151
|
Kawabata T, Kinoshita K. Assessing Structural Classification Using AlphaFold2 Models Through ECOD-Based Comparative Analysis. Proteins 2025. [PMID: 40251890 DOI: 10.1002/prot.26828] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2024] [Revised: 03/27/2025] [Accepted: 03/30/2025] [Indexed: 04/21/2025]
Abstract
Identifying homologous proteins is a fundamental task in structural bioinformatics. While AlphaFold2 has revolutionized protein structure prediction, the extent to which structure comparison of its models can reliably detect homologs remains unclear. In this study, we evaluate the feasibility of homology detection using AlphaFold2-predicted structures through structural comparisons. We considered the classification of the ECOD database for experimental structures as the correct standard and obtained their corresponding predicted models from AlphaFoldDB. To ensure blind assessment, we divided the structures into test and train sets according to their release date. Predicted and experimental 3D structures in the test and train sets were compared using 3D structure comparisons (MATRAS, Dali, and Foldseek) and sequence comparisons (BLAST and HHsearch). The results were evaluated based on the homology annotations in the ECOD database. For top-1 accuracy, the performance of structural comparisons was comparable to that of HHsearch. However, when considering metrics that included all structural pairs, including more remote homology, structural comparisons outperformed HHsearch. No significant differences were observed between comparisons of experimental versus experimental, predicted versus experimental, and predicted versus predicted structures with pLDDT (prediction confidence) values greater than 60. We also demonstrate that predicted protein structures, determined by NMR, had lower pLDDT values and contained fewer coils than their experimental counterparts. These findings highlight the potential of AlphaFold2 models in structural classification and suggest that 3D structural searches should be conducted not only against the PDB but also against AlphaFoldDB to identify more potential homologs.
Collapse
Affiliation(s)
- Takeshi Kawabata
- Graduate School of Information Sciences, Tohoku University, Sendai, Japan
| | - Kengo Kinoshita
- Graduate School of Information Sciences, Tohoku University, Sendai, Japan
| |
Collapse
|
152
|
Salazar-Hamm PS, Gadek CR, Mann MA, Steinberg M, Montoya KN, Behnia M, Gyllenhaal EF, Brady SS, Takano OM, Williamson JL, Witt CC, Natvig DO. Phylogenetic and ecological drivers of the avian lung mycobiome and its potentially pathogenic component. Commun Biol 2025; 8:634. [PMID: 40253508 PMCID: PMC12009380 DOI: 10.1038/s42003-025-08041-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2024] [Accepted: 04/04/2025] [Indexed: 04/21/2025] Open
Abstract
Vertebrate lungs contain diverse microbial communities, but little is known about the drivers of community composition or consequences for health. Microbiome assembly by processes such as dispersal, coevolution, and host-switching can be probed with comparative surveys; however, few studies exist for lung microbiomes, particularly for the fungal component, the mycobiome. Distinguishing among fungal taxa that are generalist or specialist symbionts, potential pathogens, or incidentally inhaled spores is urgent because of potential for emerging diseases. Here, we characterize the avian lung mycobiome and test the relative influences of environment, phylogeny, and functional traits. We used metabarcoding and culturing from 195 lung samples representing 32 bird species across 20 families. We identified 526 fungal taxa as estimated by distinct sequence types (zOTUs) including many opportunistic pathogens. These were predominantly from the phylum Ascomycota (79%) followed by Basidiomycota (16%) and Mucoromycota (5%). Yeast and yeast-like taxa (Malassezia, Filobasidium, Saccharomyces, Meyerozyma, and Aureobasidium) and filamentous fungi (Cladosporium, Alternaria, Neurospora, Fusarium, and Aspergillus) were abundant. Lung mycobiomes were strongly shaped by environmental exposure, and further modulated by host identity, traits, and phylogenetic affinities. Our results implicate migratory bird species as potential vectors for long-distance dispersal of opportunistically pathogenic fungi.
Collapse
Affiliation(s)
| | - Chauncey R Gadek
- Department of Biology, University of New Mexico, Albuquerque, NM, USA.
- Museum of Southwestern Biology, University of New Mexico, Albuquerque, NM, USA.
- Environmental Stewardship, Los Alamos National Laboratory, Los Alamos, NM, USA.
| | - Michael A Mann
- Department of Biology, University of New Mexico, Albuquerque, NM, USA
| | | | - Kyana N Montoya
- Department of Biology, University of New Mexico, Albuquerque, NM, USA
- Museum of Southwestern Biology, University of New Mexico, Albuquerque, NM, USA
| | - Mahgol Behnia
- Department of Biology, University of New Mexico, Albuquerque, NM, USA
| | - Ethan F Gyllenhaal
- Department of Biology, University of New Mexico, Albuquerque, NM, USA
- Museum of Southwestern Biology, University of New Mexico, Albuquerque, NM, USA
- Department of Biological Sciences, Texas Tech University, Lubbock, TX, USA
| | - Serina S Brady
- Department of Biology, University of New Mexico, Albuquerque, NM, USA
- Museum of Southwestern Biology, University of New Mexico, Albuquerque, NM, USA
- Section of Birds, Carnegie Museum of Natural History, Pittsburgh, PA, USA
| | - Oona M Takano
- Department of Biology, University of New Mexico, Albuquerque, NM, USA
- Museum of Southwestern Biology, University of New Mexico, Albuquerque, NM, USA
| | - Jessie L Williamson
- Department of Biology, University of New Mexico, Albuquerque, NM, USA
- Museum of Southwestern Biology, University of New Mexico, Albuquerque, NM, USA
- Cornell Lab of Ornithology, Cornell University, Ithaca, NY, USA
- Department of Ecology and Evolutionary Biology, Cornell University, Ithaca, NY, USA
| | - Christopher C Witt
- Department of Biology, University of New Mexico, Albuquerque, NM, USA
- Museum of Southwestern Biology, University of New Mexico, Albuquerque, NM, USA
| | - Donald O Natvig
- Department of Biology, University of New Mexico, Albuquerque, NM, USA
| |
Collapse
|
153
|
Nguyen B, Ching C, MacGuire A, Casula P, Newman C, Finley F, Godoy VG. Identification of EppR, a Second Repressor of Error-Prone DNA Polymerase Genes in Acinetobacter baumannii. Mol Microbiol 2025. [PMID: 40251897 DOI: 10.1111/mmi.15368] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2024] [Revised: 04/03/2025] [Accepted: 04/08/2025] [Indexed: 04/21/2025]
Abstract
Acinetobacter baumannii is an opportunistic pathogen causing several infections that are increasingly difficult to treat due to its ability to rapidly gain antibiotic resistances. These resistances can arise due to mutations through the activity of error-prone DNA polymerases, such as DNA polymerase V (DNA Pol V) in response to DNA damage. The regulation of the DNA damage response (DDR) in A. baumannii is not completely understood; the regulation of genes encoding multiple copies of DNA Pol V is not fully characterized. Through genome-wide mutagenesis, we have identified a novel TetR-like family regulator of the umuDC and umuC genes, which we have named Error-prone polymerase regulator (EppR). We have found that EppR represses the expression of the genes encoding DNA Pol V and itself through direct binding to an EppR motif in their promoters. Lastly, we show that EppR also regulates UmuDAb, previously identified as a regulator of genes encoding DNA Pol V. These two gene products are functionally required to ensure regulation of the expression of the two umuDC, the two umuC genes as well as the regulators umuDAb and eppR genes. With these results, we propose a model in which multiple transcription factors regulate the expression of all these genes.
Collapse
Affiliation(s)
- Brian Nguyen
- Northeastern University, Boston, Massachusetts, USA
| | - Carly Ching
- Northeastern University, Boston, Massachusetts, USA
- Boston University, Boston, Massachusetts, USA
| | - Ashley MacGuire
- Northeastern University, Boston, Massachusetts, USA
- Unilever, Trumbull, Connecticut, USA
| | | | | | - Faith Finley
- Northeastern University, Boston, Massachusetts, USA
| | | |
Collapse
|
154
|
Aydin E, Renders DP, Utku SA, Berikten D. Fungal Infections Resulting From Prolonged Use of Personal Protective Equipment. Curr Microbiol 2025; 82:253. [PMID: 40252086 DOI: 10.1007/s00284-025-04227-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2024] [Accepted: 03/29/2025] [Indexed: 04/21/2025]
Abstract
This study is the first to investigate fungal infections resulting from prolonged use of personal protective equipment (PPE) among healthcare workers at Kütahya Health Sciences University Evliya Çelebi Training and Research Hospital, during the COVID-19 pandemic. The research aimed to isolate, molecularly type, and assess the antifungal susceptibility of superficial fungal infection agents associated with PPE use. Additionally, the relationship between these fungi and PPE use was evaluated through a questionnaire. Samples were collected from 100 healthcare workers experiencing skin issues. Among them, all N95/FFP2 mask users, 44.3% of glove users, 36.1% of surgical mask users, and 22.9% of hair cap users reported skin reactions, with acne (n = 34) being the most common. Identified fungal isolates included Trametes hirsuta, Penicillium chrysogenum, Aspergillus fumigatus, Rhodotorula sp., Candida sp., Pichia fermentans, and the dermatophyte Microsporum ferrugineum. Antifungal susceptibility tests revealed 47.6% resistance to fluconazole and 76.2% resistance to voriconazole (n = 16). This study provides the first institutional data on PPE-associated fungal infections and antifungal resistance in healthcare settings. These findings highlight the dermatological risks of prolonged PPE use. To mitigate these effects, healthcare institutions should prioritize high-quality materials, establish optimal usage guidelines, and provide continuous training on self-protection.
Collapse
Affiliation(s)
- Elif Aydin
- Tavşanlı Vocational School of Health Services, Kütahya Health Sciences University, Kütahya, Türkiye
| | - Duygu Percin Renders
- Department of Medical Microbiology, School of Medicine, Kutahya Health Sciences University, Kütahya, Türkiye
| | - Selve Arslan Utku
- Department of Dermatology, Faculty of Medicine, University of Kütahya Health Sciences, Kütahya, Türkiye
| | - Derya Berikten
- Department of Molecular Biology and Genetic, Faculty of Engineering and Natural Sciences, Kutahya Health Sciences University, Kütahya, Türkiye.
| |
Collapse
|
155
|
Lun J, Zheng P, Liang X, Hu Y, An L, Xiao G, Chen X, Chen Y, Gong H, Zhong M, Zhang Y, Hu Z. Identification of a conserved cryptic epitope with cross-immunoreactivity in outer membrane protein K (OmpK) from Vibrio species. Vaccine 2025; 53:126964. [PMID: 40037129 DOI: 10.1016/j.vaccine.2025.126964] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2024] [Revised: 02/25/2025] [Accepted: 02/25/2025] [Indexed: 03/06/2025]
Abstract
Outer membrane protein K (OmpK) has been proven to be an ideal vaccine candidate for broad-spectrum cross-prevention against Vibriosis. However, due to the extensive biological and genetic diversity of Vibrio species, current OmpK subunit vaccines can only target different strains of the same bacterial species or closely related species and have difficulty providing promising cross-immunoprotection against more diverse Vibrio infections. In recent years, the development of epitope-focused vaccines has been described as the latest stage in the development of vaccine formulations, providing new ideas for the development of broad-spectrum Vibrio vaccines. Interestingly, a cryptic epitope (K7) was identified in OmpK from Vibrio species, which is itself immunogenic but is not involved in the immune response to intact OmpK. Epitope K7 is a 15-residue hairpin structure in OmpK predicted to contain a 6-residue extracellular turn region. Interestingly, unlike other highly variable extracellular long loops, epitope K7 is the only conserved extracellular short turn in OmpK, with a similarity of 33 % to 93 %. K7 homologous peptides stimulated the production of specific antibodies, confirming their high immunogenicity. Cross-immunoreactivity between K7 homologous and K7-induced antibodies was evaluated by peptide-based ELISA, western blot, and cell-based ELISA. Flow cytometry and immunofluorescence assay further confirmed that the native epitope K7 in OmpK is surface-exposed and therefore an extracellular target that binds to antibodies. Moreover, an antibody-dependent and complement-mediated serum bactericidal assay suggested that epitope K7-induced antibodies have vibriocidal activity. In conclusion, we identified a conserved cryptic epitope with cross-immunoreactivity in OmpK from Vibrio species. Our results suggest that epitope K7 could be an ideal candidate for the design of epitope-focused vaccines against diverse Vibrio infections.
Collapse
Affiliation(s)
- Jingsheng Lun
- Department of Biology, College of Science, Shantou University, Shantou 515063, China; Marine Biology Institute, Shantou University, Guangdong Provincial Key Laboratory of Marine Biotechnology, Shantou 515063, China.
| | - Peng Zheng
- Department of Biology, College of Science, Shantou University, Shantou 515063, China
| | - Xueji Liang
- Department of Biology, College of Science, Shantou University, Shantou 515063, China
| | - Yihui Hu
- Department of Biology, College of Science, Shantou University, Shantou 515063, China
| | - Lu An
- Department of Biology, College of Science, Shantou University, Shantou 515063, China
| | - Guiqian Xiao
- Department of Biology, College of Science, Shantou University, Shantou 515063, China
| | - Xinyi Chen
- Department of Biology, College of Science, Shantou University, Shantou 515063, China
| | - Ying Chen
- Department of Biology, College of Science, Shantou University, Shantou 515063, China
| | - Huisheng Gong
- Department of Biology, College of Science, Shantou University, Shantou 515063, China
| | - Mingqi Zhong
- Department of Biology, College of Science, Shantou University, Shantou 515063, China
| | - Yueling Zhang
- Department of Biology, College of Science, Shantou University, Shantou 515063, China; Marine Biology Institute, Shantou University, Guangdong Provincial Key Laboratory of Marine Biotechnology, Shantou 515063, China
| | - Zhong Hu
- Department of Biology, College of Science, Shantou University, Shantou 515063, China; Marine Biology Institute, Shantou University, Guangdong Provincial Key Laboratory of Marine Biotechnology, Shantou 515063, China.
| |
Collapse
|
156
|
Kuzmina D, Samarina L, Malyukova L, Koninskaya N, Shkhalakhova R, Ryndin A, Wang S, Wang Y, Tong W, Xia E, Khlestkina E. In vitro VS in vivo transcriptional approach provides new insight on temporal cold response which works without root system in tea plant (Camellia sinensis (L.) Kuntze). PLANT PHYSIOLOGY AND BIOCHEMISTRY : PPB 2025; 225:109934. [PMID: 40393231 DOI: 10.1016/j.plaphy.2025.109934] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/22/2025] [Accepted: 04/17/2025] [Indexed: 05/22/2025]
Abstract
Low temperature stress is the main constraint for the stable yield and production of many crops. The differences of the short- and long-term- cold responses remains unclear. In this study, in vitro VS in vivo transcriptome analysis was used to reveal the shared and specific responsive pathways under cold stress. The core responsive pathways were downregulation of photosynthesis, plant-pathogen interaction, DNA replication and repair, pyruvate metabolism; upregulation of phenylpropanoid biosynthesis; secondary metabolism and sugar metabolism and were enriched during the whole experiment. The significant differences between the short- and long-term cold responses were also observed. The circadian clock, MAPK- and hormonal signaling pathways were upregulated, while fatty acid biosynthesis was downregulated under the short-term cold. Under the long-term cold, response to high light, endocytosis and spliceosome were upregulated, while MAPK- and hormonal signaling were downregulated; amino acids biosynthesis was also enriched. The key differentially expressed genes (DEGs) and crosstalk between the secondary metabolism and the other core pathways were revealed in this study. Particularly, several DEGs (polygalacturonase inhibitor, chitinases, disease resistance proteins, uridine 5'-monophosphate synthase, F-box protein CPR1-like, fatty acid amide hydrolase et al.) which connect plant-pathogen interaction, signaling and secondary metabolism were revealed. The obtained results further clarify the key molecular responses to short- and long-term- cold and highlights the possible role of the roots in the cold-tolerance of evergreen tree crops.
Collapse
Affiliation(s)
- Daria Kuzmina
- Federal Research Centre the Subtropical Scientific Centre of the Russian Academy of Sciences, 354002, Sochi, Russia.
| | - Lidiia Samarina
- Federal Research Centre the Subtropical Scientific Centre of the Russian Academy of Sciences, 354002, Sochi, Russia; "Sirius University of Science and Technology", Sirius, 354340, Russia.
| | - Lyudmila Malyukova
- Federal Research Centre the Subtropical Scientific Centre of the Russian Academy of Sciences, 354002, Sochi, Russia.
| | - Natalia Koninskaya
- Federal Research Centre the Subtropical Scientific Centre of the Russian Academy of Sciences, 354002, Sochi, Russia.
| | - Ruset Shkhalakhova
- Federal Research Centre the Subtropical Scientific Centre of the Russian Academy of Sciences, 354002, Sochi, Russia.
| | - Alexey Ryndin
- Federal Research Centre the Subtropical Scientific Centre of the Russian Academy of Sciences, 354002, Sochi, Russia.
| | - Songbo Wang
- State Key Laboratory of Tea Plant Biology and Utilization Anhui Agricultural University, 230036, Hefei, China.
| | - Yanli Wang
- State Key Laboratory of Tea Plant Biology and Utilization Anhui Agricultural University, 230036, Hefei, China.
| | - Wei Tong
- State Key Laboratory of Tea Plant Biology and Utilization Anhui Agricultural University, 230036, Hefei, China.
| | - Enhua Xia
- State Key Laboratory of Tea Plant Biology and Utilization Anhui Agricultural University, 230036, Hefei, China.
| | - Elena Khlestkina
- "Sirius University of Science and Technology", Sirius, 354340, Russia; Federal Research Center, N. I. Vavilov All-Russian Institute of Plant Genetic Resources (VIR), 190031, Saint Petersburg, Russia.
| |
Collapse
|
157
|
Sanguankiattichai N, Chandrasekar B, Sheng Y, Hardenbrook N, Tabak WWA, Drapal M, Kaschani F, Grünwald-Gruber C, Krahn D, Buscaill P, Yamamoto S, Kato A, Nash R, Fleet G, Strasser R, Fraser PD, Kaiser M, Zhang P, Preston GM, van der Hoorn RAL. Bacterial pathogen deploys the iminosugar glycosyrin to manipulate plant glycobiology. Science 2025; 388:297-303. [PMID: 40245141 DOI: 10.1126/science.adp2433] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2024] [Revised: 01/13/2025] [Accepted: 02/21/2025] [Indexed: 04/19/2025]
Abstract
The extracellular space (apoplast) in plants is a key battleground during microbial infections. To avoid recognition, the bacterial model phytopathogen Pseudomonas syringae pv. tomato DC3000 produces glycosyrin. Glycosyrin inhibits the plant-secreted β-galactosidase BGAL1, which would otherwise initiate the release of immunogenic peptides from bacterial flagellin. Here, we report the structure, biosynthesis, and multifunctional roles of glycosyrin. High-resolution cryo-electron microscopy and chemical synthesis revealed that glycosyrin is an iminosugar with a five-membered pyrrolidine ring and a hydrated aldehyde that mimics monosaccharides. Glycosyrin biosynthesis was controlled by virulence regulators, and its production is common in bacteria and prevents flagellin recognition and alters the extracellular glycoproteome and metabolome of infected plants. These findings highlight a potentially wider role for glycobiology manipulation by plant pathogens across the plant kingdom.
