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Ortiz-Vilchis P, De-la-Cruz-García JS, Ramirez-Arellano A. Identification of Relevant Protein Interactions with Partial Knowledge: A Complex Network and Deep Learning Approach. BIOLOGY 2023; 12:140. [PMID: 36671832 PMCID: PMC9856098 DOI: 10.3390/biology12010140] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/15/2022] [Revised: 01/11/2023] [Accepted: 01/12/2023] [Indexed: 01/18/2023]
Abstract
Protein-protein interactions (PPIs) are the basis for understanding most cellular events in biological systems. Several experimental methods, e.g., biochemical, molecular, and genetic methods, have been used to identify protein-protein associations. However, some of them, such as mass spectrometry, are time-consuming and expensive. Machine learning (ML) techniques have been widely used to characterize PPIs, increasing the number of proteins analyzed simultaneously and optimizing time and resources for identifying and predicting protein-protein functional linkages. Previous ML approaches have focused on well-known networks or specific targets but not on identifying relevant proteins with partial or null knowledge of the interaction networks. The proposed approach aims to generate a relevant protein sequence based on bidirectional Long-Short Term Memory (LSTM) with partial knowledge of interactions. The general framework comprises conducting a scale-free and fractal complex network analysis. The outcome of these analyses is then used to fine-tune the fractal method for the vital protein extraction of PPI networks. The results show that several PPI networks are self-similar or fractal, but that both features cannot coexist. The generated protein sequences (by the bidirectional LSTM) also contain an average of 39.5% of proteins in the original sequence. The average length of the generated sequences was 17% of the original one. Finally, 95% of the generated sequences were true.
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Affiliation(s)
- Pilar Ortiz-Vilchis
- Sección de Estudios de Posgrado e Investigación, Escuela Superior de Medicina, Instituto Politécnico Nacional, Mexico City 11340, Mexico
| | - Jazmin-Susana De-la-Cruz-García
- Sección de Estudios de Posgrado e Investigación, Unidad Profesional Interdisciplinaria de Ingeniería y Ciencias Sociales y Administrativas, Instituto Politécnico Nacional, Mexico City 08400, Mexico
| | - Aldo Ramirez-Arellano
- Sección de Estudios de Posgrado e Investigación, Unidad Profesional Interdisciplinaria de Ingeniería y Ciencias Sociales y Administrativas, Instituto Politécnico Nacional, Mexico City 08400, Mexico
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James SW, Palmer J, Keller NP, Brown ML, Dunworth MR, Francisco SG, Watson KG, Titchen B, Achimovich A, Mahoney A, Artemiou JP, Buettner KG, Class M, Sydenstricker AL, Anglin SL. A reciprocal translocation involving Aspergillus nidulans snxAHrb1/Gbp2 and gyfA uncovers a new regulator of the G2-M transition and reveals a role in transcriptional repression for the setBSet2 histone H3-lysine-36 methyltransferase. Genetics 2022; 222:iyac130. [PMID: 36005881 PMCID: PMC9526064 DOI: 10.1093/genetics/iyac130] [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: 06/27/2022] [Accepted: 08/09/2022] [Indexed: 12/24/2022] Open
Abstract
Aspergillus nidulans snxA, an ortholog of Saccharomyces cerevisiae Hrb1/Gbp2 messenger RNA shuttle proteins, is-in contrast to budding yeast-involved in cell cycle regulation, in which snxA1 and snxA2 mutations as well as a snxA deletion specifically suppress the heat sensitivity of mutations in regulators of the CDK1 mitotic induction pathway. snxA mutations are strongly cold sensitive, and at permissive temperature snxA mRNA and protein expression are strongly repressed. Initial attempts to identify the causative snxA mutations revealed no defects in the SNXA protein. Here, we show that snxA1/A2 mutations resulted from an identical chromosome I-II reciprocal translocation with breakpoints in the snxA first intron and the fourth exon of a GYF-domain gene, gyfA. Surprisingly, a gyfA deletion and a reconstructed gyfA translocation allele suppressed the heat sensitivity of CDK1 pathway mutants in a snxA+ background, demonstrating that 2 unrelated genes, snxA and gyfA, act through the CDK1-CyclinB axis to restrain the G2-M transition, and for the first time identifying a role in G2-M regulation for a GYF-domain protein. To better understand snxA1/A2-reduced expression, we generated suppressors of snxA cold sensitivity in 2 genes: (1) loss of the abundant nucleolar protein Nsr1/nucleolin bypassed the requirement for snxA and (2) loss of the Set2 histone H3 lysine36 (H3K36) methyltransferase or a nonmethylatable histone H3K36L mutant rescued hypomorphic snxA mutants by restoring full transcriptional proficiency, indicating that methylation of H3K36 acts normally to repress snxA transcription. These observations are in line with known Set2 functions in preventing excessive and cryptic transcription of active genes.
