Biology subjects

Natarajan, V.

Publications and source records attributed to Natarajan, V..

16 recordsLinked to original sources

bioRxiv2026

Perturb-ME: Scalable mechanism discovery from phenotype-enriched genome-wide screens

Perturb-seq enables pooled genetic screens with rich single-cell profiling readouts, but genome-scale profiling remains costly and may not be associated with other established functional characteristics. Moreover, as screens grow in size and complexity, interpreting the resulting data comprehensively is challenging and slow. Here, we introduce Perturb-seq with Marker Enrichment (Perturb-ME), which combines genome-scale CRISPR screening, phenotype-based enrichment and multimodal single-cell profiling. Applied to MHC-I cell surface protein expression in melanoma, Perturb-ME profiled HLA-low and HLA-high cells with matched RNA, surface-protein and guide measurements. A regulatory model with 221 impactful regulators affecting 1,998 responsive genes recovered seven coherent co-functional regulatory modules governing nine gene programs, including the canonical IFN{gamma}-MHC-I axis regulating an antigen-presentation and interferon-response program. Agentic interpretation of the entire model with an AI co-scientist linked additional modules to trafficking, proteostasis and chromatin regulation. Perturb-ME, along with agentic interpretation, provide a scalable framework for comprehensive functional discovery from phenotype-enriched genetic screens.

cell biology↗

bioRxiv2025

CaMKKβ regulates transcription factor Elf2 gene methylation to maintain endothelial junctional barrier integrity

The expression of endothelial-enriched receptor tyrosine kinase Tie2 and vascular endothelial cadherin VE-cadherin in endothelial cells (EC) is essential for maintaining endothelial barrier integrity and vascular homeostasis. The Ets family of transcription factors plays a critical role in regulating the expression of Tie2 and VE-cadherin in EC. However, the transcriptional regulation of these factors remains poorly understood. In this study, we performed whole genome methylation analysis and found that the gene encoding the Ets family transcription factor Elf2/Nerf2 was hypermethylated in Camkk{beta}-deficient (Camkk{beta}-/-) mice. Notably, these mice exhibited significantly reduced mRNA and protein levels of Elf2, Tie2, and VE-cadherin, along with uncontrolled lung vascular injury following LPS challenge. Additionally, either depletion of CaMKK{beta} in human lung microvascular endothelial cells or EC-specific deletion of Camkk{beta} in mice led to a decrease in the expression of Elf2, Tie2, and VE-cadherin. Furthermore, administration of the DNA methyltransferase inhibitor 5-azacytidine (5-AZA) or EC-specific expression of wild-type CaMKK{beta} but not the kinase-defective mutant restored the expression of Elf2, Tie2, and VE-cadherin in Camkk{beta}-/-mice. We find that under baseline conditions, methyl CpG binding protein MeCP2 repressed Elf2 expression in EC. Importantly, in EC-restricted Elf2 knockout mice (Elf21EC), lung endothelial barrier integrity was compromised due to dramatically reduced levels of Tie2 and VE-cadherin. Together, these findings underscore the crucial role of CaMKK{beta} in regulating endothelial junctional barrier integrity by controlling Elf2 expression.

cell biology↗

bioRxiv2025

AI mirrors experimental science to uncover a novel mechanism of gene transfer crucial to bacterial evolution

AI models have been proposed for hypothesis generation, but testing their ability to drive high-impact research is challenging, since an AI-generated hypothesis can take decades to validate. Here, we challenge the ability of a recently developed LLM-based platform, AI co-scientist, to generate high-level hypotheses by posing a question that took years to resolve experimentally but remained unpublished: How could capsid-forming phage-inducible chromosomal islands (cf-PICIs) spread across bacterial species? Remarkably, AI co-scientists top-ranked hypothesis matched our experimentally confirmed mechanism: cf-PICIs hijack diverse phage tails to expand their host range. We critically assess its five highest-ranked hypotheses, showing that some opened new research avenues in our laboratories. We benchmark its performance against other LLMs and outline best practices for integrating AI into scientific discovery. Our findings suggest that AI can act not just as a tool but as a creative engine, accelerating discovery and reshaping how we generate and test scientific hypotheses.

