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1.
Cell ; 187(9): 2175-2193.e21, 2024 Apr 25.
Article in English | MEDLINE | ID: mdl-38552623

ABSTRACT

In addition to long-distance molecular motor-mediated transport, cellular vesicles also need to be moved at short distances with defined directions to meet functional needs in subcellular compartments but with unknown mechanisms. Such short-distance vesicle transport does not involve molecular motors. Here, we demonstrate, using synaptic vesicle (SV) transport as a paradigm, that phase separation of synaptic proteins with vesicles can facilitate regulated, directional vesicle transport between different presynaptic bouton sub-compartments. Specifically, a large coiled-coil scaffold protein Piccolo, in response to Ca2+ and via its C2A domain-mediated Ca2+ sensing, can extract SVs from the synapsin-clustered reserve pool condensate and deposit the extracted SVs onto the surface of the active zone protein condensate. We further show that the Trk-fused gene, TFG, also participates in COPII vesicle trafficking from ER to the ER-Golgi intermediate compartment via phase separation. Thus, phase separation may play a general role in short-distance, directional vesicle transport in cells.


Subject(s)
COP-Coated Vesicles , Endoplasmic Reticulum , Synaptic Vesicles , Animals , Synaptic Vesicles/metabolism , COP-Coated Vesicles/metabolism , Endoplasmic Reticulum/metabolism , Calcium/metabolism , Golgi Apparatus/metabolism , Rats , Biological Transport , Presynaptic Terminals/metabolism , Synapsins/metabolism , Biomolecular Condensates/metabolism , Cytoskeletal Proteins/metabolism , Phase Separation
2.
Cell ; 2022 Jun 28.
Article in English | MEDLINE | ID: mdl-35777355

ABSTRACT

The host-seeking activity of hematophagous arthropods is essential for arboviral transmission. Here, we demonstrate that mosquito-transmitted flaviviruses can manipulate host skin microbiota to produce a scent that attracts mosquitoes. We observed that Aedes mosquitoes preferred to seek and feed on mice infected by dengue and Zika viruses. Acetophenone, a volatile compound that is predominantly produced by the skin microbiota, was enriched in the volatiles from the infected hosts to potently stimulate mosquito olfaction for attractiveness. Of note, acetophenone emission was higher in dengue patients than in healthy people. Mechanistically, flaviviruses infection suppressed the expression of RELMα, an essential antimicrobial protein on host skin, thereby leading to the expansion of acetophenone-producing commensal bacteria and, consequently, a high acetophenone level. Given that RELMα can be specifically induced by a vitamin A derivative, the dietary administration of isotretinoin to flavivirus-infected animals interrupted flavivirus life cycle by reducing mosquito host-seeking activity, thus providing a strategy of arboviral control.

3.
Cell ; 185(22): 4082-4098.e22, 2022 10 27.
Article in English | MEDLINE | ID: mdl-36198318

ABSTRACT

The mechanism that initiates autophagosome formation on the ER in multicellular organisms is elusive. Here, we showed that autophagy stimuli trigger Ca2+ transients on the outer surface of the ER membrane, whose amplitude, frequency, and duration are controlled by the metazoan-specific ER transmembrane autophagy protein EPG-4/EI24. Persistent Ca2+ transients/oscillations on the cytosolic ER surface in EI24-depleted cells cause accumulation of FIP200 autophagosome initiation complexes on the ER. This defect is suppressed by attenuating ER Ca2+ transients. Multi-modal SIM analysis revealed that Ca2+ transients on the ER trigger the formation of dynamic and fusion-prone liquid-like FIP200 puncta. Starvation-induced Ca2+ transients on lysosomes also induce FIP200 puncta that further move to the ER. Multiple FIP200 puncta on the ER, whose association depends on the ER proteins VAPA/B and ATL2/3, assemble into autophagosome formation sites. Thus, Ca2+ transients are crucial for triggering phase separation of FIP200 to specify autophagosome initiation sites in metazoans.


