Biology subjects

Biswas, S.

Publications and source records attributed to Biswas, S..

At least 73 records · Page 4Linked to original sources

bioRxiv2024

Injury-induced transcription in the planarian outer epithelium is critical for tissue regeneration

Planarian flatworms have an extraordinary regenerative capacity; even a small, asymmetrical fragment of amputated planarian tissue can recreate an entirely new animal. The planarian field has made significant progress in identifying specific genes and cell types required for this complex process, but substantially less is known about the molecular mechanisms that convert a significant physical injury (e.g., head amputation) into the expression of specific genes in particular cell types. One tissue in which this question is particularly relevant is the planarian epidermis, a single-layer, mucociliary epithelium with similarities to the epithelia of mammalian airways. This epithelium plays an essential, early role in planarian regeneration as the cells surrounding the wound site must quickly stretch and extend to cover the wound area after injury. We hypothesized that these injury-induced morphological changes activate the transcription of genes with essential functions in the regenerative process. To best detect these transcriptional changes, we developed a rapid method for isolating the planarian outer epithelium and prepared ribodepleted RNA-sequencing libraries from samples isolated at multiple time points after tissue amputation. One gene we both identified using these methods and found to be functionally important for regeneration is a putative planarian homolog of vertebrate Shoc2. SHOC2 is an essential scaffolding protein that mediates specific, context-dependent activation of the ERK1/2 signaling pathway (J O_SCPLOWANGC_SCPLOW O_SCPLOWANDC_SCPLOWG O_SCPLOWALPERINC_SCPLOW2016). Notably, the ERK1/2 pathway is known to be activated after injury and required for regeneration in multiple species (M O_SCPLOWANUELC_SCPLOW et al. 2006; O O_SCPLOWWLARNC_SCPLOWet al. 2017; T O_SCPLOWOMASSOC_SCPLOWet al. 2023). These findings suggest that these epithelial datasets have the potential to uncover many functionally relevant and possibly highly conserved genes that play fundamental roles in animal regeneration.

developmental biology↗

bioRxiv2024

Decoding Biomolecular Condensate Dynamics: An Energy Landscape Approach

A significant fraction of eukaryotic proteins contain low-complexity sequence elements with unknown functions. Many of these sequences are prone to form biomolecular condensates with unique material and dynamic properties. Mutations in low-complexity regions often result in abnormal phase transitions into pathological solid-like states. Therefore, understanding how the low-complexity sequence patterns encode the material properties of condensates is crucial for uncovering the cellular functions and evolutionary forces behind the emergence of low-complexity regions in proteins. In this work, we employ an alphabet-free energy landscape framework of the stickers and spacers to dissect how the low complexity patterns of proteins encode the material properties of condensates. We find a broad phase diagram of material properties determined by distinct energy landscape features, showing that periodic repeat motifs promote elastic-dominated while random sequences are viscous-dominated properties. We find that a certain degree of sticker periodicity is necessary to maintain the fluidity of condensates, preventing them from forming glassy or solid-like states. Finally, we show that the energy landscape framework captures viscoelastic trends seen in the recent experiments on prion domains and makes predictions for systematic variation of protein condensate viscoelasticity via altering the periodicity and strength of sticker motifs. TOC Graphic O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=111 SRC="FIGDIR/small/614805v1_ufig1.gif" ALT="Figure 1"> View larger version (20K): org.highwire.dtl.DTLVardef@e0ddbdorg.highwire.dtl.DTLVardef@fdbf70org.highwire.dtl.DTLVardef@12385dcorg.highwire.dtl.DTLVardef@129571b_HPS_FORMAT_FIGEXP M_FIG C_FIG

biophysics↗

bioRxiv2024

DNA polymerase kappa stabilized by PTBP2 interacts with MRE11 and promotes genomic instability in leukemia cells

