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1.
Immunity ; 2024 Jun 17.
Article in English | MEDLINE | ID: mdl-38908373

ABSTRACT

Prolonged activation of the type I interferon (IFN-I) pathway leads to autoimmune diseases such as systemic lupus erythematosus (SLE). Metabolic regulation of cytokine signaling is critical for cellular homeostasis. Through metabolomics analyses of IFN-ß-activated macrophages and an IFN-stimulated-response-element reporter screening, we identified spermine as a metabolite brake for Janus kinase (JAK) signaling. Spermine directly bound to the FERM and SH2 domains of JAK1 to impair JAK1-cytokine receptor interaction, thus broadly suppressing JAK1 phosphorylation triggered by cytokines IFN-I, IFN-II, interleukin (IL)-2, and IL-6. Peripheral blood mononuclear cells (PBMCs) from individuals with SLE showing decreased spermine concentrations exhibited enhanced IFN-I and lupus gene signatures. Spermine treatment attenuated autoimmune pathogenesis in SLE and psoriasis mice and reduced IFN-I signaling in monocytes from individuals with SLE. We synthesized a spermine derivative (spermine derivative 1 [SD1]) and showed that it had a potent immunosuppressive function. Our findings reveal spermine as a metabolic checkpoint for cellular homeostasis and a potential immunosuppressive molecule for controlling autoimmune disease.

2.
Cell ; 175(5): 1336-1351.e17, 2018 11 15.
Article in English | MEDLINE | ID: mdl-30318148

ABSTRACT

As a critical step during innate response, the cytoplasmic ß subunit (IFN-γR2) of interferon-γ receptor (IFN-γR) is induced and translocates to plasma membrane to join α subunit to form functional IFN-γR to mediate IFN-γ signaling. However, the mechanism driving membrane translocation and its significance remain largely unknown. We found, unexpectedly, that mice deficient in E-selectin, an endothelial cell-specific adhesion molecule, displayed impaired innate activation of macrophages upon Listeria monocytogenes infection yet had increased circulating IFN-γ. Inflammatory macrophages from E-selectin-deficient mice had less surface IFN-γR2 and impaired IFN-γ signaling. BTK elicited by extrinsic E-selectin engagement phosphorylates cytoplasmic IFN-γR2, facilitating EFhd2 binding and promoting IFN-γR2 trafficking from Golgi to cell membrane. Our findings demonstrate that membrane translocation of cytoplasmic IFN-γR2 is required to activate macrophage innate response against intracellular bacterial infection, identifying the assembly of functional cytokine receptors on cell membrane as an important layer in innate activation and cytokine signaling.


Subject(s)
E-Selectin/metabolism , Immunity, Innate , Receptors, Interferon/metabolism , Animals , Calcium-Binding Proteins/antagonists & inhibitors , Calcium-Binding Proteins/genetics , Calcium-Binding Proteins/metabolism , Cell Membrane/metabolism , E-Selectin/deficiency , E-Selectin/genetics , Golgi Apparatus/metabolism , Interferon-gamma/blood , Interferon-gamma/metabolism , Listeria/pathogenicity , Macrophage Activation , Macrophages/cytology , Macrophages/immunology , Macrophages/metabolism , Mice , Mice, Inbred C57BL , Mice, Knockout , Phosphorylation , Protein Transport , RAW 264.7 Cells , RNA Interference , RNA, Small Interfering/metabolism , Receptors, Interferon/deficiency , Receptors, Interferon/genetics , Signal Transduction , Interferon gamma Receptor
3.
Cell ; 175(2): 502-513.e13, 2018 10 04.
Article in English | MEDLINE | ID: mdl-30245009

ABSTRACT

Acetate is a major nutrient that supports acetyl-coenzyme A (Ac-CoA) metabolism and thus lipogenesis and protein acetylation. However, its source is unclear. Here, we report that pyruvate, the end product of glycolysis and key node in central carbon metabolism, quantitatively generates acetate in mammals. This phenomenon becomes more pronounced in the context of nutritional excess, such as during hyperactive glucose metabolism. Conversion of pyruvate to acetate occurs through two mechanisms: (1) coupling to reactive oxygen species (ROS) and (2) neomorphic enzyme activity from keto acid dehydrogenases that enable function as pyruvate decarboxylases. Further, we demonstrate that de novo acetate production sustains Ac-CoA pools and cell proliferation in limited metabolic environments, such as during mitochondrial dysfunction or ATP citrate lyase (ACLY) deficiency. By virtue of de novo acetate production being coupled to mitochondrial metabolism, there are numerous possible regulatory mechanisms and links to pathophysiology.