Subject(s)
Autophagosomes , Calcium , Animals , Autophagosomes/metabolism , Calcium/metabolism , Endoplasmic Reticulum/metabolism , Autophagy-Related Proteins/metabolism , Autophagy , Cell Cycle Proteins/metabolism
4.
Nat Rev Mol Cell Biol ; 22(11): 733-750, 2021 11.
Article in English | MEDLINE | ID: mdl-34302147

ABSTRACT

Autophagy is a versatile degradation system for maintaining cellular homeostasis whereby cytosolic materials are sequestered in a double-membrane autophagosome and subsequently delivered to lysosomes, where they are broken down. In multicellular organisms, newly formed autophagosomes undergo a process called 'maturation', in which they fuse with vesicles originating from endolysosomal compartments, including early/late endosomes and lysosomes, to form amphisomes, which eventually become degradative autolysosomes. This fusion process requires the concerted actions of multiple regulators of membrane dynamics, including SNAREs, tethering proteins and RAB GTPases, and also transport of autophagosomes and late endosomes/lysosomes towards each other. Multiple mechanisms modulate autophagosome maturation, including post-translational modification of key components, spatial distribution of phosphoinositide lipid species on membranes, RAB protein dynamics, and biogenesis and function of lysosomes. Nutrient status and various stresses integrate into the autophagosome maturation machinery to coordinate the progression of autophagic flux. Impaired autophagosome maturation is linked to the pathogenesis of various human diseases, including neurodegenerative disorders, cancer and myopathies. Furthermore, invading pathogens exploit various strategies to block autophagosome maturation, thus evading destruction and even subverting autophagic vacuoles (autophagosomes, amphisomes and autolysosomes) for survival, growth and/or release. Here, we discuss the recent progress in our understanding of the machinery and regulation of autophagosome maturation, the relevance of these mechanisms to human pathophysiology and how they are harnessed by pathogens for their benefit. We also provide perspectives on targeting autophagosome maturation therapeutically.


Subject(s)
Autophagosomes/genetics , Autophagy/genetics , Neurodegenerative Diseases/genetics , Transport Vesicles/genetics , Endosomes/genetics , Humans , Lysosomes/genetics , Neurodegenerative Diseases/pathology , Phagosomes/genetics , Protein Processing, Post-Translational/genetics , SNARE Proteins/genetics , rab GTP-Binding Proteins/genetics
5.
Cell ; 174(6): 1492-1506.e22, 2018 09 06.
Article in English | MEDLINE | ID: mdl-30173914

ABSTRACT

The assembly of phase-separated structures is thought to play an important role in development and disease, but little is known about the regulation and function of phase separation under physiological conditions. We showed that during C. elegans embryogenesis, PGL granules assemble via liquid-liquid phase separation (LLPS), and their size and biophysical properties determine their susceptibility to autophagic degradation. The receptor SEPA-1 promotes LLPS of PGL-1/-3, while the scaffold protein EPG-2 controls the size of PGL-1/-3 compartments and converts them into less dynamic gel-like structures. Under heat-stress conditions, mTORC1-mediated phosphorylation of PGL-1/-3 is elevated and PGL-1/-3 undergo accelerated phase separation, forming PGL granules that are resistant to autophagic degradation. Significantly, accumulation of PGL granules is an adaptive response to maintain embryonic viability during heat stress. We revealed that mTORC1-mediated LLPS of PGL-1/-3 acts as a switch-like stress sensor, coupling phase separation to autophagic degradation and adaptation to stress during development.


Subject(s)
Autophagy , Caenorhabditis elegans Proteins/metabolism , Mechanistic Target of Rapamycin Complex 1/metabolism , Animals , Arginine/metabolism , Caenorhabditis elegans/growth & development , Caenorhabditis elegans/metabolism , Caenorhabditis elegans Proteins/genetics , Carrier Proteins/genetics , Carrier Proteins/metabolism , Embryo, Nonmammalian/metabolism , Embryonic Development , Larva/metabolism , Mechanistic Target of Rapamycin Complex 1/genetics , Methylation , Mutagenesis, Site-Directed , Phosphorylation , Phosphotransferases (Alcohol Group Acceptor)/genetics , Phosphotransferases (Alcohol Group Acceptor)/metabolism , Protein Processing, Post-Translational , RNA-Binding Proteins/genetics , RNA-Binding Proteins/metabolism , Signal Transduction , Temperature
6.
Immunity ; 55(1): 56-64.e4, 2022 01 11.
Article in English | MEDLINE | ID: mdl-34986342

