Network-driven analysis of human-Plasmodium falciparum interactome: processes for malaria drug discovery and extracting in silico targets

被引:11
作者
Agamah, Francis E. [1 ,2 ]
Damena, Delesa [1 ]
Skelton, Michelle [2 ]
Ghansah, Anita [3 ]
Mazandu, Gaston K. [1 ,2 ,4 ]
Chimusa, Emile R. [1 ]
机构
[1] Univ Cape Town, Fac Hlth Sci, Inst Infect Dis & Mol Med, Div Human Genet,Dept Pathol, Cape Town, South Africa
[2] Univ Cape Town, Fac Hlth Sci, Inst Infect Dis & Mol Med, Computat Biol Div,Dept Integrat Biomed Sci, Cape Town, South Africa
[3] Univ Ghana, Coll Hlth Sci, Noguchi Mem Inst Med Res, POB LG 581, Legon, Ghana
[4] African Inst Math Sci, 5-7 Melrose Rd, ZA-7945 Cape Town, South Africa
基金
新加坡国家研究基金会; 美国国家卫生研究院; 英国惠康基金;
关键词
Malaria; Drug resistance; Genomics; Multi-omics; Gene ontology; Protein-protein interaction; MOLECULAR INTERACTION DATABASE; PROTEIN-INTERACTION NETWORK; RESISTANCE; RECEPTORS; DISEASE; AFRICA; SYSTEM; DBSNP;
D O I
10.1186/s12936-021-03955-0
中图分类号
R51 [传染病];
学科分类号
100201 [内科学];
摘要
Background The emergence and spread of malaria drug resistance have resulted in the need to understand disease mechanisms and importantly identify essential targets and potential drug candidates. Malaria infection involves the complex interaction between the host and pathogen, thus, functional interactions between human and Plasmodium falciparum is essential to obtain a holistic view of the genetic architecture of malaria. Several functional interaction studies have extended the understanding of malaria disease and integrating such datasets would provide further insights towards understanding drug resistance and/or genetic resistance/susceptibility, disease pathogenesis, and drug discovery. Methods This study curated and analysed data including pathogen and host selective genes, host and pathogen protein sequence data, protein-protein interaction datasets, and drug data from literature and databases to perform human-host and P. falciparum network-based analysis. An integrative computational framework is presented that was developed and found to be reasonably accurate based on various evaluations, applications, and experimental evidence of outputs produced, from data-driven analysis. Results This approach revealed 8 hub protein targets essential for parasite and human host-directed malaria drug therapy. In a semantic similarity approach, 26 potential repurposable drugs involved in regulating host immune response to inflammatory-driven disorders and/or inhibiting residual malaria infection that can be appropriated for malaria treatment. Further analysis of host-pathogen network shortest paths enabled the prediction of immune-related biological processes and pathways subverted by P. falciparum to increase its within-host survival. Conclusions Host-pathogen network analysis reveals potential drug targets and biological processes and pathways subverted by P. falciparum to enhance its within malaria host survival. The results presented have implications for drug discovery and will inform experimental studies.
引用
收藏
页数:20
相关论文
共 86 条
[41]
InterPro: the integrative protein signature database [J].
Hunter, Sarah ;
Apweiler, Rolf ;
Attwood, Teresa K. ;
Bairoch, Amos ;
Bateman, Alex ;
Binns, David ;
Bork, Peer ;
Das, Ujjwal ;
Daugherty, Louise ;
Duquenne, Lauranne ;
Finn, Robert D. ;
Gough, Julian ;
Haft, Daniel ;
Hulo, Nicolas ;
Kahn, Daniel ;
Kelly, Elizabeth ;
Laugraud, Aurelie ;
Letunic, Ivica ;
Lonsdale, David ;
Lopez, Rodrigo ;
Madera, Martin ;
Maslen, John ;
McAnulla, Craig ;
McDowall, Jennifer ;
Mistry, Jaina ;
Mitchell, Alex ;
Mulder, Nicola ;
Natale, Darren ;
Orengo, Christine ;
Quinn, Antony F. ;
Selengut, Jeremy D. ;
Sigrist, Christian J. A. ;
Thimma, Manjula ;
Thomas, Paul D. ;
Valentin, Franck ;
Wilson, Derek ;
Wu, Cathy H. ;
Yeats, Corin .
NUCLEIC ACIDS RESEARCH, 2009, 37 :D211-D215
[42]
PfSETvs methylation of histone H3K36 represses virulence genes in Plasmodium falciparum [J].
