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Ruiz Puentes P, Rueda-Gensini L, Valderrama N, Hernández I, González C, Daza L, Muñoz-Camargo C, Cruz JC, Arbeláez P. Predicting target-ligand interactions with graph convolutional networks for interpretable pharmaceutical discovery. Sci Rep 2022; 12:8434. [PMID: 35589824 PMCID: PMC9119967 DOI: 10.1038/s41598-022-12180-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2022] [Accepted: 05/05/2022] [Indexed: 02/08/2023] Open
Abstract
Drug Discovery is an active research area that demands great investments and generates low returns due to its inherent complexity and great costs. To identify potential therapeutic candidates more effectively, we propose protein–ligand with adversarial augmentations network (PLA-Net), a deep learning-based approach to predict target–ligand interactions. PLA-Net consists of a two-module deep graph convolutional network that considers ligands’ and targets’ most relevant chemical information, successfully combining them to find their binding capability. Moreover, we generate adversarial data augmentations that preserve relevant biological backgrounds and improve the interpretability of our model, highlighting the relevant substructures of the ligands reported to interact with the protein targets. Our experiments demonstrate that the joint ligand–target information and the adversarial augmentations significantly increase the interaction prediction performance. PLA-Net achieves 86.52% in mean average precision for 102 target proteins with perfect performance for 30 of them, in a curated version of actives as decoys dataset. Lastly, we accurately predict pharmacologically-relevant molecules when screening the ligands of ChEMBL and drug repurposing Hub datasets with the perfect-scoring targets.
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Affiliation(s)
- Paola Ruiz Puentes
- Center for Research and Formation in Artificial Intelligence, Universidad de los Andes, Bogotá, 111711, Colombia.,Department of Biomedical Engineering, Universidad de los Andes, Bogotá, 111711, Colombia
| | - Laura Rueda-Gensini
- Center for Research and Formation in Artificial Intelligence, Universidad de los Andes, Bogotá, 111711, Colombia.,Department of Biomedical Engineering, Universidad de los Andes, Bogotá, 111711, Colombia
| | - Natalia Valderrama
- Center for Research and Formation in Artificial Intelligence, Universidad de los Andes, Bogotá, 111711, Colombia.,Department of Biomedical Engineering, Universidad de los Andes, Bogotá, 111711, Colombia
| | - Isabela Hernández
- Center for Research and Formation in Artificial Intelligence, Universidad de los Andes, Bogotá, 111711, Colombia.,Department of Biomedical Engineering, Universidad de los Andes, Bogotá, 111711, Colombia
| | - Cristina González
- Center for Research and Formation in Artificial Intelligence, Universidad de los Andes, Bogotá, 111711, Colombia.,Department of Biomedical Engineering, Universidad de los Andes, Bogotá, 111711, Colombia
| | - Laura Daza
- Center for Research and Formation in Artificial Intelligence, Universidad de los Andes, Bogotá, 111711, Colombia.,Department of Biomedical Engineering, Universidad de los Andes, Bogotá, 111711, Colombia
| | - Carolina Muñoz-Camargo
- Department of Biomedical Engineering, Universidad de los Andes, Bogotá, 111711, Colombia
| | - Juan C Cruz
- Department of Biomedical Engineering, Universidad de los Andes, Bogotá, 111711, Colombia
| | - Pablo Arbeláez
- Center for Research and Formation in Artificial Intelligence, Universidad de los Andes, Bogotá, 111711, Colombia. .,Department of Biomedical Engineering, Universidad de los Andes, Bogotá, 111711, Colombia.