microbiology↗

bioRxiv2024

Whole-body PET imaging of SIV using anti-Env probes fails to reveal regions of specific uptake in rhesus macaques

Following the initial reports demonstrating the feasibility of immunoPET imaging of SIV using anti-Env monoclonal antibodies in non-human primates, replication efforts of the imaging system in HIV-infected individuals have yielded conflicting results. Herein, we used 89Zr-7D3 and 89Zr- ITS103.01LS-F(ab)2, two anti-gp120 antibodies for immunoPET imaging of SIV in n=20 rhesus macaques. Despite their demonstrated nanomolar affinity and strong binding specificity to SIV gp120 cell lines, we observed no discernible differences in their binding in primary cells, tissue sections of secondary lymphoid organs, in-vivo probe uptake between SIVmac-infected and uninfected macaques, or ex-vivo validation necropsies. While the probes remained stable in-vivo, only 89Zr-ITS103.01LS-F(ab)2 in chronic plasma retained its binding specificity to SIV gp120, with 89Zr-7D3 experiencing a >97% reduction in binding to gp120 due to competition from endogenous antibodies at the 7D3 binding site. The overall absence of specific uptake suggests inadequate binding potential (ligand affinity x target molarity) for these probes to effectively image SIV or HIV in-vivo, warranting further investigation into the lack of reproducibility observed with earlier non-human primate SIV imaging and conflicting human studies.

immunology↗

bioRxiv2023

Genetic Discovery Enabled by A Large Language Model

Artificial intelligence (AI) has been used in many areas of medicine, and recently large language models (LLMs) have shown potential utility for clinical applications. However, since we do not know if the use of LLMs can accelerate the pace of genetic discovery, we used data generated from mouse genetic models to investigate this possibility. We examined whether a recently developed specialized LLM (Med-PaLM 2) could analyze sets of candidate genes generated from analysis of murine models of biomedical traits. In response to free-text input, Med-PaLM 2 correctly identified the murine genes that contained experimentally verified causative genetic factors for six biomedical traits, which included susceptibility to diabetes and cataracts. Med-PaLM 2 was also able to analyze a list of genes with high impact alleles, which were identified by comparative analysis of murine genomic sequence data, and it identified a causative murine genetic factor for spontaneous hearing loss. Based upon this Med-PaLM 2 finding, a novel bigenic model for susceptibility to spontaneous hearing loss was developed. These results demonstrate Med-PaLM 2 can analyze gene-phenotype relationships and generate novel hypotheses, which can facilitate genetic discovery.

genetics↗

bioRxiv2023

Endothelial Knockdown of the Tumor Suppressor, WWOX, Increases Inflammation in Ventilator-Induced Lung Injury

BackgroundChronic cigarette smoke exposure downregulates lung expression of WWOX, an ARDS relevant tumor suppressor. Prior work has revealed a barrier protective function of WWOX during infectious models of ARDS. Proteomic analysis of WWOX-silenced lung endothelial cells suggest involvement of WWOX in protection against mechanical stretch-induced inflammation. MethodsProtein lysates from WWOX-silenced endothelial cells (ECs) were analyzed using tandem mass tag mass spectrometry (TMT-MS) to determine the differential expression status of the proteome compared to wild type ECs. WWOX-silenced ECs as well as those isolated from endothelial Wwox knockout (EC Wwox KO) mice were subjected to cyclic stretch (18% elongation, 0.5 Hz, 4 hours). Cellular lysates and media supernatant were harvested for assays of cellular signaling, protein expression, and cytokine release. Dual silencing of WWOX and zyxin was achieved to determine the role of zyxin upregulation in IL-8 production following mechanical stretch and during WWOX knockdown. Control and EC Wwox KO mice were subjected to high tidal volume ventilation (VILI, 40ml/kg, 65 breath/min, 4hours). Bronchoalveolar lavage fluid and mouse lung tissue were harvested for cellular signaling, cytokine secretion, and histologic assays. ResultsTMT-MS revealed upregulation of zyxin expression during WWOX knockdown which predicted a heightened inflammatory response to mechanical stretch. WWOX-silenced ECs and ECs isolated from EC Wwox mice displayed significantly increased cyclic stretch-mediated secretion of various cytokines (IL-6, KC/IL-8, IL-1{beta}, and MCP-1) relative to controls. This was associated with increased ERK and JNK phosphorylation but decreased p38 MAPK phosphorylation. EC Wwox KO mice subjected to VILI sustained a greater degree of injury than corresponding controls. Silencing of zyxin during WWOX knockdown abrogated stretch-induced increases in IL-8 secretion. ConclusionLoss of WWOX function in ECs is associated with a heightened inflammatory response during mechanical stretch that is associated with increased MAPK phosphorylation and appears to be dependent on upregulation of zyxin.