Collapse
Affiliation(s)
- Nattapong Sanguankiattichai
- Department of Biology, University of Oxford, Oxford, UK
- Department of Microbiology, Faculty of Science, Mahidol University, Bangkok, Thailand
| | | | - Yuewen Sheng
- Diamond Light Source, Harwell Science and Innovation Campus, Didcot, UK
| | - Nathan Hardenbrook
- Division of Structural Biology, Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Werner W A Tabak
- ZMB Chemical Biology, Faculty of Biology, University of Duisburg-Essen, Essen, Germany
| | - Margit Drapal
- Department of Biological Sciences, Royal Holloway University of London, Egham, UK
| | - Farnusch Kaschani
- Analytics Core Facility Essen (ACE), Chemical Biology, Faculty of Biology, Universität Duisburg-Essen, ZMB, Essen, Germany
| | | | - Daniel Krahn
- Leibniz Institut für analytische Wissenschaften ISAS e.V., Dortmund, Germany
| | | | - Suzuka Yamamoto
- Department of Hospital Pharmacy, University of Toyama, Toyama, Japan
| | - Atsushi Kato
- Department of Hospital Pharmacy, University of Toyama, Toyama, Japan
| | - Robert Nash
- Institute of Biological, Environmental and Rural Sciences/Phytoquest Limited, Aberystwyth, UK
| | - George Fleet
- Chemistry Research Laboratory, Department of Chemistry, University of Oxford, Oxford, UK
| | - Richard Strasser
- Institute of Plant Biotechnology and Cell Biology, Department of Biotechnology and Food Science, BOKU University, Vienna, Austria
| | - Paul D Fraser
- Department of Biological Sciences, Royal Holloway University of London, Egham, UK
| | - Markus Kaiser
- ZMB Chemical Biology, Faculty of Biology, University of Duisburg-Essen, Essen, Germany
| | - Peijun Zhang
- Diamond Light Source, Harwell Science and Innovation Campus, Didcot, UK
- Division of Structural Biology, Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | | | | |
Collapse
|
158
|
Li B, Li T, Wang D, Yang Y, Tan P, Wang Y, Yang YG, Jia S, Au KF. Zygotic activation of transposable elements during zebrafish early embryogenesis. Nat Commun 2025; 16:3692. [PMID: 40246845 PMCID: PMC12006353 DOI: 10.1038/s41467-025-58863-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2024] [Accepted: 03/31/2025] [Indexed: 04/19/2025] Open
Abstract
Although previous studies have shown that transposable elements (TEs) are conservatively activated to play key roles during early embryonic development, the details of zygotic TE activation (ZTA) remain poorly understood. Here, we employ long-read sequencing to precisely identify that only a small subset of TE loci are activated among numerous copies, allowing us to map their hierarchical transcriptional cascades at the single-locus and single-transcript level. Despite the heterogeneity of ZTA across family, subfamily, locus, and transcript levels, our findings reveal that ZTA follows a markedly different pattern from conventional zygotic gene activation (ZGA): ZTA occurs significantly later than ZGA and shows a pronounced bias for nuclear localization of TE transcripts. This study advances our understanding of TE activation by providing a high-resolution view of TE copies and creating a comprehensive catalog of thousands of previously unannotated transcripts and genes that are activated during early zebrafish embryogenesis. Among these genes, we highlight two that are essential for zebrafish development.
Collapse
Affiliation(s)
- Bo Li
- Gilbert S. Omenn Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, USA
- Department of Biomedical Informatics, The Ohio State University, Columbus, OH, USA
| | - Ting Li
- School of Life Sciences, Fudan University, Shanghai, China
| | - Dingjie Wang
- Gilbert S. Omenn Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, USA
- Department of Biomedical Informatics, The Ohio State University, Columbus, OH, USA
| | - Ying Yang
- China National Center for Bioinformation, Beijing, China
- Beijing Institute of Genomics, Chinese Academy of Sciences, Beijing, China
| | - Puwen Tan
- Gilbert S. Omenn Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, USA
| | - Yunhao Wang
- Gilbert S. Omenn Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, USA
- Department of Biomedical Informatics, The Ohio State University, Columbus, OH, USA
| | - Yun-Gui Yang
- China National Center for Bioinformation, Beijing, China.
- Beijing Institute of Genomics, Chinese Academy of Sciences, Beijing, China.
| | - Shunji Jia
- Institute of Genetics and Developmental Biology, Chinese Academy of Sciences, Beijing, China.
| | - Kin Fai Au
- Gilbert S. Omenn Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, USA.
- Department of Biomedical Informatics, The Ohio State University, Columbus, OH, USA.
| |
Collapse
|
159
|
Lee AK, Welander PV. A geranylgeranyl reductase homolog required for cholesterol production in Myxococcota. J Bacteriol 2025; 207:e0049524. [PMID: 40067012 PMCID: PMC12004948 DOI: 10.1128/jb.00495-24] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2024] [Accepted: 02/14/2025] [Indexed: 04/18/2025] Open
Abstract
Myxococcota is a phylum of sterol-producing bacteria. They exhibit a clade depth for sterol biosynthesis unparalleled in the bacterial domain and produce sterols of a biosynthetic complexity that rivals eukaryotes. Additionally, the sterol biosynthesis pathways found in this phylum have been proposed as a potential source for sterol biosynthesis in the last eukaryotic common ancestor, lending evolutionary importance to our understanding of this pathway in Myxococcota. However, sterol production has only been characterized in a few species, and outstanding questions about the evolutionary history of this pathway remain. Here, we identify two myxobacteria, Minicystis rosea and Sandaracinus amylolyticus, capable of cholesterol biosynthesis. These two myxobacteria possess a cholesterol biosynthesis pathway that differs in both the ordering and enzymes involved in biosynthesis compared with Enhygromyxa salina, a myxobacterium previously demonstrated to produce cholesterol, as well as the canonical pathways found in eukaryotes. We characterize an alternative bacterial reductase responsible for performing C-24 reduction, further delineating bacterial cholesterol production from eukaryotes. Finally, we examine the distribution and phylogenetic relationships of sterol biosynthesis proteins across both cultured and uncultured Myxococcota species, providing evidence for multiple acquisition events and instances of both horizontal and vertical transfer at the family level. Altogether, this work further demonstrates the capacity of myxobacteria to synthesize eukaryotic sterols but with an underlying diversity in the biochemical reactions that govern sterol synthesis, suggesting a complex evolutionary history and refining our understanding of how myxobacterial cholesterol production relates to their eukaryotic counterparts. IMPORTANCE Sterols are essential and ubiquitous lipids in eukaryotes, but their significance in bacteria is less understood. Sterol production in Myxococcota, a phylum of developmentally complex predatory bacteria, has provided insight into novel sterol biochemistry and prompted discussion regarding the evolution of this pathway within both the eukaryotic and bacterial domains. Here, we characterize cholesterol biosynthesis in two myxobacteria, providing evidence for distinct pathway organization and identifying a unique protein responsible for C-24 reduction. We couple these results with the phylogenomic analysis of sterol biosynthesis within Myxococcota, revealing a complicated evolutionary history marked by vertical and horizontal transfer. This suggests a mosaic acquisition of this pathway in Myxococcota and highlights the complex role myxobacteria may have had in sterol transfer to eukaryotes.
Collapse
Affiliation(s)
- Alysha K. Lee
- Department of Earth Systems Science, Stanford University, Stanford, California, USA
| | - Paula V. Welander
- Department of Earth Systems Science, Stanford University, Stanford, California, USA
| |
Collapse
|
160
|
Lima RAT, Garay AV, Frederico TD, de Oliveira GM, Quirino BF, Barbosa JARG, Freitas SMD, Krüger RH. Biochemical and structural characterization of a family-9 glycoside hydrolase bioprospected from the termite Syntermes wheeleri gut bacteria metagenome. Enzyme Microb Technol 2025; 189:110654. [PMID: 40262434 DOI: 10.1016/j.enzmictec.2025.110654] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2024] [Revised: 03/24/2025] [Accepted: 04/12/2025] [Indexed: 04/24/2025]
Abstract
Glycosyl hydrolases (GH) are enzymes involved in the degradation of plant biomass. They are important for biorefineries that aim at the sustainable utilization of lignocellulosic residues to generate value-added products. The termite Syntermes wheeleri gut microbiota showed an abundance of bacteria from the phylum Firmicutes, a phylum with enzymes capable of breaking down cellulose and degrading lignin, facilitating the use of plant materials as a food source for termites. Using bioinformatics techniques, cellobiohydrolases were searched for in the gut metagenome of the termite Syntermes wheeleri, endemic to the Cerrado. After selecting sequences of the target enzymes, termite gut microbiome metatranscriptome data were used as the criteria to choose the GH9 enzyme sequence Exo8574. Here we present the biochemical and structural characterization of Exo8574, a GH9 enzyme that showed activity with the substrate p-nitrophenyl-D-cellobioside (pNPC), consistent with cellobiohydrolase activity. Bioinformatics tools were used to perform phylogeny studies of Exo8574 and to identify conserved families and domains. Exo8574 showed 48.8 % homology to a protein from a bacterium belonging to the phylum Firmicutes. The high-quality three-dimensional (3D) model of Exo8574 was obtained by protein structure prediction AlphaFold 2, a neural network-based method. After the heterologous expression of Exo8574 and its purification, biochemical experiments showed that the optimal activity of the enzyme was at a temperature of 55 ºC and pH 6.0, which was enhanced in the presence of metal ions, especially Fe2 +. The estimated kinetic parameters of Exo8574 using the synthetic substrate p-nithrophenyl-beta-D-cellobioside (pNPC) were: Vmax = 9.14 ± 0.2 x10-5 μmol/min and Km = 248.27 ± 26.35 μmol/L. The thermostability test showed a 50 % loss of activity after 1 h incubation at 55 °C. The secondary structure contents of Exo8574 evaluated by Circular Dichroism were pH dependent, with greater structuring of protein in β-antiparallel and α-helices at pH 6.0. The similarity between the CD results and the Ramachandran plot of the 3D model suggests that a reliable model has been obtained. Altogether, the results of the biochemical and structural characterization showed that Exo8574 is capable of acting on p-nithrophenyl-beta-D-cellobioside (pNPC), a substrate that mimics bonds cleaved by cellobiohydrolases. These findings have significant implications for advancing in the field of biomass conversion while also contributing to efforts aimed at overcoming challenges in developing more efficient cellulase cocktails.
Collapse
Affiliation(s)
| | - Aisel Valle Garay
- Department of Cell Biology, Darcy Ribeiro Campus, Universidade de Brasília, Brasília, DF 70910-900, Brazil
| | - Tayná Diniz Frederico
- Department of Cell Biology, Darcy Ribeiro Campus, Universidade de Brasília, Brasília, DF 70910-900, Brazil
| | - Gideane Mendes de Oliveira
- Department of Cell Biology, Darcy Ribeiro Campus, Universidade de Brasília, Brasília, DF 70910-900, Brazil
| | - Betania Ferraz Quirino
- Embrapa-Agroenegy, Genetics and Biotechnology Laboratory, Brasília, DF 70770-901, Brazil
| | | | - Sonia Maria de Freitas
- Department of Cell Biology, Darcy Ribeiro Campus, Universidade de Brasília, Brasília, DF 70910-900, Brazil
| | - Ricardo Henrique Krüger
- Department of Cell Biology, Darcy Ribeiro Campus, Universidade de Brasília, Brasília, DF 70910-900, Brazil.
| |
Collapse
|
161
|
Chakraborty A, Devarajan A, Kumar K, C S R, Madhusudhan MS, Ratnaparkhi GS, Kamat SS. Bioinformatics Analysis Identifies Sequence Determinants of Enzymatic Activity for the PHARC-Associated Lipase ABHD12. Biochemistry 2025; 64:1852-1863. [PMID: 40138185 DOI: 10.1021/acs.biochem.4c00865] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/29/2025]
Abstract
In humans, PHARC (polyneuropathy, hearing loss, ataxia, retinitis pigmentosa, and cataract) is an early onset autosomal recessive neurological disorder caused by deleterious mutations to ABHD12 (α/β-hydrolase domain protein # 12). Biochemically, ABHD12 functions as a lipase and catalyzes the hydrolysis of lysophosphatidylserine (lyso-PS) (lyso-PS lipase). By doing so, it controls the concentrations and signaling pathways regulated by this potent signaling lysophospholipid in the mammalian brain. While genetic mapping efforts have identified over 30 mutations in ABHD12 from human PHARC subjects, the biochemical activity of these pathogenic mutants remains unknown. To understand this, here, we performed an exhaustive bioinformatics survey and collated ABHD12 protein sequences from various organisms across evolution. Next, based on sequence alignments and structural modeling, we identified functionally relevant conserved residues in the ABHD12 protein sequence that are potentially important for its enzymatic activity. To validate these in silico findings, we generated numerous mutants of murine ABHD12, including those associated with human PHARC subjects, and assayed them for their enzymatic activity. Taken together, these complementary in silico and biochemical studies provide the first thorough sequence-function relationship for mammalian ABHD12, especially relevant in the context of PHARC. Finally, our evolutionary analysis identified CG15111 as an ABHD12 ortholog in the fruit fly (Drosophila melanogaster), and enzymatic assays indeed confirmed that recombinant CG15111 has robust lyso-PS lipase activity. Flies serve as an excellent animal system to model various human neurological diseases, and the identification of CG15111 as a Drosophila melanogaster ABHD12 ortholog opens new avenues to study PHARC in fly models.
Collapse
Affiliation(s)
- Arnab Chakraborty
- Department of Biology, Indian Institute of Science Education and Research, Dr. Homi Bhabha Road, Pashan, Pune, Maharashtra 411008, India
| | - Archit Devarajan
- Department of Biology, Indian Institute of Science Education and Research, Dr. Homi Bhabha Road, Pashan, Pune, Maharashtra 411008, India
| | - Kundan Kumar
- Department of Biology, Indian Institute of Science Education and Research, Dr. Homi Bhabha Road, Pashan, Pune, Maharashtra 411008, India
| | - Rohith C S
- Department of Biology, Indian Institute of Science Education and Research, Dr. Homi Bhabha Road, Pashan, Pune, Maharashtra 411008, India
| | - M S Madhusudhan
- Department of Biology, Indian Institute of Science Education and Research, Dr. Homi Bhabha Road, Pashan, Pune, Maharashtra 411008, India
- Department of Data Science, Indian Institute of Science Education and Research, Dr. Homi Bhabha Road, Pashan, Pune, Maharashtra 411008, India
| | - Girish S Ratnaparkhi
- Department of Biology, Indian Institute of Science Education and Research, Dr. Homi Bhabha Road, Pashan, Pune, Maharashtra 411008, India
| | - Siddhesh S Kamat
- Department of Biology, Indian Institute of Science Education and Research, Dr. Homi Bhabha Road, Pashan, Pune, Maharashtra 411008, India
| |
Collapse
|
162
|
Abdel-Samad AA, Ismaeil M, El-Shatoury EH, Saeed AM. Statistical factorial design for optimum reduction of tellurite and production of tellurium nanostructure by a novel strain Phytobacter diazotrophicus Te1. Arch Microbiol 2025; 207:122. [PMID: 40232324 DOI: 10.1007/s00203-025-04313-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2024] [Revised: 02/09/2025] [Accepted: 03/19/2025] [Indexed: 04/16/2025]
Abstract
A tellurite-reducing isolate (Te1) was recovered from a soil sample receiving industrial effluents from Ismailia Canal, Egypt. The isolate exhibited dark black colonies when grown on solid medium containing potassium tellurite, which indicated the reduction of tellurite to black tellurium. The isolate was identified using 16S rRNA gene sequencing and was submitted to GenBank as Phytobacter diazotrophicus strain Te1 (PP724698). The tellurite reduction percentage was 96.5% ± 0.354%. Moreover, energy-dispersive X-ray (EDX) analysis confirmed the presence of tellurium nanostructure, with a 3.7 keV absorption peak along with phosphorus, sulfur, and oxygen, revealing a complex biogenic nature. Fourier-transform infrared (FTIR) spectroscopy identified distinct absorption peaks within the 400-4000 cm-1 range, corresponding to various vibrational modes of chemical bonds, including those of lipids, proteins, polysaccharides, and free radicals. X-ray diffraction (XRD) analysis highlighted the nanoscale crystalline structure of the material, with broad peaks confirming limited crystallite size and structural disorder, and revealed tellurium peaks on a hexagonal phase at 2-theta values of 27.36°, 38.19° and 40.20°. According to the results of the response optimizer and the subsequent validation experiments, complete reduction of tellurium was achieved at a medium pH of 6.8, incubation temperature of 33.5 °C, tellurite concentration of 1375 μM, and agitation speed of 110 rpm for 96 h. Black Te nanostructure was visible intracellularly and extracellularly upon examination using the transmission electron microscope. To the best of the authors' knowledge, this is the first report of tellurite reduction by Phytobacter diazotrophicus.
Collapse
Affiliation(s)
- Alaa A Abdel-Samad
- Department of Microbiology, Faculty of Science, Ain Shams University, Cairo, 11566, Egypt
| | - Mohamed Ismaeil
- Department of Microbiology, Faculty of Science, Ain Shams University, Cairo, 11566, Egypt
| | - Einas H El-Shatoury
- Department of Microbiology, Faculty of Science, Ain Shams University, Cairo, 11566, Egypt
| | - Ali M Saeed
- Department of Microbiology, Faculty of Science, Ain Shams University, Cairo, 11566, Egypt.
| |
Collapse
|
163
|
Arishi RA, Cheema AS, Lai CT, Payne MS, Geddes DT, Stinson LF. Development of the breastfed infant oral microbiome over the first two years of life in the BLOSOM Cohort. Front Cell Infect Microbiol 2025; 15:1534750. [PMID: 40302925 PMCID: PMC12037575 DOI: 10.3389/fcimb.2025.1534750] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2024] [Accepted: 03/21/2025] [Indexed: 05/02/2025] Open
Abstract
Background Acquisition and development of the oral microbiome are dynamic processes that occur over early life. This study aimed to characterize the temporal development of the oral microbiome of predominantly breastfed infants during the first two years of life. Methods Infant oral samples (n=667) were collected at ten time points from the first week to year two of life from 84 infants. Bacterial DNA profiles were analyzed using full-length 16S rRNA gene sequencing. Results The oral microbiome was dominated by Streptococcus mitis, Gemella haemolysans, and Rothia mucilaginosa. Bacterial richness decreased from 1 to 2 months (P = 0.043) and increased from 12 to 24 months (P = 0.038). Shannon diversity increased from 1 week to 1 month and again from 6 to 9 months and 9 to 12 months (all P ≤ 0.04). The composition of the infant oral microbiome was associated with multiple factors, including early pacifier use, intrapartum antibiotic prophylaxis, maternal allergy, pre-pregnancy body mass index, siblings, delivery mode, maternal age, pets at home, and birth season (all P < 0.01). Introduction of solid foods was a significant milestone in oral microbiome development, triggering an increase in bacterial diversity (richness P = 0.0004; Shannon diversity P = 0.0007), a shift in the abundance of seven species, and a change in beta diversity (P = 0.001). Conclusion These findings underscore the importance of multiple factors, particularly the introduction of solid foods, in shaping the oral microbiome of breastfed infants during early life.