Polypyrimidine tract binding protein 2 (PTBP2) is an RNA-binding protein that controls alternative splicing in neuronal, muscle, and Sertoli cells. Our study unveils a novel role of PTBP2 in promoting the excessive production of the DNA polymerase kappa (Pol{kappa}) by stabilizing its 3UTR. We observed an association between its increased expression and the upregulation of PTBP2 in clinical samples of Chronic Myeloid Leukemia (CML). Ptbp2 knock-out CML cell lines and patient samples treated with hydroxyurea presented with increased DNA damage, as evidenced by long comet tails and higher levels of the DNA damage marker, {gamma}H2AX foci, however overexpression of Pol{kappa} in the Ptbp2-KO cells restored normal phenotype. The deregulation of the DNA repair pathway is a defining feature of malignancies and is closely associated with genomic instability. POLK was found to interact with MRE11 of the MRN complex, thereby governing the activation of ATM-CHK2. Cells with elevated levels of Ptbp2 and Pol{kappa} demonstrated increased sister chromatid exchange and BrdU incorporation in ex-vivo assays, while multinucleated cells with multipolar spindles were observed in in-vivo assays. Our findings confirm the critical role of the PTBP2-POLK axis in driving genomic instability and bolstering the viability of cells with increased malignancy.

cancer biology↗

bioRxiv2024

RNaseH-based ribodepletion of total planarian RNA improves detection of longer and non-polyadenylated transcripts

The overwhelming majority of RNA species isolated from cells or tissues using organic extraction are ribosomal RNAs (rRNA), whereas a relatively small percentage are messenger RNAs (mRNA). For studies that seek to detect mRNA transcripts and measure changes in their expression, this lopsided ratio of desired transcripts to undesired transcripts creates a significant challenge to obtaining sensitive and reproducible results. One method for improving mRNA detection is to selectively amplify polyadenylated (polyA) mRNA molecules when generating RNA-seq libraries, a strategy that is generally very successful in many species. However, this strategy is less effective when starting with total RNA from some species e.g., the planarian species Schmidtea mediterranea (S.med), as it generates libraries that still contain significant and variable amounts of rRNA reads. Further, commercially available ribodepletion kits do not efficiently deplete rRNAs from these samples because their sequences are divergent from mammalian rRNAs. Here we report a customized, optimized, and economical ribodepletion strategy than allows the generation of comprehensive RNA-seq libraries with less than one percent rRNA contamination. We show that this method improves transcript detection, particularly for those without polyA tails (e.g., core histones) and those that are relatively long (e.g., microtubule motor proteins). Using this custom ribodepletion approach, we also detected many transcripts that are not represented in the most recent set of S.med gene annotations, including a subset that are likely expressed transposable elements (TEs). To facilitate future differential expression analyses of these newly identified loci, we created both an annotation file of the new loci we identified and a bioinformatic pipeline for generating additional annotations from future libraries. As significant recent research shows that TE activation is regulated and functionally important, the resources provided here will provide a starting point for investigating such mechanisms in planarians and other species with less conserved rRNA sequences.

molecular biology↗

bioRxiv2024

Two liverworts from same habitats developed many similar but few distinct seasonal adaptive strategies: Insights from a transcriptomic approach

Liverworts are among the first land plants to experience seasonal changes after terrestrialization Therefore, we conducted a seasonal transcriptome analysis of two representative liverwort species from India, Dumortiera hirsuta and Plagiochasma appendiculatum, during their distinct growing seasons: the pre-monsoon, monsoon, post-monsoon, and fruiting season to understand the seasonal adaptations. Phylogenetic trees and evolutionary timescale analyses showed that D. hirsuta is primitive compared to P. appendiculatum. The RNA-seq analysis showed that D. hirsuta primarily modifies its transcriptome in the post-monsoon season but mainly induces specific genes in the fruiting season, most likely to develop reproductive organs and to adapt strategically by conserving energy in the fruiting season to deal with the harsh environmental conditions of both seasons. Conversely, P. appendiculatum exhibited significant transcriptome variability during both the fruiting and post-monsoon seasons, albeit to a lesser degree than D. hirsuta. This suggests that, to survive in the harsh conditions of both seasons, it strategically modulated its necessary gene expression levels over an extended period of time while taking energy conservation into consideration. This study offers the first comprehensive view of seasonal adaptive strategies employed by two liverworts that coexist in the same habitat but diverged at different stages in their evolutionary history.

genomics↗

bioRxiv2024

Ubp2 modulates DJ-1-mediated redox-dependent mitochondrial dynamics in Saccharomyces cerevisiae