Subject(s)
Acetates/metabolism , Glucose/metabolism , Pyruvic Acid/metabolism , ATP Citrate (pro-S)-Lyase/physiology , Acetyl Coenzyme A/biosynthesis , Acetyl Coenzyme A/metabolism , Acetylation , Animals , Female , Glycolysis/physiology , Lipogenesis/physiology , Male , Mammals/metabolism , Mice , Mice, Inbred C57BL , Mitochondria/metabolism , Oxidoreductases , Pyruvate Decarboxylase/physiology , Reactive Oxygen Species/metabolism
4.
Cell ; 170(3): 492-506.e14, 2017 Jul 27.
Article in English | MEDLINE | ID: mdl-28753426

ABSTRACT

Interferon-α (IFNα) signaling is essential for antiviral response via induction of IFN-stimulated genes (ISGs). Through a non-biased high-throughput RNAi screening of 711 known epigenetic modifiers in cellular models of IFNα-mediated inhibition of HBV replication, we identified methyltransferase SETD2 as a critical amplifier of IFNα-mediated antiviral immunity. Conditional knockout mice with hepatocyte-specific deletion of Setd2 exhibit enhanced HBV infection. Mechanistically, SETD2 directly mediates STAT1 methylation on lysine 525 via its methyltransferase activity, which reinforces IFN-activated STAT1 phosphorylation and antiviral cellular response. In addition, SETD2 selectively catalyzes the tri-methylation of H3K36 on promoters of some ISGs such as ISG15, leading to gene activation. Our study identifies STAT1 methylation on K525 catalyzed by the methyltransferase SETD2 as an essential signaling event for IFNα-dependent antiviral immunity and indicates potential of SETD2 in controlling viral infections.


Subject(s)
Hepatitis B virus/physiology , Hepatitis B, Chronic/immunology , Histone-Lysine N-Methyltransferase/metabolism , Interferon-alpha/immunology , STAT1 Transcription Factor/genetics , Animals , Cell Line , Cell Line, Tumor , Epigenesis, Genetic , Hepatitis B, Chronic/virology , Hepatocytes/metabolism , Histones/metabolism , Humans , Mice , Phosphorylation , Protein Domains , RNA Interference , Transcription, Genetic , Virus Replication
6.
Immunity ; 50(3): 600-615.e15, 2019 03 19.
Article in English | MEDLINE | ID: mdl-30824325

ABSTRACT

CCR7 chemokine receptor stimulation induces rapid but transient dendritic cell (DC) migration toward draining lymph nodes, which is critical for the initiation of protective immunity and maintenance of immune homeostasis. The mechanisms for terminating CCR7-mediated DC migration remain incompletely understood. Here we have identified a long non-coding RNA lnc-Dpf3 whose feedback restrained CCR7-mediated DC migration. CCR7 stimulation upregulated lnc-Dpf3 via removing N6-methyladenosine (m6A) modification to prevent RNA degradation. DC-specific lnc-Dpf3 deficiency increased CCR7-mediated DC migration, leading to exaggerated adaptive immune responses and inflammatory injuries. Mechanistically, CCR7 stimulation activated the HIF-1α transcription factor pathway in DCs, leading to metabolic reprogramming toward glycolysis for DC migration. lnc-Dpf3 directly bound to HIF-1α and suppressed HIF-1α-dependent transcription of the glycolytic gene Ldha, thus inhibiting DC glycolytic metabolism and migratory capacity. We demonstrate a critical role for CCR7-inducible lnc-Dpf3 in coupling epigenetic and metabolic pathways to feedback-control DC migration and inflammatory responses.