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2
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Xiu MX, Liu YM, Chen GY, Hu C, Kuang BH. Identifying Hub Genes, Key Pathways and Immune Cell Infiltration Characteristics in Pediatric and Adult Ulcerative Colitis by Integrated Bioinformatic Analysis. Dig Dis Sci 2021; 66:3002-3014. [PMID: 32974809 DOI: 10.1007/s10620-020-06611-w] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/23/2019] [Accepted: 09/10/2020] [Indexed: 12/19/2022]
Abstract
BACKGROUND AND AIMS In the present study, we investigated the differentially expressed genes (DEGs), pathways and immune cell infiltration characteristics of pediatric and adult ulcerative colitis (UC). METHODS We conducted DEG analysis using the microarray dataset GSE87473 containing 19 pediatric and 87 adult UC samples downloaded from the Gene Expression Omnibus. Gene ontology and pathway enrichment analyses were conducted using Metascape. We constructed the protein-protein interaction (PPI) network and the drug-target interaction network of DEGs and identified hub modules and genes using Cytoscape and analyzed immune cell infiltration in pediatric and adult UC using CIBERSORT. RESULTS In total, 1700 DEGs were screened from the dataset. These genes were enriched mainly in inter-cellular items relating to cell junctions, cell adhesion, actin cytoskeleton and transmembrane receptor signaling pathways and intra-cellular items relating to the splicing, metabolism and localization of RNA. CDC42, POLR2A, RAC1, PIK3R1, MAPK1 and SRC were identified as hub DEGs. Immune cell infiltration analysis revealed higher proportions of naive B cells, resting memory T helper cells, regulatory T cells, monocytes, M0 macrophages and activated mast cells in pediatric UC, along with lower proportions of memory B cells, follicular helper T cells, γδ T cells, M2 macrophages, and activated dendritic cells. CONCLUSIONS Our study suggested that hub genes CDC42, POLR2A, RAC1, PIK3R1, MAPK1 and SRC and immune cells including B cells, T cells, monocytes, macrophages and mast cells play vital roles in the pathological differences between pediatric and adult UC and may serve as potential biomarkers in the diagnosis and treatment of UC.
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Affiliation(s)
- Meng-Xi Xiu
- Medical School of Nanchang University, 603 Bayi Road, Nanchang, 330006, Jiangxi, China
| | - Yuan-Meng Liu
- Medical School of Nanchang University, 603 Bayi Road, Nanchang, 330006, Jiangxi, China
| | - Guang-Yuan Chen
- Medical School of Nanchang University, 603 Bayi Road, Nanchang, 330006, Jiangxi, China
| | - Cong Hu
- Medical School of Nanchang University, 603 Bayi Road, Nanchang, 330006, Jiangxi, China
| | - Bo-Hai Kuang
- Medical School of Nanchang University, 603 Bayi Road, Nanchang, 330006, Jiangxi, China.
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3
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Gordon MH, Anowai A, Young D, Das N, Campden RI, Sekhon H, Myers Z, Mainoli B, Chopra S, Thuy-Boun PS, Kizhakkedathu J, Bindra G, Jijon HB, Heitman S, Yates R, Wolan DW, Edgington-Mitchell LE, MacNaughton WK, Dufour A. N-Terminomics/TAILS Profiling of Proteases and Their Substrates in Ulcerative Colitis. ACS Chem Biol 2019; 14:2471-2483. [PMID: 31393699 DOI: 10.1021/acschembio.9b00608] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Dysregulated protease activity is often implicated in the initiation of inflammation and immune cell recruitment in gastrointestinal inflammatory diseases. Using N-terminomics/TAILS (terminal amine isotopic labeling of substrates), we compared proteases, along with their substrates and inhibitors, between colonic mucosal biopsies of healthy patients and those with ulcerative colitis (UC). Among the 1642 N-termini enriched using TAILS, increased endogenous processing of proteins was identified in UC compared to healthy patients. Changes in the reactome pathways for proteins associated with metabolism, adherens junction proteins (E-cadherin, liver-intestinal cadherin, catenin alpha-1, and catenin delta-1), and neutrophil degranulation were identified between the two groups. Increased neutrophil infiltration and distinct proteases observed in ulcerative colitis may result in extensive break down, altered processing, or increased remodeling of adherens junctions and other cellular functions. Analysis of the preferred proteolytic cleavage sites indicated that the majority of proteolytic activity and processing comes from host proteases, but that key microbial proteases may also play a role in maintaining homeostasis. Thus, the identification of distinct proteases and processing of their substrates improves the understanding of dysregulated proteolysis in normal intestinal physiology and ulcerative colitis.
