the implications of our findings are discussed.

immunology↗

A systems-level analysis of the mutually antagonistic roles of RKIP and BACH1 in dynamics of cancer cell plasticity

Phenotypic plasticity is a hallmark of cancer metastasis. Epithelial-mesenchymal transition (EMT) is an important axis of phenotypic plasticity. Raf kinase-B inhibitor protein (RKIP) and BTB and CNC homology 1 (BACH1) are two proteins reported to influence EMT. In breast cancer, they act antagonistically, but the exact nature of their roles in mediating EMT and associated other axes of plasticity remains unclear. Here, analysing transcriptomic data, we reveal their antagonistic trends in a pan-cancer manner, in terms of association with EMT, metabolic reprogramming and immune evasion via PD-L1. Next, we developed and simulated a mechanism-based gene regulatory network that captures how RKIP and BACH1 engage in feedback loops with drivers of EMT and stemness. We found that RKIP and BACH1 belong to two separate "teams" of players - while BACH1 belonged to the one that drove pro-EMT, stem-like and therapy-resistant cell-states, RKIP is a member of a team that enables pro-epithelial, less stem-like and therapy-sensitive phenotypes. Finally, we observed that low RKIP levels and concomitant upregulated BACH1 levels associated with worse clinical outcomes in many cancer types. Together, our systems-level analysis indicates that the emergent dynamics of underlying regulatory network underlie the antagonistic patterns of RKIP and BACH1 with various axes of cancer cell plasticity, as well as with patient survival data.

systems biology↗

Protective efficacy of calcium phosphate nanoparticle adsorbed bivalent subunit vaccine of Pasteurella multocida against homologous challenge in mice

Swine pasteurellosis, caused by Pasteurella multocida capsular types A and D, causes heavy economic loss to the pig farmers. The vaccine presently used is abacterin of Pasteurella multocida capsular type B that is proven to be effective against bovine pasteurellosis. However, its efficacy against swine pasteurellosis is questionable. The present study was carried out to evaluate the efficacy of calcium phosphate nanoparticle adjuvanted bivalent subunit vaccine prepared from Pasteurella multocida capsular types A and D along with a monovalent subunit vaccine prepared from Pasteurella multocida capsular type B in mice. The Alum precipitated bacterin vaccine was used as the control. The bivalent subunit vaccine comprising the immune components of both the capsular types showed significantly higher IgG response than either of the other two vaccines. Both the calcium phosphate nanoparticle adjuvanted vaccines could elicit 100% protection in mice against homologous challenges but the aluminum hydroxide adjuvanted bacterin vaccine could not elicit significant protection. Based on this preliminary work, it was concluded that the bivalent subunit vaccine would be a better option for immunization of swine against swine pasteurellosis. IMPORTANCE OF THE WORKThe swine pasteurellosis is an important economic disease affecting the pig population in the North-eastern part of India that contributes the major pig population. The disease is caused by Serotype A and D of Pasteurella multocida. At present the inactivated vaccine is used that is actually developed against P52 strain of serotype B:2 of Pasteurella multocida, which is mainly involved in haemorrhagic septicaemia (or bovine pasteurellosis) that affects the cattle, buffaloe, sheep and goat. As a result, the present vaccine does not give sufficient protection in pigs but gives significant protection in cattle, buffaloe, sheep and goat. Hence, there is a need of development of vaccine that can address specifically swine pasteurellosis by targeting serotype A and D of Pasteurella multocida.

microbiology↗