Subject(s)
Cell Movement/genetics , DNA-Binding Proteins/genetics , Glycolysis/genetics , Hypoxia-Inducible Factor 1, alpha Subunit/genetics , Receptors, CCR7/genetics , Transcription Factors/genetics , Adaptive Immunity/genetics , Animals , Cell Line , Dendritic Cells/pathology , Epigenesis, Genetic/genetics , Gene Expression Regulation/genetics , HEK293 Cells , Humans , Inflammation/genetics , Inflammation/pathology , Lymph Nodes/pathology , Metabolic Networks and Pathways/genetics , Mice , Mice, Inbred C57BL , Transcription, Genetic/genetics , Up-Regulation/genetics
7.
Immunity ; 49(4): 640-653.e5, 2018 10 16.
Article in English | MEDLINE | ID: mdl-30332630

ABSTRACT

Tissue-resident mast cells are associated with many inflammatory and physiological processes. Although mast cells arise from the yolk sac, the exact ontogeny of adult mast cells remains unclear. Here we have investigated the hematopoietic origin of mast cells using fate-mapping systems. We have shown that early erythro-myeloid progenitors (EMPs), late EMPs, and definitive hematopoietic stem cells (HSCs) each gave rise to mast cells in succession via an intermediate integrin ß7+ progenitor. From late embryogenesis to adult, early EMP-derived mast cells were largely replaced by late EMP-derived cells in most connective tissues except adipose and pleural cavity. Thus, mast cells with distinct origin displayed tissue-location preferences: early EMP-derived cells were limited to adipose and pleural cavity and late EMP-derived cells dominated most connective tissues, while HSC-derived cells were a main group in mucosa. Therefore, embryonic origin shapes the heterogeneity of adult mast cells, with diverse functions in immunity and development.


Subject(s)
Erythroid Cells/immunology , Mast Cells/immunology , Myeloid Progenitor Cells/immunology , Animals , Cell Lineage/immunology , Cells, Cultured , Connective Tissue/immunology , Connective Tissue/metabolism , Embryo, Mammalian/cytology , Embryo, Mammalian/embryology , Embryo, Mammalian/immunology , Erythroid Cells/cytology , Erythroid Cells/metabolism , Hematopoietic Stem Cells/cytology , Hematopoietic Stem Cells/immunology , Hematopoietic Stem Cells/metabolism , Integrin beta Chains/immunology , Integrin beta Chains/metabolism , Mast Cells/cytology , Mast Cells/metabolism , Mice, Transgenic , Myeloid Progenitor Cells/cytology , Myeloid Progenitor Cells/metabolism
8.
Immunity ; 48(1): 147-160.e7, 2018 01 16.
Article in English | MEDLINE | ID: mdl-29343435

ABSTRACT

Despite recent advances, many cancers remain refractory to available immunotherapeutic strategies. Emerging evidence indicates that the tolerization of local dendritic cells (DCs) within the tumor microenvironment promotes immune evasion. Here, we have described a mechanism by which melanomas establish a site of immune privilege via a paracrine Wnt5a-ß-catenin-peroxisome proliferator-activated receptor-γ (PPAR-γ) signaling pathway that drives fatty acid oxidation (FAO) in DCs by upregulating the expression of the carnitine palmitoyltransferase-1A (CPT1A) fatty acid transporter. This FAO shift increased the protoporphyrin IX prosthetic group of indoleamine 2,3-dioxgenase-1 (IDO) while suppressing interleukin(IL)-6 and IL-12 cytokine expression, culminating in enhanced IDO activity and the generation of regulatory T cells. We demonstrated that blockade of this pathway augmented anti-melanoma immunity, enhanced the activity of anti-PD-1 antibody immunotherapy, and suppressed disease progression in a transgenic melanoma model. This work implicates a role for tumor-mediated metabolic reprogramming of local DCs in immune evasion and immunotherapy resistance.