molecular biology↗

bioRxiv2022

Sustained pigmentation causes DNA damage and invokes translesion polymerase Pol κ for repair in melanocytes

The pigment melanin protects skin cells from ultraviolet (UV) radiation induced DNA damage. However, intermediates of eumelanin are highly reactive quinones that are potentially genotoxic. In this study, we systematically investigate the effect of sustained elevation of melanogenesis and map the consequent cellular repair response of melanocytes. Pigmentation increases DNA damage, causes cell cycle arrest, and invokes translesion polymerase Pol {kappa} for DNA repair in primary human melanocytes, as well as mouse melanoma cells. Confirming the causal link, CRISPR-based genetic ablation of tyrosinase, the key melanin synthesizing enzyme results in depigmented cells with low Pol {kappa} levels. However, silencing of Pol {kappa} in pigmenting cells results in unchecked proliferation despite the presence of damaged DNA, that could potentially lead to genome instability. Thereby, our results indicate Pol {kappa} to be a necessary evil to resolve melanin induced damage. Error-prone repair by Pol {kappa} in part explains the mutational landscape observed in human melanoma. Thus, our study illuminates a hitherto unknown dark side of melanin and identifies (eu)melanogenesis as a key missing link between tanning response and mutagenesis mediated via the Pol {kappa}-based low fidelity DNA repair response of melanocytes. Key HighlightsO_LISustained melanogenesis causes DNA damage in melanocytes C_LIO_LIMelanogenesis elicits replication stress and translesion repair by Pol {kappa} C_LIO_LIPol {kappa} resolves melanin-induced DNA damage and suppresses genome instability C_LIO_LIExpression of Pol {kappa} correlates with mutational load in human melanoma C_LI

cell biology↗

bioRxiv2021

Hepatitis C Virus Infects and Perturbs Liver Stem Cells

Hepatitis C virus (HCV) is the leading cause of death from liver disease. How HCV infection causes lasting liver damage and increases cancer risk beyond viral clearance remains unclear. We identify bipotent liver stem cells as novel targets for HCV infection, and their erroneous differentiation as the potential cause of impaired liver regeneration and cancer development. We show 3D organoids generated from liver stem cells from actively HCV-infected individuals carry replicating virus and maintain low-grade infection over months. Organoids can be infected with a primary HCV isolate. Virus-inclusive single-cell RNA-sequencing uncovered extensive transcriptional reprogramming in HCV+ cells supporting hepatocytic differentiation, cancer stem cell development and viral replication while stem cell proliferation and interferon signaling are disrupted. Our data adds a pathogenesis factor - infection of liver stem cells - to the biology of HCV infection that explains persistent liver damage and enhanced cancer risk through an altered stem cell state.

microbiology↗

bioRxiv2021

Liver Organoid and T Cell Coculture Models Cytotoxic T Cell Responses against Hepatitis C Virus