ABSTRACT

We evaluated the impact of class I and class II human leukocyte antigen (HLA) genotypes, heterozygosity, and diversity on the efficacy of pembrolizumab. Seventeen pembrolizumab clinical trials across eight tumor types and one basket trial in patients with advanced solid tumors were included (n > 3,500 analyzed). Germline DNA was genotyped using a custom genotyping array. HLA diversity (measured by heterozygosity and evolutionary divergence) across class I loci was not associated with improved response to pembrolizumab, either within each tumor type evaluated or across all patients. Similarly, HLA heterozygosity at each class I and class II gene was not associated with response to pembrolizumab after accounting for the number of tests conducted. No conclusive association between HLA genotype and response to pembrolizumab was identified in this dataset. Germline HLA genotype or diversity alone is not an important independent determinant of response to pembrolizumab and should not be used for clinical decision-making in patients treated with pembrolizumab.


Subject(s)
Antibodies, Monoclonal, Humanized/therapeutic use , Genotype , Germ-Line Mutation/genetics , HLA Antigens/genetics , Immune Checkpoint Inhibitors/therapeutic use , Neoplasms/drug therapy , Age Factors , Female , Genetic Association Studies , Heterozygote , Humans , Male , Neoplasms/diagnosis , Neoplasms/mortality , Polymorphism, Genetic , Prognosis , Programmed Cell Death 1 Receptor/antagonists & inhibitors , Sex Factors , Survival Analysis , Treatment Outcome
7.
Annu Rev Genet ; 56: 17-39, 2022 11 30.
Article in English | MEDLINE | ID: mdl-35679620

ABSTRACT

Autophagy, a lysosome-mediated degradation process evolutionarily conserved from yeast to mammals, is essential for maintaining cellular homeostasis and combating diverse cellular stresses. Autophagy involves de novo synthesis of a double-membrane autophagosome, sequestration of selected cellular contents, and subsequent delivery of sequestrated contents to the vacuole (in yeasts and plants) or to lysosomes (in animal cells) for degradation and recycling. Genetic studies in unicellular and multicellular model organisms have systematically revealed the molecular machinery, regulation, and function of autophagy in physiological settings. I review genetic studies in model organisms-from yeast to worm to fly-that enable us to not only identify autophagy genes, including ATG genes and the metazoan-specific EPG genes, but also uncover variants of autophagy in developmental contexts, novel regulatory mechanisms, and signaling events involved in mediating systemic autophagy response. Genetic analysis also helps us understand the liquid-liquid phase separation and transition that control autophagic degradation of protein aggregates. The emerging role of autophagy in zebrafish tissue regeneration is also discussed.


Subject(s)
Saccharomyces cerevisiae , Zebrafish , Animals , Autophagy/genetics , Lysosomes , Signal Transduction/genetics , Mammals
8.
Nature ; 628(8009): 887-893, 2024 Apr.
Article in English | MEDLINE | ID: mdl-38538796

ABSTRACT

Efficient termination is required for robust gene transcription. Eukaryotic organisms use a conserved exoribonuclease-mediated mechanism to terminate the mRNA transcription by RNA polymerase II (Pol II)1-5. Here we report two cryogenic electron microscopy structures of Saccharomyces cerevisiae Pol II pre-termination transcription complexes bound to the 5'-to-3' exoribonuclease Rat1 and its partner Rai1. Our structures show that Rat1 displaces the elongation factor Spt5 to dock at the Pol II stalk domain. Rat1 shields the RNA exit channel of Pol II, guides the nascent RNA towards its active centre and stacks three nucleotides at the 5' terminus of the nascent RNA. The structures further show that Rat1 rotates towards Pol II as it shortens RNA. Our results provide the structural mechanism for the Rat1-mediated termination of mRNA transcription by Pol II in yeast and the exoribonuclease-mediated termination of mRNA transcription in other eukaryotes.