Subject(s)
Dendritic Cells/metabolism , Melanoma/immunology , Wnt-5a Protein/metabolism , beta Catenin/metabolism , Animals , Cell Line , Dendritic Cells/immunology , Enzyme-Linked Immunosorbent Assay , Fatty Acids/metabolism , Female , Flow Cytometry , Immunoblotting , Male , Melanoma/metabolism , Mice , Mice, Transgenic , PPAR gamma/metabolism , Paracrine Communication/physiology , Polymerase Chain Reaction , Signal Transduction/physiology
9.
Proc Natl Acad Sci U S A ; 121(8): e2314561121, 2024 Feb 20.
Article in English | MEDLINE | ID: mdl-38359295

ABSTRACT

Coordinated metabolic reprogramming and epigenetic remodeling are critical for modulating T cell function and differentiation. However, how the epigenetic modification controls Th17/Treg cell balance via metabolic reprogramming remains obscure. Here, we find that Setd2, a histone H3K36 trimethyltransferase, suppresses Th17 development but promotes iTreg cell polarization via phospholipid remodeling. Mechanistically, Setd2 up-regulates transcriptional expression of lysophosphatidylcholine acyltransferase 4 (Lpcat4) via directly catalyzing H3K36me3 of Lpcat4 gene promoter in T cells. Lpcat4-mediated phosphatidylcholine PC(16:0,18:2) generation in turn limits endoplasmic reticulum stress and oxidative stress. These changes decrease HIF-1α transcriptional activity and thus suppress Th17 but enhance Treg development. Consistent with this regulatory paradigm, T cell deficiency of Setd2 aggravates neuroinflammation and demyelination in experimental autoimmune encephalomyelitis due to imbalanced Th17/Treg cell differentiation. Overall, our data reveal that Setd2 acts as an epigenetic brake for T cell-mediated autoimmunity through phospholipid remodeling, suggesting potential targets for treating neuroinflammatory diseases.


Subject(s)
Autoimmune Diseases , Phospholipids , Humans , Histones/genetics , Histones/metabolism , Cell Differentiation , T-Lymphocytes/metabolism
10.
Brief Bioinform ; 25(2)2024 Jan 22.
Article in English | MEDLINE | ID: mdl-38487850

ABSTRACT

The screening of enzymes for catalyzing specific substrate-product pairs is often constrained in the realms of metabolic engineering and synthetic biology. Existing tools based on substrate and reaction similarity predominantly rely on prior knowledge, demonstrating limited extrapolative capabilities and an inability to incorporate custom candidate-enzyme libraries. Addressing these limitations, we have developed the Substrate-product Pair-based Enzyme Promiscuity Prediction (SPEPP) model. This innovative approach utilizes transfer learning and transformer architecture to predict enzyme promiscuity, thereby elucidating the intricate interplay between enzymes and substrate-product pairs. SPEPP exhibited robust predictive ability, eliminating the need for prior knowledge of reactions and allowing users to define their own candidate-enzyme libraries. It can be seamlessly integrated into various applications, including metabolic engineering, de novo pathway design, and hazardous material degradation. To better assist metabolic engineers in designing and refining biochemical pathways, particularly those without programming skills, we also designed EnzyPick, an easy-to-use web server for enzyme screening based on SPEPP. EnzyPick is accessible at http://www.biosynther.com/enzypick/.

11.
Nat Immunol ; 15(7): 612-22, 2014 Jul.
Article in English | MEDLINE | ID: mdl-24859449

ABSTRACT

Excessive activation of dendritic cells (DCs) leads to the development of autoimmune and inflammatory diseases, which has prompted a search for regulators of DC activation. Here we report that Rhbdd3, a member of the rhomboid family of proteases, suppressed the activation of DCs and production of interleukin 6 (IL-6) triggered by Toll-like receptors (TLRs). Rhbdd3-deficient mice spontaneously developed autoimmune diseases characterized by an increased abundance of the TH17 subset of helper T cells and decreased number of regulatory T cells due to the increase in IL-6 from DCs. Rhbdd3 directly bound to Lys27 (K27)-linked polyubiquitin chains on Lys302 of the modulator NEMO (IKKγ) via the ubiquitin-binding-association (UBA) domain in endosomes. Rhbdd3 further recruited the deubiquitinase A20 via K27-linked polyubiquitin chains on Lys268 to inhibit K63-linked polyubiquitination of NEMO and thus suppressed activation of the transcription factor NF-κB in DCs. Our data identify Rhbdd3 as a critical regulator of DC activation and indicate K27-linked polyubiquitination is a potent ubiquitin-linked pattern involved in the control of autoimmunity.


