In silico activity profiling reveals the mechanism of action of antimalarials discovered in a high-throughput screen

被引:360
作者
Plouffe, David [1 ]
Brinker, Achim [1 ]
McNamara, Case [1 ]
Henson, Kerstin [1 ]
Kato, Nobutaka [1 ]
Kuhen, Kelli [1 ]
Nagle, Advait [1 ]
Adrian, Francisco [1 ]
Matzen, Jason T. [1 ]
Anderson, Paul [1 ]
Nam, Tae-gyu [2 ]
Gray, Nathanael S. [1 ]
Chatterjee, Arnab [1 ]
Janes, Jeff [1 ]
Yan, S. Frank [1 ]
Trager, Richard [1 ]
Caldwell, Jeremy S. [1 ]
Schultz, Peter G. [1 ,2 ]
Zhou, Yingyao [1 ]
Winzeler, Elizabeth A. [1 ,3 ]
机构
[1] Novartis Res Fdn, Genom Inst, San Diego, CA 92121 USA
[2] Scripps Res Inst, Dept Chem, La Jolla, CA 92037 USA
[3] Scripps Res Inst, Dept Cell Biol, La Jolla, CA 92037 USA
基金
英国惠康基金;
关键词
antifolates; cheminformatics; high-throughput screening; Plasmodium falciparum;
D O I
10.1073/pnas.0802982105
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The growing resistance to current first-line antimalarial drugs represents a major health challenge. To facilitate the discovery of new antimalarials, we have implemented an efficient and robust high-throughput cell-based screen (1,536-well format) based on proliferation of Plasmodium falciparum (Pf) in erythrocytes. From a screen of approximate to 1.7 million compounds, we identified a diverse collection of approximate to 6,000 small molecules comprised of >530 distinct scaffolds, all of which show potent antimalarial activity (<1.25 mu M). Most known antimalarials were identified in this screen, thus validating our approach. In addition, we identified many novel chemical scaffolds, which likely act through both known and novel pathways. We further show that in some cases the mechanism of action of these antimalarials can be determined by in silico compound activity profiling. This method uses large datasets from unrelated cellular and biochemical screens and the guilt-by-association principle to predict which cellular pathway and/or protein target is being inhibited by select compounds. In addition, the screening method has the potential to provide the malaria community with many new starting points for the development of biological probes and drugs with novel antiparasitic activities.
引用
收藏
页码:9059 / 9064
页数:6
相关论文
共 40 条
[1]   High-throughput Plasmodium falciparum growth assay for malaria drug discovery [J].
Baniecki, Mary Lynn ;
Wirth, Dyann F. ;
Clardy, Jon .
ANTIMICROBIAL AGENTS AND CHEMOTHERAPY, 2007, 51 (02) :716-723
[2]   Novel, rapid, and inexpensive cell-based quantification of antimalarial drug efficacy [J].
Bennett, TN ;
Paguio, M ;
Gligorijevic, B ;
Seudieu, C ;
Kosar, AD ;
Davidson, E ;
Roepe, PD .
ANTIMICROBIAL AGENTS AND CHEMOTHERAPY, 2004, 48 (05) :1807-1810
[3]   Inhibitors of the Plasmodium falciparum parasite aspartic protease plasmepsin II as potential antimalarial agents [J].
Boss, C ;
Richard-Bildstein, S ;
Weller, T ;
Fischli, W ;
Meyer, S ;
Binkert, C .
CURRENT MEDICINAL CHEMISTRY, 2003, 10 (11) :883-907
[4]   PROLONGED INHIBITION OF PROTEIN AND GLYCOPROTEIN SYNTHESIS IN TUMOR-CELLS TREATED WITH MUCONOMYCIN-A [J].
BRINCKERHOFF, CE ;
LUBIN, M .
JOURNAL OF THE NATIONAL CANCER INSTITUTE, 1977, 58 (03) :605-609
[5]   Fulfilling the promise: drug discovery in the post-genomic era [J].
Chanda, SK ;
Caldwell, JS .
DRUG DISCOVERY TODAY, 2003, 8 (04) :168-174
[6]   A clinical drug library screen identifies astemizole as an antimalarial agent [J].
Chong, Curtis R. ;
Chen, Xiaochun ;
Shi, Lirong ;
O Liu, Jun ;
Sullivan, David J., Jr. .
NATURE CHEMICAL BIOLOGY, 2006, 2 (08) :415-416
[7]  
COHEN MB, 1985, MOL PHARMACOL, V27, P308
[8]   A novel DNA-based microfluorimetric method to evaluate antimalarial drug activity [J].
Corbett, Y ;
Herrera, L ;
Gonzalez, J ;
Cubilla, L ;
Capson, TL ;
Coley, PD ;
Kursar, TA ;
Romero, LI ;
Ortega-Barria, E .
AMERICAN JOURNAL OF TROPICAL MEDICINE AND HYGIENE, 2004, 70 (02) :119-124
[9]   QUANTITATIVE ASSESSMENT OF ANTI-MALARIAL ACTIVITY INVITRO BY A SEMIAUTOMATED MICRODILUTION TECHNIQUE [J].
DESJARDINS, RE ;
CANFIELD, CJ ;
HAYNES, JD ;
CHULAY, JD .
ANTIMICROBIAL AGENTS AND CHEMOTHERAPY, 1979, 16 (06) :710-718
[10]   A colorimetric in vitro drug sensitivity assay for Plasmodium falciparum based on a highly sensitive double-site lactate dehydrogenase antigen-capture enzyme-linked immunosorbent assay [J].
Druilhe, P ;
Moreno, A ;
Blanc, C ;
Brasseur, PH ;
Jacquier, P .
AMERICAN JOURNAL OF TROPICAL MEDICINE AND HYGIENE, 2001, 64 (5-6) :233-241