Subject(s)
Cryoelectron Microscopy , Exoribonucleases , RNA Polymerase II , RNA, Messenger , Saccharomyces cerevisiae Proteins , Saccharomyces cerevisiae , Transcription Termination, Genetic , Exoribonucleases/chemistry , Exoribonucleases/metabolism , Exoribonucleases/ultrastructure , Models, Molecular , Protein Binding , RNA Polymerase II/chemistry , RNA Polymerase II/metabolism , RNA Polymerase II/ultrastructure , RNA, Messenger/biosynthesis , RNA, Messenger/chemistry , RNA, Messenger/genetics , RNA, Messenger/ultrastructure , RNA-Binding Proteins/chemistry , RNA-Binding Proteins/metabolism , RNA-Binding Proteins/ultrastructure , Saccharomyces cerevisiae/chemistry , Saccharomyces cerevisiae/genetics , Saccharomyces cerevisiae/metabolism , Saccharomyces cerevisiae/ultrastructure , Saccharomyces cerevisiae Proteins/chemistry , Saccharomyces cerevisiae Proteins/metabolism , Saccharomyces cerevisiae Proteins/ultrastructure , Transcriptional Elongation Factors/chemistry , Transcriptional Elongation Factors/metabolism , Transcriptional Elongation Factors/ultrastructure , Chromosomal Proteins, Non-Histone/chemistry , Chromosomal Proteins, Non-Histone/metabolism , Chromosomal Proteins, Non-Histone/ultrastructure , Protein Domains , RNA, Fungal/biosynthesis , RNA, Fungal/chemistry , RNA, Fungal/genetics , RNA, Fungal/ultrastructure
9.
Nature ; 629(8013): 945-950, 2024 May.
Article in English | MEDLINE | ID: mdl-38720069

ABSTRACT

Lipoprotein(a) (Lp(a)), an independent, causal cardiovascular risk factor, is a lipoprotein particle that is formed by the interaction of a low-density lipoprotein (LDL) particle and apolipoprotein(a) (apo(a))1,2. Apo(a) first binds to lysine residues of apolipoprotein B-100 (apoB-100) on LDL through the Kringle IV (KIV) 7 and 8 domains, before a disulfide bond forms between apo(a) and apoB-100 to create Lp(a) (refs. 3-7). Here we show that the first step of Lp(a) formation can be inhibited through small-molecule interactions with apo(a) KIV7-8. We identify compounds that bind to apo(a) KIV7-8, and, through chemical optimization and further application of multivalency, we create compounds with subnanomolar potency that inhibit the formation of Lp(a). Oral doses of prototype compounds and a potent, multivalent disruptor, LY3473329 (muvalaplin), reduced the levels of Lp(a) in transgenic mice and in cynomolgus monkeys. Although multivalent molecules bind to the Kringle domains of rat plasminogen and reduce plasmin activity, species-selective differences in plasminogen sequences suggest that inhibitor molecules will reduce the levels of Lp(a), but not those of plasminogen, in humans. These data support the clinical development of LY3473329-which is already in phase 2 studies-as a potent and specific orally administered agent for reducing the levels of Lp(a).


Subject(s)
Drug Discovery , Lipoprotein(a) , Macaca fascicularis , Animals , Female , Humans , Male , Mice , Administration, Oral , Kringles , Lipoprotein(a)/antagonists & inhibitors , Lipoprotein(a)/blood , Lipoprotein(a)/chemistry , Lipoprotein(a)/metabolism , Mice, Transgenic , Small Molecule Libraries/pharmacology , Small Molecule Libraries/chemistry , Plasminogen/chemistry , Plasminogen/metabolism , Species Specificity , Clinical Trials, Phase II as Topic , Apolipoproteins A/chemistry , Apolipoproteins A/metabolism
10.
Mol Cell ; 77(3): 618-632.e5, 2020 02 06.
Article in English | MEDLINE | ID: mdl-31806350