Collapse
Affiliation(s)
- Roaa A. Arishi
- School of Molecular Sciences, The University of Western Australia, Crawley, WA, Australia
- Australian Breastfeeding + Lactation Research and Science Translation (ABREAST) Network, Perth, WA, Australia
- The University of Western Australia (UWA) Centre for Human Lactation Research and Translation, Crawley, WA, Australia
- Ministry of Education, Riyadh, Saudi Arabia
| | - Ali S. Cheema
- The Kids Research Institute Australia, Nedlands, WA, Australia
| | - Ching T. Lai
- School of Molecular Sciences, The University of Western Australia, Crawley, WA, Australia
- Australian Breastfeeding + Lactation Research and Science Translation (ABREAST) Network, Perth, WA, Australia
- The University of Western Australia (UWA) Centre for Human Lactation Research and Translation, Crawley, WA, Australia
| | - Matthew S. Payne
- Division of Obstetrics and Gynaecology, The University of Western Australia, Crawley, WA, Australia
| | - Donna T. Geddes
- School of Molecular Sciences, The University of Western Australia, Crawley, WA, Australia
- Australian Breastfeeding + Lactation Research and Science Translation (ABREAST) Network, Perth, WA, Australia
- The University of Western Australia (UWA) Centre for Human Lactation Research and Translation, Crawley, WA, Australia
| | - Lisa F. Stinson
- School of Molecular Sciences, The University of Western Australia, Crawley, WA, Australia
- Australian Breastfeeding + Lactation Research and Science Translation (ABREAST) Network, Perth, WA, Australia
- The University of Western Australia (UWA) Centre for Human Lactation Research and Translation, Crawley, WA, Australia
| |
Collapse
|
164
|
Pineda-Suazo D, Guillén-Chable F, Escobedo-Hinojosa WI, Galindo-Sánchez CE, Rosas C. Insights into Octopus maya cathepsins from metatranscriptome and genome: structure evolutionary relationships and functional role prediction in digestive processes. Biol Open 2025; 14:bio061778. [PMID: 40106538 PMCID: PMC12032550 DOI: 10.1242/bio.061778] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2024] [Accepted: 03/06/2025] [Indexed: 03/22/2025] Open
Abstract
Physiological response to feeding is crucial for various production factors such as feed catabolism and growth. Despite growing significance in red Octopus maya aquaculture, large-scale commercial production is limited by not sufficiently knowing their nutritional needs, especially their digestive physiology. Since this species is carnivorous, one of the main feeding aspects is directed to protein digestion, but its enzymatic digestive repertoire has not been studied yet at genomic and transcriptomic levels. This study searched for protease enzymes encoded in O. maya genome and expressed in the transcriptome, allowing an initial annotation of genes involved in protein catabolism; 117 amino acid sequences related to 'octopus digestive enzymes' were retrieved from 66 available-species' genomes in the NCBI database, coding for cathepsins, papilins, and metalloproteases. Homology analysis identified 36 homologous sequences from O. maya transcriptome and three from its genome. Phylogenetic analysis grouped 37 of 39 sequences into 11 of 14 main clades, offering new insights into the evolutionary relationships and functional roles of these proteases. Phylogenetic and motif analyses resulted in selecting 19 amino acid O. maya sequences using multiple sequence alignment that were used to generate three-dimensional protein models. The obtained models revealed a diverse structural architecture among 16 modelled cathepsins; however, their catalytic potential to fully clarify their role in protein hydrolysis and cellular processes remains to be determined. Foundational data provides insights into biochemistry and physiology behind O. maya protein digestion. Further complementation of these results with enzymatic characterization of the identified proteases should allow for improved diet formulation in order to foster this species aquaculture.
Collapse
Affiliation(s)
- Daisy Pineda-Suazo
- Unidad Multidisciplinaria de Docencia e Investigación, Facultad de Ciencias UNAM, Puerto de abrigo s/n Sisal, Mpio, Hunucmá, Yucatán 97356, México
| | - Francisco Guillén-Chable
- Unidad Multidisciplinaria de Docencia e Investigación, Facultad de Ciencias UNAM, Puerto de abrigo s/n Sisal, Mpio, Hunucmá, Yucatán 97356, México
| | - Wendy Itzel Escobedo-Hinojosa
- Unidad de Química en Sisal, Facultad de Química, Universidad Nacional Autónoma de México, Puerto de abrigo s/n, Sisal, Yucatán 97356, México
| | - Clara E. Galindo-Sánchez
- Departamento de Biotecnología Marina, Laboratorio de Genómica Funcional, CICESE, Ensenada, Baja California 22860, México
| | - Carlos Rosas
- Unidad Multidisciplinaria de Docencia e Investigación, Facultad de Ciencias UNAM, Puerto de abrigo s/n Sisal, Mpio, Hunucmá, Yucatán 97356, México
| |
Collapse
|
165
|
Wang J, Chen J, Hu Y, Song C, Li X, Qian Y, Deng L. DeepMFFGO: A Protein Function Prediction Method for Large-Scale Multifeature Fusion. J Chem Inf Model 2025; 65:3841-3853. [PMID: 40116538 DOI: 10.1021/acs.jcim.5c00062] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/23/2025]
Abstract
Protein functional studies are crucial in the fields of drug target discovery and drug design. However, the existing methods have significant bottlenecks in utilizing multisource data fusion and Gene Ontology (GO) hierarchy. To this end, this study innovatively proposes the DeepMFFGO model designed for protein function prediction under large-scale multifeature fusion. A fine-tuning strategy using intermediate-level feature selection is proposed to reduce redundancy in protein sequences and mitigate distortion of the top-level features. A hierarchical progressive fusion structure is designed to explore feature connections, optimize complementarity through dynamic weight allocation, and reduce redundant interference. On the CAFA3 data set, the Fmax values of the DeepMFFGO model on the MF, BP, and CC ontologies reach 0.702, 0.599, and 0.704, respectively, which are improved by 4.2%, 2.4%, and 0.07%, respectively, compared with state-of-the-art multisource methods.
Collapse
Affiliation(s)
- Jingfu Wang
- School of Software, Xinjiang University, Urumqi 830091, China
- Xinjiang Engineering Research Center of Big Data and Intelligent Software, School of Software, Xinjiang University, Urumqi 830091, China
- Key Laboratory of Software Engineering, Xinjiang University, Urumqi 830091, China
| | - Jiaying Chen
- School of Software, Xinjiang University, Urumqi 830091, China
- Xinjiang Engineering Research Center of Big Data and Intelligent Software, School of Software, Xinjiang University, Urumqi 830091, China
- Key Laboratory of Software Engineering, Xinjiang University, Urumqi 830091, China
| | - Yue Hu
- School of Computer Science and Technology, Xinjiang University, Urumqi 830046, China
- Joint International Research Laboratory of Silk Road Multilingual Cognitive Computing, Xinjiang University, Urumqi, Xinjiang 830046, China
| | - Chaolin Song
- School of Software, Xinjiang University, Urumqi 830091, China
- Xinjiang Engineering Research Center of Big Data and Intelligent Software, School of Software, Xinjiang University, Urumqi 830091, China
- Key Laboratory of Software Engineering, Xinjiang University, Urumqi 830091, China
| | - Xinhui Li
- School of Computer Science and Technology, Xinjiang University, Urumqi 830046, China
- Joint International Research Laboratory of Silk Road Multilingual Cognitive Computing, Xinjiang University, Urumqi, Xinjiang 830046, China
| | - Yurong Qian
- Xinjiang Engineering Research Center of Big Data and Intelligent Software, School of Software, Xinjiang University, Urumqi 830091, China
- Key Laboratory of Software Engineering, Xinjiang University, Urumqi 830091, China
- School of Computer Science and Technology, Xinjiang University, Urumqi 830046, China
- Joint International Research Laboratory of Silk Road Multilingual Cognitive Computing, Xinjiang University, Urumqi, Xinjiang 830046, China
| | - Lei Deng
- School of Software, Xinjiang University, Urumqi 830091, China
- School of Computer Science and Engineering, Central South University, Changsha 410083, China
| |
Collapse
|
166
|
Ravet A, Zervudacki J, Singla-Rastogi M, Charvin M, Thiebeauld O, Perez-Quintero AL, Courgeon L, Candat A, Lebeau L, Fortunato AE, Mendu V, Navarro L. Vesicular and non-vesicular extracellular small RNAs direct gene silencing in a plant-interacting bacterium. Nat Commun 2025; 16:3533. [PMID: 40229238 PMCID: PMC11997071 DOI: 10.1038/s41467-025-57908-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2023] [Accepted: 03/04/2025] [Indexed: 04/16/2025] Open
Abstract
Extracellular plant small RNAs (sRNAs) and/or double-stranded RNA (dsRNA) precursors act as triggers of RNAi in interacting filamentous pathogens. However, whether any of these extracellular RNA species direct gene silencing in plant-interacting bacteria remains unknown. Here, we show that Arabidopsis transgenic plants expressing sRNAs directed against virulence factors of a Pseudomonas syringae strain, reduce its pathogenesis. This Antibacterial Gene Silencing (AGS) phenomenon is directed by Dicer-Like (DCL)-dependent antibacterial sRNAs, but not cognate dsRNA precursors. Three populations of active extracellular sRNAs were recovered in the apoplast of these transgenic plants. The first one is mainly non-vesicular and associated with proteins, whereas the second one is located inside Extracellular Vesicles (EVs). Intriguingly, the third population is unbound to proteins and in a dsRNA form, unraveling functional extracellular free sRNAs (efsRNAs). Both Arabidopsis transgene- and genome-derived efsRNAs were retrieved inside bacterial cells. Finally, we show that salicylic acid (SA) promotes AGS, and that a substantial set of endogenous efsRNAs exhibits predicted bacterial targets that are down-regulated by SA biogenesis and/or signaling during infection. This study thus unveils an unexpected AGS phenomenon, which may have wider implications in the understanding of how plants regulate microbial transcriptome, microbial community composition and genome evolution of associated bacteria.
Collapse
Affiliation(s)
- Antinéa Ravet
- Institut de Biologie de l'ENS (IBENS), Ecole Normale Supérieure, Université PSL, CNRS, INSERM, F-75005, Paris, France
| | - Jérôme Zervudacki
- ImmunRise Technologies (IRT), 75005, Paris, France
- ENgreen Technologies, 33100, Bordeaux, France
| | - Meenu Singla-Rastogi
- Institut de Biologie de l'ENS (IBENS), Ecole Normale Supérieure, Université PSL, CNRS, INSERM, F-75005, Paris, France
| | - Magali Charvin
- Institut de Biologie de l'ENS (IBENS), Ecole Normale Supérieure, Université PSL, CNRS, INSERM, F-75005, Paris, France
| | | | - Alvaro L Perez-Quintero
- Institut de Biologie de l'ENS (IBENS), Ecole Normale Supérieure, Université PSL, CNRS, INSERM, F-75005, Paris, France
- Plant Health Institute of Montpellier (PHIM), University of Montpellier, CIRAD, INRAE, Institut Agro, IRD, Montpellier, France
| | - Lucas Courgeon
- Institut de Biologie de l'ENS (IBENS), Ecole Normale Supérieure, Université PSL, CNRS, INSERM, F-75005, Paris, France
| | - Adrien Candat
- Institut de Biologie de l'ENS (IBENS), Ecole Normale Supérieure, Université PSL, CNRS, INSERM, F-75005, Paris, France
| | - Liam Lebeau
- Institut de Biologie de l'ENS (IBENS), Ecole Normale Supérieure, Université PSL, CNRS, INSERM, F-75005, Paris, France
| | | | - Venugopal Mendu
- Institut de Biologie de l'ENS (IBENS), Ecole Normale Supérieure, Université PSL, CNRS, INSERM, F-75005, Paris, France
| | - Lionel Navarro
- Institut de Biologie de l'ENS (IBENS), Ecole Normale Supérieure, Université PSL, CNRS, INSERM, F-75005, Paris, France.
| |
Collapse
|
167
|
Li H, Yao X, He A, Xue G, Yang H, Fan Y, Yang S, Ruan J. Genome-wide identification and gene expression pattern analysis of the carotenoid cleavage oxygenase gene family in Fagopyrum tataricum. BMC PLANT BIOLOGY 2025; 25:466. [PMID: 40217154 PMCID: PMC11992870 DOI: 10.1186/s12870-025-06503-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/02/2025] [Accepted: 04/02/2025] [Indexed: 04/14/2025]
Abstract
BACKGROUND Carotenoid cleavage oxygenases (CCOs) convert carotenoids into volatile aromatic compounds implicated in plant growth and development. They affect the synthesis of hormones, including abscisic acid (ABA) and strigolactone (SL). However, the CCO family in Tartary buckwheat remains unelucidated. RESULTS We identified the FtCCO gene family based on Tartary buckwheat genomic data and analyzed the biological function of the FtCCO genes using bioinformatics methods and the expression pattern of the gene using fluorescence quantitative PCR. Three pairs of fragment duplication genes were found in FtCCOs, and the motifs were highly conserved within the same subfamily. FtCCO genes are closely related to the dicotyledonous Arabidopsis thaliana, which has the highest number of co-linear genes. The qRT-PCR showed that among the tissue-specific expression patterns of Tartary buckwheat CCO genes, the expression of the FtCCOs was higher in the leaves. In Tartary buckwheat grain development, the relative expression of most FtCCOs was higher at the later stage. The relative expression of many genes was higher in the stems under cold, dark, NaCl, and abiotic stress conditions. However, under the hormone and plant growth regulator treatments, the expression of the nine FtCCOs was relatively low in the stems. Notably, the relative expression of FtNCED4 was extremely high under abiotic stress and hormone induction, indicating that FtNCED4 may be involved in the growth and development of Tartary buckwheat. In this study, the FtCCO family genes of Tartary buckwheat were identified at the genome-wide level, and the gene expression pattern of the FtCCO gene family in different tissues or treatments was determined. This study provides a theoretical basis for further analysis of the functions of theFtCCO family, which is of great significance for the mining of resistance genes and trait improvement.
Collapse
Affiliation(s)
- Huan Li
- College of Agriculture, Guizhou University, Guiyang, Guiyang, Guizhou, 550025, China
| | - Xin Yao
- College of Agriculture, Guizhou University, Guiyang, Guiyang, Guizhou, 550025, China
| | - Ailing He
- College of Agriculture, Guizhou University, Guiyang, Guiyang, Guizhou, 550025, China
| | - Guoxing Xue
- College of Agriculture, Guizhou University, Guiyang, Guiyang, Guizhou, 550025, China
| | - Haizhu Yang
- College of Agriculture, Guizhou University, Guiyang, Guiyang, Guizhou, 550025, China
| | - Yu Fan
- College of Food and Biological Engineering, Chengdu University, Chengdu, Sichuan, 610106, China
| | - Sanwei Yang
- College of Agriculture, Guizhou University, Guiyang, Guiyang, Guizhou, 550025, China
| | - Jingjun Ruan
- College of Agriculture, Guizhou University, Guiyang, Guiyang, Guizhou, 550025, China.
| |
Collapse
|
168
|
Luppino F, Lenz S, Chow CFW, Toth-Petroczy A. Deep learning tools predict variants in disordered regions with lower sensitivity. BMC Genomics 2025; 26:367. [PMID: 40221640 PMCID: PMC11992697 DOI: 10.1186/s12864-025-11534-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2025] [Accepted: 03/27/2025] [Indexed: 04/14/2025] Open
Abstract
BACKGROUND The recent AI breakthrough of AlphaFold2 has revolutionized 3D protein structural modeling, proving crucial for protein design and variant effects prediction. However, intrinsically disordered regions-known for their lack of well-defined structure and lower sequence conservation-often yield low-confidence models. The latest Variant Effect Predictor (VEP), AlphaMissense, leverages AlphaFold2 models, achieving over 90% sensitivity and specificity in predicting variant effects. However, the effectiveness of tools for variants in disordered regions, which account for 30% of the human proteome, remains unclear. RESULTS In this study, we found that predicting pathogenicity for variants in disordered regions is less accurate than in ordered regions, particularly for mutations at the first N-Methionine site. Investigations into the efficacy of variant effect predictors on intrinsically disordered regions (IDRs) indicated that mutations in IDRs are predicted with lower sensitivity and the gap between sensitivity and specificity is largest in disordered regions, especially for AlphaMissense and VARITY. CONCLUSIONS The prevalence of IDRs within the human proteome, coupled with the increasing repertoire of biological functions they are known to perform, necessitated an investigation into the efficacy of state-of-the-art VEPs on such regions. This analysis revealed their consistently reduced sensitivity and differing prediction performance profile to ordered regions, indicating that new IDR-specific features and paradigms are needed to accurately classify disease mutations within those regions.
Collapse
Affiliation(s)
- Federica Luppino
- Max Planck Institute of Molecular Cell Biology and Genetics, Pfotenhauerstrasse 108, 01307, Dresden, Germany
- Center for Systems Biology Dresden, Pfotenhauerstrasse 108, 01307, Dresden, Germany
| | - Swantje Lenz
- Max Planck Institute of Molecular Cell Biology and Genetics, Pfotenhauerstrasse 108, 01307, Dresden, Germany
- Center for Systems Biology Dresden, Pfotenhauerstrasse 108, 01307, Dresden, Germany
| | - Chi Fung Willis Chow
- Max Planck Institute of Molecular Cell Biology and Genetics, Pfotenhauerstrasse 108, 01307, Dresden, Germany
- Center for Systems Biology Dresden, Pfotenhauerstrasse 108, 01307, Dresden, Germany
- Cluster of Excellence Physics of Life, TU Dresden, 01062, Dresden, Germany
| | - Agnes Toth-Petroczy
- Max Planck Institute of Molecular Cell Biology and Genetics, Pfotenhauerstrasse 108, 01307, Dresden, Germany.
- Center for Systems Biology Dresden, Pfotenhauerstrasse 108, 01307, Dresden, Germany.