Hepatitis C virus (HCV) remains a global public health challenge with an estimated 71 million people chronically infected, with surges in new cases and no effective vaccine. New methods are needed to study the human immune response to HCV since in vivo animal models are limited and in vitro cancer cell models often show dysregulated immune and proliferative responses. Here we developed a CD8+ T cell and adult stem cell liver organoid system using a microfluidic chip to coculture 3D human liver organoids embedded in extracellular matrix with HLA-matched primary human T cells in suspension. We then employed automated phase contrast and immunofluorescence imaging to monitor T cell invasion and morphological changes in the liver organoids. This microfluidic coculture system supports targeted killing of liver organoids when pulsed with a peptide specific for HCV nonstructural protein 3 (NS3) (KLVALGINAV) in the presence of patient-derived CD8+ T cells specific for KLVALGINAV. This demonstrates the novel potential of the coculture system to molecularly study adaptive immune responses to HCV in an in vitro setting using primary human cells.

immunology↗

bioRxiv2021

Temporal resolution of melanogenesis determine fatty acid metabolism as key skin pigment regulator

Therapeutic methods to modulate skin pigmentation has important implications for skin cancer prevention and for treating meta-inflammatory-triggered cutaneous conditions. Modulators of cAMP signalling of melanocyte have met with minimal clinical efficacy. Towards defining new potential targets, we followed temporal dynamics orchestrating melanocyte differentiation by using a cell-autonomous pigmentation model. Our study elucidates three dominant phases of synchronized metabolic and transcriptional reprogramming. The induction phase is concomitant with a paradoxical decrease in MITF levels, reduced proliferation, and increased anabolic metabolism mediated by AKT phosphorylation. The melanogenic phase shows rapid uptake of glucose and fatty acid, transiently forming lipid droplets through SREBF1-mediated regulation of fatty acid metabolism. This heightened bioenergetic activity impairs mitochondria and the recovery phase is marked by a shift to aerobic glycolysis and activation of the NRF2 detoxication pathway. Finally, we show that inhibitors of lipid metabolism indeed resolve hyper-pigmentary conditions in a guinea pig UV-tanning model. Our studies reveal metabolic control mechanisms of melanocytes that could govern the balance between differentiation and proliferation in a variety of cutaneous diseases.

cell biology↗

bioRxiv2021

kinesin recruitment by adapter SKIP on melanosomes is dynamically controlled by LC3B phosphorylation

Anterograde melanosome transport is essential for adaptive skin tanning response. However, the molecular components involved, their interplay and regulation by external cues in melanosome transport remain under-explored. Silencing of kinesin motors revealed that several members including the established KIF5B and a novel candidate KIF1B, mediate melanosome movement. The camouflage behaviour of zebrafish embryos induced by incident light or -MSH requires kif1b, suggesting a conserved melanosome transport machinery across vertebrates. Interestingly, the peri-nuclear melanosome accumulation upon kinesin knockdown is recapitulated by the silencing of autophagy effector MAP1LC3B (LC3B). Pull-down assays identified KIF1B, but not KIF5B, to be the LC3B-associated kinesin. LC3B binds the adapter SKIP via its LIR docking region that is proximal to Thr12 residue, a site for phosphorylation by Protein Kinase A. We demonstrate that phosphorylation of LC3B at Thr12 is stimulated by -MSH, which potentiates the anterograde melanosome transport. Thereby, our study, identifies a novel kinesin motor KIF1B for melanosome movement and establishes LC3B as the key molecular component that facilitates -MSH responsive mobilization of melanosomes. Key HighlightsO_LIKinesin screen reveals non-redundant use of KIF5B, KIF1B motors for melanosome transport C_LIO_LIkif1b is required for camouflage response in zebrafish and melanosome movement in mammals C_LIO_LIN-terminal region of LC3B interacts with adapter SKIP and couples kinesin KIF1B C_LIO_LI-MSH activates PKA-mediated phosphorylation of LC3B to potentiate anterograde movement C_LI SignificanceMelanosomes are lysosome related organelles containing melanin pigment, that are synthesized in melanocytes and transferred to the recipient keratinocytes of skin. This involves long range melanosome movement within melanocytes to reach cell periphery for the transfer to follow. Physiologically, UV protection involves local secretion of melanocyte stimulating hormone (-MSH) that acts on melanocytes to promote skin tanning response. Herein, we investigate the components involved in this process and establish that the melanosome movement is dynamically controlled by -MSH through phosphorylation of LC3B. These findings establish the mechanism behind the rapid distribution of melanosomes during tanning response and provide opportunity to intervene for sun protection.