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Affiliation(s)
- Steven W James
- Department of Biology, Gettysburg College, Gettysburg, PA 17325, USA
| | - Jonathan Palmer
- Data Analytics, Genencor Technology Center, IFF, Palo Alto, CA, 94306, USA
| | - Nancy P Keller
- Department of Medical Microbiology and Immunology, University of Wisconsin—Madison, Madison, WI 53726, USA
| | - Morgan L Brown
- Department of Cell and Developmental Biology, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Matthew R Dunworth
- Department of Cell Biology, Johns Hopkins School of Medicine, Baltimore, MD 21218, USA
| | - Sarah G Francisco
- Department of Otolaryngology, Boston Children’s Hospital, Boston, MA 02115, USA
| | - Katherine G Watson
- School of Medicine, Noorda College of Osteopathic Medicine, Provo, UT 84606, USA
| | - Breanna Titchen
- Department of Biological and Biomedical Sciences, Harvard University, Cambridge, MA 02138, USA
| | - Alecia Achimovich
- Department of Chemistry, Gettysburg College, Gettysburg, PA 17325, USA
| | - Andrew Mahoney
- Department of Chemistry, Emory University, Atlanta, GA 30322, USA
| | | | - Kyra G Buettner
- School of Medicine, Thomas Jefferson University, Philadelphia, PA 19144, USA
| | - Madelyn Class
- School of Medicine, Temple University, Philadelphia, PA 19140, USA
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Osés-Ruiz M, Sakulkoo W, Littlejohn GR, Martin-Urdiroz M, Talbot NJ. Two independent S-phase checkpoints regulate appressorium-mediated plant infection by the rice blast fungus Magnaporthe oryzae. Proc Natl Acad Sci U S A 2017; 114:E237-E244. [PMID: 28028232 PMCID: PMC5240714 DOI: 10.1073/pnas.1611307114] [Citation(s) in RCA: 53] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023] Open
Abstract
To cause rice blast disease, the fungal pathogen Magnaporthe oryzae develops a specialized infection structure called an appressorium. This dome-shaped, melanin-pigmented cell generates enormous turgor and applies physical force to rupture the rice leaf cuticle using a rigid penetration peg. Appressorium-mediated infection requires septin-dependent reorientation of the F-actin cytoskeleton at the base of the infection cell, which organizes polarity determinants necessary for plant cell invasion. Here, we show that plant infection by M. oryzae requires two independent S-phase cell-cycle checkpoints. Initial formation of appressoria on the rice leaf surface requires an S-phase checkpoint that acts through the DNA damage response (DDR) pathway, involving the Cds1 kinase. By contrast, appressorium repolarization involves a novel, DDR-independent S-phase checkpoint, triggered by appressorium turgor generation and melanization. This second checkpoint specifically regulates septin-dependent, NADPH oxidase-regulated F-actin dynamics to organize the appressorium pore and facilitate entry of the fungus into host tissue.