ABSTRACT

TMEM39A, encoding an ER-localized transmembrane protein, is a susceptibility locus for multiple autoimmune diseases. The molecular function of TMEM39A remains completely unknown. Here we demonstrated that TMEM39A, also called SUSR2, modulates autophagy activity by regulating the spatial distribution and levels of PtdIns(4)P. Depletion of SUSR2 elevates late endosomal/lysosomal PtdIns(4)P levels, facilitating recruitment of the HOPS complex to promote assembly of the SNARE complex for autophagosome maturation. SUSR2 knockdown also increases the degradative capability of lysosomes. Mechanistically, SUSR2 interacts with the ER-localized PtdIns(4)P phosphatase SAC1 and also the COPII SEC23/SEC24 subunits to promote the ER-to-Golgi transport of SAC1. Retention of SAC1 on the ER in SUSR2 knockdown cells increases the level of PtdIns(3)P produced by the VPS34 complex, promoting autophagosome formation. Our study reveals that TMEM39A/SUSR2 acts as an adaptor protein for efficient export of SAC1 from the ER and provides insights into the pathogenesis of diseases associated with TMEM39A mutations.


Subject(s)
Autophagy/physiology , Membrane Proteins/metabolism , Phosphoric Monoester Hydrolases/metabolism , Adaptor Proteins, Signal Transducing/metabolism , Animals , COS Cells , Chlorocebus aethiops , Endoplasmic Reticulum/metabolism , Golgi Apparatus/metabolism , HEK293 Cells , HeLa Cells , Humans , Lysosomes/metabolism , Membrane Proteins/physiology , Phosphatidylinositol Phosphates/metabolism , Phosphatidylinositols/metabolism , Phosphoric Monoester Hydrolases/physiology , Protein Transport/physiology
11.
Plant Cell ; 2024 Jun 25.
Article in English | MEDLINE | ID: mdl-38916914

ABSTRACT

Alternative splicing (AS) plays crucial roles in regulating various biological processes in plants. However, the genetic mechanisms underlying AS and its role in controlling important agronomic traits in rice (Oryza sativa) remain poorly understood. In this study, we explored AS in rice leaves and panicles using the rice minicore collection. Our analysis revealed a high level of transcript isoform diversity, with approximately one fifth of potential isoforms acting as major transcripts in both tissues. Regarding the genetic mechanism of AS, we found that the splicing of 833 genes in the leaf and 1,230 genes in the panicle was affected by cis-genetic variation. Twenty-one percent of these AS events could only be explained by large structural variations. Approximately 77.5% of genes with significant splicing quantitative trait loci (sGenes) exhibited tissue-specific regulation, and AS can cause 26.9% (leaf) and 23.6% (panicle) of sGenes to have altered, lost or gained functional domains. Additionally, through splicing-phenotype association analysis, we identified phosphate-starvation induced RING-type E3 ligase (OsPIE1; LOC_Os01g72480), whose splicing ratio was significantly associated with plant height. In summary, this study provides an understanding of AS in rice and its contribution to the regulation of important agronomic traits.

12.
Nat Rev Mol Cell Biol ; 21(3): 121, 2020 03.
Article in English | MEDLINE | ID: mdl-31942066
13.
Cell ; 150(3): 521-32, 2012 Aug 03.
Article in English | MEDLINE | ID: mdl-22863006

ABSTRACT

To accommodate the large cells following zygote formation, early blastomeres employ modified cell divisions. Karyomeres are one such modification, mitotic intermediates wherein individual chromatin masses are surrounded by nuclear envelope; the karyomeres then fuse to form a single mononucleus. We identified brambleberry, a maternal-effect zebrafish mutant that disrupts karyomere fusion, resulting in formation of multiple micronuclei. As karyomeres form, Brambleberry protein localizes to the nuclear envelope, with prominent puncta evident near karyomere-karyomere interfaces corresponding to membrane fusion sites. brambleberry corresponds to an unannotated gene with similarity to Kar5p, a protein that participates in nuclear fusion in yeast. We also demonstrate that Brambleberry is required for pronuclear fusion following fertilization in zebrafish. Our studies provide insight into the machinery required for karyomere fusion and suggest that specialized proteins are necessary for proper nuclear division in large dividing blastomeres.