Subject(s)
Apoptosis Regulatory Proteins/physiology , Autoimmunity , Dendritic Cells/immunology , Interleukin-6/biosynthesis , Intracellular Signaling Peptides and Proteins/metabolism , Ubiquitination , Animals , Interleukin-6/antagonists & inhibitors , Lysine/metabolism , Mice , Mice, Inbred C57BL , NF-kappa B/physiology , Protein Structure, Tertiary , T-Lymphocytes/immunology , Toll-Like Receptors/physiology
12.
Nucleic Acids Res ; 52(D1): D1347-D1354, 2024 Jan 05.
Article in English | MEDLINE | ID: mdl-37870445

ABSTRACT

Medicinal plants have garnered significant attention in ethnomedicine and traditional medicine due to their potential antitumor, anti-inflammatory and antioxidant properties. Recent advancements in genome sequencing and synthetic biology have revitalized interest in natural products. Despite the availability of sequenced genomes and transcriptomes of these plants, the absence of publicly accessible gene annotations and tabular formatted gene expression data has hindered their effective utilization. To address this pressing issue, we have developed IMP (Integrated Medicinal Plantomics), a freely accessible platform at https://www.bic.ac.cn/IMP. IMP curated a total of 8 565 672 genes for 84 high-quality genome assemblies, and 2156 transcriptome sequencing samples encompassing various organs, tissues, developmental stages and stimulations. With the integrated 10 analysis modules, users could simply examine gene annotations, sequences, functions, distributions and expressions in IMP in a one-stop mode. We firmly believe that IMP will play a vital role in enhancing the understanding of molecular metabolic pathways in medicinal plants or plants with medicinal benefits, thereby driving advancements in synthetic biology, and facilitating the exploration of natural sources for valuable chemical constituents like drug discovery and drug production.


Subject(s)
Plants, Medicinal , Software , Transcriptome , Chromosome Mapping , Genomics , Molecular Sequence Annotation , Plants, Medicinal/genetics , Plants, Medicinal/chemistry
13.
Proc Natl Acad Sci U S A ; 120(7): e2215308120, 2023 02 14.
Article in English | MEDLINE | ID: mdl-36745793

ABSTRACT

Drug delivery systems (DDSs) that can overcome tumor heterogeneity and achieve deep tumor penetration are challenging to develop yet in high demand for cancer treatment. We report here a DDS based on self-assembling dendrimer nanomicelles for effective and deep tumor penetration via in situ tumor-secreted extracellular vesicles (EVs), an endogenous transport system that evolves with tumor microenvironment. Upon arrival at a tumor, these dendrimer nanomicelles had their payload repackaged by the cells into EVs, which were further transported and internalized by other cells for delivery "in relay." Using pancreatic and colorectal cancer-derived 2D, 3D, and xenograft models, we demonstrated that the in situ-generated EVs mediated intercellular delivery, propagating cargo from cell to cell and deep within the tumor. Our study provides a new perspective on exploiting the intrinsic features of tumors alongside dendrimer supramolecular chemistry to develop smart and effective DDSs to overcome tumor heterogeneity and their evolutive nature thereby improving cancer therapy.


Subject(s)
Dendrimers , Extracellular Vesicles , Neoplasms , Humans , Pharmaceutical Preparations/analysis , Dendrimers/chemistry , Drug Delivery Systems , Neoplasms/drug therapy , Tumor Microenvironment
14.
Plant J ; 118(3): 766-786, 2024 May.
Article in English | MEDLINE | ID: mdl-38271098