Mitochondrial integrity is a crucial determinant of overall cellular health. Mitochondrial dysfunction and impediments in regulating organellar homeostasis contribute majorly to the pathophysiological manifestation of several neurological disorders. Mutations in human DJ-1 (PARK7) have been implicated in the deregulation of mitochondrial homeostasis, a critical cellular etiology observed in Parkinsons disease progression. DJ-1 is a multifunctional protein belonging to the DJ-1/ThiJ/PfpI superfamily, conserved across the phylogeny. Although the pathophysiological significance of DJ-1 has been well-established, the underlying molecular mechanism(s) by which DJ-1 paralogs modulate mitochondrial maintenance and other cellular processes remains elusive. Using Saccharomyces cerevisiae as the model organism, we unravel the intricate mechanism by which yeast DJ-1 paralogs (collectively called Hsp31 paralogs) modulate mitochondrial homeostasis. Our study establishes a genetic synthetic interaction between Ubp2, a cysteine-dependent deubiquitinase, and DJ-1 paralogs. In the absence of DJ-1 paralogs, mitochondria adapt to a highly tubular network due to enhanced expression of Fzo1. Intriguingly, the loss of Ubp2 restores the mitochondrial integrity in the DJ-1 deletion background by modulating the ubiquitination status of Fzo1. Besides, the loss of Ubp2 in the absence of DJ-1 restores mitochondrial respiration and functionality by regulating the mitophagic flux. Further, Ubp2 deletion makes cells resistant to oxidative stress without DJ-1 paralogs. For the first time, our study deciphers functional crosstalk between Ubp2 and DJ-1 in regulating mitochondrial homeostasis and cellular health. Author SummaryMitochondria are dynamic organelles essential for generating the energy required to maintain cellular viability and drive biological processes. Mitochondrial structures undergo continuous remodeling, modulating their function in response to cellular cues. The plasticity of mitochondrial structures is due to conserved fusion-fission proteins, thus enabling cells to adapt to metabolic changes. Mutations in PARK7, encoding for DJ-1, lead to an imbalance in mitochondrial dynamics and culminate in the progression of neurodegenerative disorders such as Parkinsons disease (PD). DJ-1 belongs to the highly conserved DJ-1/ThiJ/Pfp superfamily of multifunctional proteins. Saccharomyces cerevisiae encodes for four paralogs, which belong to the DJ-1 superfamily. Recent studies demonstrate the role of yeast DJ-1 members in regulating mitochondrial integrity and oxidative stress response. However, the mechanism(s) by which the paralogs mediate cytoprotective action remains elusive. The current study addresses the mechanistic lacuna by delineating cross-talk between Ubp2, a deubiquitinase, and redox-sensitive DJ-1 paralogs in regulating mitochondrial health. Our results suggest that elevated expression of Ubp2 in cells lacking DJ-1 paralogs promotes hyperfused mitochondrial structures. At the same time, in the absence of DJ-1 paralogs, the levels of Fzo1 expression are enhanced significantly due to its altered ubiquitination status. Intriguingly, mitochondrial dynamics and cellular health were reinstated upon deletion of Ubp2, particularly in cells with combinatorial deletion of DJ-1 paralogs in yeast. The study thus provides evidence linking the role of DJ-1 and deubiquitinase in the maintenance of mitochondrial dynamics, which can further aid in understanding the mechanism causing PD progression.

cell biology↗

bioRxiv2024

Interactions between high-intensity light and unrestricted vision in the drive for hyperopia

PURPOSETo evaluate the impact of optical versus illuminance factors and their duration-dependency on lens-induced hyperopia (LIH) in chick eyes. METHODSHyperopia was induced in one eye in chicks (10 groups, n=126) from day 1 (D1) post-hatching until D8 using +10 D lenses with fellow eyes as controls. One group (LIH) served as the control without any interventions. Remaining groups were exposed to 2, 4 or 6 hours of unrestricted vision (UnV), high intensity light (HL), or both (HL +UnV). Ocular axial length (AL), refractive error, and choroidal thickness were measured on days 1, 4, and 8. Inter-ocular difference (IOD = experimental - contralateral eye) {+/-} SEM was used to express outcome measures. RESULTSBy D8, LIH decreased AL (-0.42{+/-}0.03 mm) and produced hyperopic refraction (+3.48{+/-}0.32 D) and choroidal thickening (+85.81{+/-}35.23 {micro}m) in the LIH group (all, P<0.001). Exposure to UnV reduced LIH (i.e., hyperopic refraction, axial shortening, and choroidal thickening) in a duration-dependent manner, whereas HL potentiated the development of LIH in a duration-dependent manner. When combined, UnV overpowered HL, with resultant impact on refraction and AL being close to UnV alone, except after 6 hours, when HL+UnV induced shorter AL compared to UnV alone (P=0.03). CONCLUSIONDaily exposure to HL, UnV, and HL+UnV altered LIH in a duration-dependent manner with UnV and LIH producing competing signals. The signal generated by UnV was generally stronger than HL in combined exposure, yet longer durations of HL affected the drive for emmetropization in eyes with UnV.