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Affiliation(s)
- Míriam Osés-Ruiz
- School of Biosciences, University of Exeter, Exeter EX4 4QD, United Kingdom
| | - Wasin Sakulkoo
- School of Biosciences, University of Exeter, Exeter EX4 4QD, United Kingdom
| | | | | | - Nicholas J Talbot
- School of Biosciences, University of Exeter, Exeter EX4 4QD, United Kingdom
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Strom NB, Bushley KE. Two genomes are better than one: history, genetics, and biotechnological applications of fungal heterokaryons. Fungal Biol Biotechnol 2016; 3:4. [PMID: 28955463 PMCID: PMC5611628 DOI: 10.1186/s40694-016-0022-x] [Citation(s) in RCA: 46] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2016] [Accepted: 04/11/2016] [Indexed: 02/08/2023] Open
Abstract
Heterokaryosis is an integral part of the parasexual cycle used by predominantly asexual fungi to introduce and maintain genetic variation in populations. Research into fungal heterokaryons began in 1912 and continues to the present day. Heterokaryosis may play a role in the ability of fungi to respond to their environment, including the adaptation of arbuscular mycorrhizal fungi to different plant hosts. The parasexual cycle has enabled advances in fungal genetics, including gene mapping and tests of complementation, dominance, and vegetative compatibility in predominantly asexual fungi. Knowledge of vegetative compatibility groups has facilitated population genetic studies and enabled the design of innovative methods of biocontrol. The vegetative incompatibility response has the potential to be used as a model system to study biological aspects of some human diseases, including neurodegenerative diseases and cancer. By combining distinct traits through the formation of artificial heterokaryons, fungal strains with superior properties for antibiotic and enzyme production, fermentation, biocontrol, and bioremediation have been produced. Future biotechnological applications may include site-specific biocontrol or bioremediation and the production of novel pharmaceuticals.
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Affiliation(s)
- Noah B Strom
- Department of Plant Biology, University of Minnesota, 826 Biological Sciences, 1445 Gortner Avenue, Saint Paul, MN 55108 USA
| | - Kathryn E Bushley
- Department of Plant Biology, University of Minnesota, 826 Biological Sciences, 1445 Gortner Avenue, Saint Paul, MN 55108 USA
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Martínez-Lumbreras S, Taverniti V, Zorrilla S, Séraphin B, Pérez-Cañadillas JM. Gbp2 interacts with THO/TREX through a novel type of RRM domain. Nucleic Acids Res 2015; 44:437-48. [PMID: 26602689 PMCID: PMC4705658 DOI: 10.1093/nar/gkv1303] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2015] [Accepted: 11/07/2015] [Indexed: 12/11/2022] Open
Abstract
Metazoan SR and SR-like proteins are important regulatory factors in RNA splicing, export, translation and RNA decay. We determined the NMR structures and nucleic acid interaction modes of Gbp2 and Hrb1, two paralogous budding yeast proteins with similarities to mammalian SR proteins. Gbp2 RRM1 and RRM2 recognise preferentially RNAs containing the core motif GGUG. Sequence selectivity resides in a non-canonical interface in RRM2 that is highly related to the SRSF1 pseudoRRM. The atypical Gbp2/Hrb1 C-terminal RRM domains (RRM3) do not interact with RNA/DNA, likely because of their novel N-terminal extensions that block the canonical RNA binding interface. Instead, we discovered that RRM3 is crucial for interaction with the THO/TREX complex and identified key residues essential for this interaction. Moreover, Gbp2 interacts genetically with Tho2 as the double deletion shows a synthetic phenotype and preventing Gbp2 interaction with the THO/TREX complex partly supresses gene expression defect associated with inactivation of the latter complex. These findings provide structural and functional insights into the contribution of SR-like proteins in the post-transcriptional control of gene expression.
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Affiliation(s)
- Santiago Martínez-Lumbreras
- Department of Biological Physical Chemistry, Instituto de Química-Física 'Rocasolano', CSIC, Serrano-119, 28006 Madrid, Spain
| | - Valerio Taverniti
- Equipe Labellisée La Ligue, Institut de Génétique et de Biologie Moléculaire et Cellulaire (IGMBC), Centre National de Recherche Scientifique (CNRS) UMR 7104/Institut National de Santé et de Recherche Médicale (INSERM) U964/Université de Strasbourg, 67404 Illkirch, France
| | - Silvia Zorrilla
- Department of Cellular and Molecular Biology, Centro de Investigaciones Biológicas, CSIC, Madrid, Spain
| | - Bertrand Séraphin
- Equipe Labellisée La Ligue, Institut de Génétique et de Biologie Moléculaire et Cellulaire (IGMBC), Centre National de Recherche Scientifique (CNRS) UMR 7104/Institut National de Santé et de Recherche Médicale (INSERM) U964/Université de Strasbourg, 67404 Illkirch, France
| | - José Manuel Pérez-Cañadillas
- Department of Biological Physical Chemistry, Instituto de Química-Física 'Rocasolano', CSIC, Serrano-119, 28006 Madrid, Spain
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