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Affiliation(s)
- Marilyn H. Gordon
- Department of Physiology and Pharmacology, University of Calgary, Calgary, Alberta, Canada T2N 4N1
| | - Anthonia Anowai
- Department of Biochemistry and Molecular Biology, University of Calgary, Calgary, Alberta, Canada T2N 4N1
- McCaig Institute for Bone and Joint Health, University of Calgary, Calgary, Alberta, Canada T2N 4N1
| | - Daniel Young
- Department of Physiology and Pharmacology, University of Calgary, Calgary, Alberta, Canada T2N 4N1
- McCaig Institute for Bone and Joint Health, University of Calgary, Calgary, Alberta, Canada T2N 4N1
| | - Nabangshu Das
- Department of Physiology and Pharmacology, University of Calgary, Calgary, Alberta, Canada T2N 4N1
- McCaig Institute for Bone and Joint Health, University of Calgary, Calgary, Alberta, Canada T2N 4N1
| | - Rhiannon I. Campden
- Department of Biochemistry and Molecular Biology, University of Calgary, Calgary, Alberta, Canada T2N 4N1
- Department of Comparative Biology and Experimental Medicine, University of Calgary, Calgary, Alberta, Canada T2N 4N1
| | - Henna Sekhon
- Department of Physiology and Pharmacology, University of Calgary, Calgary, Alberta, Canada T2N 4N1
- McCaig Institute for Bone and Joint Health, University of Calgary, Calgary, Alberta, Canada T2N 4N1
| | - Zoe Myers
- Department of Physiology and Pharmacology, University of Calgary, Calgary, Alberta, Canada T2N 4N1
- McCaig Institute for Bone and Joint Health, University of Calgary, Calgary, Alberta, Canada T2N 4N1
| | - Barbara Mainoli
- Department of Physiology and Pharmacology, University of Calgary, Calgary, Alberta, Canada T2N 4N1
- McCaig Institute for Bone and Joint Health, University of Calgary, Calgary, Alberta, Canada T2N 4N1
| | - Sameeksha Chopra
- Department of Physiology and Pharmacology, University of Calgary, Calgary, Alberta, Canada T2N 4N1
- McCaig Institute for Bone and Joint Health, University of Calgary, Calgary, Alberta, Canada T2N 4N1
| | - Peter S. Thuy-Boun
- Departments of Molecular Medicine and Integrative Structural and Computational Biology, The Scripps Research Institute, 10550 North Torrey Pines Road, La Jolla, California 92037, United States
| | - Jayachandran Kizhakkedathu
- Department of Pathology and Laboratory Medicine and Department of Chemistry, University of British Columbia, Vancouver, British Columbia V6T 1Z2, Canada
| | - Gurmeet Bindra
- Department of Medicine, Division of Gastroenterology, University of Calgary, Calgary, Alberta, Canada T2N 4N1
| | - Humberto B. Jijon
- Department of Medicine, Division of Gastroenterology, University of Calgary, Calgary, Alberta, Canada T2N 4N1
| | - Steven Heitman
- Department of Medicine, Division of Gastroenterology, University of Calgary, Calgary, Alberta, Canada T2N 4N1
| | - Robin Yates
- Department of Comparative Biology and Experimental Medicine, University of Calgary, Calgary, Alberta, Canada T2N 4N1
| | - Dennis W. Wolan
- Departments of Molecular Medicine and Integrative Structural and Computational Biology, The Scripps Research Institute, 10550 North Torrey Pines Road, La Jolla, California 92037, United States
| | - Laura E. Edgington-Mitchell
- Department of Biochemistry and Molecular Biology, Bio21 Molecular Science and Biotechnology Institute, The University of Melbourne, Victoria, Parkville, Australia
- Drug Discovery Biology, Monash Institute of Pharmaceutical Sciences, Monash University, Parkville, Victoria, Australia
- Department of Oral and Maxillofacial Surgery, New York University College of Dentistry, Bluestone Center for Clinical Research, New York, New York, United States
| | - Wallace K. MacNaughton
- Department of Physiology and Pharmacology, University of Calgary, Calgary, Alberta, Canada T2N 4N1