- Cluster of Excellence Physics of Life, TU Dresden, 01062, Dresden, Germany.
| |
Collapse
|
169
|
McMullan M, Percival-Alwyn L, Kaithakottil GG, Gardiner LJ, Hill R, Yvanne H, Grey M, Sawford K, Ward SJ, Low R, Warring SD, Heavens D, Peel N, Kroboth J, Stevens M, Swarbreck D, Clark MD, Hall N. Developing a crop- wild-reservoir pathogen system to understand pathogen evolution and emergence. eLife 2025; 14:e91245. [PMID: 40215176 PMCID: PMC11991705 DOI: 10.7554/elife.91245] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2023] [Accepted: 03/19/2025] [Indexed: 04/14/2025] Open
Abstract
Crop pathogens reduce yield and contribute to global malnourishment. Surveillance not only detects presence/absence but also reveals genetic diversity, which can inform our understanding of rapid adaptation and control measures. An often neglected aspect is that pathogens may also use crop wild relatives as alternative hosts. This study develops the beet (Beta vulgaris) rust (Uromyces beticola) system to explore how crop pathogens evolve to evade resistance using a wild reservoir. We test predictions that crop selection will drive virulence gene differentiation and affect rates of sex between crop- and wild-host rust populations. We sequenced, assembled, and annotated the 588 Mb beet rust genome, developed a novel leaf peel pathogen DNA extraction protocol, and analysed genetic diversity in 42 wild and crop isolates. We found evidence for two populations: one containing exclusively wild-host isolates; the other containing all crop-host isolates, plus five wild isolates. Effectors showed greater diversity in the exclusively wild population and greater differentiation between populations. Preliminary evidence suggests the rates of sexual reproduction may differ between populations. This study highlights how differences in pathogen populations might be used to identify genes important for survival on crops and how reproduction might impact adaptation. These findings are relevant to all crop-reservoir systems and will remain unnoticed without comparison to wild reservoirs.
Collapse
Affiliation(s)
- Mark McMullan
- The Earlham Institute Norwich Research ParkNorwichUnited Kingdom
| | | | | | | | - Rowena Hill
- The Earlham Institute Norwich Research ParkNorwichUnited Kingdom
| | - Hélène Yvanne
- The Earlham Institute Norwich Research ParkNorwichUnited Kingdom
| | - Michelle Grey
- The Earlham Institute Norwich Research ParkNorwichUnited Kingdom
| | - Kevin Sawford
- British Beet Research OrganisationNorwichUnited Kingdom
| | | | - Ross Low
- The Earlham Institute Norwich Research ParkNorwichUnited Kingdom
| | - Sally D Warring
- The Earlham Institute Norwich Research ParkNorwichUnited Kingdom
| | - Darren Heavens
- The Earlham Institute Norwich Research ParkNorwichUnited Kingdom
| | - Ned Peel
- The Earlham Institute Norwich Research ParkNorwichUnited Kingdom
| | - Jakob Kroboth
- The Earlham Institute Norwich Research ParkNorwichUnited Kingdom
| | - Mark Stevens
- British Beet Research OrganisationNorwichUnited Kingdom
| | - David Swarbreck
- The Earlham Institute Norwich Research ParkNorwichUnited Kingdom
| | - Matt D Clark
- Department of Life Science, The Natural History MuseumLondonUnited Kingdom
| | - Neil Hall
- The Earlham Institute Norwich Research ParkNorwichUnited Kingdom
| |
Collapse
|
170
|
Tinajero-Trejo M, Aindow M, Pasquina-Lemonche L, Lafage L, Adedeji-Olulana AF, Sutton JAF, Wacnik K, Jia Y, Bilyk B, Yu W, Hobbs JK, Foster SJ. Control of morphogenesis during the Staphylococcus aureus cell cycle. SCIENCE ADVANCES 2025; 11:eadr5011. [PMID: 40215301 PMCID: PMC11988411 DOI: 10.1126/sciadv.adr5011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/03/2024] [Accepted: 03/06/2025] [Indexed: 04/14/2025]
Abstract
Bacterial cell division is a complex, multistage process requiring septum development while maintaining cell wall integrity. A dynamic, macromolecular protein complex, the divisome, tightly controls morphogenesis both spatially and temporally, but the mechanisms that tune septal progression are largely unknown. By studying conditional mutants of genes encoding DivIB, DivIC, and FtsL, an essential trimeric complex central to cell division in bacteria, we demonstrate that FtsL and DivIB play independent, hierarchical roles coordinating peptidoglycan synthesis across specific septal developmental checkpoints. They are required for the localization of downstream divisome components and the redistribution of peptidoglycan synthesis from the cell periphery to the septum. This is achieved by positive regulation of septum production and negative regulation of peripheral cell wall synthesis. Our analysis has led to a model for the coordination of cell division in Staphylococcus aureus, forming a framework for understanding how protein localization and function are integrated with cell wall structural dynamics across the bacteria.
Collapse
Affiliation(s)
- Mariana Tinajero-Trejo
- School of Biosciences, University of Sheffield, Sheffield, UK
- The Florey Institute for Host-Pathogen Interactions, University of Sheffield, Sheffield, UK
| | - Matthew Aindow
- School of Biosciences, University of Sheffield, Sheffield, UK
- The Florey Institute for Host-Pathogen Interactions, University of Sheffield, Sheffield, UK
| | - Laia Pasquina-Lemonche
- School of Biosciences, University of Sheffield, Sheffield, UK
- The Florey Institute for Host-Pathogen Interactions, University of Sheffield, Sheffield, UK
| | - Lucia Lafage
- School of Biosciences, University of Sheffield, Sheffield, UK
- The Florey Institute for Host-Pathogen Interactions, University of Sheffield, Sheffield, UK
| | - Abimbola Feyisara Adedeji-Olulana
- The Florey Institute for Host-Pathogen Interactions, University of Sheffield, Sheffield, UK
- Department of Physics and Astronomy, University of Sheffield, Sheffield, UK
| | - Joshua A. F. Sutton
- School of Biosciences, University of Sheffield, Sheffield, UK
- The Florey Institute for Host-Pathogen Interactions, University of Sheffield, Sheffield, UK
| | - Katarzyna Wacnik
- School of Biosciences, University of Sheffield, Sheffield, UK
- The Florey Institute for Host-Pathogen Interactions, University of Sheffield, Sheffield, UK
| | - Yaosheng Jia
- Department of Molecular Biosciences, University of South Florida, Tampa, FL, USA
| | - Bohdan Bilyk
- School of Biosciences, University of Sheffield, Sheffield, UK
- The Florey Institute for Host-Pathogen Interactions, University of Sheffield, Sheffield, UK
| | - Wenqi Yu
- Department of Molecular Biosciences, University of South Florida, Tampa, FL, USA
| | - Jamie K. Hobbs
- The Florey Institute for Host-Pathogen Interactions, University of Sheffield, Sheffield, UK
- Department of Physics and Astronomy, University of Sheffield, Sheffield, UK
| | - Simon J. Foster
- School of Biosciences, University of Sheffield, Sheffield, UK
- The Florey Institute for Host-Pathogen Interactions, University of Sheffield, Sheffield, UK
| |
Collapse
|
171
|
Sadowski E, Pietrancosta N, Veyron-Churlet R, Boucher JL, Pionneau C, Clodic G, Matheron L, Poch O, Mayer C, Sachon E, Aubry A. Characterization of the Orphan Cytochrome P450 CYP135B1 from Mycobacterium tuberculosis: Involvement in Metabolism but Not in the Antibacterial Activity of the Antitubercular Drug SQ109. ACS Infect Dis 2025; 11:869-881. [PMID: 40176299 DOI: 10.1021/acsinfecdis.4c00893] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/04/2025]
Abstract
The rise of multidrug-resistant tuberculosis (TB) has increased the need for new antitubercular (anti-TB) drugs and the identification of novel drug targets. One promising target is Mycobacterium tuberculosis (Mtb) cytochrome P450 enzymes (P450s). This study focuses on the characterization of CYP135B1, a prevalent Mtb P450. Using a combination of microbiology, genomics, bioinformatics, docking, spectroscopy, and mass spectrometry, researchers successfully expressed, purified, and characterized CYP135B1. A 3D model was built with AlphaFold 3. The enzyme displayed typical features of P450 proteins and showed strong binding to imidazole derivatives. Notably, CYP135B1 metabolized the anti-TB drug SQ109 by inserting oxygen into its geranyl moiety in a manner distinct from CYP124A1. However, genetic studies using a ΔCYP135B1 mutant strain revealed that CYP135B1 is not required for SQ109's antibacterial activity, as its deletion did not affect drug efficacy despite CYP135B1 metabolizes SQ109.
Collapse
Affiliation(s)
- Elodie Sadowski
- Laboratoire des Biomolécules, CNRS UMR 7203, Sorbonne Université, École Normale Supérieure, Paris 75005, France
- Centre d'Immunologie et des Maladies Infectieuses, CIMI, Sorbonne Université, INSERM, CNRS, Paris 75013, France
| | - Nicolas Pietrancosta
- Laboratoire des Biomolécules, CNRS UMR 7203, Sorbonne Université, École Normale Supérieure, Paris 75005, France
- Neurosciences Paris Seine - Institut de Biologie Paris Seine (NPS - IBPS), INSERM U1130, CNRS UMR8246, Sorbonne Université, Paris 75005, France
| | - Romain Veyron-Churlet
- CIIL - Center for Infection and Immunity of Lille, CHU Lille, Institut Pasteur de Lille, INSERM U1019, CNRS UMR 9017, Université Lille, Lille 59000, France
| | - Jean-Luc Boucher
- Laboratoire de Chimie et Biochimie Pharmacologiques et Toxicologiques, CNRS UMR 8601, Université Paris Cité, Paris 75006, France
| | - Cédric Pionneau
- Plateforme Post-génomique de la Pitié Salpêtrière (P3S), UMS 37 PASS, Sorbonne Université, Paris 75013, France
| | - Gilles Clodic
- Mass Spectrometry Sciences Sorbonne Université, MS3U platform, Fédération de chimie moléculaire de Paris centre, Sorbonne Université, Paris 75005, France
| | - Lucrèce Matheron
- Mass Spectrometry Sciences Sorbonne Université, MS3U platform, Fédération de chimie moléculaire de Paris centre, Sorbonne Université, Paris 75005, France
| | - Olivier Poch
- ICube-CSTB, UMR 7357, Centre de Recherche en Biomédecine de Strasbourg, Strasbourg 67084, France
| | - Claudine Mayer
- ICube-CSTB, UMR 7357, Centre de Recherche en Biomédecine de Strasbourg, Strasbourg 67084, France
- Université Paris Cité, Paris 75006, France
| | - Emmanuelle Sachon
- Laboratoire des Biomolécules, CNRS UMR 7203, Sorbonne Université, École Normale Supérieure, Paris 75005, France
- Mass Spectrometry Sciences Sorbonne Université, MS3U platform, Fédération de chimie moléculaire de Paris centre, Sorbonne Université, Paris 75005, France
| | - Alexandra Aubry
- Centre d'Immunologie et des Maladies Infectieuses, CIMI, Sorbonne Université, INSERM, CNRS, Paris 75013, France
- Centre National de Référence des Mycobactéries et de la Résistance des Mycobactéries aux Antituberculeux, Laboratoire de Bactériologie-Hygiène, AP-HP, Sorbonne-Université, Groupe Hospitalier Pitié-Salpêtrière Charles Foix, Paris 75013, France
| |
Collapse
|
172
|
García-Guerrero AE, Marvin RG, Blackwell AM, Sigala PA. Biogenesis of Cytochromes c and c1 in the Electron Transport Chain of Malaria Parasites. ACS Infect Dis 2025; 11:813-826. [PMID: 39481007 PMCID: PMC11991887 DOI: 10.1021/acsinfecdis.4c00450] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2024]
Abstract
Plasmodium malaria parasites retain an essential mitochondrional electron transport chain (ETC) that is critical for growth within humans and mosquitoes and is a key antimalarial drug target. ETC function requires cytochromes c and c1, which are unusual among heme proteins due to their covalent binding to heme via conserved CXXCH sequence motifs. Heme attachment to these proteins in most eukaryotes requires the mitochondrial enzyme holocytochrome c synthase (HCCS) that binds heme and the apo cytochrome to facilitate the biogenesis of the mature cytochrome c or c1. Although humans encode a single bifunctional HCCS that attaches heme to both proteins, Plasmodium parasites are like yeast and encode two separate HCCS homologues thought to be specific for heme attachment to cyt c (HCCS) or cyt c1 (HCC1S). To test the function and specificity of Plasmodium falciparum HCCS and HCC1S, we used CRISPR/Cas9 to tag both genes for conditional expression. HCC1S knockdown selectively impaired cyt c1 biogenesis and caused lethal ETC dysfunction that was not reversed by the overexpression of HCCS. Knockdown of HCCS caused a more modest growth defect but strongly sensitized parasites to mitochondrial depolarization by proguanil, revealing key defects in ETC function. These results and prior heterologous studies in Escherichia coli of cyt c hemylation by P. falciparum HCCS and HCC1S strongly suggest that both homologues are essential for mitochondrial ETC function and have distinct specificities for the biogenesis of cyt c and c1, respectively, in parasites. This study lays a foundation to develop novel strategies to selectively block ETC function in malaria parasites.
Collapse
Affiliation(s)
- Aldo E. García-Guerrero
- Department of Biochemistry, University of Utah School of Medicine, Salt Lake City, UT, USA 84112
| | - Rebecca G. Marvin
- Department of Biochemistry, University of Utah School of Medicine, Salt Lake City, UT, USA 84112
| | - Amanda Mixon Blackwell
- Department of Biochemistry, University of Utah School of Medicine, Salt Lake City, UT, USA 84112
| | - Paul A. Sigala
- Department of Biochemistry, University of Utah School of Medicine, Salt Lake City, UT, USA 84112
| |
Collapse
|
173
|
Ma L, Zeng X, Wang J, Xiong H, Yu Y, Liu H, Yang QY, Yang R, Yang X. Telomere-to-telomere gapless genome assembly of Triplophysa yaopeizhii. Sci Data 2025; 12:597. [PMID: 40210914 PMCID: PMC11985934 DOI: 10.1038/s41597-025-04943-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2025] [Accepted: 04/01/2025] [Indexed: 04/12/2025] Open
Abstract
The genus Triplophysa exhibits remarkable adaptability to the unique environment found at the Qinghai-Tibet Plateau (QTP). Higher quality genomes are helpful to the study of the adaptability to the extreme environment in the plateau. This study utilized PacBio HiFi, Ultra-long ONT, and Hi-C sequencing of Triplophysa yaopeizhii to construct the first telomere-to-telomere (T2T) gapless genome assembly of the genus Triplophysa. The genome size is 671.58 Mb, with a contig N50 length of 26.04 Mb. The sequences were anchored onto 25 chromosomes with all centromeres and telomeres. Furthermore, 293.98 Mb (43.77%) of repetitive sequences and 26,487 protein-coding genes were identified. Comparative analyses with the genomes of closely related species demonstrated high completeness, continuity, and accuracy of the genome. The genomic quality was further substantiated by the QV of 31.82 with 96.60% of BUSCO. This study provides a valuable genetic resource of the genus Triplophysa and serves as an essential reference for elucidating the adaptive genetic mechanisms of plateau fish to the high altitude.
Collapse
Affiliation(s)
- Li Ma
- College of Fisheries, Huazhong Agricultural University, Wuhan, 430070, China
| | - Xu Zeng
- College of Fisheries, Huazhong Agricultural University, Wuhan, 430070, China
| | - Jixiao Wang
- Yebatan Branch of Huadian Jinshajiang Upstream Hydropower Development Co., Ltd., Ganzi, 627153, China
| | - Hao Xiong
- Yebatan Branch of Huadian Jinshajiang Upstream Hydropower Development Co., Ltd., Ganzi, 627153, China
| | - Yongyao Yu
- College of Fisheries, Huazhong Agricultural University, Wuhan, 430070, China
| | - Haiping Liu
- College of Fisheries, Southwest University, Chongqing, 402460, China
| | - Qing-Yong Yang
- College of Informatics, Huazhong Agricultural University, Wuhan, 430070, China
| | - Ruibin Yang
- College of Fisheries, Huazhong Agricultural University, Wuhan, 430070, China
| | - Xuefen Yang
- College of Fisheries, Huazhong Agricultural University, Wuhan, 430070, China.
| |
Collapse
|
174
|
Gomez-Escribano JP, Zimmermann A, Xia SN, Döppner M, Moschny J, Hughes CC, Mast Y. Application of a replicative targetable vector system for difficult-to-manipulate streptomycetes. Appl Microbiol Biotechnol 2025; 109:89. [PMID: 40210783 PMCID: PMC11985553 DOI: 10.1007/s00253-025-13477-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2025] [Revised: 03/31/2025] [Accepted: 04/02/2025] [Indexed: 04/12/2025]
Abstract
The low frequency of homologous recombination together with poor efficiency in introducing DNA into the cell are the main factors hampering genetic manipulation of some bacterial strains. We faced this problem when trying to construct mutants of Streptomyces iranensis DSM 41954, a strain in which conjugation is particularly inefficient, and suicidal vectors had failed to yield any exconjugants. In this work, we report the construction and application of a conjugative replicative vector, pDS0007, which allows selection of exconjugants even with poor conjugation efficiency. The persistence of the construct inside the cell for as long as required facilitates the homologous recombination events leading to single and double crossovers. While it was confirmed that the vector is frequently lost without selection, the recognition sequence for the I-SceI endonuclease was included in the backbone of pDS0007. The presence of a I-SceI recognition sequence would allow to force the loss of the vector and the appearance of double crossover recombinants by introducing a second construct (e.g. pIJ12742) that expresses a Streptomyces codon-optimised gene encoding the I-SceI endonuclease. To facilitate screening for vector-free clones, the construct also carries a Streptomyces codon-optimised gusA gene encoding the β-glucuronidase expressed from a constitutive promoter. We prove the usefulness of this vector and strategy with the strain S. iranensis DSM 41954, in which we could readily delete an essential gene of a newly discovered biosynthetic pathway for a phosphonate-containing natural product, which led to loss of phosphonate production according to 31P NMR spectroscopy. KEY POINTS: • pDS0007 is a new vector for gene-targeting in difficult-to-manipulate streptomycetes. • pDS0007 is self-replicative but easy to cure, targetable and allows visual screening. • pDS0007 was used to prove the discovery of a novel phosphonate biosynthetic pathway.