ABSTRACT

Rhus chinensis Mill., an economically valuable Anacardiaceae species, is parasitized by the galling aphid Schlechtendalia chinensis, resulting in the formation of the Chinese gallnut (CG). Here, we report a chromosomal-level genome assembly of R. chinensis, with a total size of 389.40 Mb and scaffold N50 of 23.02 Mb. Comparative genomic and transcriptome analysis revealed that the enhanced structure of CG and nutritional metabolism contribute to improving the adaptability of R. chinensis to S. chinensis by supporting CG and galling aphid growth. CG was observed to be abundant in hydrolysable tannins (HT), particularly gallotannin and its isomers. Tandem repeat clusters of dehydroquinate dehydratase/shikimate dehydrogenase (DQD/SDH) and serine carboxypeptidase-like (SCPL) and their homologs involved in HT production were determined as specific to HT-rich species. The functional differentiation of DQD/SDH tandem duplicate genes and the significant contraction in the phenylalanine ammonia-lyase (PAL) gene family contributed to the accumulation of gallic acid and HT while minimizing the production of shikimic acid, flavonoids, and condensed tannins in CG. Furthermore, we identified one UDP glucosyltransferase (UGT84A), three carboxylesterase (CXE), and six SCPL genes from conserved tandem repeat clusters that are involved in gallotannin biosynthesis and hydrolysis in CG. We then constructed a regulatory network of these genes based on co-expression and transcription factor motif analysis. Our findings provide a genomic resource for the exploration of the underlying mechanisms of plant-galling insect interaction and highlight the importance of the functional divergence of tandem duplicate genes in the accumulation of secondary metabolites.


Subject(s)
Genome, Plant , Hydrolyzable Tannins , Rhus , Hydrolyzable Tannins/metabolism , Animals , Rhus/genetics , Genome, Plant/genetics , Aphids/physiology , Plant Proteins/genetics , Plant Proteins/metabolism , Chromosomes, Plant/genetics , Gene Expression Regulation, Plant , Host-Parasite Interactions
15.
Eur J Immunol ; 54(7): e2350603, 2024 Jul.
Article in English | MEDLINE | ID: mdl-38752316

ABSTRACT

Systemic lupus erythematosus (SLE) is a complex autoimmune disease characterized by persistent activation of immune cells and overproduction of autoantibodies. The accumulation of senescent T and B cells has been observed in SLE and other immune-mediated diseases. However, the exact mechanistic pathways contributing to this process in SLE remain incompletely understood. In this study, we found that in SLE patients: (1) the frequency of CD4+CD57+ senescent T cells was significantly elevated and positively correlated with disease activity; (2) the expression levels of B-lymphoma-2 (BCL-2) family and interferon-induced genes (ISGs) were significantly upregulated; and (3) in vitro, the cytokine IL-15 stimulation increased the frequency of senescent CD4+ T cells and upregulated the expression of BCL-2 family and ISGs. Further, treatment with ABT-263 (a senolytic BCL-2 inhibitor) in MRL/lpr mice resulted in decreased: (1) frequency of CD4+CD44hiCD62L-PD-1+CD153+ senescent CD4+ T cells; (2) frequency of CD19+CD11c+T-bet+ age-related B cells; (3) level of serum antinuclear antibody; (4) proteinuria; (5) frequency of Tfh cells; and (6) renal histopathological abnormalities. Collectively, these results indicated a dominant role for CD4+CD57+ senescent CD4+ T cells in the pathogenesis of SLE and senolytic BCL-2 inhibitor ABT-263 may be the potential treatment in ameliorating lupus phenotypes.


Subject(s)
CD4-Positive T-Lymphocytes , Cellular Senescence , Lupus Erythematosus, Systemic , Proto-Oncogene Proteins c-bcl-2 , Sulfonamides , Lupus Erythematosus, Systemic/immunology , Lupus Erythematosus, Systemic/drug therapy , Animals , Humans , Mice , Proto-Oncogene Proteins c-bcl-2/antagonists & inhibitors , Proto-Oncogene Proteins c-bcl-2/genetics , Proto-Oncogene Proteins c-bcl-2/metabolism , Cellular Senescence/immunology , Cellular Senescence/drug effects , Sulfonamides/pharmacology , CD4-Positive T-Lymphocytes/immunology , Female , Adult , Aniline Compounds/pharmacology , Aniline Compounds/therapeutic use , Mice, Inbred MRL lpr , Middle Aged , Male , Senotherapeutics/pharmacology
16.
Brief Bioinform ; 24(2)2023 03 19.
Article in English | MEDLINE | ID: mdl-36790856