| | - Antoine Dufour
- Department of Physiology and Pharmacology, University of Calgary, Calgary, Alberta, Canada T2N 4N1
- Department of Biochemistry and Molecular Biology, University of Calgary, Calgary, Alberta, Canada T2N 4N1
- McCaig Institute for Bone and Joint Health, University of Calgary, Calgary, Alberta, Canada T2N 4N1
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Silva IR, Ramos MCAS, Arantes LMRB, Lengert AVH, Oliveira MA, Cury FP, Martins Pereira G, Santos AG, Barbosa F, Vasconcellos PC, Cuenin C, Herceg Z, Silveira HCS. Evaluation of DNA Methylation Changes and Micronuclei in Workers Exposed to a Construction Environment. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2019; 16:E902. [PMID: 30871143 PMCID: PMC6466300 DOI: 10.3390/ijerph16060902] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/25/2019] [Revised: 02/24/2019] [Accepted: 03/04/2019] [Indexed: 12/15/2022]
Abstract
Methylation levels in tumor-suppressor genes and repetitive sequences have previously been used to study the relationship between environmental air pollution and epigenetic changes related to cancer. In this study, we measured the methylation profiles of the promoter regions CDKN2A, MLH1 and APC and the repetitive sequence LINE-1 in 59 workers exposed to the construction environment and in 49 unexposed workers. We also evaluated the micronuclei frequency and levels of trace elements in the blood of all workers. We evaluated of levels of particulate matter and polycyclic aromatic hydrocarbons (PAHs) at the construction site to characterize the environmental exposure. Our findings demonstrated that exposed workers exhibited significantly higher average levels of promoter methylation of CDKN2A, APC, and MLH1 genes and increased hypomethylation of the LINE-1 in comparison to unexposed workers (all p < 0.05). A higher frequency of micronuclei was observed in the exposed group (2 ± 2) compared to the unexposed group (1 ± 1) with p < 0.001. High levels of particulate matter (51⁻841 μg/m³) and some PAHs were found in samples from the construction environment. In summary, we provide evidence of increased DNA damage and altered DNA methylation of exposed workers, suggesting that genomic approaches to biomonitoring may be an effective way of estimating future cancer risk for construction workers.
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Affiliation(s)
- Isana R Silva
- Molecular Oncology Research Center, Barretos Cancer Hospital, Barretos 14784-400, São Paulo, Brazil.
| | - Manoela C A S Ramos
- Molecular Oncology Research Center, Barretos Cancer Hospital, Barretos 14784-400, São Paulo, Brazil.
| | - Lídia M R B Arantes
- Molecular Oncology Research Center, Barretos Cancer Hospital, Barretos 14784-400, São Paulo, Brazil.
| | - André V H Lengert
- Molecular Oncology Research Center, Barretos Cancer Hospital, Barretos 14784-400, São Paulo, Brazil.
| | - Marco A Oliveira
- Center for Research Support (NAP), Barretos Cancer Hospital, Barretos 14784-400, São Paulo, Brazil.
| | - Fernanda P Cury
- Molecular Oncology Research Center, Barretos Cancer Hospital, Barretos 14784-400, São Paulo, Brazil.
| | | | | | - Fernando Barbosa
- School of Pharmaceutical Sciences, University of São Paulo, Ribeirão Preto 14040-903, São Paulo, Brazil.
| | | | - Cyrille Cuenin
- Epigenetics Group, International Agency for Research on Cancer (IARC), 150 Cours Albert-Thomas, 69008 Lyon, France.
| | - Zdenko Herceg
- Epigenetics Group, International Agency for Research on Cancer (IARC), 150 Cours Albert-Thomas, 69008 Lyon, France.
| | - Henrique C S Silveira
- Molecular Oncology Research Center, Barretos Cancer Hospital, Barretos 14784-400, São Paulo, Brazil.
- University of Cuiabá, Campus Beira Rio, Cuiabá 78008-000, Mato Grosso, Brazil.