Jiang, Lubin ;
Mu, Jianbing ;
Zhang, Qingfeng ;
Ni, Ting ;
Srinivasan, Prakash ;
Rayavara, Kempaiah ;
Yang, Wenjing ;
Turner, Louise ;
Lavstsen, Thomas ;
Theander, Thor G. ;
Peng, Weiqun ;
Wei, Guiying ;
Jing, Qingqing ;
Wakabayashi, Yoshiyuki ;
Bansal, Abhisheka ;
Luo, Yan ;
Ribeiro, Jose M. C. ;
Scherf, Artur ;
Aravind, L. ;
Zhu, Jun ;
Zhao, Keji ;
Miller, Louis H. .
NATURE, 2013, 499 (7457) :223-+
[43]
Widespread occurrence of lysine methylation in Plasmodium falciparum proteins at asexual blood stages [J].
Kaur, Inderjeet ;
Zeeshan, Mohammad ;
Saini, Ekta ;
Kaushik, Abhinav ;
Mohmmed, Asif ;
Gupta, Dinesh ;
Malhotra, Pawan .
SCIENTIFIC REPORTS, 2016, 6
[44]
The IntAct molecular interaction database in 2012 [J].
Kerrien, Samuel ;
Aranda, Bruno ;
Breuza, Lionel ;
Bridge, Alan ;
Broackes-Carter, Fiona ;
Chen, Carol ;
Duesbury, Margaret ;
Dumousseau, Marine ;
Feuermann, Marc ;
Hinz, Ursula ;
Jandrasits, Christine ;
Jimenez, Rafael C. ;
Khadake, Jyoti ;
Mahadevan, Usha ;
Masson, Patrick ;
Pedruzzi, Ivo ;
Pfeiffenberger, Eric ;
Porras, Pablo ;
Raghunath, Arathi ;
Roechert, Bernd ;
Orchard, Sandra ;
Hermjakob, Henning .
NUCLEIC ACIDS RESEARCH, 2012, 40 (D1) :D841-D846
[45]
Disease Ontology 2015 update: an expanded and updated database of human diseases for linking biomedical knowledge through disease data [J].
Kibbe, Warren A. ;
Arze, Cesar ;
Felix, Victor ;
Mitraka, Elvira ;
Bolton, Evan ;
Fu, Gang ;
Mungall, Christopher J. ;
Binder, Janos X. ;
Malone, James ;
Vasant, Drashtti ;
Parkinson, Helen ;
Schriml, Lynn M. .
NUCLEIC ACIDS RESEARCH, 2015, 43 (D1) :D1071-D1078
[46]
Induction of proinflammatory responses in macrophages by the Glycosylphosphatidylinositols of Plasmodium falciparum -: Cell signaling receptors, glycosylphosphatidylinositol (GPI) structural requirement, and regulation of GPI activity [J].
Krishnegowda, G ;
Hajjar, AM ;
Zhu, JZ ;
Douglass, EJ ;
Uematsu, S ;
Akira, S ;
Woods, AS ;
Gowda, DC .
JOURNAL OF BIOLOGICAL CHEMISTRY, 2005, 280 (09) :8606-8616
[47]
The Role of IL-10 in Malaria: A Double Edged Sword [J].
Kumar, Rajiv ;
Ng, Susanna ;
Engwerda, Christian .
FRONTIERS IN IMMUNOLOGY, 2019, 10
[48]
A protein interaction network of the malaria parasite Plasmodium falciparum [J].
LaCount, DJ ;
Vignali, M ;
Chettier, R ;
Phansalkar, A ;
Bell, R ;
Hesselberth, JR ;
Schoenfeld, LW ;
Ota, I ;
Sahasrabudhe, S ;
Kurschner, C ;
Fields, S ;
Hughes, RE .
NATURE, 2005, 438 (7064) :103-107
[49]
MINT, the molecular interaction database: 2012 update [J].
Licata, Luana ;
Briganti, Leonardo ;
Peluso, Daniele ;
Perfetto, Livia ;
Iannuccelli, Marta ;
Galeota, Eugenia ;
Sacco, Francesca ;
Palma, Anita ;
Nardozza, Aurelio Pio ;
Santonico, Elena ;
Castagnoli, Luisa ;
Cesareni, Gianni .
NUCLEIC ACIDS RESEARCH, 2012, 40 (D1) :D857-D861
[50]
Artemisinin resistance - modelling the potential human and economic costs [J].
Lubell, Yoel ;
Dondorp, Arjen ;
Guerin, Philippe J. ;
Drake, Tom ;
Meek, Sylvia ;
Ashley, Elizabeth ;
Day, Nicholas P. J. ;
White, Nicholas J. ;
White, Lisa J. .
MALARIA JOURNAL, 2014, 13