Biology subjects

Na, L.

Publications and source records attributed to Na, L..

5 recordsLinked to original sources

bioRxiv2026

Glydentify: An explainable deep learning platform for glycosyltransferase donor substrate prediction

Glycosyltransferases (GTs) are a large family of enzymes that catalyze glycosidic linkages formation between chemically diverse donor and acceptor molecules to regulate diverse cellular processes across all domains of life. Despite their importance, the activated sugar donors (donor substrates) used by most GTs remain unidentified, limiting our understanding of GT functions. To address this challenge, we developed Glydentify, a deep learning framework that predicts donor usage across GT-A and GT-B fold glycosyltransferases. Trained on large-scale UniProt annotations, Glydentify integrates protein sequence embeddings learned from protein language models with chemical features derived from molecular encoders trained on extensive chemical datasets. The resulting models achieve high predictive performance, with precision-recall AUCs (PR-AUC) of 0.86 for GT-A and 0.91 for GT-B, surpassing general enzyme-substrate predictors while requiring minimal manual curation. We employed Glydentify to predict the donor specificity of uncharacterized plant GTs and experimentally tested the predictions using in vitro biochemical assays. Furthermore, we demonstrate that the model utilizes a combination of evolutionary, structural, and biochemical features to predict donor specificity through residue attention score analysis. Together, these results establish Glydentify as a robust, explainable framework for decoding donor-glycosyltransferase relationships and highlight its potential as a broadly applicable framework for modeling enzyme classes that act on chemically diverse substrates.

bioinformatics↗

bioRxiv2022

The SUMO-interacting Motif in NS2 promotes adaptation of avian influenza virus to mammals

Species differences in the host factor ANP32A/B result in the restriction of avian influenza virus polymerase (vPol) in mammalian cells. Efficient replication of avian influenza viruses in mammalian cells often requires adaptive mutations, such as PB2-E627K, to enable the virus to utilize mammalian ANP32A/B. However, the molecular basis for the productive replication of avian influenza viruses without prior adaptation in mammals remain poorly understood. We show that influenza A virus protein NS2 help to overcome mammalian ANP32A/B-mediated restriction to avian vPol activity by promoting avian vRNP assembly and enhancing mammalian ANP32A/B-vRNP interactions. A conserved SUMO interaction motif (SIM) in NS2 is required for its avian polymerase-enhancing properties. We also demonstrate that disrupting SIM integrity in NS2 impairs avian influenza virus replication and pathogenicity in mammalian hosts, but not in avian hosts. Our results identify NS2 as a cofactor in the adaptation process of avian influenza viruses to mammals.

microbiology↗

bioRxiv2021

Keap1 recognizes EIAV early accessory protein Rev to promote antiviral defense

The Nrf2/Keap1 axis plays a complex role in viral susceptibility, virus-associated inflammation and immune regulation. However, whether or how the Nrf2/Keap1 axis is involved in the interactions between equine lentiviruses and their hosts remains unclear. Here, we demonstrate that the Nrf2/Keap1 axis was activated during EIAV infection. Mechanistically, EIAV-Rev competitively binds to Keap1 and releases Nrf2 from Keap1-mediated repression, leading to the accumulation of Nrf2 in the nucleus and promoting Nrf2 responsive genes transcription. Subsequently, we demonstrated that the Nrf2/Keap1 axis represses EIAV replication via two independent molecular mechanisms: directly increasing antioxidant enzymes to promote effective cellular resistance against EIAV infection, and repression of Rev-mediated RNA transport through direct interaction between Keap1 and Rev. Together, these data suggest that activation of the Nrf2/Keap1 axis mediates a passive defensive response to combat EIAV infection. The Nrf2/Keap1 axis could be a potential target for developing the strategies for combating EIAV infection. Author summaryHere we report that the Nrf2/Keap1 axis acts as an antiviral effector on EIAV replication through two-way regulation of Rev. On the one hand, EIAV-Rev activates the Nrf2/Keap1 axis by competitive interaction with Keap1, which promotes the transcription of cytoprotective genes implicated in the antiviral response. On the other hand, Keap1 restricts Rev/RRE-dependent RNA transport, leading to inhibition of viral protein synthesis and reduction in viral replication. This study highlights the importance of the Nrf2/Keap1 axis in controlling EIAV replication, and identifies this pathway as a potential new entry-point for treating lentivirus infection. Importantly, this report provides new insights into the regulation of viral replication by the Nrf2/Keap1 axis.