cell biology↗

bioRxiv2020

Cigarette Smoke and Nicotine-Containing E-cigarette Vapor Downregulate Lung WWOX Expression Which is Associated with Increased Severity of Murine ARDS

RATIONALEA history of chronic cigarette smoking is known to increase risk for ARDS, but the corresponding risks associated with chronic e-cigarette use are largely unknown. The chromosomal fragile site gene, WWOX, is highly susceptible to genotoxic stress from environmental exposures, and thus an interesting candidate gene for the study of exposure-related lung disease. METHODS AND RESULTSLungs harvested from current versus former/never smokers exhibited a 47% decrease in WWOX mRNA levels. Exposure to nicotine-containing e-cigarette vapor resulted in an average 57% decrease in WWOX mRNA levels relative to vehicle treated controls. In separate studies, endothelial (EC)-specific WWOX KO versus wild type mice were examined under ARDS-producing conditions. EC WWOX KO mice exhibited significantly greater levels of vascular leak and histologic lung injury. ECs were isolated from digested lungs of untreated EC WWOX KO mice using sorting by flow cytometry for CD31+CD45- cells. These were grown in culture, confirmed to be WWOX-deficient by RT-PCR and Western blotting, and analyzed by electric cell impedance sensing (ECIS) as well as a FITC dextran transwell assay for their barrier properties during MRSA or LPS exposure. WWOX KO ECs demonstrated significantly greater declines in barrier function relative to wild type cells during either MRSA or LPS treatment as measured by both ECIS and the transwell assay. CONCLUSIONThe increased risk for ARDS observed in chronic smokers may be mechanistically linked, at least in part, to lung WWOX downregulation, and this phenomenon may also manifest in the near future in chronic users of e-cigarettes.

molecular biology↗

bioRxiv2020

Developmental co-emergence of cardiac and gut tissues modeled by human iPSC-derived organoids

During embryogenesis, paracrine signaling between tissues in close proximity contributes to the determination of their respective cell fate(s) and development into functional organs. Organoids are in vitro models that mimic organ formation and cellular heterogeneity, but lack the paracrine input of surrounding tissues. Here, we describe a human multilineage iPSC-derived organoid that recapitulates cooperative cardiac and gut development and displays extensive cellular and structural complexity of both tissues. We demonstrate that the presence of endoderm tissue (gut/intestine) in multilineage organoids contributed to the development of the cardiac tissue, specifically cardiomyocyte expansion, compartmentalization, enrichment of atrial/nodal cells, myocardial compaction and functional fetal-like maturation. Overall, this study demonstrates the ability to generate specific cooperative tissues originating from different germ lineages within a single organoid model, an advance that will further the examination of multi-tissue interactions during development and disease.

developmental biology↗

bioRxiv2020

Matrix Stiffness Regulates Liver Sinusoidal Endothelial Cell Function Mimicking Responses in Fatty Liver Disease