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Guo L, Byun HM, Zhong J, Motta V, Barupal J, Zheng Y, Dou C, Zhang F, McCracken JP, Diaz A, Marco SG, Colicino S, Schwartz J, Wang S, Hou L, Baccarelli AA. Effects of short-term exposure to inhalable particulate matter on DNA methylation of tandem repeats. ENVIRONMENTAL AND MOLECULAR MUTAGENESIS 2014; 55:322-35. [PMID: 24436168 PMCID: PMC4426495 DOI: 10.1002/em.21838] [Citation(s) in RCA: 49] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/04/2013] [Revised: 01/06/2013] [Accepted: 01/06/2014] [Indexed: 05/21/2023]
Abstract
There is compelling evidence that particulate matter (PM) increases lung cancer risk by triggering systemic inflammation, and leukocyte DNA hypomethylation. However, previous investigations focused on repeated element sequences from LINE-1 and Alu families. Tandem repeats, which display a greater propensity to mutate, and are often hypomethylated in cancer patients, have never been investigated in individuals exposed to PM. We measured methylation of three tandem repeats (SATα, NBL2, and D4Z4) by polymerase chain reaction-pyrosequencing on blood samples from truck drivers and office workers (60 per group) in Beijing, China. We used lightweight monitors to measure personal PM2.5 (PM with aerodynamic diameter ≤2.5 µm) and elemental carbon (a tracer of PM from vehicular traffic). Ambient PM10 data were obtained from air quality measuring stations. Overall, an interquartile increase in personal PM2.5 and ambient PM10 levels was associated with a significant covariate-adjusted decrease in SATα methylation (-1.35% 5-methyl cytosine [5mC], P = 0.01; and -1.33%5mC; P = 0.01, respectively). Effects from personal PM2.5 and ambient PM10 on SATα methylation were stronger in truck drivers (-2.34%5mC, P = 0.02; -1.44%5mC, P = 0.06) than office workers (-0.95%5mC, P = 0.26; -1.25%5mC, P = 0.12, respectively). Ambient PM10 was negatively correlated with NBL2 methylation in truck drivers (-1.38%5mC, P = 0.03) but not in office workers (1.04%5mC, P = 0.13). Our result suggests that PM exposure is associated with hypomethylation of selected tandem repeats. Measuring tandem-repeat hypomethylation in easy-to-obtain blood specimens might identify individuals with biological effects and potential cancer risk from PM exposure.
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Affiliation(s)
- Liqiong Guo
- Laboratory of Environmental Epigenetics, Department of Environmental Health, Harvard School of Public Health, Boston, MA, USA
- Key Laboratory of Pollution Processes and Environmental Criteria (Ministry of Education), College of Environmental Sciences and Engineering, Nankai University, Tianjin, China
- Correspondence to: Liqiong Guo, Nankai University, College of Environmental Sciences and Engineering, Key Laboratory of Pollution Processes and Environmental Criteria (Ministry of Education), Tianjin 300071, Tel. +86(186)-9804-6908,
| | - Hyang-Min Byun
- Laboratory of Environmental Epigenetics, Department of Environmental Health, Harvard School of Public Health, Boston, MA, USA
| | - Jia Zhong
- Laboratory of Environmental Epigenetics, Department of Environmental Health, Harvard School of Public Health, Boston, MA, USA
| | - Valeria Motta
- Laboratory of Environmental Epigenetics, Department of Environmental Health, Harvard School of Public Health, Boston, MA, USA
- Center for Molecular and Genetic Epidemiology, Department of Environmental and Occupational Health, Ca’Granda Ospedale Maggiore Policlinico IRCCS Foundation, Universita degli Studi di Milano, Milan, Italy
| | - Jitendra Barupal
- Laboratory of Environmental Epigenetics, Department of Environmental Health, Harvard School of Public Health, Boston, MA, USA
| | - Yinan Zheng
- Driskill Graduate Program (DGP) in Life Sciences, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Chang Dou
- Department of Safety Engineering, China Institute of Industrial Health, Beijing, China
| | - Feiruo Zhang
- Department of Occupational and Environmental Health, Peking University Health Science Center, Beijing, China
| | - John P. McCracken
- Laboratory of Environmental Epigenetics, Department of Environmental Health, Harvard School of Public Health, Boston, MA, USA
| | - Anaité Diaz
- Center for Health Studies, Universidad del Valle de Guatemala, Guatemala City, Guatemala
| | - Sanchez-Guerra Marco
- Laboratory of Environmental Epigenetics, Department of Environmental Health, Harvard School of Public Health, Boston, MA, USA
| | - Silvia Colicino
- Center for Molecular and Genetic Epidemiology, Department of Environmental and Occupational Health, Ca’Granda Ospedale Maggiore Policlinico IRCCS Foundation, Universita degli Studi di Milano, Milan, Italy
| | - Joel Schwartz
- Laboratory of Environmental Epigenetics, Department of Environmental Health, Harvard School of Public Health, Boston, MA, USA
| | - Sheng Wang
- Department of Occupational and Environmental Health, Peking University Health Science Center, Beijing, China
| | - Lifang Hou
- Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
- The Robert H. Lurie Comprehensive Cancer Center, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Andrea A. Baccarelli
- Laboratory of Environmental Epigenetics, Department of Environmental Health, Harvard School of Public Health, Boston, MA, USA
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