microbiology↗

bioRxiv2019

ANP32A and ANP32B are key factors in the Rev dependent CRM1 pathway for nuclear export of HIV-1 unspliced mRNA

The nuclear export receptor CRM1 is an important regulator involved in the shuttling of various cellular and viral RNAs between the nucleus and the cytoplasm. HIV-1 Rev interacts with CRM1 in the late phase of HIV-1 replication to promote nuclear export of unspliced and single spliced HIV-1 transcripts. However, the knowledge of cellular factors that are involved in the CRM1-dependent viral RNA nuclear export remains inadequate. Here, we identified that ANP32A and ANP32B mediate the export of unspliced or partially spliced viral mRNA via interacting with Rev and CRM1. We found that double, but not single, knockout of ANP32A and ANP32B, significantly decreased the expression of gag protein. Reconstitution of either ANP32A or ANP32B restored the viral production equally. Disruption of both ANP32A and ANP32B expression led to a dramatic accumulation of unspliced viral mRNA in the nucleus. We further identified that ANP32A and ANP32B interact with both Rev and CRM1 to promote RNA transport and that this function is Rev/RRE-dependent, but not CTE-dependent. Together our data suggests that ANP32A and ANP32B are required for HIV-1 unspliced RNA export in the Rev-CRM1 pathway. Author summaryPosttranscriptional regulation of HIV-1 genome is very important for viral protein expression and viral replication. HIV-1 Rev protein bind to RRE structure of viral RNA and interacts with the mammalian nuclear export factor Chromosomal Maintenance 1 (CRM1) in the late phase of HIV-1 replication to promote nuclear export of unspliced and single spliced HIV-1 transcripts. The REV/RRE-CRM1 pathway has been investigated for years and many host factors have been reported to be involved, but the complicated complex and procedure remain largely unknown. Here the authors report that two host proteins, ANP32A and ANP32B, are novel key factors that support export of unspliced and partial spliced viral RNA from the nucleus to the cytosol. ANP32A/B can interact with both Rev and CRM1, and this interaction is necessary for Rev/RRE-CRM1 dependent viral RNA export. These results suggest that ANP32A and ANP32B are important in viral replication and could be potential targets for novel antiviral strategy.

microbiology↗

bioRxiv2016

Ubiquitylation activates a peptidase that promotes cleavage and destabilization of its activating E3 ligases and diverse growth regulatory proteins to limit cell proliferation in Arabidopsis

The characteristic shapes and sizes of organs are established by cell proliferation patterns and final cell sizes, but the underlying molecular mechanisms coordinating these are poorly understood. Here we characterize a ubiquitin-activated peptidase called DA1 that limits the duration of cell proliferation during organ growth in Arabidopsis thaliana. The peptidase is activated by two RING E3 ligases, BB and DA2, which are subsequently cleaved by the activated peptidase and destabilized. In the case of BB, cleavage leads to destabilization by the RING E3 ligase PRT1 of the N-end rule pathway. DA1 peptidase activity also cleaves the de-ubiquitylase UBP15, which promotes cell proliferation, and the transcription factors TCP15 and TCP22, which promote cell proliferation proliferation and repress endoreduplication. We propose that DA1 peptidase activity regulates the duration of cell proliferation and the transition to endoreduplication and differentiation during organ formation in plants by coordinating the destabilization of regulatory proteins.

plant biology↗