developmental biology↗

bioRxiv2024

GREMLIN1 disrupts intestinal epithelial-mesenchymal crosstalk to induce a wnt-dependent ectopic stem cell niche via stromal remodelling

In homeostasis, counterbalanced morphogen signalling gradients along the vertical axis of the intestinal mucosa regulate the fate and function of epithelial and stromal cell compartments. Here, we used a disease-positioned mouse, and human tissue, to explore the consequences of pathological Bone Morphogenetic Protein (BMP) signalling dysregulation on epithelial- mesenchymal interaction. Aberrant pan-epithelial expression of the secreted BMP antagonist GREM1, resulted in ectopic crypt formation with lineage tracing demonstrating the presence of Lgr5(-) stem/progenitor cells. Isolated epithelial cell Grem1 expression had no effect on individual cell fate, indicating an intercompartmental impact of mucosal-wide BMP antagonism. Treatment with a novel anti-Grem1 antibody abrogated the polyposis phenotype, and triangulation of specific pathway inhibitors defined a pathological sequence of events, with wnt-ligand dependent ectopic stem cell niches formed through stromal remodelling following BMP disruption. These data support an emerging co-evolutionary model of intestinal cell compartmentalisation based on bidirectional regulation of epithelial-mesenchymal cell fate and function. One Sentence SummaryPathological epithelial GREM1 expression induces therapeutically reversible ectopic stem cell niches through stromal remodelling

cancer biology↗

bioRxiv2024

Functional redundancy and formin-independent localization of tropomyosin isoforms in Saccharomyces cerevisiae

Tropomyosin is an actin binding protein which protects actin filaments from cofilin-mediated disassembly. Distinct tropomyosin isoforms have long been hypothesized to differentially sort to subcellular actin networks and impart distinct functionalities. Nevertheless, a mechanistic understanding of the interplay between Tpm isoforms and their functional contributions to actin dynamics has been lacking. In this study, we present and charcaterize mNeonGreen-Tpm fusion proteins that exhibit good functionality in cells as a sole copy, surpassing limitations of existing probes and enabling real-time dynamic tracking of Tpm-actin filaments in vivo. Using these functional Tpm fusion proteins, we find that S. cerevisiae Tpm isoforms, Tpm1 and Tpm2, colocalize on actin cables and indiscriminately bind to actin filaments nucleated by either formin isoform-Bnr1 and Bni1 in vivo, in contrast to the long-held paradigm of Tpm-formin pairing. We show that cellular Tpm levels regulate endocytosis by affecting balance between linear and branched actin networks in yeast cells. Finally, we discover that Tpm2 can protect and organize functional actin cables in absence of Tpm1. Overall, our work supports a concentration-dependent and formin isoform independent model of Tpm isoform binding to F-actin and demonstrates for the first time, the functional redundancy of the paralog Tpm2 in actin cable maintenance in S. cerevisiae.

cell biology↗

bioRxiv2024

PTBP2 promotes cell survival and autophagy in Chronic Myeloid Leukemia by stabilizing BNIP3

Polypyrimidine tract binding protein 2 (PTBP2) regulates alternative splicing in neuronal, muscle, and Sertoli cells. PTBP2 and its paralog, PTBP1, which plays a role in B-cell development, was found to be expressed aberrantly in myeloid leukemia. Genetic ablation of Ptbp2 in the cells resulted in decreased cellular proliferation and repopulating ability, decreased reactive oxygen species (ROS), and altered mitochondrial morphology. The sensitivity of CML cells to imatinib increased after the knockout of Ptbp2. RNA immunoprecipitation followed by sequencing (RIP-seq) and functional assays confirmed that PTBP2 binds to Bcl-2 Interacting Protein 3 (Bnip3)-3UTR and stabilizes its expression. Our study also suggests that PTBP2 promotes autophagy, as evidenced by the low levels of LC3-II expression in Ptbp2-knockout cells treated with Bafilomycin A1. This effect was restored upon overexpression of Bnip3 in the knockout cells. Notably, when KCL22-NTC cells were subcutaneously injected into the flanks of mice, they gave rise to malignant tumors, unlike Ptbp2-KO-KCL22 cells. This underscores the role of PTBP2 in promoting cell proliferation and tumor formation while enhancing autophagy through Bnip3, thereby supporting the role of PTBP2 as an oncogene in CML.