Collapse
Affiliation(s)
- Juan Pablo Gomez-Escribano
- Department Bioresources for Bioeconomy and Health Research, Leibniz Institute DSMZ-German Collection of Microorganisms and Cell Cultures, Inhoffenstraße 7B, 38124, Braunschweig, Germany
| | - Alina Zimmermann
- Department Bioresources for Bioeconomy and Health Research, Leibniz Institute DSMZ-German Collection of Microorganisms and Cell Cultures, Inhoffenstraße 7B, 38124, Braunschweig, Germany
- German Center for Infection Research (DZIF), Partner Site Tübingen, 72076, Tübingen, Germany
| | - Shu-Ning Xia
- German Center for Infection Research (DZIF), Partner Site Tübingen, 72076, Tübingen, Germany
- Department of Microbial Bioactive Compounds, Interfaculty Institute of Microbiology and Infection Medicine (IMIT), University of Tübingen, Auf der Morgenstelle 28, 72076, Tübingen, Germany
| | - Meike Döppner
- Department Bioresources for Bioeconomy and Health Research, Leibniz Institute DSMZ-German Collection of Microorganisms and Cell Cultures, Inhoffenstraße 7B, 38124, Braunschweig, Germany
| | - Julia Moschny
- German Center for Infection Research (DZIF), Partner Site Tübingen, 72076, Tübingen, Germany
- Department of Microbial Bioactive Compounds, Interfaculty Institute of Microbiology and Infection Medicine (IMIT), University of Tübingen, Auf der Morgenstelle 28, 72076, Tübingen, Germany
| | - Chambers C Hughes
- German Center for Infection Research (DZIF), Partner Site Tübingen, 72076, Tübingen, Germany
- Department of Microbial Bioactive Compounds, Interfaculty Institute of Microbiology and Infection Medicine (IMIT), University of Tübingen, Auf der Morgenstelle 28, 72076, Tübingen, Germany
- Cluster of Excellence EXC 2124: Controlling Microbes to Fight Infection, University of Tübingen, 72076, Tübingen, Germany
| | - Yvonne Mast
- Department Bioresources for Bioeconomy and Health Research, Leibniz Institute DSMZ-German Collection of Microorganisms and Cell Cultures, Inhoffenstraße 7B, 38124, Braunschweig, Germany.
- German Center for Infection Research (DZIF), Partner Site Tübingen, 72076, Tübingen, Germany.
- Braunschweig Integrated Centre of Systems Biology (BRICS), Rebenring 56, 38106, Braunschweig, Germany.
- Institute for Microbiology, Technical University Braunschweig, Rebenring 56, 38106, Braunschweig, Germany.
| |
Collapse
|
175
|
Wang Y, Wang C. PLM-ATG: Identification of Autophagy Proteins by Integrating Protein Language Model Embeddings with PSSM-Based Features. Molecules 2025; 30:1704. [PMID: 40333592 PMCID: PMC12029579 DOI: 10.3390/molecules30081704] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2025] [Revised: 04/05/2025] [Accepted: 04/06/2025] [Indexed: 05/09/2025] Open
Abstract
Autophagy critically regulates cellular development while maintaining pathophysiological homeostasis. Since the autophagic process is tightly regulated by the coordination of autophagy-related proteins (ATGs), precise identification of these proteins is essential. Although current computational approaches have addressed experimental recognition's costly and time-consuming challenges, they still have room for improvement since handcrafted features inadequately capture the intricate patterns and relationships hidden in sequences. In this study, we propose PLM-ATG, a novel computational model that integrates support vector machines with the fusion of protein language model (PLM) embeddings and position-specific scoring matrix (PSSM)-based features for the ATG identification. First, we extracted sequence-based features and PSSM-based features as the inputs of six classifiers to establish baseline models. Among these, the combination of the SVM classifier and the AADP-PSSM feature set achieved the best prediction accuracy. Second, two popular PLM embeddings, i.e., ESM-2 and ProtT5, were fused with the AADP-PSSM features to further improve the prediction of ATGs. Third, we selected the optimal feature subset from the combination of the ESM-2 embeddings and AADP-PSSM features to train the final SVM model. The proposed PLM-ATG achieved an accuracy of 99.5% and an MCC of 0.990, which are nearly 5% and 0.1 higher than those of the state-of-the-art model EnsembleDL-ATG, respectively.
Collapse
Affiliation(s)
| | - Chunhua Wang
- College of Information Technology, Shanghai Ocean University, Shanghai 201306, China;
| |
Collapse
|
176
|
Bardy P, MacDonald CIW, Kirchberger PC, Jenkins HT, Botka T, Byrom L, Alim NTB, Traore DAK, Koenig HC, Nicholas TR, Chechik M, Hart SJ, Turkenburg JP, Blaza JN, Beatty JT, Fogg PCM, Antson AA. Penton blooming, a conserved mechanism of genome delivery used by disparate microviruses. mBio 2025; 16:e0371324. [PMID: 40105351 PMCID: PMC11980548 DOI: 10.1128/mbio.03713-24] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2024] [Accepted: 01/29/2025] [Indexed: 03/20/2025] Open
Abstract
Microviruses are single-stranded DNA viruses infecting bacteria, characterized by T = 1 shells made of single jelly-roll capsid proteins. To understand how microviruses infect their host cells, we have isolated and studied an unusually large microvirus, Ebor. Ebor belongs to the proposed "Tainavirinae" subfamily of Microviridae and infects the model Alphaproteobacterium Rhodobacter capsulatus. Using cryogenic electron microscopy, we show that the enlarged capsid of Ebor is the result of an extended C-terminus of the major capsid protein. The extra packaging space accommodates genes encoding a lytic enzyme and putative methylase, both absent in microviruses with shorter genomes. The capsid is decorated with protrusions at its 3-fold axes, which we show to recognize lipopolysaccharides on the host surface. Cryogenic electron tomography shows that during infection, Ebor attaches to the host cell via five such protrusions. This attachment brings a single pentameric capsomer into close contact with the cell membrane, creating a special vertex through which the genome is ejected. Both subtomogram averaging and single particle analysis identified two intermediates of capsid opening, showing that the interacting penton opens from its center via the separation of individual capsomer subunits. Structural comparison with the model Bullavirinae phage phiX174 suggests that this genome delivery mechanism may be widely present across Microviridae. IMPORTANCE Tailless Microviridae bacteriophages are major components of the global virosphere. Notably, microviruses are prominent members of the mammalian gut virome, and certain compositions have been linked to serious health disorders; however, a molecular understanding of how they initiate infection of their host remains poorly characterized. We demonstrate that trimeric protrusions located at the corners of a single microvirus capsomer mediate host cell attachment. This interaction triggers opening of the capsomer, driven by separation of subunits from its center, much like flower petals open during blooming. This extensive opening explains how the genome translocation apparatus, along with the genome itself, is able to exit the capsid. "Penton blooming" likely represents a conserved mechanism shared by diverse viruses possessing similar capsid architectures.
Collapse
Affiliation(s)
- Pavol Bardy
- York Structural Biology Laboratory, Department of Chemistry, University of York, Heslington, United Kingdom
- York Biomedical Research Institute, University of York, York, United Kingdom
| | - Conor I. W. MacDonald
- York Structural Biology Laboratory, Department of Chemistry, University of York, Heslington, United Kingdom
| | - Paul C. Kirchberger
- Department of Microbiology & Molecular Genetics, Oklahoma State University, Tulsa, USA
| | - Huw T. Jenkins
- York Structural Biology Laboratory, Department of Chemistry, University of York, Heslington, United Kingdom
- York Biomedical Research Institute, University of York, York, United Kingdom
| | - Tibor Botka
- Department of Experimental Biology, Faculty of Science, Masaryk University, Brno, Czechia
| | - Lewis Byrom
- York Biomedical Research Institute, University of York, York, United Kingdom
- Department of Biology, University of York, York, United Kingdom
| | - Nawshin T. B. Alim
- Department of Microbiology and Immunology, University of British Columbia, Vancouver, Canada
| | - Daouda A. K. Traore
- Materials and Structural Analysis, Thermo Fisher Scientific, Eindhoven, Netherlands
| | - Hannah C. Koenig
- Department of Microbiology and Immunology, University of British Columbia, Vancouver, Canada
| | - Tristan R. Nicholas
- York Structural Biology Laboratory, Department of Chemistry, University of York, Heslington, United Kingdom
- York Biomedical Research Institute, University of York, York, United Kingdom
| | - Maria Chechik
- York Structural Biology Laboratory, Department of Chemistry, University of York, Heslington, United Kingdom
- York Biomedical Research Institute, University of York, York, United Kingdom
| | - Samuel J. Hart
- York Structural Biology Laboratory, Department of Chemistry, University of York, Heslington, United Kingdom
| | - Johan P. Turkenburg
- York Structural Biology Laboratory, Department of Chemistry, University of York, Heslington, United Kingdom
| | - James N. Blaza
- York Structural Biology Laboratory, Department of Chemistry, University of York, Heslington, United Kingdom
- York Biomedical Research Institute, University of York, York, United Kingdom
| | - J. Thomas Beatty
- Department of Microbiology and Immunology, University of British Columbia, Vancouver, Canada
| | - Paul C. M. Fogg
- York Biomedical Research Institute, University of York, York, United Kingdom
- Department of Biology, University of York, York, United Kingdom
| | - Alfred A. Antson
- York Structural Biology Laboratory, Department of Chemistry, University of York, Heslington, United Kingdom
- York Biomedical Research Institute, University of York, York, United Kingdom
| |
Collapse
|
177
|
Sharma N, Vittal H, Dubey AK, Sharma RM, Singh SK, Sharma N, Singh N, Khandelwal A, Gupta DK, Mishra GP, Meena MC, Pandey R, Singh NK. Physiological and molecular insights into alternate bearing in mango using next-generation sequencing approaches. JOURNAL OF EXPERIMENTAL BOTANY 2025; 76:1585-1606. [PMID: 39319672 DOI: 10.1093/jxb/erae403] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/21/2024] [Accepted: 09/21/2024] [Indexed: 09/26/2024]
Abstract
The productivity of the mango crop in India is hindered by many factors, one of the most important factors is our limited understanding of the genomic complexities behind the regular versus alternate bearing habit of fruit. In this study, we quantified carbohydrate fractions, protein content, and macro- and micronutrient storage pools together with their transportation and contributions to a regular bearing variety, Totapuri, and to an alternate-bearer, Bombay Green during the 'off' year. RNA-sequencing was used to assess gene expression dynamics between buds and flowers of these varieties. Differential pathway analysis showed the greatest number of differentially expressed genes in metabolic processes, followed by oxidoreductase, hormone, oxidative stress, starvation, alternate bearing, flowering, meristem, and cellular component pathways. Bioinformatics analysis showed that, among 15 highly differentially expressed genes between varieties representing alternate bearing, hormone, and carbohydrate metabolism pathways, 12 were up-regulated in Totapuri and 3 in Bombay Green, and this was confirmed by qRT-PCR. In addition, 202 single-nucleotide polymorphisms were identified in 32 genes related to alternate bearing. Our results confirmed the strong ability of reproductive buds to import sugars, proteins, and starch in the regular-bearer variety, thereby enhancing flowering and fruiting during 'off' years. Thus, our study shows a potential role for the mineral nutrient and biochemical constituents of buds and leaves in determining the regular versus alternate bearing fruiting habit in mango.
Collapse
Affiliation(s)
- Nimisha Sharma
- ICAR-Indian Agricultural Research Institute, New Delhi, 110012, India
| | - Hatkari Vittal
- ICAR-Indian Agricultural Research Institute, New Delhi, 110012, India
| | - Anil K Dubey
- ICAR-Central Soil Salinity Research Institute, Regional Research Station, Lucknow, UP, 226 002, India
| | - Radha M Sharma
- ICAR-Indian Agricultural Research Institute, New Delhi, 110012, India
| | - Sanjay K Singh
- ICAR-Krishi Anusandhan Bhawan (KAB-II), New Delhi, 110012, India
| | - Neha Sharma
- ICAR-National Institute for Plant Biotechnology, New Delhi, 110012, India
| | - Nisha Singh
- Gujarat Biotechnology University (GBU), Gandhinagar, Gujarat, 382355, India
| | - Ashish Khandelwal
- ICAR-Indian Agricultural Research Institute, New Delhi, 110012, India
| | - Deepak K Gupta
- Department of Infectious Diseases Section, Im Neuenheimer Feld 26769120, Heidelberg, Germany
| | - Gyan P Mishra
- ICAR-Indian Agricultural Research Institute, New Delhi, 110012, India
| | | | - Rakesh Pandey
- ICAR-Indian Agricultural Research Institute, New Delhi, 110012, India
| | | |
Collapse
|
178
|
Niitsu A, Thomson AR, Scott AJ, Sengel JT, Jung J, Mahendran KR, Sodeoka M, Bayley H, Sugita Y, Woolfson DN, Wallace MI. Rational Design Principles for De Novo α-Helical Peptide Barrels with Dynamic Conductive Channels. J Am Chem Soc 2025; 147:11741-11753. [PMID: 40152328 DOI: 10.1021/jacs.4c13933] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/29/2025]
Abstract
Despite advances in peptide and protein design, the rational design of membrane-spanning peptides that form conducting channels remains challenging due to our imperfect understanding of the sequence-to-structure relationships that drive membrane insertion, assembly, and conductance. Here, we describe the design and computational and experimental characterization of a series of coiled coil-based peptides that form transmembrane α-helical barrels with conductive channels. Through a combination of rational and computational design, we obtain barrels with 5 to 7 helices, as characterized in detergent micelles. In lipid bilayers, these peptide assemblies exhibit two conductance states with relative populations dependent on the applied potential: (i) low-conductance states that correlate with variations in the designed amino-acid sequences and modeled coiled-coil barrel geometries, indicating stable transmembrane α-helical barrels; and (ii) high-conductance states in which single channels change size in discrete steps. Notably, the high-conductance states are similar for all peptides in contrast to the low-conductance states. This indicates the formation of large, dynamic channels, as observed in natural barrel-stave peptide channels. These findings establish rational routes to design and tune functional membrane-spanning peptide channels with specific conductance and geometry.
Collapse
Affiliation(s)
- Ai Niitsu
- Laboratory for Dynamic Biomolecule Design, RIKEN Center for Biosystems Dynamics Research, 1-7-22 Suehiro-cho, Tsurumi, Yokohama, Kanagawa 230-0045, Japan
| | - Andrew R Thomson
- School of Chemistry, University of Glasgow, Joseph Black Building, University Avenue, Glasgow G12 8QQ, U.K
| | - Alistair J Scott
- School of Chemistry, University of Bristol, Cantock's Close, Bristol BS8 1TS, U.K
| | - Jason T Sengel
- Department of Chemistry, King's College London, Britannia House, Trinity Street, SE1 1DB London, U.K
| | - Jaewoon Jung
- Theoretical Molecular Science Laboratory, RIKEN Cluster for Pioneering Research, 2-1 Hirosawa, Wako, Saitama 351-0198, Japan
- Computational Biophysics Research Team, RIKEN Center for Computational Science, 7-1-26 Minatojima-Minamimachi, Chuo-ku, Kobe, Hyogo 650-0047, Japan
| | - Kozhinjampara R Mahendran
- Transdisciplinary Research Program, Rajiv Gandhi Centre for Biotechnology, Thiruvananthapuram 695014, India
| | - Mikiko Sodeoka
- Catalysis and Integrated Research Group, RIKEN Center for Sustainable Resource Science, 2-1 Hirosawa, Wako, Saitama 351-0198, Japan
| | - Hagan Bayley
- Department of Chemistry, University of Oxford, Mansfield Road, OX1 3TA Oxford, U.K
| | - Yuji Sugita
- Theoretical Molecular Science Laboratory, RIKEN Cluster for Pioneering Research, 2-1 Hirosawa, Wako, Saitama 351-0198, Japan
- Computational Biophysics Research Team, RIKEN Center for Computational Science, 7-1-26 Minatojima-Minamimachi, Chuo-ku, Kobe, Hyogo 650-0047, Japan
- Laboratory for Biomolecular Function Simulation, RIKEN Center for Biosystems Dynamics Research, 1-6-5 Minatojima-Minamimachi, Chuo-ku, Kobe, Hyogo 650-0047, Japan
| | - Derek N Woolfson
- School of Chemistry, University of Bristol, Cantock's Close, Bristol BS8 1TS, U.K
- School of Biochemistry, University of Bristol, Medical Sciences Building, University Walk, Bristol BS8 1TD, U.K
- Bristol BioDesign Institute, University of Bristol, Life Sciences Building, Tyndall Avenue, Bristol BS8 1TQ, U.K
| | - Mark I Wallace
- Department of Chemistry, King's College London, Britannia House, Trinity Street, SE1 1DB London, U.K
| |
Collapse
|
179
|
Olivos-Caicedo KY, Fernandez-Materan FV, Daniel SL, Anantharaman K, Ridlon JM, Alves JMP. Pangenome Analysis of Clostridium scindens: A Collection of Diverse Bile Acid- and Steroid-Metabolizing Commensal Gut Bacterial Strains. Microorganisms 2025; 13:857. [PMID: 40284693 PMCID: PMC12029741 DOI: 10.3390/microorganisms13040857] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2025] [Revised: 03/29/2025] [Accepted: 03/31/2025] [Indexed: 04/29/2025] Open
Abstract
Clostridium scindens is a commensal gut bacterium capable of forming the secondary bile acids as well as converting glucocorticoids to androgens. Historically, only two strains, C. scindens ATCC 35704 and C. scindens VPI 12708, have been characterized to any significant extent. The formation of secondary bile acids is important in the etiology of cancers of the GI tract and in the prevention of Clostridioides difficile infection. We determined the presence and absence of bile acid inducible (bai) and steroid-17,20-desmolase (des) genes among C. scindens strains and the features of the pangenome of 34 cultured strains of C. scindens and a set of 200 metagenome-assembled genomes (MAGs) to understand the variability among strains. The results indicate that the C. scindens cultivars have an open pangenome with 12,720 orthologous gene groups and a core genome with 1630 gene families, in addition to 7051 and 4039 gene families in the accessory and unique (i.e., strain-exclusive) genomes, respectively. The pangenome profile including the MAGs also proved to be open. Our analyses reveal that C. scindens strains are distributed into two clades, indicating the possible onset of C. scindens separation into two species, as suggested by gene content, phylogenomic, and average nucleotide identity (ANI) analyses. This study provides insight into the structure and function of the C. scindens pangenome, offering a genetic foundation of significance for many aspects of research on the intestinal microbiota and bile acid metabolism.