ABSTRACT

Potential miRNA-disease associations (MDA) play an important role in the discovery of complex human disease etiology. Therefore, MDA prediction is an attractive research topic in the field of biomedical machine learning. Recently, several models have been proposed for this task, but their performance limited by over-reliance on relevant network information with noisy graph structure connections. However, the application of self-supervised graph structure learning to MDA tasks remains unexplored. Our study is the first to use multi-view self-supervised contrastive learning (MSGCL) for MDA prediction. Specifically, we generated a learner view without association labels of miRNAs and diseases as input, and utilized the known association network to generate an anchor view that provides guiding signals for the learner view. The graph structure was optimized by designing a contrastive loss to maximize the consistency between the anchor and learner views. Our model is similar to a pre-trained model that continuously optimizes upstream tasks for high-quality association graph topology, thereby enhancing the latent representation of association predictions. The experimental results show that our proposed method outperforms state-of-the-art methods by 2.79$\%$ and 3.20$\%$ in area under the receiver operating characteristic curve (AUC) and area under the precision/recall curve (AUPR), respectively.


Subject(s)
Machine Learning , MicroRNAs , Humans , Area Under Curve , MicroRNAs/genetics , ROC Curve
17.
Bioinformatics ; 40(7)2024 Jul 01.
Article in English | MEDLINE | ID: mdl-38905501

ABSTRACT

MOTIVATION: In the field of drug discovery, accurately and effectively predicting the binding affinity between proteins and ligands is crucial for drug screening and optimization. However, current research primarily utilizes representations based on sequence or structure to predict protein-ligand binding affinity, with relatively less study on protein surface information, which is crucial for protein-ligand interactions. Moreover, when dealing with multimodal information of proteins, traditional approaches typically concatenate features from different modalities in a straightforward manner without considering the heterogeneity among them, which results in an inability to effectively exploit the complementary between modalities. RESULTS: We introduce a novel multimodal feature extraction (MFE) framework that, for the first time, incorporates information from protein surfaces, 3D structures, and sequences, and uses cross-attention mechanism for feature alignment between different modalities. Experimental results show that our method achieves state-of-the-art performance in predicting protein-ligand binding affinity. Furthermore, we conduct ablation studies that demonstrate the effectiveness and necessity of protein surface information and multimodal feature alignment within the framework. AVAILABILITY AND IMPLEMENTATION: The source code and data are available at https://github.com/Sultans0fSwing/MFE.


Subject(s)
Protein Binding , Proteins , Ligands , Proteins/metabolism , Proteins/chemistry , Computational Biology/methods , Drug Discovery/methods , Algorithms , Binding Sites , Databases, Protein , Protein Conformation
18.
Plant Physiol ; 194(3): 1593-1610, 2024 Feb 29.
Article in English | MEDLINE | ID: mdl-37956067

ABSTRACT

Proper seed development is essential for achieving grain production, successful seed germination, and seedling establishment in maize (Zea mays). In the past few decades, pentatricopeptide repeat (PPR) proteins have been proven to play an essential role in regulating the development of maize kernels through posttranscriptional RNA modification of mitochondrial genes. However, the underlying mechanisms remain largely unknown. Here, we characterized a mutant of DEFECTIVE KERNEL 56 (DEK56) with defective kernels that exhibited arrested development of both the embryo and endosperm. Accordingly, we isolated DEK56 through a map-based cloning strategy and found that it encoded an E subgroup PPR protein located in the mitochondria. Dysfunction of DEK56 resulted in altered cytidine (C)-to-uridine (U) editing efficiency at 48 editing sites across 21 mitochondrial transcripts. Notably, the editing efficiency of the maturase-related (matR)-1124 site was substantially reduced or abolished in the dek56 mutant. Furthermore, we found that the splicing efficiency of NADH dehydrogenase subunit 4 (nad4) Introns 1 and 3 was substantially reduced in dek56 kernels, which might be a consequence of the defective MatR function. Through a protein-protein interaction test, we hypothesized that DEK56 carries out its function by recruiting the PPR-DYW protein PPR motif, coiled-coil, and DYW domain-containing protein 1 (PCW1). This interaction is facilitated by Multiple Organellar RNA Editing Factors (ZmMORFs) and Glutamine-Rich Protein 23 (ZmGRP23). Based on these findings, we developed a working model of PPR-mediated mitochondrial processing that plays an essential role in the development of maize kernels. The present study will further broaden our understanding of PPR-mediated seed development and provide a theoretical basis for maize improvement.