cancer biology↗

bioRxiv2024

Development of Ingenui-T, a Novel Vein-to-Vein Solution for Rapid Autologous CAR T-Cell Manufacturing Starting From Whole Blood, for the Treatment of Autoimmune Diseases

Apheresis, a conventional starting point for manufacturing chimeric antigen receptor (CAR) T-cell therapy, poses challenges due to the length and invasiveness of the procedure, the high demand for and limited quantity of apheresis beds, and additional resource constraints at collection centers. Furthermore, traditional CAR T-cell manufacturing often involves extended cell culture periods, leading to a final product that has progressed through the differentiation process and contains a higher frequency of cells with phenotypes that are indicative of lower functionality or potency.1 Here, we show that anti-CD19 CAR T-cells manufactured from fresh whole blood with minimal ex vivo expansion using Ingenui-T exhibit comparable or superior CAR-mediated and CD19-dependent functional activity compared to CAR T-cells manufactured from cryopreserved leukapheresis material following the a conventional manufacturing process. Anti-CD19 CAR T-cell production, manufactured from whole blood in less than 3 days of in vitro culture using Ingenui-T, yielded an average of about 40 million cells per 100 mL with high CD3 purity and viability. Furthermore, the final product was composed of cells with less differentiated phenotypes and sustained cytotoxic activity against CD19+ target cells at a lower dose than conventionally manufactured CAR T cells in preclinical in vitro assays. Ingenui-T is an innovative vein-to-vein solution, aimed at enhancing the patient experience, feasibility, and accessibility of CAR T-cell therapy by alleviating challenges linked to apheresis-based methods, with its patient-friendly nature, cost-effectiveness, and distinctive methodology.

immunology↗

bioRxiv2024

Preclinical Development of a Stabilized RH5 Virus-Like Particle Vaccine that Induces Improved Anti-Malarial Antibodies

The development of a highly effective vaccine against the pathogenic blood-stage infection of human malaria will require a delivery platform that can induce an antibody response of both maximal quantity and functional quality. One strategy to achieve this includes presenting antigens to the immune system on virus-like particles (VLPs). Here we sought to improve the design and delivery of the blood-stage Plasmodium falciparum reticulocyte-binding protein homolog 5 (RH5) antigen, which is currently in a Phase 2 clinical trial as a full-length soluble protein-in-adjuvant vaccine candidate called RH5.1/Matrix-M. We identify disordered regions of the full-length RH5 molecule induce non-growth inhibitory antibodies in human vaccinees, and a re-engineered and stabilized immunogen that includes just the alpha-helical core of RH5 induces a qualitatively superior growth-inhibitory antibody response in rats vaccinated with this protein formulated in Matrix-M adjuvant. In parallel, bioconjugation of this new immunogen, termed "RH5.2", to hepatitis B surface antigen VLPs using the "plug-and-display" SpyTag-SpyCatcher platform technology also enabled superior quantitative antibody immunogenicity over soluble antigen/adjuvant in vaccinated mice and rats. These studies identify a new blood-stage malaria vaccine candidate that may improve upon the current leading soluble protein vaccine candidate RH5.1/Matrix-M. The RH5.2-VLP/Matrix-M vaccine candidate is now under evaluation in Phase 1a/b clinical trials.

immunology↗

bioRxiv2024

Deep Learning Analysis on Images of iPSC-derived Motor Neurons Carrying fALS-genetics Reveals Disease-Relevant Phenotypes

Amyotrophic lateral sclerosis (ALS) is a devastating condition with very limited treatment options. It is a heterogeneous disease with complex genetics and unclear etiology, making the discovery of disease-modifying interventions very challenging. To discover novel mechanisms underlying ALS, we leverage a unique platform that combines isogenic, induced pluripotent stem cell (iPSC)-derived models of disease-causing mutations with rich phenotyping via high-content imaging and deep learning models. We introduced eight mutations that cause familial ALS (fALS) into multiple donor iPSC lines, and differentiated them into motor neurons to create multiple isogenic pairs of healthy (wild-type) and sick (mutant) motor neurons. We collected extensive high-content imaging data and used machine learning (ML) to process the images, segment the cells, and learn phenotypes. Self-supervised ML was used to create a concise embedding that captured significant, ALS-relevant biological information in these images. We demonstrate that ML models trained on core cell morphology alone can accurately predict TDP-43 mislocalization, a known phenotypic feature related to ALS. In addition, we were able to impute RNA expression from these image embeddings, in a way that elucidates molecular differences between mutants and wild-type cells. Finally, predictors leveraging these embeddings are able to distinguish between mutant and wild-type both within and across donors, defining cellular, ML-derived disease models for diverse fALS mutations. These disease models are the foundation for a novel screening approach to discover disease-modifying targets for familial ALS.