Collapse
Affiliation(s)
- Kelly Y. Olivos-Caicedo
- Department of Parasitology, Institute of Biomedical Sciences, University of São Paulo, São Paulo 05508-000, Brazil;
| | - Francelys V. Fernandez-Materan
- Microbiome Metabolic Engineering Theme, Carl R. Woese Institute for Genomic Biology, Urbana, IL 61801, USA;
- Department of Animal Sciences, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA;
| | - Steven L. Daniel
- Department of Animal Sciences, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA;
- Department of Biological Sciences, Eastern Illinois University, Charleston, IL 61920, USA
| | - Karthik Anantharaman
- Department of Bacteriology, University of Wisconsin-Madison, Madison, WI 53706, USA;
- Department of Data Science and AI, Indian Institute of Technology Madras, Chennai 600036, India
| | - Jason M. Ridlon
- Microbiome Metabolic Engineering Theme, Carl R. Woese Institute for Genomic Biology, Urbana, IL 61801, USA;
- Department of Animal Sciences, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA;
- Division of Nutritional Sciences, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
- Cancer Center at Illinois, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
- Department of Microbiology and Immunology, Virginia Commonwealth University School of Medicine, Richmond, VA 23298, USA
| | - João M. P. Alves
- Department of Parasitology, Institute of Biomedical Sciences, University of São Paulo, São Paulo 05508-000, Brazil;
| |
Collapse
|
180
|
Akbari MS, Joyce LR, Spencer BL, Brady A, McIver KS, Doran KS. Identification of glyoxalase A in group B Streptococcus and its contribution to methylglyoxal tolerance and virulence. Infect Immun 2025; 93:e0054024. [PMID: 40008888 PMCID: PMC11977320 DOI: 10.1128/iai.00540-24] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2024] [Accepted: 01/22/2025] [Indexed: 02/27/2025] Open
Abstract
Group B Streptococcus (GBS) is a Gram-positive pathobiont that commonly colonizes the gastrointestinal and lower female genital tracts but can cause sepsis and pneumonia in newborns and is a leading cause of neonatal meningitis. Despite the resulting disease severity, the pathogenesis of GBS is not completely understood, especially during the early phases of infection. To investigate GBS factors necessary for bloodstream survival, we performed a transposon (Tn) mutant screen in our bacteremia infection model using a GBS mariner transposon mutant library previously developed by our group. We identified significantly underrepresented mutations in 623 genes that contribute to survival in the blood, including those encoding known virulence factors such as capsule, the β-hemolysin, and inorganic metal ion transport systems. Most of the underrepresented genes have not been previously characterized or studied in GBS, including gloA and gloB, which are homologs for genes involved in methylglyoxal (MG) detoxification. MG is a byproduct of glycolysis and a highly reactive toxic aldehyde that is elevated in immune cells during infection. Here, we observed MG sensitivity across multiple GBS isolates and confirmed that gloA contributes to MG tolerance and invasive GBS infection. We show specifically that gloA contributes to GBS survival in the presence of neutrophils and depleting neutrophils in mice abrogates the decreased survival and infection of the gloA mutant. The requirement of the glyoxalase pathway during GBS infection suggests that MG detoxification is important for bacterial survival during host-pathogen interactions.IMPORTANCEA transposon-mutant screen of group B Streptococcus (GBS) in a bacteremia mouse model of infection revealed virulence factors known to be important for GBS survival such as the capsule, β-hemolysin/cytolysin, and genes involved in metal homeostasis. Many uncharacterized factors were also identified including genes that are part of the metabolic pathway that breaks down methylglyoxal (MG). The glyoxalase pathway is the most ubiquitous metabolic pathway for MG breakdown and is only a two-step process using glyoxalase A (gloA) and B (gloB) enzymes. MG is a highly reactive byproduct of glycolysis and is made by most cells. Here, we show that in GBS, the first enzyme in the glyoxalase pathway, encoded by gloA, contributes to MG resistance and blood survival. We further demonstrate that GloA contributes to GBS survival against neutrophils in vitro and in vivo and, therefore, is an important virulence factor required for invasive infection.
Collapse
Affiliation(s)
- Madeline S. Akbari
- Department of Immunology and Microbiology, School of Medicine, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
| | - Luke R. Joyce
- Department of Immunology and Microbiology, School of Medicine, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
| | - Brady L. Spencer
- Department of Immunology and Microbiology, School of Medicine, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
| | - Amanda Brady
- Department of Immunology and Microbiology, School of Medicine, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
| | - Kevin S. McIver
- Cell Biology and Molecular Genetics, Maryland Pathogen Research Institute, University of Maryland, College Park, Maryland, USA
| | - Kelly S. Doran
- Department of Immunology and Microbiology, School of Medicine, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
| |
Collapse
|
181
|
Dhillon PK, Kaur M, Sharma SC, Mahmood A. Harnessing killer yeast system: from molecular insight to real world biocontrol solution. Arch Microbiol 2025; 207:116. [PMID: 40198331 DOI: 10.1007/s00203-025-04318-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2025] [Revised: 03/11/2025] [Accepted: 03/25/2025] [Indexed: 04/10/2025]
Abstract
The biocontrol mechanisms of yeasts are gaining global attention as a vital response to the rising threat of antimicrobial resistance in emerging pathogens. With their diverse genetic traits, yeasts present potent antagonistic capabilities that have extensive applications across various sectors. This review examines the fundamental mechanisms and molecular bases of yeast antagonism, emphasizing innovative screening techniques for identifying effective strains. Key molecular methods, including gene identification, sequence analysis, and expression studies, reveal insights into their modes of action, such as nutrient competition, mycocin production, and volatile organic compound release. While the potential of antagonistic yeasts spans crop protection, food safety, and disease prevention, their commercial availability remains limited. To foster adoption, there is an urgent need for advanced screening methods and deeper molecular understanding. Future research should prioritize the optimization and commercialization of yeast-based biocontrol products, effectively bridging the gap between scientific discovery and practical application in combating harmful pathogens.
Collapse
Affiliation(s)
| | - Manpreet Kaur
- Department of Biochemistry, Panjab University, Chandigarh, 160014, India
| | | | - Akhtar Mahmood
- Department of Biochemistry, Panjab University, Chandigarh, 160014, India
| |
Collapse
|
182
|
Ma C, Lin Y, Yin J, Zhu L, Fang J, Zhang D. Phylogenetic Analysis and Expression Patterns of Triterpenoid Saponin Biosynthesis Genes in 19 Araliaceae Plants. Int J Mol Sci 2025; 26:3439. [PMID: 40244384 PMCID: PMC11989764 DOI: 10.3390/ijms26073439] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2025] [Revised: 03/18/2025] [Accepted: 04/01/2025] [Indexed: 04/18/2025] Open
Abstract
The Araliaceae family has significant economic and medicinal value. However, the phylogenetic relationships and the expression patterns of key genes of the active triterpenoid substance within this family are still unclear. In this study, we employed comparative transcriptomics to analyze the transcriptomes of 19 species from 11 genera of Araliaceae, aiming to elucidate the evolutionary history of the family and the expression patterns of key genes in the ginsenoside biosynthesis pathway. Our results divide Araliaceae into two subfamilies: Aralioideae and Hydrocotyloideae. Aralioideae is further classified into three groups: the Aralia-Panax group, the Polyscias-Pseudopanax group, and the Asian Palmate group. PhyloNet analysis reveals that the common ancestor of Panax ginseng, Panax quinquefolius, and Panax japonicus was an allopolyploid, likely resulting from hybridization between Panax notoginseng and Panax pseudoginseng. Additionally, all Aralioideae species underwent the pg-β event, which may be critical for ginsenoside biosynthesis. We discovered that Panax species exhibit distinct expression patterns of key enzyme genes (β-AS, DDS, CYP450, UGTs) compared to other Araliaceae species. These enzyme genes show independent evolutionary lineages in gene trees, suggesting unique functional adaptations that enable Panax species to efficiently synthesize ginsenosides. This study provides a theoretical foundation for the conservation and utilization of Araliaceae germplasm resources.
Collapse
Affiliation(s)
| | | | | | | | | | - Dan Zhang
- School of Tropical Agriculture and Forestry, Hainan University, Haikou 570228, China; (C.M.); (Y.L.); (J.Y.); (L.Z.); (J.F.)
| |
Collapse
|
183
|
Xu P, Pan C, Yuan M, Zhu Y, Wei S, Lu H, Zhang W. Viral metagenomics reveals diverse viruses in the fecal samples of children with acute respiratory infection. Front Microbiol 2025; 16:1564755. [PMID: 40260089 PMCID: PMC12009832 DOI: 10.3389/fmicb.2025.1564755] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2025] [Accepted: 03/17/2025] [Indexed: 04/23/2025] Open
Abstract
Introduction Changes in the gut microbiome have been associated with the development of acute respiratory infection (ARI). However, due to methodological limitations, our knowledge of the gut virome in patients with ARIs remains limited. Methods In this study, fecal samples from children with ARI were investigated using viral metagenomics. Results The fecal virome was analyzed, and several suspected disease-causing viruses were identified. The five viral families with the highest abundance of sequence reads were Podoviridae, Virgaviridae, Siphoviridae, Microviridae, and Myoviridae. Additionally, human adenovirus, human bocavirus, human astrovirus, norovirus, and human rhinovirus were detected. The genome sequences of these viruses were respectively described, and phylogenetic trees were constructed using the gene sequences of the viruses. Discussion We characterized the composition of gut virome in children with acute respiratory infections. However, further research is required to elucidate the relationship between acute respiratory infection and gut viruses.
Collapse
Affiliation(s)
- Pan Xu
- Department of Pediatrics, The Affiliated Hospital of Jiangsu University, Jiangsu University, Zhenjiang, Jiangsu, China
| | - Chunduo Pan
- Department of Pediatrics, The Affiliated Hospital of Jiangsu University, Jiangsu University, Zhenjiang, Jiangsu, China
| | - Minli Yuan
- Department of Pediatrics, The Affiliated Hospital of Jiangsu University, Jiangsu University, Zhenjiang, Jiangsu, China
| | - Ying Zhu
- Department of Pediatrics, The Affiliated Hospital of Jiangsu University, Jiangsu University, Zhenjiang, Jiangsu, China
| | - Shanjie Wei
- Department of Pediatrics, The Affiliated Hospital of Jiangsu University, Jiangsu University, Zhenjiang, Jiangsu, China
| | - Hongyan Lu
- Department of Pediatrics, The Affiliated Hospital of Jiangsu University, Jiangsu University, Zhenjiang, Jiangsu, China
| | - Wen Zhang
- Department of Microbiology, School of Medicine, Jiangsu University, Zhenjiang, Jiangsu, China
| |
Collapse
|
184
|
Valles SM, Vander Meer RK, Estep AS. A lateral flow immunoassay-based survey reveals a low-frequency truncated Solenopsis invicta venom 2-like protein and unique Solenopsis invicta venom 2 protein genotypes in Solenopsis invicta. FRONTIERS IN INSECT SCIENCE 2025; 5:1527130. [PMID: 40260401 PMCID: PMC12009873 DOI: 10.3389/finsc.2025.1527130] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/12/2024] [Accepted: 03/06/2025] [Indexed: 04/23/2025]
Abstract
The purpose of this research was to examine the Solenopsis invicta venom 2 protein and transcript among Solenopsis invicta fire ants exhibiting an unusual response to antibody interrogation of this protein. Sequence and phylogenetic analyses combined with Western blotting and lateral flow immunoassay were employed to examine the venom proteins from these fire ants. Genotypic variation was discovered in the Solenopsis invicta venom 2 gene. Many of these unique genotypes exhibited strong identity to the Solenopsis richteri venom 2 ortholog from the congener, Solenopsis richteri. Phylogenetic analysis of these sequences revealed a significant evolutionary relationship with Solenopsis richteri despite being obtained from Solenopsis invicta. A unique, truncated, Solenopsis invicta venom 2-like protein was also discovered in these colonies originating from a unique locus on chromosome 10 where multiple duplication events have apparently copied this gene. These results suggest the possible presence of a cryptic species.
Collapse
Affiliation(s)
- Steven M. Valles
- Center for Medical, Agricultural and Veterinary Entomology, United States Department of Agriculture, Agricultural Research Service (USDA-ARS), Gainesville, FL, United States
| | | | | |
Collapse
|
185
|
Kaur E, Acharya V. Computational prediction of Homo sapiens-Candida albicans protein-protein interactions reveal key virulence factors using dual RNA-Seq data analysis. Arch Microbiol 2025; 207:115. [PMID: 40188396 DOI: 10.1007/s00203-025-04312-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/01/2025] [Revised: 03/05/2025] [Accepted: 03/18/2025] [Indexed: 04/08/2025]
Abstract
A prevalent pathobiont, Candida albicans, accounts for approximately 70% of fungal infections worldwide owing to its virulence traits that culminate in devastating fatalities within healthcare facilities. Protein-protein interactions (PPIs) between Homo sapiens and C. albicans play a pivotal role in infection and disease progression. Additionally, scarcity of information on H. sapiens-C. albicans protein-protein interactions makes it difficult to understand the molecular mechanisms underlying infection and host immune responses. Investigating these PPIs can provide crucial insights into host-pathogen relationships and facilitate the development of novel therapeutic interventions. To address this challenge, we utilized computational techniques based on homology and domain to project 56,515 human-fungal pathogen protein-protein interactions (HF-PPIs) involving 6830 human and 486 C. albicans proteins. We have identified 16 key virulence factors of C. albicans, including SOD1, ERG10, GFA1, and VPS4, as potential therapeutic targets. As evidenced by dual RNA-Seq data acquired at various stages of infection such as 15, 30, 60, 120, and 240 min, these fungal genes interact with down-regulated human immunomodulatory genes specifically, ADRM1, DAXX, RYBP, SGTA, and SRGN. In addition to their intrinsically disordered regions, these human genes are particularly susceptible to fungal manipulation. Through the identification of experimentally validated virulence factors and their interaction partners, this investigation constructs HF-PPI between H. sapiens and C. albicans. Our knowledge of human-fungal pathogen protein-protein interactions will be improved by integrating computational and experimental data in order to facilitate the development of efficient fungal infection prevention and treatment protocols.
Collapse
Affiliation(s)
- Ekjot Kaur
- Artificial Intelligence for Computational Biology (AICoB) Laboratory, Biotechnology Division, CSIR-Institute of Himalayan Bioresource Technology (CSIR-IHBT), Palampur, Himachal Pradesh, 176061, India
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, 201002, India
| | - Vishal Acharya
- Artificial Intelligence for Computational Biology (AICoB) Laboratory, Biotechnology Division, CSIR-Institute of Himalayan Bioresource Technology (CSIR-IHBT), Palampur, Himachal Pradesh, 176061, India.
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, 201002, India.
| |
Collapse
|
186
|
Clouthier S, Rosani U, Khan A, Ding Q, Emmenegger E, Wang Z, Nalpathamkalam T, Thiruvahindrapuram B. Genomic and Epidemiological Investigations Reveal Chromosomal Integration of the Acipenserid Herpesvirus 3 Genome in Lake Sturgeon Acipenser fulvescens. Viruses 2025; 17:534. [PMID: 40284977 PMCID: PMC12031113 DOI: 10.3390/v17040534] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2025] [Revised: 03/27/2025] [Accepted: 03/31/2025] [Indexed: 04/29/2025] Open
Abstract
DNA sequence from a new alloherpesvirus named acipenserid herpesvirus 3 (AciHV-3) was found in sturgeon species that are vulnerable to decline globally. A study was undertaken to develop a better understanding of the virus genome and to develop diagnostic tools to support an epidemiological investigation. A 184,426 bp genome was assembled from PacBio HiFi sequences generated with DNA from a Lake Sturgeon Acipenser fulvescens gonad cell line. The AciHV-3 genome was contiguous with host chromosomal DNA and was structured with telomere-like terminal direct repeat regions, five internal direct repeat regions and a U region that included intact open reading frames encoding alloherpesvirus core proteins. Diagnostic testing conducted with a newly developed and analytically validated qPCR assay established the ubiquitous presence and high titer of AciHV-3 DNA in somatic and germline tissues from wild Lake Sturgeon in the Hudson Bay drainage basin. Phylogenetic reconstructions confirm that the monophyletic AciHV-3 lineage shares a common ancestor with AciHV-1 and that AciHV-3 taxa cluster according to their sturgeon host. The same genotype of AciHV-3 is found in disjunctive Lake Sturgeon populations within and among drainage basins. The results support the hypotheses that AciHV-3 has established latency through germline chromosomal integration, is vertically transmitted via a Mendelian pattern of inheritance, is evolving in a manner consistent with a replication competent virus and has co-evolved with its host reaching genetic fixation in Lake Sturgeon populations in central Canada.
Collapse
Affiliation(s)
- Sharon Clouthier
- Department of Fisheries and Oceans, Freshwater Institute, Winnipeg, MB R3T 2N6, Canada; (A.K.); (Q.D.)
| | - Umberto Rosani
- Department of Biology, University of Padova, 35131 Padua, Italy;
| | - Arfa Khan
- Department of Fisheries and Oceans, Freshwater Institute, Winnipeg, MB R3T 2N6, Canada; (A.K.); (Q.D.)
| | - Qiuwen Ding
- Department of Fisheries and Oceans, Freshwater Institute, Winnipeg, MB R3T 2N6, Canada; (A.K.); (Q.D.)
| | - Eveline Emmenegger
- U.S. Geological Survey, Western Fisheries Research Center, Seattle, WA 98115, USA;
| | - Zhuozhi Wang
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 1H3, Canada; (Z.W.); (T.N.); (B.T.)
| | - Thomas Nalpathamkalam
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 1H3, Canada; (Z.W.); (T.N.); (B.T.)
| | - Bhooma Thiruvahindrapuram
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 1H3, Canada; (Z.W.); (T.N.); (B.T.)
| |
Collapse
|
187
|
Nehela Y, Mazrou YSA, EL_Gammal NA, Atallah O, Abdelrhim AS, Kumar S, Ahmed T, Ali Q, Makhlouf AH, Hussain WAM. Ornithine enhances common bean growth and defense against white mold disease via interfering with SsOAH and diminishing the biosynthesis of oxalic acid in Sclerotinia sclerotiorum. FRONTIERS IN PLANT SCIENCE 2025; 16:1483417. [PMID: 40256599 PMCID: PMC12006162 DOI: 10.3389/fpls.2025.1483417] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/19/2024] [Accepted: 03/18/2025] [Indexed: 04/22/2025]
Abstract
The necrotrophic fungal phytopathogen, Sclerotinia sclerotiorum (Lib.) de Bary, employs a multilayered strategy to infect a wide range of host plants. The current study proposed the diamine L-ornithine, a non-proteinogenic amino acid that promotes the synthesis of other essential amino acids, as an alternative management strategy to boost the molecular, physiological, and biochemical responses of common bean (Phaseolus vulgaris L.) against white mold disease caused by S. sclerotiorum. In vitro experiments showed that L-ornithine significantly inhibited the mycelial growth of S. sclerotiorum in a dose-dependent manner. Moreover, it markedly diminished the white mold severity under greenhouse conditions. Moreover, L-ornithine stimulated the growth of treated plants suggesting that the tested concentration of L-ornithine has no phytotoxicity on treated plants. Additionally, L-ornithine enhanced the non-enzymatic antioxidants (total soluble phenolics and flavonoids), the enzymatic antioxidants (CAT, POX, and PPO), and upregulated the gene expression of three antioxidant-associated genes (PvCAT1, PvSOD, and PvGR). Moreover, in silico analysis showed that the genome of S. sclerotiorum possesses a putative oxaloacetate acetylhydrolase (SsOAH) protein that is highly similar in its functional analysis, conserved domains, and topology with OAH from Aspergillus fijiensis (AfOAH) and Penicillium lagena (PlOAH). Interestingly, the addition of L-ornithine to the potato dextrose broth (PDB) medium significantly down-regulated the gene expression of SsOAH in the mycelium of S. sclerotiorum. Likewise, exogenous application of L-ornithine significantly down-regulated the gene expression of SsOAH in the fungal mycelia collected from treated plants. Finally, L-ornithine application significantly diminished the secretion of oxalic acid in the PDB medium as well as infected leaves. Collectively, L-ornithine plays a pivotal role in maintaining the redox status, in addition to boosting the defense responses of infected plants. The current study provides insights that may lead to innovative eco-friendly approaches for controlling white mold disease and mitigating its impact on common bean cultivation particularly, and other crops in general.
