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Vinayak, V.

Publications and source records attributed to Vinayak, V..

3 recordsLinked to original sources

Remodeling of self-assembled microvascular networks under long term flow

The incorporation of a functional perfusable microvascular network (MVN) is a common requirement for most organ on-chip-models. Long-term perfusion of MVNs is often required for the maturation of organ phenotypes and disease pathologies and to model the transport of cells and drugs entering organs. In our microphysiological system, we observe that flow can recover perfusion in regressed MVNs and maintain perfusable MVNs for at least 51 days. Throughout the 51 days, however, the MVNs are continuously remodeling to align with the direction of bulk flow and only appear to attain morphological homeostasis with the use of maintenance medium without growth factors. We observed that the flow resistance of the MVNs decreases over time, and using a computational model, we show that stable vessels have higher flow rates and velocities compared to regressing vessels. Cytokine analysis suggests that static conditions generate an inflammatory state, and that continuous flow reduces inflammation over an extended period. Finally, through bulk RNA sequencing we identify that both the endothelial and fibroblast cells are actively engaged in vascular and matrix remodeling due to flow and that these effects persist for at least 2 weeks. This MPS can be applied to study hemodynamically driven processes, such as metastatic dissemination or drug distribution, or to model long-term diseases previously not captured by MPS, such as chronic inflammation or aging-associated diseases.

biophysics↗

Polymer Model Integrates Super-Resolution Imaging and Epigenomic Sequencing to Elucidate the Role of Epigenetic Reactions in Shaping 4D Chromatin Organization

Chromatin, with its complex spatial and temporal organization, plays a crucial role in regulating gene expression. Recent advancements in super-resolution microscopy have revealed that nanoscale domains of heterochromatin (repressed segments) embedded within a euchromatin (active segments) background are fundamental units of 3D chromatin organization. In tissue-resident cells, the size of these heterochromatin domains varies with the microenvironment, particularly its stiffness, and chromatin organization is also influenced by pharmacological and epigenetic drugs. However, the mechanisms governing heterochromatin domain size under various conditions and their impact on gene expression remain unclear. To address this knowledge gap, we have developed a dynamic, next-generation sequencing informed chromatin copolymer model. Our model simulates the spatiotemporal evolution of chromatin, driven by passive diffusion and active epigenetic reactions, which interconvert euchromatin and heterochromatin. By integrating chromatin-chromatin interaction energetics and diffusion-reaction dynamics, we predict the formation of nanoscale heterochromatin-rich domains and establish a scaling relationship between their size and the modulation of epigenetic reaction rates. Additionally, our model predicts that epigenetic and chromatin compaction changes in response to changes in global reaction rates occur predominantly at domain boundaries. We validated these predictions via Hi-C contact map analysis and super-resolution imaging of hyperacetylated melanoma cells. Subsequent RNA-seq analysis suggested a pivotal role of these epigenetic shifts in influencing the metastatic potential of these cells. We further validated our mesoscale findings against chromatin rearrangement in hMSCs, which exhibit sensitivity of epigenetic reaction rates to changes in microenvironmental stiffness. Finally, we evaluated the effects of cycling of epigenetic reaction rates in silico, mimicking the cellular transition to different extracellular conditions, and back again. This finding reveals a cell-type invariant mechanism driven by domain boundaries, whereby chromatin organization guides epigenetic memory formation. Our findings show that chromatin reorganization in response to changes in epigenetic reaction rates resulting from alterations in the microenvironment, drug exposure and disease progression impacts both immediate cellular responses and long-term epigenetic memory.

biophysics↗

Active Transcription and Epigenetic Reactions Synergistically RegulateMeso-Scale Genomic Organization

In interphase nuclei, chromatin is organized into interspersed dense domains with characteristic sizes, both in the nuclear interior and periphery. However, the quantitative impact of transcription and histone modifications on the size and distribution of these domains remains unclear. Here, we introduce a mesoscale theoretical model that investigates the relationship between heterochromatic domain sizes and loop extrusion rates from these domains. The model considers chromatin-chromatin and chromatin-lamina interactions, methylation and acetylation kinetics, and diffusion of epigenetic marks and nucleoplasm. Our model generates testable predictions that help reveal the biophysics underlying chromatin organization in the presence of transcription-driven loop extrusion. This process is kinetically captured through the conversion of heterochromatin to euchromatin in response to RNAPII activity. We discovered that a balance between diffusive and reactive fluxes governs the steady-state sizes of heterochromatin domains. Using theory and simulations, we predicted that a loss of transcription results in increased chromatin compaction and larger heterochromatin domain sizes. To validate our predictions, we employed complementary super-resolution and nano-imaging techniques on five different cell lines with impaired transcription. We quantitatively assessed how domain sizes scale with loop extrusion rates at the hetero-euchromatin interfaces. Our analysis of previously obtained super-resolution images of nuclei revealed that excessive loop extrusion leads to smaller heterochromatin domains. The model successfully recapitulated these observations, explaining how transcription loss can counteract the effects of cohesin overloading. As the general biophysical mechanisms regulating heterochromatin domain sizes are independent of cell type, our findings have significant implications for understanding the role of transcription in global genome organization.

biophysics↗