neuroscience↗

bioRxiv2023

Dual role of FOXG1 in regulating gliogenesis in the developing neocortex via the FGF signalling pathway.

In the developing vertebrate central nervous system, neurons and glia typically arise sequentially from common progenitors. Here, we report that the transcription factor Forkhead Box G1 (Foxg1) regulates gliogenesis in the mouse neocortex via distinct cell-autonomous roles in progenitors and in postmitotic neurons that regulate different aspects of the gliogenic FGF signalling pathway. We demonstrate that loss of Foxg1 in cortical progenitors at neurogenic stages causes premature astrogliogenesis. We identify a novel FOXG1 target, the pro-gliogenic FGF pathway component Fgfr3, that is suppressed by FOXG1 cell-autonomously to maintain neurogenesis. Furthermore, FOXG1 can also suppress premature astrogliogenesis triggered by the augmentation of FGF signalling. We identify a second novel function of FOXG1 in regulating the expression of gliogenic cues in newborn neocortical upper-layer neurons. Loss of FOXG1 in postmitotic neurons non-autonomously enhances gliogenesis in the progenitors via FGF signalling. These results fit well with the model that newborn neurons secrete cues that trigger progenitors to produce the next wave of cell types, astrocytes. If FGF signalling is attenuated in Foxg1 null progenitors, they progress to oligodendrocyte production. Therefore, loss of FOXG1 transitions the progenitor to a gliogenic state, producing either astrocytes or oligodendrocytes depending on FGF signalling levels. Our results uncover how FOXG1 integrates extrinsic signalling via the FGF pathway to regulate the sequential generation of neurons, astrocytes, and oligodendrocytes in the cerebral cortex.

neuroscience↗

bioRxiv2023

Deep learning-based method to identify disease-resistance proteins in Oryza sativa and relative species

Rice (Oryza sativa) is a significant agricultural crop consumed by more than half of the global population. Its demand is expected to increase due to rising consumption and a growing global population. Moreover, the rice plant is frequently exposed to disease-causing pathogens, such as bacteria, fungi, viruses, and nematodes. Thus, cultivating disease-resistant varieties is an efficient way of disease control compared to pesticide applications. However, the rice plant has a well-defined defense system to prevent the onset of disease, including Pathogen-associated molecular pattern (PAMP)-triggered immunity (PTI) and effector-triggered immunity (ETI). The defense system is controlled by various disease-resistance proteins, such as resistance (R) proteins and pathogen recognition receptors (PRRs). Therefore, the identification of disease-resistance proteins not only reduces the amount of pesticides used in rice fields but also increases their yield. Though some resistant proteins have been characterized, their rapid identification, precise diagnosis, and appropriate management are still lacking. However, few methods based on sequence-similarity and de novo prediction, such as Machine Learning (ML), usually have low prediction power. In this study, we built a state-of-the-art classifier based on Deep Learning (DL) for the early detection of disease-resistance proteins in rice and related species. We compared the DL-based Multi-layer Perceptron (MLP) model with the five well-established ML-based methods using a protein dataset of rice and its related species. The DL-based MLP model outperformed all of the five classifiers on 10-fold cross-validation. The accuracy, Area Under Receiving Operating Characteristic (ROC) curve (AUC), F1-score, precision, and recall were superior in the DL-based MLP model. In conclusion, the MLP model is an effective DL model for predicting disease-resistance proteins with high scores in performance metrics. This study will provide insight to the breeders in developing disease-resistant rice varieties and assist in transforming traditional rice farming practices into a new age of smart rice farming.

bioinformatics↗

bioRxiv2023

Liver regeneration by a population of midzone-located mesenchymal-hepatocyte hybrid cells