Subject(s)
Plant Proteins , Zea mays , Zea mays/metabolism , Plant Proteins/genetics , Plant Proteins/metabolism , RNA, Mitochondrial/metabolism , Seeds/metabolism , Endosperm/metabolism
19.
Blood ; 142(6): 574-588, 2023 08 10.
Article in English | MEDLINE | ID: mdl-37192295

ABSTRACT

Tyrosine kinase inhibitors (TKIs) are very effective in treating chronic myelogenous leukemia (CML), but primitive, quiescent leukemia stem cells persist as a barrier to the cure. We performed a comprehensive evaluation of metabolic adaptation to TKI treatment and its role in CML hematopoietic stem and progenitor cell persistence. Using a CML mouse model, we found that glycolysis, glutaminolysis, the tricarboxylic acid cycle, and oxidative phosphorylation (OXPHOS) were initially inhibited by TKI treatment in CML-committed progenitors but were restored with continued treatment, reflecting both selection and metabolic reprogramming of specific subpopulations. TKI treatment selectively enriched primitive CML stem cells with reduced metabolic gene expression. Persistent CML stem cells also showed metabolic adaptation to TKI treatment through altered substrate use and mitochondrial respiration maintenance. Evaluation of transcription factors underlying these changes helped detect increased HIF-1 protein levels and activity in TKI-treated stem cells. Treatment with an HIF-1 inhibitor in combination with TKI treatment depleted murine and human CML stem cells. HIF-1 inhibition increased mitochondrial activity and reactive oxygen species (ROS) levels, reduced quiescence, increased cycling, and reduced the self-renewal and regenerating potential of dormant CML stem cells. We, therefore, identified the HIF-1-mediated inhibition of OXPHOS and ROS and maintenance of CML stem cell dormancy and repopulating potential as a key mechanism of CML stem cell adaptation to TKI treatment. Our results identify a key metabolic dependency in CML stem cells persisting after TKI treatment that can be targeted to enhance their elimination.


Subject(s)
Leukemia, Myelogenous, Chronic, BCR-ABL Positive , Protein-Tyrosine Kinases , Mice , Humans , Animals , Protein-Tyrosine Kinases/metabolism , Protein Kinase Inhibitors/pharmacology , Protein Kinase Inhibitors/therapeutic use , Reactive Oxygen Species/metabolism , Neoplastic Stem Cells/metabolism , Leukemia, Myelogenous, Chronic, BCR-ABL Positive/drug therapy , Leukemia, Myelogenous, Chronic, BCR-ABL Positive/genetics , Leukemia, Myelogenous, Chronic, BCR-ABL Positive/metabolism , Drug Resistance, Neoplasm
20.
Plant Cell ; 34(6): 2222-2241, 2022 05 24.
Article in English | MEDLINE | ID: mdl-35294020

ABSTRACT

Ear length (EL) is a key trait that contributes greatly to grain yield in maize (Zea mays). While numerous quantitative trait loci for EL have been identified, few causal genes have been studied in detail. Here we report the characterization of ear apical degeneration1 (ead1) exhibiting strikingly shorter ears and the map-based cloning of the casual gene EAD1. EAD1 is preferentially expressed in the xylem of immature ears and encodes an aluminum-activated malate transporter localizing to the plasma membrane. We show that EAD1 is a malate efflux transporter and loss of EAD1 leads to lower malate contents in the apical part of developing inflorescences. Exogenous injections of malate rescued the shortened ears of ead1. These results demonstrate that EAD1 plays essential roles in regulating maize ear development by delivering malate through xylem vessels to the apical part of the immature ear. Overexpression of EAD1 led to greater EL and kernel number per row and the EAD1 genotype showed a positive association with EL in two different genetic segregating populations. Our work elucidates the critical role of EAD1 in malate-mediated female inflorescence development and provides a promising genetic resource for enhancing maize grain yield.


Subject(s)
Inflorescence , Zea mays , Chromosome Mapping/methods , Edible Grain/genetics , Inflorescence/genetics , Malates/metabolism , Phenotype , Quantitative Trait Loci , Zea mays/metabolism
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