Collapse
Affiliation(s)
- Yasser Nehela
- Department of Agricultural Botany, Faculty of Agriculture, Tanta University, Tanta, Egypt
| | - Yasser S. A. Mazrou
- Business Administration Department, Community College, King Khalid University, Abha, Saudi Arabia
| | - Nehad A. EL_Gammal
- Plant Pathology Research Institute, Agricultural Research Center, Giza, Egypt
| | - Osama Atallah
- Department of Plant Pathology, Faculty of Agriculture, Zagazig University, Zagazig, Egypt
| | | | - Sumit Kumar
- Institute of Agricultural Sciences, Banaras Hindu University, Varanasi, Uttar Pradesh, India
| | - Temoor Ahmed
- Department of Life Sciences, Western Caspian University, Baku, Azerbaijan
- Department of Plant Biotechnology, Korea University, Seoul, Republic of Korea
| | - Qurban Ali
- Department of Biology, College of Science, United Arab Emirates University, Al Ain, United Arab Emirates
| | - Abeer H. Makhlouf
- Department of Agricultural Botany, Faculty of Agriculture, Minufiya University, Shebeen El-Kom, Egypt
| | - Warda A. M. Hussain
- Plant Pathology Research Institute, Agricultural Research Center, Giza, Egypt
| |
Collapse
|
188
|
Alanazi W, Meng D, Pollastri G. Advancements in one-dimensional protein structure prediction using machine learning and deep learning. Comput Struct Biotechnol J 2025; 27:1416-1430. [PMID: 40242292 PMCID: PMC12002955 DOI: 10.1016/j.csbj.2025.04.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2025] [Revised: 04/01/2025] [Accepted: 04/02/2025] [Indexed: 04/18/2025] Open
Abstract
The accurate prediction of protein structures remains a cornerstone challenge in structural bioinformatics, essential for understanding the intricate relationship between protein sequence, structure, and function. Recent advancements in Machine Learning (ML) and Deep Learning (DL) have revolutionized this field, offering innovative approaches to tackle one- dimensional (1D) protein structure annotations, including secondary structure, solvent accessibility, and intrinsic disorder. This review highlights the evolution of predictive methodologies, from early machine learning models to sophisticated deep learning frameworks that integrate sequence embeddings and pretrained language models. Key advancements, such as AlphaFold's transformative impact on structure prediction and the rise of protein language models (PLMs), have enabled unprecedented accuracy in capturing sequence-structure relationships. Furthermore, we explore the role of specialized datasets, benchmarking competitions, and multimodal integration in shaping state-of-the-art prediction models. By addressing challenges in data quality, scalability, interpretability, and task-specific optimization, this review underscores the transformative impact of ML, DL, and PLMs on 1D protein prediction while providing insights into emerging trends and future directions in this rapidly evolving field.
Collapse
Affiliation(s)
- Wafa Alanazi
- School of Computer Science, University College Dublin, Belfield, Dublin D04 C1P1, Ireland
- Department of Computer Science, College of Science, Northern Border University, Arar, Saudi Arabia
| | - Di Meng
- School of Computer Science, University College Dublin, Belfield, Dublin D04 C1P1, Ireland
| | - Gianluca Pollastri
- School of Computer Science, University College Dublin, Belfield, Dublin D04 C1P1, Ireland
| |
Collapse
|
189
|
Kogay R, Wolf YI, Koonin EV. Horizontal Transfer of Bacterial Operons into Eukaryote Genomes. Genome Biol Evol 2025; 17:evaf055. [PMID: 40111106 PMCID: PMC11965790 DOI: 10.1093/gbe/evaf055] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2025] [Revised: 03/12/2025] [Accepted: 03/16/2025] [Indexed: 03/22/2025] Open
Abstract
In prokaryotes, functionally linked genes are typically clustered into operons, which are transcribed into a single mRNA, providing for the coregulation of the production of the respective proteins, whereas eukaryotes generally lack operons. We explored the possibility that some prokaryotic operons persist in eukaryotic genomes after horizontal gene transfer (HGT) from bacteria. Extensive comparative analysis of prokaryote and eukaryote genomes revealed 33 gene pairs originating from bacterial operons, mostly encoding enzymes of the same metabolic pathways, and represented in distinct clades of fungi or amoebozoa. This amount of HGT is about an order of magnitude less than that observed for the respective individual genes. These operon fragments appear to be relatively recent acquisitions as indicated by their narrow phylogenetic spread and low intron density. In 20 of the 33 horizontally acquired operonic gene pairs, the genes are fused in the respective group of eukaryotes so that the encoded proteins become domains of a multifunctional protein ensuring coregulation and correct stoichiometry. We hypothesize that bacterial operons acquired via HGT initially persist in eukaryotic genomes under a neutral evolution regime and subsequently are either disrupted by genome rearrangement or undergo gene fusion which is then maintained by selection.
Collapse
Affiliation(s)
- Roman Kogay
- Computational Biology Branch, Division of Intramural Research, National Library of Medicine, National Institutes of Health, Bethesda, MD 20894, USA
| | - Yuri I Wolf
- Computational Biology Branch, Division of Intramural Research, National Library of Medicine, National Institutes of Health, Bethesda, MD 20894, USA
| | - Eugene V Koonin
- Computational Biology Branch, Division of Intramural Research, National Library of Medicine, National Institutes of Health, Bethesda, MD 20894, USA
| |
Collapse
|
190
|
Kennedy AE, Barczewski AH, Arnoldy CR, Pennington JP, Tiernan KA, Hidalgo MB, Reilly CC, Wongsri T, Ragusa MJ, Grigoryan G, Mierke DF, Pellegrini M. The structure of a NEMO construct engineered for screening reveals novel determinants of inhibition. Structure 2025; 33:691-704.e6. [PMID: 39909030 PMCID: PMC11972163 DOI: 10.1016/j.str.2025.01.010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2024] [Revised: 12/04/2024] [Accepted: 01/09/2025] [Indexed: 02/07/2025]
Abstract
NEMO is an essential component in the activation of the canonical nuclear factor κB (NF-κB) pathway and exerts its function by recruiting the IκB kinases (IKK) to the IKK complex. Inhibition of the NEMO/IKKs interaction is an attractive therapeutic paradigm for diseases related to NF-κB mis-regulation, but a difficult endeavor because of the extensive protein-protein interface. Here we report the design and characterization of novel engineered constructs of the IKK-binding domain of NEMO, programmed to render this difficult protein domain amenable to NMR measurements and crystallization, while preserving its biological function. ZipNEMO binds IKKβ with nanomolar affinity, is amenable to heteronuclear nuclear magnetic resonance (NMR) techniques and structure determination by X-ray crystallography. We show that NMR spectra of zipNEMO allow to detect inhibitor binding in solution and resonance assignment. The crystal structure of zipNEMO reveals a novel ligand binding motif and the adaptability of the binding pocket and inspired the design of new peptide inhibitors.
Collapse
Affiliation(s)
- Amy E Kennedy
- Department of Chemistry, Dartmouth College, Hanover, NH 03755, USA
| | | | | | | | - Kelly A Tiernan
- Department of Chemistry, Dartmouth College, Hanover, NH 03755, USA
| | | | | | - Tanyawan Wongsri
- Department of Chemistry, Dartmouth College, Hanover, NH 03755, USA
| | - Michael J Ragusa
- Department of Chemistry, Dartmouth College, Hanover, NH 03755, USA
| | - Gevorg Grigoryan
- Department of Computer Science, Dartmouth College, Hanover, NH 03755, USA
| | - Dale F Mierke
- Department of Chemistry, Dartmouth College, Hanover, NH 03755, USA
| | - Maria Pellegrini
- Department of Chemistry, Dartmouth College, Hanover, NH 03755, USA.
| |
Collapse
|
191
|
Coppage A, Bhatnagar E, Joshi M, Siddiqui M, McRae L, Conant GC. A Class of Allopolyploidy Showing High Duplicate Retention and Continued Homoeologous Exchanges. Genome Biol Evol 2025; 17:evaf054. [PMID: 40103234 PMCID: PMC11965797 DOI: 10.1093/gbe/evaf054] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2024] [Revised: 01/30/2025] [Accepted: 03/16/2025] [Indexed: 03/20/2025] Open
Abstract
We describe four ancient polyploidy events where the descendant taxa retain many more duplicated gene copies than has been seen in other paleopolyploidies of similar ages. Using POInT (the Polyploidy Orthology Inference Tool), we modeled the evolution of these four events, showing that they do not represent recent independent polyploidies despite the rarity of shared gene losses. We find that these events have elevated rates of interlocus gene conversion and that these gene conversion events are spatially clustered in the genomes. Regions of gene conversion also show very low synonymous divergence between the corresponding paralogous genes. We suggest that these genomes have experienced a delay in the return to a diploid state after their polyploidies. Under this hypothesis, homoeologous exchanges between the duplicated regions created by the polyploidy persist to this day, explaining the high rates of duplicate retention. Genomes with these characteristics arguably represent a new class of paleopolyploid taxa because they possess evolutionary patterns distinct from the more common and well-known paradigm of the rapid loss of many of the duplicated pairs created by polyploidy.
Collapse
Affiliation(s)
- Abbey Coppage
- Department of Biological Sciences, North Carolina State University, Raleigh, NC, USA
| | - Esha Bhatnagar
- Department of Biological Sciences, North Carolina State University, Raleigh, NC, USA
| | - Mitali Joshi
- Department of Biological Sciences, North Carolina State University, Raleigh, NC, USA
| | - Mustafa Siddiqui
- Department of Biological Sciences, North Carolina State University, Raleigh, NC, USA
| | - Logan McRae
- Department of Biological Sciences, North Carolina State University, Raleigh, NC, USA
| | - Gavin C Conant
- Department of Biological Sciences, North Carolina State University, Raleigh, NC, USA
- Genetics and Genomics Academy, North Carolina State University, Raleigh, NC, USA
- Bioinformatics Research Center, North Carolina State University, Raleigh, NC, USA
| |
Collapse
|
192
|
Woo H, Chhetri G, Kim I, Park S, Lee H, Yook S, Seo T. Three Novel Bacterial Species, Roseateles flavus sp. nov., Roseateles paludis sp. nov., and Roseateles hydrophilus sp. nov., Isolated from Various Water-Related Environments. Curr Microbiol 2025; 82:226. [PMID: 40175599 DOI: 10.1007/s00284-025-04209-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2024] [Accepted: 03/19/2025] [Indexed: 04/04/2025]
Abstract
A polyphasic study was conducted to determine the taxonomic positions of three bacterial strains, designated as strains 2.12 T, DJS-2-20 T, and UHG3T, isolated from the water of an agricultural water pipe, wetland, and artificial lake, respectively. These strains were Gram-stain-negative, rod-shaped, and oxidase positive. The fatty acid profiles of all three strains revealed that the major fatty acids (> 10%) were C16:0 and summed features 3 (comprising C16:1ω6c and/or C16:1ω7c), with strain UHG3T additionally featuring C16:0 3-OH as its main fatty acid. Phosphatidylethanolamine was the major polar lipid. Ubiquinone 8 (Q-8) was the only respiratory quinone detected. The genomic G + C contents were 68.5% for strain 2.12 T, 68% for strain DJS-2-20 T, and 69% for strain UHG3T. Strains 2.12 T, DJS-2-20 T, and UHG3T had the closest 16S rRNA gene sequence similarity with R. subflavus APW6T (98.5%), R. puraquae CCUG 52769 T (98.2%), and R. puraquae CCUG 52769 T (99.4%), respectively. The pairwise amino acid identity, average nucleotide identity, and digital DNA-DNA hybridization values for strains 2.12 T, DJS-2-20 T, and UHG3T with its closely related type strain of the species were below the species delineation thresholds. The genotypic and phenotypic characteristics observed in this study indicated that strains 2.12 T (= KACC 23730 T = TBRC 19013 T), DJS-2-20 T (= KACC 23731 T = TBRC 19014 T), and UHG3T (= KACC 22636 T = TBRC 16347 T) represent three novel Roseateles species, for which we propose the names Roseateles flavus sp. nov., Roseateles paludis sp. nov., and Roseateles hydrophilus sp. nov., respectively.
Collapse
Affiliation(s)
- Haejin Woo
- Department of Life Science, Dongguk University-Seoul, Goyang, 10326, Republic of Korea
| | - Geeta Chhetri
- Department of Life Science, Dongguk University-Seoul, Goyang, 10326, Republic of Korea
| | - Inhyup Kim
- Department of Life Science, Dongguk University-Seoul, Goyang, 10326, Republic of Korea
| | - Sunho Park
- Department of Life Science, Dongguk University-Seoul, Goyang, 10326, Republic of Korea
| | - Hyunji Lee
- Department of Life Science, Dongguk University-Seoul, Goyang, 10326, Republic of Korea
| | - Subin Yook
- Department of Life Science, Dongguk University-Seoul, Goyang, 10326, Republic of Korea
| | - Taegun Seo
- Department of Life Science, Dongguk University-Seoul, Goyang, 10326, Republic of Korea.
| |
Collapse
|
193
|
Aja JA, Llorin LD, Lim KRQ, Teodosio JJ, Sioson EJ, Dy RL, Arcilla CA, Dalisay DS, Lazaro JEH. Genome mining reveals the biosynthetic potential of a novel Lysinibacillus zambalensis sp. nov., isolated from a hyperalkaline spring. Arch Microbiol 2025; 207:109. [PMID: 40169433 PMCID: PMC11961540 DOI: 10.1007/s00203-025-04316-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2024] [Revised: 02/26/2025] [Accepted: 03/22/2025] [Indexed: 04/03/2025]
Abstract
A novel bacterium, designated as strain M3T, was isolated from a hyperalkaline spring in the Philippines and identified as a new species within the genus Lysinibacillus through 16 S rRNA gene sequence and genomic analyses. Although strain M3T shared a high 16 S rRNA gene sequence similarity (> 98.7%) with many Lysinibacillus species, the digital DNA-DNA hybridization and orthologous average nucleotide identity values between strain M3T and its closet relative, Lysinibacillus xylanilyticus DSM 23,493T, were 41.2% and 90.6%, respectively-both below the established threshold for prokaryotic species delineation. Genome mining of the 5.3 Mbp-draft genome of strain M3T revealed eight biosynthetic gene clusters, which shared little sequence similarity with characterized clusters, suggesting the potential for encoding novel specialized metabolites. The cells of strain M3T were Gram-stain-positive, aerobic, rod-shaped, non-motile, and capable of endospore formation. Optimum growth was observed at 30 °C, pH 8.0, and 0.5% (w/v) NaCl. The major respiratory quinone was menaquinone-7, and the predominant polar lipids were diphosphatidylglycerol, phosphatidylethanolamine, phosphatidylglycerol, and two unknown phospholipids. Its fatty acid profile showed an elevated level of iso-C15:0, and the peptidoglycan type was determined to be A4α (L-Lys-D-Asp). This study contributes to the growing database and understanding of the genus and aims to help drive future research on the bioactive potential of the genus. Lysinibacillus zambalensis sp. nov. is proposed with strain M3T as the type strain (= TISTR 10640T = BIOTECH 10973T).
Collapse
Affiliation(s)
- Joyce Amarachi Aja
- National Institute of Molecular Biology and Biotechnology, University of the Philippines Diliman, Quezon City, Philippines
| | - Lawrence Dave Llorin
- National Institute of Molecular Biology and Biotechnology, University of the Philippines Diliman, Quezon City, Philippines
| | - Kenji Rowel Q Lim
- Center for Cardiovascular Research, Division of Cardiology, Washington University in St. Louis, St. Louis, MO, 63110, USA
| | - Jade Joshua Teodosio
- Center for Chemical Biology and Biotechnology, University of San Agustin, Iloilo City, Philippines
| | - Erwin John Sioson
- National Institute of Molecular Biology and Biotechnology, University of the Philippines Diliman, Quezon City, Philippines
- Philippine Nuclear Research Institute, Quezon City, Philippines
| | - Ron L Dy
- National Institute of Molecular Biology and Biotechnology, University of the Philippines Diliman, Quezon City, Philippines
| | - Carlo A Arcilla
- Philippine Nuclear Research Institute, Quezon City, Philippines
- National Institute of Geological Sciences, College of Science, University of the Philippines Diliman, Quezon City, Philippines
| | - Doralyn S Dalisay
- Center for Chemical Biology and Biotechnology, University of San Agustin, Iloilo City, Philippines
- Department of Biology, University of San Agustin, Iloilo City, Philippines
| | - Jose Enrico Hizon Lazaro
- National Institute of Molecular Biology and Biotechnology, University of the Philippines Diliman, Quezon City, Philippines.
| |
Collapse
|
194
|
Tang C, Tamura-Nakano M, Tachibana K. Allogenic grafting induces PI3K-mediated tissue overgrowth in hydrozoan jellyfish Cladonema radiatum medusae. DEVELOPMENTAL AND COMPARATIVE IMMUNOLOGY 2025:105367. [PMID: 40185348 DOI: 10.1016/j.dci.2025.105367] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/28/2024] [Revised: 03/05/2025] [Accepted: 03/31/2025] [Indexed: 04/07/2025]
Abstract
Allorecognition, which is the ability of an organism to discriminate between self and non-self, protects multicellular animals from somatic cell/germline parasitism. We reported and characterised allorecognition in the stolons of colonies of the hydrozoan jellyfish Cladonema radiatum (C. radiatum) in our previous publication. C. radiatum has a free-swimming medusa form besides the sessile colonial form. In this study, we investigated the allorecognition responses in the medusa form of C. radiatum. By using grafting experiments, we observed that while C. radiatum medusae show tolerance to both isogenic and allogenic chimerism, allogenic grafting induces the formation of a form of circular scars-we refer to as "ring-shaped scars"-around the grafts on the host umbrella. Within the scars, overgrowth of tissues occurs with additional gastrovascular canal development. By pharmaceutical experiments, we found that tissue overgrowth is dependent on phosphoinositide 3-kinase (PI3K) and vascular endothelial growth factor (VEGF), showing a resemblance to mammalian neoplasia.