Regenerative medicine relies on deep understanding of the mechanisms of organ repair and regeneration. The liver, an organ with critical metabolic functions carried out by hepatocytes located in zones 1-3 of liver lobules, has the capacity to fully regenerate itself, which is mainly attributable to midzone hepatocytes. Yet, how differentiated midzone hepatocytes execute transzone regeneration and quickly recover most of the liver mass remains a myth. Here, we uncover a mesenchymal-hepatocyte population (13.7% of total hepatocytes) that are derived from Twist2-lineage EpCAM+ progenitors, midzone-located, highly polyploidy, and equipped with great mitogenic and migratory capabilities to the detriment of metabolism. They regenerate about 50% of new hepatocytes and repopulate zones 1 and 3 in liver regeneration. Mechanistically, expansion of these cells is negatively controlled by Notch1 signaling. This study has thus uncovered a hepatocyte subpopulation with great proliferation potential and important mechanisms of liver regeneration.

cell biology↗

bioRxiv2023

microRNA-22 displaces ITAFs from the 5'UTR and inhibit the translation of Coxsackievirus B3 RNA

microRNAs play an essential role in gene regulation during virus infections and have major consequences on viral pathogenesis. During RNA virus infections, the host miRNAs can target both host mRNAs and the virus genomic RNA. Using the CVB3 virus as a model, we have investigated how a host miRNA can target viral genomic RNA and act as an antiviral factor limiting the growth of the virus. CVB3 is an RNA virus whose infection causes myocarditis and, eventually, dilated cardiomyopathy. We shortlisted miRNAs with a potential binding site in the CVB3 genomic RNA. Among these, miR-22 was picked for further studies as its binding site was putatively located in a region in the CVB3 5 UTR, important for recruiting ITAFs and ribosomes for IRES-mediated translation. Using mutational analysis and pull-down assays, we first confirmed the binding of miR-22 on the 5UTR. This binding negatively regulated the translation of CVB3 RNA. However, miR-22 binding-defective mutant of CVB3 RNA had no effect of miR-22 overexpression and could translate normally. Moreover, cells from which miR-22 was knocked out, showed a higher level of CVB3 infection as compared to the wild type. We have further demonstrated that the binding of miR-22 interferes with the recruitment of several ITAFs (La, PSF, and PTB) on viral mRNA. This abrogates the spatial structure necessary for ribosome recruitment on the CVB3 RNA, ultimately inhibiting its translation. Also, the level of miR-22 increases 4 hours post-infection, presumably after the synthesis of viral 2A protease, to regulate infection in the host cell more effectively. Along with the direct effect on viral RNA, the altered level of miR-22 affects the level of its cellular targets which might contribute to CVB3 infection. To identify the possible players, we obtained a list of miR-22 targets and performed pathway analysis. Several targets were shortlisted among the top hits and their levels upon CVB3 infection were checked. Protocadherin-1 (PCDH-1), a single-pass transmembrane protein, followed an expected trend, and its levels were significantly downregulated upon CVB3 infection in miR-22 dependent manner. miR-22 mediated suppression of PCDH1 levels during CVB3 infection points towards the possible role of miR-22 in either modulating antiviral signaling or in virus entry, in addition to regulating the viral translation.

molecular biology↗

bioRxiv2023

Glutamatergic neuronal activity regulates angiogenesis and blood-retinal barrier maturation via Norrin/β-catenin signaling

Interactions among neuronal, glial and vascular components are crucial for retinal angiogenesis and blood-retinal barrier (BRB) maturation. Although synaptic dysfunction precedes vascular abnormalities in many retinal pathologies, how neuronal activity, specifically glutamatergic activity, regulates retinal angiogenesis and BRB maturation remains unclear. Using in vivo genetic studies in mice, single-cell RNA-sequencing and functional validation, we show that deep plexus angiogenesis and paracellular BRB maturation are delayed in Vglut1-/- retinas where neurons fail to release glutamate. In contrast, deep plexus angiogenesis and paracellular BRB maturation are accelerated in Gnat1-/- retinas where constitutively depolarized rods release excessive glutamate. Norrin expression and endothelial Norrin/{beta}-catenin signaling are downregulated in Vglut1-/- retinas, and upregulated in Gnat1-/- retinas. Pharmacological activation of endothelial Norrin/{beta}-catenin signaling in Vglut1-/- retinas rescued defects in deep plexus angiogenesis and paracellular BRB maturation. Our findings demonstrate that glutamatergic neuronal activity regulates retinal angiogenesis and BRB maturation by modulating endothelial Norrin/{beta}-catenin signaling.

neuroscience↗