Liver sinusoidal endothelial cells (LSECs) are a highly specialized endothelial cell that participates in numerous liver metabolic activities and collectively function as a scavenger system in the liver by removing waste macromolecules playing a vital role in the balance of lipids, cholesterol, and vitamins. Prior to hepatic fibrosis, independent of their etiology, LSECs become highly pro-inflammatory, capillarized (loss in fenestrations), and loss in specialized receptors (Stabilin-1, Stabilin-2, CD31 and SE-1). Liver fibrosis also leads to significant loss in the endocytosis function of LSECs. Thus understanding regulation of LSEC phenotype may be critical to understanding fibrosis. Extensive remodeling of the extracellular matrix occurs during fibrosis that leads to liver stiffening. The role of matrix stiffness as related to subtle but pivotal changes in LSECs physiology is under explored. The overall goal of our study is the development and implementation of a platform that enables the convergence of engineered cell microenvironments with the phenotypic and functional analysis of LSECs. Using our innovative biomimetic liver fibrosis model that allows modulation of substrate stiffness, we investigated the role of liver matrix stiffness in modulating LSECs function in fibrotic-like microenvironment. Primary LSECs were cultured on our novel polymer film coated polydimethylsiloxane (PDMS) gels with 2 kPa, 9 kPa 25 kPa and 55 kPa elastic modulus mimicking healthy, early fibrotic, fibrotic and extremely fibrotic substrates. SEM was used to image to fenestrations of LSECs and HA endocytosis assay was performed to measure the LSECs function. LSECs cultured on stiffer environment had significant remodeling of cytoskeletal proteins and morphology indicated of stress fibers. Also we observed that LSECs on fibrotic substrates resulted in loss of fenestrations (capillarization). This is critical as capillarization has been show to precede hepatic fibrosis and "capillarized" LSECs lose the ability to promote hepatic stellate cell (HSC) quiescence. LSECs on stiffer environment also had higher expression of cell adhesion molecules, VCAM-1 and ICAM-1 indicating the loss of phenotype of the cells. Fibrotic stiffness also impeded the HA endocytosis in LSECs, one of the main functions of the cells. These data suggest a plausible mechanism that increased stiffness modulates hepatocyte and LSEC function causing liver functional failure. Similar effect was observed in LSECs isolated from Non-Alcoholic Fatty Liver Disease (NAFLD) rat models indicating correlation to physiological conditions. Together, all these data demonstrates the plausible role of stiffness in regulating LSECs function and contribute to HSC activation and progression of liver fibrosis.

bioengineering↗

bioRxiv2019

Single-molecule imaging of eukaryotic replisomes reveals compositional plasticity

Structural and biochemical studies have revealed the basic principles of how the replisome duplicates genomic DNA, but little is known about its dynamics during DNA replication. We reconstitute the 34 proteins needed to form the S. cerevisiae replisome and show how changing local concentrations of the key DNA polymerases tunes the ability of the complex to efficiently recycle these proteins or to dynamically exchange them. Particularly, we demonstrate redundancy of the Pol DNA polymerase activity in replication and show that Pol primase and the lagging-strand Pol {delta} can be re-used within the replisome to support the synthesis of large numbers of Okazaki fragments. This unexpected malleability of the replisome might allow it to deal with barriers and resource challenges during replication of large genomes.

biophysics↗

bioRxiv2019

pH controlled histone acetylation amplifies melanocyte differentiation program downstream of MITF

Tanning response and melanocyte differentiation are mediated by the central transcription factor MITF. Enigmatically, these involve rapid and selective induction of melanocyte maturation genes, while concomitantly maintaining the expression of other effectors. In this study using cell-based and zebrafish model systems, we elucidate a pH mediated feed-forward mechanism of epigenetic regulation that enables selective amplification of melanocyte maturation program. We demonstrate that MITF activation directly elevates the expression of Carbonic Anhydrase 14 (Ca14) enzyme. Nuclear localized Ca14 increases the intracellular pH, resulting in the activation of histone acetyl transferase activity of p300/CBP. In turn enhanced H3K27 histone acetylation marks of select differentiation genes facilitates their amplified expression by MITF. CRISPR-mediated targeted missense mutation of CA14 in zebrafish results in immature acidic melanocytes with decreased pigmentation, establishing the centrality of this mechanism in rapidly activating melanocyte differentiation. Thereby we reveal a novel epigenetic control through pH modulation that reinforces a deterministic cell fate by altering chromatin dynamics.

cell biology↗