Predicting functional and regulatory divergence of a drug resistance transporter gene in the human malaria parasite

被引:11
作者
Siwo, Geoffrey H. [1 ,2 ]
Tan, Asako [1 ,3 ]
Button-Simons, Katrina A. [1 ]
Samarakoon, Upeka [1 ,4 ]
Checkley, Lisa A. [1 ]
Pinapati, Richard S. [1 ]
Ferdig, Michael T. [1 ]
机构
[1] Univ Notre Dame, Dept Biol Sci, Eck Inst Global Hlth, Notre Dame, IN 46556 USA
[2] Dartmouth Coll, Geisel Sch Med, Hanover, NH 03755 USA
[3] Epicentre, Madison, WI USA
[4] Harvard Univ, Sch Med, Boston, MA USA
来源
BMC GENOMICS | 2015年 / 16卷
基金
美国国家卫生研究院;
关键词
Plasmodium falciparum; Chloroquine resistance; pfcrt; Gene co-expression networks; Phenotypic states; Functional interactions; Regulatory interactions; Rewiring of gene networks; TRANSMEMBRANE PROTEIN PFCRT; PLASMODIUM-FALCIPARUM; CHLOROQUINE-RESISTANCE; DIGESTIVE VACUOLE; CYSTEINE PROTEASE; MUTATIONS; NETWORKS; COEXPRESSION; EXPRESSION; EVOLUTION;
D O I
10.1186/s12864-015-1261-6
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Background: The paradigm of resistance evolution to chemotherapeutic agents is that a key coding mutation in a specific gene drives resistance to a particular drug. In the case of resistance to the anti-malarial drug chloroquine (CQ), a specific mutation in the transporter pfcrt is associated with resistance. Here, we apply a series of analytical steps to gene expression data from our lab and leverage 3 independent datasets to identify pfcrt-interacting genes. Resulting networks provide insights into pfcrt's biological functions and regulation, as well as the divergent phenotypic effects of its allelic variants in different genetic backgrounds. Results: To identify pfcrt-interacting genes, we analyze pfcrt co-expression networks in 2 phenotypic states CQ-resistant (CQR) and CQ-sensitive (CQS) recombinant progeny clones - using a computational approach that prioritizes gene interactions into functional and regulatory relationships. For both phenotypic states, pfcrt co-expressed gene sets are associated with hemoglobin metabolism, consistent with CQ's expected mode of action. To predict the drivers of co-expression divergence, we integrate topological relationships in the co-expression networks with available high confidence protein-protein interaction data. This analysis identifies 3 transcriptional regulators from the ApiAP2 family and histone acetylation as potential mediators of these divergences. We validate the predicted divergences in DNA mismatch repair and histone acetylation by measuring the effects of small molecule inhibitors in recombinant progeny clones combined with quantitative trait locus (QTL) mapping. Conclusions: This work demonstrates the utility of differential co-expression viewed in a network framework to uncover functional and regulatory divergence in phenotypically distinct parasites. pfcrt-associated co-expression in the CQ resistant progeny highlights CQR-specific gene relationships and possible targeted intervention strategies. The approaches outlined here can be readily generalized to other parasite populations and drug resistances.
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页数:13
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共 72 条
[1]   Caenorhabditis elegans T-box genes tbx-9 and tbx-8 are required for formation of hypodermis and body-wall muscle in embryogenesis [J].
Andachi, Y .
GENES TO CELLS, 2004, 9 (04) :331-344
[2]   Discovery of the principal specific transcription factors of Apicomplexa and their implication for the evolution of the AP2-integrase DNA binding domains [J].
Balaji, S ;
Babu, MM ;
Iyer, LM ;
Aravind, L .
NUCLEIC ACIDS RESEARCH, 2005, 33 (13) :3994-4006
[3]   CCR4-Associated Factor 1 Coordinates the Expression of Plasmodium falciparum Egress and Invasion Proteins [J].
Balu, Bharath ;
Maher, Steven P. ;
Pance, Alena ;
Chauhan, Chitra ;
Naumov, Anatoli V. ;
Andrews, Robert M. ;
Ellis, Peter D. ;
Khan, Shahid M. ;
Lin, Jing-wen ;
Janse, Chris J. ;
Rayner, Julian C. ;
Adams, John H. .
EUKARYOTIC CELL, 2011, 10 (09) :1257-1263
[4]   Four plasmepsins are active in the Plasmodium falciparum food vacuole, including a protease with an active-site histidine [J].
Banerjee, R ;
Liu, J ;
Beatty, W ;
Pelosof, L ;
Klemba, M ;
Goldberg, DE .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2002, 99 (02) :990-995
[5]   H2A.Z Demarcates Intergenic Regions of the Plasmodium falciparum Epigenome That Are Dynamically Marked by H3K9ac and H3K4me3 [J].
Bartfai, Richard ;
Hoeijmakers, Wieteke A. M. ;
Salcedo-Amaya, Adriana M. ;
Smits, Arne H. ;
Janssen-Megens, Eva ;
Kaan, Anita ;
Treeck, Moritz ;
Gilberger, Tim-Wolf ;
Francoijs, Kees-Jan ;
Stunnenberg, Hendrik G. .
PLOS PATHOGENS, 2010, 6 (12)
[6]   Reverse engineering of regulatory networks in human B cells [J].
Basso, K ;
Margolin, AA ;
Stolovitzky, G ;
Klein, U ;
Dalla-Favera, R ;
Califano, A .
NATURE GENETICS, 2005, 37 (04) :382-390
[7]   Synthetic lethal analysis of Caenorhabditis elegans posterior embryonic patterning genes identifies conserved genetic interactions -: art. no. R45 [J].
Baugh, LR ;
Wen, JC ;
Hill, AA ;
Slonim, DK ;
Brown, EL ;
Hunter, CP .
GENOME BIOLOGY, 2005, 6 (05)
[8]   CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING [J].
BENJAMINI, Y ;
HOCHBERG, Y .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) :289-300
[9]   Drug resistance-associated pfCRT mutations confer decreased Plasmodium falciparum digestive vacuolar pH [J].
Bennett, TN ;
Kosar, AD ;
Ursos, LMB ;
Dzekunov, S ;
Sidhu, ABS ;
Fidock, DA ;
Roepe, PD .
MOLECULAR AND BIOCHEMICAL PARASITOLOGY, 2004, 133 (01) :99-114
[10]   Predicting mutation outcome from early stochastic variation in genetic interaction partners [J].
Burga, Alejandro ;
Olivia Casanueva, M. ;
Lehner, Ben .
NATURE, 2011, 480 (7376) :250-U133