Collapse
Affiliation(s)
- Crystal Tang
- Laboratory of Chronobiology, School of Life Science and Technology, Tokyo Institute of Technology, 4259, Nagatsuta, Midori-ku, Yokohama, 226-8501, Japan.
| | - Miwa Tamura-Nakano
- Japan Institute for Health Security, 1-21-1 Toyama, Shinjuku-ku, Tokyo, 162-8655, Japan.
| | - Kazunori Tachibana
- Laboratory of Chronobiology, School of Life Science and Technology, Tokyo Institute of Technology, 4259, Nagatsuta, Midori-ku, Yokohama, 226-8501, Japan.
| |
Collapse
|
195
|
Petersen ME, Khamas AB, Østergaard LJ, Jørgensen NP, Meyer RL. Combination therapy delays antimicrobial resistance after adaptive laboratory evolution of Staphylococcus aureus. Antimicrob Agents Chemother 2025; 69:e0148324. [PMID: 40084881 PMCID: PMC11963546 DOI: 10.1128/aac.01483-24] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2024] [Accepted: 02/17/2025] [Indexed: 03/16/2025] Open
Abstract
Antibiotic resistance, driven by misuse and overuse of antibiotics, is one of the greatest threats against human health. The antimicrobial pressure during prolonged antibiotic treatment of chronic bacterial infections selects for resistance. While antibiotic combinations may reduce resistance emergence, antibiotic-tolerant persister cells can serve as a reservoir for resistance development. Therefore, targeting these cells with anti-persister drugs might provide a novel strategy for resistance prevention. In this study, we conducted 42 days of adaptive laboratory evolution using Staphylococcus aureus exposed to rifampicin, ciprofloxacin, daptomycin, and vancomycin, alone or in combination with the anti-persister drug mitomycin C. We monitored antibiotic susceptibility daily and assessed phenotypic changes in growth and biofilm formation in evolved strains. Whole-genome sequencing revealed mutations linked to antibiotic resistance and phenotypic shifts. Rifampicin resistance developed within a few days, while ciprofloxacin and daptomycin emerged in approximately 3 weeks. Treatments with vancomycin or mitomycin C resulted in minimal changes in susceptibility. While combination therapy delayed resistance, it did not fully prevent it. Notably, the combination of rifampicin with mitomycin C maintained rifampicin susceptibility throughout the long-term evolution experiment. Sub-inhibitory antibiotic treatments selected for both previously characterized and novel mutations, including unprecedented alterations in the nucleotide excision repair system and azoreductase following mitomycin C exposure. The delayed resistance development observed with combination therapy, particularly mitomycin C's ability to suppress rifampicin resistance, suggests potential therapeutic applications. Future studies should evaluate the clinical efficacy of anti-persister drugs in preventing resistance across different bacterial pathogens and infection models.
Collapse
Affiliation(s)
| | | | | | | | - Rikke Louise Meyer
- Interdisciplinary Nanoscience Center, Aarhus University, Aarhus, Denmark
- Department of Biology, Aarhus University, Aarhus, Denmark
| |
Collapse
|
196
|
Lavallée-Adam M, Pelletier A, Diedrich JK, Pinto AFM, Martínez-Bartolomé S, Petrascheck M, Moresco JJ, Yates JR. TargetSeeker-MS: A Bayesian Inference Approach for Drug-Target Discovery Using Protein Fractionation Coupled to Mass Spectrometry. JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY 2025; 36:664-679. [PMID: 40067882 PMCID: PMC11968059 DOI: 10.1021/jasms.4c00269] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/26/2025]
Abstract
To understand the mechanism of action of a drug and assess its clinical usefulness and viability, it is imperative that its affinity for its putative targets is determined. When coupled to mass spectrometry (MS), energetics-based protein separation (EBPS) techniques, such as a thermal shift assay, have shown great potential to identify the targets of a drug on a proteome scale. Nevertheless, the computational analyses assessing the confidence of drug-target predictions made by these methods have remained tightly tied to the protocol under which the data were produced. To identify drug targets in data sets produced using different EBPS-MS techniques, we have developed a novel flexible Bayesian inference approach named TargetSeeker-MS. We showed that TargetSeeker-MS identifies known and novel drug targets in Caenorhabditis elegans and HEK 293 samples treated with the fungicide benomyl. We also demonstrated that TargetSeeker-MS' drug-target identifications are reproducible in C. elegans samples that were processed using two different EBPS techniques (thermal shift assay and a differential precipitation of proteins, named DiffPOP). In addition, we validated a novel benomyl target by measuring its altered enzymatic activity upon drug treatment in vitro. TargetSeeker-MS, which is available as a web server (https://targetseeker.scripps.edu/), allows for the rapid, versatile, and confident identification of targets of a drug on a proteome scale, thereby providing a better understanding of its mechanisms and facilitating the evaluation of its clinical viability.
Collapse
Affiliation(s)
- Mathieu Lavallée-Adam
- Department of Molecular Medicine, The Scripps Research Institute, 10550 N. Torrey Pines Rd., La Jolla, California, 92037, USA
- (Current affiliation) Department of Biochemistry, Microbiology and Immunology and Ottawa Institute of Systems Biology, Faculty of Medicine, University of Ottawa, Ottawa, Ontario K1H 8M5, Canada
| | - Alexander Pelletier
- Department of Molecular Medicine, The Scripps Research Institute, 10550 N. Torrey Pines Rd., La Jolla, California, 92037, USA
| | - Jolene K. Diedrich
- Department of Molecular Medicine, The Scripps Research Institute, 10550 N. Torrey Pines Rd., La Jolla, California, 92037, USA
- The Mass Spectrometry Core for Proteomics and Metabolomics, The Salk Institute for Biological Studies, 10010 N Torrey Pines Rd., La Jolla, California, 92037, USA
| | - Antonio F. M. Pinto
- Department of Molecular Medicine, The Scripps Research Institute, 10550 N. Torrey Pines Rd., La Jolla, California, 92037, USA
- The Mass Spectrometry Core for Proteomics and Metabolomics, The Salk Institute for Biological Studies, 10010 N Torrey Pines Rd., La Jolla, California, 92037, USA
| | - Salvador Martínez-Bartolomé
- Department of Molecular Medicine, The Scripps Research Institute, 10550 N. Torrey Pines Rd., La Jolla, California, 92037, USA
| | - Michael Petrascheck
- Department of Molecular Medicine, The Scripps Research Institute, 10550 N. Torrey Pines Rd., La Jolla, California, 92037, USA
| | - James J. Moresco
- Department of Molecular Medicine, The Scripps Research Institute, 10550 N. Torrey Pines Rd., La Jolla, California, 92037, USA
- The Mass Spectrometry Core for Proteomics and Metabolomics, The Salk Institute for Biological Studies, 10010 N Torrey Pines Rd., La Jolla, California, 92037, USA
- (Current affiliation) Center for the Genetics of Host Defense, University of Texas Southwestern Medical Center, Dallas, TX 75390
| | - John R. Yates
- Department of Molecular Medicine, The Scripps Research Institute, 10550 N. Torrey Pines Rd., La Jolla, California, 92037, USA
- The Mass Spectrometry Core for Proteomics and Metabolomics, The Salk Institute for Biological Studies, 10010 N Torrey Pines Rd., La Jolla, California, 92037, USA
| |
Collapse
|
197
|
Zhu L, Fang Y, Liu S, Shen HB, De Neve W, Pan X. ToxDL 2.0: Protein toxicity prediction using a pretrained language model and graph neural networks. Comput Struct Biotechnol J 2025; 27:1538-1549. [PMID: 40276117 PMCID: PMC12018212 DOI: 10.1016/j.csbj.2025.04.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/26/2024] [Revised: 03/31/2025] [Accepted: 04/01/2025] [Indexed: 04/26/2025] Open
Abstract
Motivation Assessing the potential toxicity of proteins is crucial for both therapeutic and agricultural applications. Traditional experimental methods for protein toxicity evaluation are time-consuming, expensive, and labor-intensive, highlighting the requirement for efficient computational approaches. Recent advancements in language models and deep learning have significantly improved protein toxicity prediction, yet current models often lack the ability to integrate evolutionary and structural information, which is crucial for accurate toxicity assessment of proteins. Results In this study, we present ToxDL 2.0, a novel multimodal deep learning model for protein toxicity prediction that integrates both evolutionary and structural information derived from a pretrained language model and AlphaFold2. ToxDL 2.0 consists of three key modules: (1) a Graph Convolutional Network (GCN) module for generating protein graph embeddings based on AlphaFold2-predicted structures, (2) a domain embedding module for capturing protein domain representations, and (3) a dense module that combines these embeddings to predict the toxicity. After constructing a comprehensive toxicity benchmark dataset, we obtained experimental results on both an original non-redundant test set (comprising pre-2022 protein sequences) and an independent non-redundant test set (a holdout set of post-2022 protein sequences), demonstrating that ToxDL 2.0 outperforms existing state-of-the-art methods. Additionally, we utilized Integrated Gradients to discover known toxic motifs associated with protein toxicity. A web server for ToxDL 2.0 is publicly available at www.csbio.sjtu.edu.cn/bioinf/ToxDL2/.
Collapse
Affiliation(s)
- Lin Zhu
- School of Health Science and Engineering, University of Shanghai for Science and Technology, Shanghai 200093, China
| | - Yi Fang
- Department of Automation, Institute of Image Processing and Pattern Recognition, Shanghai Jiao Tong University, Shanghai 200240, China
- Key Laboratory of System Control and Information Processing, Ministry of Education of China, Shanghai 200240, China
| | - Shuting Liu
- School of Health Science and Engineering, University of Shanghai for Science and Technology, Shanghai 200093, China
| | - Hong-Bin Shen
- Department of Automation, Institute of Image Processing and Pattern Recognition, Shanghai Jiao Tong University, Shanghai 200240, China
- Key Laboratory of System Control and Information Processing, Ministry of Education of China, Shanghai 200240, China
| | - Wesley De Neve
- Department for Electronics and Information Systems, IDLab, Ghent University, Ghent 9000, Belgium
- Department of Environmental Technology, Food Technology and Molecular Biotechnology, Center for Biotech Data Science, Ghent University Global Campus, Songdo, Incheon 305-701, South Korea
| | - Xiaoyong Pan
- Department of Automation, Institute of Image Processing and Pattern Recognition, Shanghai Jiao Tong University, Shanghai 200240, China
- Key Laboratory of System Control and Information Processing, Ministry of Education of China, Shanghai 200240, China
| |
Collapse
|
198
|
Wang Q, Gong Z, Zhu Z. High temperature-responsive DEAR4 condensation confers thermotolerance through recruiting TOPLESS in Arabidopsis nucleus. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2025; 122:e70172. [PMID: 40265976 DOI: 10.1111/tpj.70172] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/08/2025] [Revised: 03/25/2025] [Accepted: 04/08/2025] [Indexed: 04/24/2025]
Abstract
Global warming is harmful to plants and threatens crop yields in the world. In contrast to other abiotic stresses, the molecular mechanisms for plant high temperature perception and signaling are still not fully understood. Here, we report that transcription factor DREB AND EAR MOTIF PROTEIN 4 (DEAR4) positively regulates heat tolerance in Arabidopsis thaliana. We further reveal that DEAR4 proteins undergo liquid-liquid phase separation (LLPS) and high temperature could induce DEAR4 condensate formation in the nucleus. Moreover, DEAR4 recruits the transcriptional co-repressor TOPLESS (TPL) into the nuclear speckles under high temperature. The high temperature triggered DEAR4-TPL co-condensates enhance their transcriptional repression activity through modulating histone deacetylation levels of GASA5, which is a reported negative regulator of HEAT SHOCK PROTEINs (HSPs). A genome-wide transcriptional landscape study confirms that DEAR4 induces the expression of multiple HSPs. Taken together, we illustrate a transcriptional repression mechanism mediated by DEAR4 through LLPS to confer plants thermotolerance and open a new avenue for translating this knowledge into crops for improving their heat resistance.
Collapse
Affiliation(s)
- Qi Wang
- College of Life Sciences, Nanjing Normal University, Nanjing, 210023, China
| | - Zhen Gong
- College of Life Sciences, Nanjing Normal University, Nanjing, 210023, China
| | - Ziqiang Zhu
- College of Life Sciences, Nanjing Normal University, Nanjing, 210023, China
- State Key Laboratory of Tree Genetics and Breeding, Nanjing Forestry University, Nanjing, 210037, China
| |
Collapse
|
199
|
Padva L, Gullick J, Coe LJ, Hansen MH, De Voss JJ, Crüsemann M, Cryle MJ. The Biarylitides: Understanding the Structure and Biosynthesis of a Fascinating Class of Cytochrome P450 Modified RiPP Natural Products. Chembiochem 2025; 26:e202400916. [PMID: 39714378 PMCID: PMC12002111 DOI: 10.1002/cbic.202400916] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2024] [Revised: 12/19/2024] [Accepted: 12/20/2024] [Indexed: 12/24/2024]
Abstract
The biarylitides are a recently discovered class of RiPP natural products that are fascinating both from the small size of the core peptides as well as the diversity of peptide crosslinking exhibited by the cytochrome P450 enzymes found in these systems. In this review, we address the discovery and biosynthetic diversity of these systems and discuss the methods and challenges of analysing the structures of these constrained cyclic peptides. We also discuss the structures of the P450 enzymes involved in these pathways and address the potential for alternate catalytic outcomes and activities as seen most recently with the inclusion of biarylitide related enzymes within rufomycin biosynthesis.
Collapse
Affiliation(s)
- Leo Padva
- Institute of Pharmaceutical BiologyUniversity of Bonn53115BonnGermany
| | - Jemma Gullick
- Department of Biochemistry and Molecular BiologyThe Monash Biomedicine Discovery InstituteMonash UniversityClaytonVIC 3800Australia
- EMBL AustraliaMonash UniversityClaytonVIC 3800Australia
- ARC Centre of Excellence for Innovations in Peptide and Protein ScienceClaytonVIC 3800Australia
| | - Laura J. Coe
- School of Chemistry and Molecular BiosciencesThe University of QueenslandBrisbaneQLD 4072Australia
| | - Mathias H. Hansen
- Department of Biochemistry and Molecular BiologyThe Monash Biomedicine Discovery InstituteMonash UniversityClaytonVIC 3800Australia
- EMBL AustraliaMonash UniversityClaytonVIC 3800Australia
- ARC Centre of Excellence for Innovations in Peptide and Protein ScienceClaytonVIC 3800Australia
| | - James J. De Voss
- ARC Centre of Excellence for Innovations in Peptide and Protein ScienceClaytonVIC 3800Australia
- School of Chemistry and Molecular BiosciencesThe University of QueenslandBrisbaneQLD 4072Australia
| | - Max Crüsemann
- Institute of Pharmaceutical BiologyUniversity of Bonn53115BonnGermany
- ARC Centre of Excellence for Innovations in Peptide and Protein ScienceClaytonVIC 3800Australia
- Institute of Pharmaceutical BiologyGoethe University of Frankfurt60438FrankfurtGermany
| | - Max J. Cryle
- Department of Biochemistry and Molecular BiologyThe Monash Biomedicine Discovery InstituteMonash UniversityClaytonVIC 3800Australia
- EMBL AustraliaMonash UniversityClaytonVIC 3800Australia
- ARC Centre of Excellence for Innovations in Peptide and Protein ScienceClaytonVIC 3800Australia
| |
Collapse
|
200
|
Chakraborty S, Ganguli D, Nagaraja T, Gope A, Dey S, Pal A, Mandal RS, Das SS, Das S. Salmonella Typhi serine threonine kinase T4519 induces lysosomal membrane permeabilization by manipulating Toll-like receptor 2-Cystatin B-Cathepsin B-NF-κB-reactive oxygen species pathway and promotes survival within human macrophages. PLoS Pathog 2025; 21:e1013041. [PMID: 40168426 PMCID: PMC11984733 DOI: 10.1371/journal.ppat.1013041] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2024] [Revised: 04/10/2025] [Accepted: 03/12/2025] [Indexed: 04/03/2025] Open
Abstract
Intracellular pathogens of Salmonella spp. survive and replicate within the phagosomes, called Salmonella-containing vacuoles (SCVs) inside macrophages by manipulating phagosomal maturation and phagolysosome formation. While controversies exist about the phagosomal traffic of Salmonella Typhimurium, little studies were carried out with the intracellular survival mechanisms of Salmonella Typhi (S. Typhi). We had previously reported that a eukaryote-like serine/threonine kinase of S. Typhi (T4519) contributes to survival within macrophages and activates host pro-inflammatory signaling pathways regulated by NF-κB. However, neither the mechanisms underlying NF-κB activation nor how it contributes to intracellular survival of S. Typhi were studied. Here we show, by using antibody-mediated blocking and gene knockdown studies that T4519 activates Toll-like receptor 2 (TLR2) signals in the human monocyte-derived macrophages. We computationally predicted the NH2-terminal glycine rich repeat domain of T4519 as the TLR2-binding moiety and confirmed the interaction by co-immunoprecipitation experiment. TLR2-T4519 interaction transcriptionally repressed cystatin B, a cathepsin B inhibitor, leading to the activation of cytosolic cathepsin B, leaked from the lysosomes of the infected cells. Through a series of RT-qPCR, western blotting, gene knockdown, flow cytometry and confocal microscopy experiments, we have shown that active cytosolic cathepsin B cleaves IKB-α, resulting in nuclear translocation of NF-κB and transactivation of its target genes, including reactive oxygen species (ROS), which in turn induces lysosomal membrane permeabilization (LMP). TLR2-dependent targeting of the cystatin B-cathepsin B-NF-κB-ROS pathways by T4519, leading to LMP promotes phagosomal survival of S. Typhi. This study describes a unique mechanism of the exploitation of host NF-κB signaling pathways by bacterial pathogens to promote its own persistence within macrophage cells.
Collapse
Affiliation(s)
- Swarnali Chakraborty
- Department of Clinical Medicine, ICMR - National Institute for Research in Bacterial Infections, Kolkata, West Bengal, India
| | - Debayan Ganguli
- Division of Infectious Diseases, Washington school of medicine, St. Louis, Missouri, United States of America
| | - Theeya Nagaraja
- Biocon Biologics Limited- R&D centre, Chennai, Tamil Nadu, India
| | - Animesh Gope
- Department of Clinical Medicine, ICMR - National Institute for Research in Bacterial Infections, Kolkata, West Bengal, India
| | - Sudip Dey
- Department of Clinical Medicine, ICMR - National Institute for Research in Bacterial Infections, Kolkata, West Bengal, India
| | - Ananda Pal
- Department of Clinical Medicine, ICMR - National Institute for Research in Bacterial Infections, Kolkata, West Bengal, India
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, Uttar Pradesh, India.
| | - Rahul Shubhra Mandal
- Department of Cancer Biology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
| | - Sudipta Sekhar Das
- Department of Cancer, Apollo Multispeciality Hospitals Limited, Kolkata, West Bengal, India
| | - Santasabuj Das
- Department of Clinical Medicine, ICMR - National Institute for Research in Bacterial Infections, Kolkata, West Bengal, India
- ICMR-National Institute of Occupational Health, Ahmedabad, Gujarat, India
| |
Collapse
|