Subject(s)
Embryo, Nonmammalian/metabolism , Nuclear Envelope/metabolism , Nuclear Proteins/metabolism , Zebrafish Proteins/metabolism , Zebrafish/embryology , Amino Acid Sequence , Animals , Blastomeres/metabolism , Cell Cycle , Embryo, Mammalian/cytology , Embryo, Mammalian/metabolism , Embryo, Nonmammalian/cytology , Female , Humans , Insecta/cytology , Insecta/embryology , Insecta/metabolism , Male , Mammals/embryology , Mammals/metabolism , Membrane Proteins/metabolism , Molecular Sequence Data , Saccharomyces cerevisiae/metabolism , Saccharomyces cerevisiae Proteins/metabolism , Sequence Alignment , Spindle Apparatus/metabolism , Zebrafish/metabolism , Zygote/cytology , Zygote/metabolism
14.
Cell ; 151(6): 1308-18, 2012 Dec 07.
Article in English | MEDLINE | ID: mdl-23217712

ABSTRACT

In budding yeast, the essential functions of Hsp70 chaperones Ssa1-4 are regulated through expression level, isoform specificity, and cochaperone activity. Suggesting a novel regulatory paradigm, we find that phosphorylation of Ssa1 T36 within a cyclin-dependent kinase (CDK) consensus site conserved among Hsp70 proteins alters cochaperone and client interactions. T36 phosphorylation triggers displacement of Ydj1, allowing Ssa1 to bind the G1 cyclin Cln3 and promote its degradation. The stress CDK Pho85 phosphorylates T36 upon nitrogen starvation or pheromone stimulation, destabilizing Cln3 to delay onset of S phase. In turn, the mitotic CDK Cdk1 phosphorylates T36 to block Cln3 accumulation in G2/M. Suggesting broad conservation from yeast to human, CDK-dependent phosphorylation of Hsc70 T38 similarly regulates Cyclin D1 binding and stability. These results establish an active role for Hsp70 chaperones as signal transducers mediating growth control of G1 cyclin abundance and activity.


Subject(s)
Adenosine Triphosphatases/metabolism , Cyclins/metabolism , HSP70 Heat-Shock Proteins/metabolism , Saccharomyces cerevisiae Proteins/metabolism , Saccharomyces cerevisiae/metabolism , Cell Cycle , Cell Proliferation , Cyclin D1/metabolism , HEK293 Cells , HSC70 Heat-Shock Proteins/metabolism , Humans , Phosphorylation , Saccharomyces cerevisiae/cytology
15.
Trends Genet ; 39(6): 451-461, 2023 06.
Article in English | MEDLINE | ID: mdl-36872184

ABSTRACT

A large number of studies have established a causal relationship between the gut microbiota and human disease. In addition, the composition of the microbiota is substantially influenced by the human genome. Modern medical research has confirmed that the pathogenesis of various diseases is closely related to evolutionary events in the human genome. Specific regions of the human genome known as human accelerated regions (HARs) have evolved rapidly over several million years since humans diverged from a common ancestor with chimpanzees, and HARs have been found to be involved in some human-specific diseases. Furthermore, the HAR-regulated gut microbiota has undergone rapid changes during human evolution. We propose that the gut microbiota may serve as an important mediator linking diseases to human genome evolution.


