A Data-Driven Approach to Construct a Molecular Map of Trypanosoma cruzi to Identify Drugs and Vaccine Targets

被引:2
|
作者
Nath, Swarsat Kaushik [1 ]
Pankajakshan, Preeti [1 ]
Sharma, Trapti [1 ]
Kumari, Priya [1 ]
Shinde, Sweety [1 ]
Garg, Nikita [1 ]
Mathur, Kartavya [1 ]
Arambam, Nevidita [1 ]
Harjani, Divyank [1 ]
Raj, Manpriya [1 ]
Kwatra, Garwit [1 ]
Venkatesh, Sayantan [1 ]
Choudhoury, Alakto [1 ]
Bano, Saima [1 ]
Tayal, Prashansa [1 ]
Sharan, Mahek [1 ]
Arora, Ruchika [1 ]
Strych, Ulrich [2 ,3 ]
Hotez, Peter J. [2 ,3 ,4 ]
Bottazzi, Maria Elena [2 ,3 ,4 ]
Rawal, Kamal [1 ]
机构
[1] Amity Univ, Amity Inst Biotechnol, Ctr Computat Biol & Bioinformat, Noida 201303, Uttar Pradesh, India
[2] Texas Childrens Hosp Ctr Vaccine Dev, Baylor Coll Med, Dept Pediat & Mol Virol & Microbiol, Houston, TX 77030 USA
[3] Baylor Coll Med, Natl Sch Trop Med, Houston, TX 77030 USA
[4] Baylor Univ, Dept Biol, Waco, TX 76798 USA
关键词
system biology; vaccine targets; pathways; gene ontology; chagas disease; Trypanosoma cruzi; drug target; OLD YELLOW ENZYME; UBIQUITIN-PROTEASOME PATHWAY; PROSTAGLANDIN-F SYNTHASE; CHAGAS-DISEASE; TRYPANOCIDAL ACTIVITY; SYSTEMS BIOLOGY; KEY ROLE; BENZNIDAZOLE; PROTEIN; INFECTION;
D O I
10.3390/vaccines11020267
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
Chagas disease (CD) is endemic in large parts of Central and South America, as well as in Texas and the southern regions of the United States. Successful parasites, such as the causative agent of CD, Trypanosoma cruzi have adapted to specific hosts during their phylogenesis. In this work, we have assembled an interactive network of the complex relations that occur between molecules within T. cruzi. An expert curation strategy was combined with a text-mining approach to screen 10,234 full-length research articles and over 200,000 abstracts relevant to T. cruzi. We obtained a scale-free network consisting of 1055 nodes and 874 edges, and composed of 838 proteins, 43 genes, 20 complexes, 9 RNAs, 36 simple molecules, 81 phenotypes, and 37 known pharmaceuticals. Further, we deployed an automated docking pipeline to conduct large-scale docking studies involving several thousand drugs and potential targets to identify network-based binding propensities. These experiments have revealed that the existing FDA-approved drugs benznidazole (Bz) and nifurtimox (Nf) show comparatively high binding energies to the T. cruzi network proteins (e.g., PIF1 helicase-like protein, trans-sialidase), when compared with control datasets consisting of proteins from other pathogens. We envisage this work to be of value to those interested in finding new vaccines for CD, as well as drugs against the T. cruzi parasite.
引用
收藏
页数:26
相关论文
共 50 条
  • [1] Improved Proteomic Approach for the Discovery of Potential Vaccine Targets in Trypanosoma cruzi
    Nakayasu, Ernesto S.
    Sobreira, Tiago J. P.
    Torres, Rafael, Jr.
    Ganiko, Luciane
    Oliveira, Paulo S. L.
    Marques, Alexandre F.
    Almeida, Igor C.
    JOURNAL OF PROTEOME RESEARCH, 2012, 11 (01) : 237 - 246
  • [2] Data-Driven MoE: A Data-Driven Approach to Construct MoE by a Single LLM
    Teng, Zeyu
    Yan, Zhiwei
    Song, Yong
    Ye, Xiaozhou
    Ouyang, Ye
    ADVANCED INTELLIGENT COMPUTING TECHNOLOGY AND APPLICATIONS, PT IV, ICIC 2024, 2024, 14878 : 352 - 363
  • [3] A data-driven approach to identify risk profiles and protective drugs in COVID-19
    Cippa, Pietro E.
    Cugnata, Federica
    Ferrari, Paolo
    Brombin, Chiara
    Ruinelli, Lorenzo
    Bianchi, Giorgia
    Beria, Nicola
    Schulz, Lukas
    Bernasconi, Enos
    Merlani, Paolo
    Ceschi, Alessandro
    Di Serio, Clelia
    PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2021, 118 (01)
  • [4] A data-driven approach for reduction of molecular simulations
    Oguz, C
    Gallivan, MA
    INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL, 2005, 15 (15) : 727 - 743
  • [5] A Data-Driven Approach to Functional Map Construction and Bases Pursuit
    Azencot, Omri
    Lai, Rongjie
    COMPUTER GRAPHICS FORUM, 2021, 40 (05) : 97 - 110
  • [6] Data-Driven Technology Roadmaps to Identify Potential Technology Opportunities for Hyperuricemia Drugs
    Feng, Lijie
    Zhao, Weiyu
    Wang, Jinfeng
    Lin, Kuo-Yi
    Guo, Yanan
    Zhang, Luyao
    PHARMACEUTICALS, 2022, 15 (11)
  • [7] A data-driven approach for predicting the impact of drugs on the human microbiome
    Algavi, Yadid M.
    Borenstein, Elhanan
    NATURE COMMUNICATIONS, 2023, 14 (01)
  • [8] A data-driven approach for predicting the impact of drugs on the human microbiome
    Yadid M. Algavi
    Elhanan Borenstein
    Nature Communications, 14
  • [9] Data-driven approach to identify obsolete functions of products for design improvements
    Zhao, Zhihua
    Li, Yupeng
    Chu, Xuening
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2021, 40 (03) : 5369 - 5382
  • [10] A data-driven approach to identify factors correlated to online games performance
    Freitas, Fabrizio Leal
    Dorneles, Carina F.
    2022 21ST BRAZILIAN SYMPOSIUM ON COMPUTER GAMES AND DIGITAL ENTERTAINMENT (SBGAMES), 2022, : 25 - 30