Subject(s)
Gastrointestinal Microbiome , Hominidae , Microbiota , Animals , Humans , Gastrointestinal Microbiome/genetics , Genome, Human/genetics , Hominidae/genetics , Pan troglodytes/genetics , Evolution, Molecular
16.
Genome Res ; 33(10): 1690-1707, 2023 10.
Article in English | MEDLINE | ID: mdl-37884341

ABSTRACT

The rumen undergoes developmental changes during maturation. To characterize this understudied dynamic process, we profiled single-cell transcriptomes of about 308,000 cells from the rumen tissues of sheep and goats at 17 time points. We built comprehensive transcriptome and metagenome atlases from early embryonic to rumination stages, and recapitulated histomorphometric and transcriptional features of the rumen, revealing key transitional signatures associated with the development of ruminal cells, microbiota, and core transcriptional regulatory networks. In addition, we identified and validated potential cross-talk between host cells and microbiomes and revealed their roles in modulating the spatiotemporal expression of key genes in ruminal cells. Cross-species analyses revealed convergent developmental patterns of cellular heterogeneity, gene expression, and cell-cell and microbiome-cell interactions. Finally, we uncovered how the interactions can act upon the symbiotic rumen system to modify the processes of fermentation, fiber digestion, and immune defense. These results significantly enhance understanding of the genetic basis of the unique roles of rumen.


Subject(s)
Metagenome , Microbiota , Sheep/genetics , Animals , Transcriptome , Rumen , Ruminants/genetics
17.
Brief Bioinform ; 25(3)2024 Mar 27.
Article in English | MEDLINE | ID: mdl-38711371

ABSTRACT

T-cell receptor (TCR) recognition of antigens is fundamental to the adaptive immune response. With the expansion of experimental techniques, a substantial database of matched TCR-antigen pairs has emerged, presenting opportunities for computational prediction models. However, accurately forecasting the binding affinities of unseen antigen-TCR pairs remains a major challenge. Here, we present convolutional-self-attention TCR (CATCR), a novel framework tailored to enhance the prediction of epitope and TCR interactions. Our approach utilizes convolutional neural networks to extract peptide features from residue contact matrices, as generated by OpenFold, and a transformer to encode segment-based coded sequences. We introduce CATCR-D, a discriminator that can assess binding by analyzing the structural and sequence features of epitopes and CDR3-ß regions. Additionally, the framework comprises CATCR-G, a generative module designed for CDR3-ß sequences, which applies the pretrained encoder to deduce epitope characteristics and a transformer decoder for predicting matching CDR3-ß sequences. CATCR-D achieved an AUROC of 0.89 on previously unseen epitope-TCR pairs and outperformed four benchmark models by a margin of 17.4%. CATCR-G has demonstrated high precision, recall and F1 scores, surpassing 95% in bidirectional encoder representations from transformers score assessments. Our results indicate that CATCR is an effective tool for predicting unseen epitope-TCR interactions. Incorporating structural insights enhances our understanding of the general rules governing TCR-epitope recognition significantly. The ability to predict TCRs for novel epitopes using structural and sequence information is promising, and broadening the repository of experimental TCR-epitope data could further improve the precision of epitope-TCR binding predictions.


Subject(s)
Receptors, Antigen, T-Cell , Receptors, Antigen, T-Cell/chemistry , Receptors, Antigen, T-Cell/immunology , Receptors, Antigen, T-Cell/metabolism , Receptors, Antigen, T-Cell/genetics , Humans , Epitopes/chemistry , Epitopes/immunology , Computational Biology/methods , Neural Networks, Computer , Epitopes, T-Lymphocyte/immunology , Epitopes, T-Lymphocyte/chemistry , Antigens/chemistry , Antigens/immunology , Amino Acid Sequence
18.
Plant Cell ; 35(12): 4383-4404, 2023 Nov 30.
Article in English | MEDLINE | ID: mdl-37738159

ABSTRACT

The elimination of seed shattering was a key step in rice (Oryza sativa) domestication. In this paper, we show that increasing the gibberellic acid (GA) content or response in the abscission region enhanced seed shattering in rice. We demonstrate that SLENDER RICE1 (SLR1), the key repressor of GA signaling, could physically interact with the rice seed shattering-related transcription factors quantitative trait locus of seed shattering on chromosome 1 (qSH1), O. sativa HOMEOBOX 15 (OSH15), and SUPERNUMERARY BRACT (SNB). Importantly, these physical interactions interfered with the direct binding of these three regulators to the lignin biosynthesis gene 4-COUMARATE: COENZYME A LIGASE 3 (4CL3), thereby derepressing its expression. Derepression of 4CL3 led to increased lignin deposition in the abscission region, causing reduced rice seed shattering. Importantly, we also show that modulating GA content could alter the degree of seed shattering to increase harvest efficiency. Our results reveal that the "Green Revolution" phytohormone GA is important for regulating rice seed shattering, and we provide an applicable breeding strategy for high-efficiency rice harvesting.


Subject(s)
Oryza , Oryza/genetics , Oryza/metabolism , Lignin/metabolism , Gibberellins/metabolism , Seeds/genetics , Seeds/metabolism , Plant Proteins/genetics , Plant Proteins/metabolism
19.
Nature ; 581(7806): 89-93, 2020 05.
Article in English | MEDLINE | ID: mdl-32376953

ABSTRACT

Small interfering RNAs (siRNAs) are essential for proper development and immunity in eukaryotes1. Plants produce siRNAs with lengths of 21, 22 or 24 nucleotides. The 21- and 24-nucleotide species mediate cleavage of messenger RNAs and DNA methylation2,3, respectively, but the biological functions of the 22-nucleotide siRNAs remain unknown. Here we report the identification and characterization of a group of endogenous 22-nucleotide siRNAs that are generated by the DICER-LIKE 2 (DCL2) protein in plants. When cytoplasmic RNA decay and DCL4 are deficient, the resulting massive accumulation of 22-nucleotide siRNAs causes pleiotropic growth disorders, including severe dwarfism, meristem defects and pigmentation. Notably, two genes that encode nitrate reductases-NIA1 and NIA2-produce nearly half of the 22-nucleotide siRNAs. Production of 22-nucleotide siRNAs triggers the amplification of gene silencing and induces translational repression both gene specifically and globally. Moreover, these 22-nucleotide siRNAs preferentially accumulate upon environmental stress, especially those siRNAs derived from NIA1/2, which act to restrain translation, inhibit plant growth and enhance stress responses. Thus, our research uncovers the unique properties of 22-nucleotide siRNAs, and reveals their importance in plant adaptation to environmental stresses.


Subject(s)
Acclimatization/genetics , Arabidopsis/genetics , Gene Expression Regulation, Plant , Protein Biosynthesis/genetics , RNA, Plant/genetics , RNA, Small Interfering/genetics , Arabidopsis/growth & development , Arabidopsis Proteins/genetics , Arabidopsis Proteins/metabolism , Argonaute Proteins/metabolism , Cell Cycle Proteins , Gene Silencing , Mutation , Nitrate Reductase/genetics , Plant Diseases/genetics , RNA Stability , RNA, Messenger/genetics , RNA, Small Interfering/biosynthesis , Ribonuclease III/metabolism
20.
Bioessays ; 46(3): e2300203, 2024 03.
Article in English | MEDLINE | ID: mdl-38175843

ABSTRACT

Cells contain a myriad of membraneless ribonucleoprotein (RNP) condensates with distinct compositions of proteins and RNAs. RNP condensates participate in different cellular activities, including RNA storage, mRNA translation or decay, stress response, etc. RNP condensates are assembled via liquid-liquid phase separation (LLPS) driven by multivalent interactions. Transition of RNP condensates into bodies with abnormal material properties, such as solid-like amyloid structures, is associated with the pathogenesis of various diseases. In this review, we focus on how RNAs regulate multiple aspects of RNP condensates, such as dynamic assembly and/or disassembly and biophysical properties. RNA properties - including concentration, sequence, length and structure - also determine the phase behaviors of RNP condensates. RNA is also involved in specifying autophagic degradation of RNP condensates. Unraveling the role of RNA in RNPs provides novel insights into pathological accumulation of RNPs in various diseases. This new understanding can potentially be harnessed to develop therapeutic strategies.


Subject(s)
Biomolecular Condensates , RNA , RNA/genetics , Ribonucleoproteins/metabolism , Autophagy
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