| Literature DB >> 24442893 |
Paula MacGregor1, Alasdair Ivens, Steven Shave, Iain Collie, David Gray, Manfred Auer, Keith R Matthews.
Abstract
In the bloodstream of mammalian hosts, the sleeping sickness parasite, Trypanosoma brucei, exists as a proliferative slender form or a nonproliferative, transmissible, stumpy form. The transition between these developmental forms is controlled by a density-dependent mechanism that is important for the parasite's infection dynamics, immune evasion via ordered antigenic variation, and disease transmissibility. However, stumpy formation has been lost in most laboratory-adapted trypanosome lines, generating monomorphic parasites that proliferate uncontrolled as slender forms in vitro and in vivo. Nonetheless, these forms are readily amenable to cell culture and high-throughput screening for trypanocidal lead compounds. Here, we have developed and exploited a high-throughput screen for developmental phenotypes using a transgenic monomorphic cell line expressing a reporter under the regulation of gene control signals from the stumpy-specific molecule PAD1. Using a whole-cell fluorescence-based assay to screen over 6,000 small molecules from a kinase-focused compound library, small molecules able to activate stumpy-specific gene expression and proliferation arrest were assayed in a rapid assay format. Independent follow-up validation identified one hit able to induce modest, yet specific, changes in mRNA expression indicative of a partial differentiation to stumpy forms in monomorphs. Further, in pleomorphs this compound induced a stumpy-like phenotype, entailing growth arrest, morphological changes, PAD1 expression, and enhanced differentiation to procyclic forms. This not only provides a potential tool compound for the further understanding of stumpy formation but also demonstrates the use of high-throughput screening in the identification of compounds able to induce specific phenotypes, such as differentiation, in African trypanosomes.Entities:
Mesh:
Substances:
Year: 2014 PMID: 24442893 PMCID: PMC3957582 DOI: 10.1128/EC.00335-13
Source DB: PubMed Journal: Eukaryot Cell ISSN: 1535-9786
FIG 2Scattergram of the results of primary screen. During primary screening, the 427 GUS-PAD1 3′ UTR cell line was treated with a 50 μM concentration of 6,764 compounds for 48 h. (A) In 96-well plates, eight wells on each plate contained 100 μM 8-pCPT-cAMP (positive control), and eight wells contained 0.5% (vol/vol) DMSO (negative control). The percent activation of the GUS reporter activity across all control wells during primary screening is shown, with the mean of all wells for 8-pCPT-cAMP treatment set at 100%. (B) Results of primary screening with 198 compounds; those showing >53% activation of GUS reporter activity were classified as possible hits.
FIG 1Regulation of GUS reporter gene expression by the PAD1 3′ UTR. (A) Schematic representation of the pHD617 GUS-PAD1 3′ UTR reporter construct used to create the 427 GUS-PAD1 3′ UTR cell line used for compound screening. This vector was modified from those described in MacGregor et al. and Biebinger et al. (16, 24). Also shown are the pHD617 CAT-PAD1 3′ UTR and pHD617 GUS-Const 3′ UTR reporter constructs previously used to create the 427 CAT-PAD1 3′ UTR GUS-Const 3′ UTR cells (16), which are utilized in this study for follow-up analysis. The vector integrates into the ribosomal spacer locus via a ribosomal integration site sequence (RITS). (B) Monomorphic bloodstream form T. brucei cells transfected with the pHD617 GUS-PAD1 3′ UTR construct (427 GUS-PAD1 3′ UTR cells) showed an increase in GUS reporter activity when treated with 10 μM 8-pCPT-2′-O-Me-cAMP. Treatment with 0.5% (vol/vol) DMSO had no effect on reporter activity. Error bars represent standard errors of the means (n = 3).Puro, puromycin; Hygro, hygromycin.
FIG 3Three hit compounds were identified through screening for the ability to induce stumpy-specific reporter gene expression. (A) Overview of workflow used to identify three hit compounds from a library of 6,764 small molecules. (B) Structures of three hit compounds. (C) Percent GUS reporter activity after 48 h of treatment as measured during secondary screening for each of the three hit compounds at 5.6 μM, 16.7 μM, and 50 μM, where 100% activation is that caused by 100 μM 8-pCPT-cAMP. (D) Percent inhibition of alamarBlue activity after 48 h of treatment as measured during secondary screening for each of the three hit compounds at 5.6 μM, 16.7 μM, and 50 μM, where 100% inhibition is that caused by 100 μM 8-pCPT-cAMP. Data points represent the mean of two replicates, with error bars representing the range.
FIG 4Compound DDD00070762 causes upregulation of stumpy reporter gene expression but not stumpy formation. 427 CAT-PAD1 3′ UTR GUS-Const 3′ UTR cells were treated with 50 μM DDD00070762. Negative-control cells were treated with 0.5% (vol/vol) DMSO; positive-control cells were treated with 100 μM 8-pCPT-cAMP. (A) Population growth was monitored at 24 and 48 h. Cells treated with DDD00070762 did not grow after 24 or 48 h. (B) CAT reporter gene expression, under the control of the PAD1 3′ UTR, increased after 24 and 48 h of treatment. GUS reporter gene expression, under the control of a constitutive 3′ UTR, showed variable expression levels between experiments after treatment (data not shown). (C) After 24 h of treatment, >80% of cells had an abnormal composition of DNA-containing organelles (nucleus [N] and kinetoplast [K]), from 250 cells per sample counted, in contrast with cells treated with 100 μM 8-pCPT-cAMP, where <5% of cells had aberrant DNA content after 24 h. (D) Examples of cells treated with DMSO, 8-pCPT-cAMP, or DDD00070762 for 24 h and 48 h are shown. Cells were stained with DAPI. Scale bar, 10 μm. Error bars in all graphs represent standard errors of the means (n = 3).
FIG 5Compound DDD00015314 specifically causes a modest upregulation of stumpy-specific reporter gene expression without causing upregulation of constitutive reporter gene expression in monomorphic cells. 427 CAT-PAD1 3′ UTR GUS-Const 3′ UTR cells were treated with 50 μM DDD00015314. Negative-control cells were treated with 0.5% (vol/vol) DMSO; positive-control cells were treated with 100 μM 8-pCPT-cAMP. (A) Population growth was monitored at 24 and 48 h. Cells treated with DDD00015314 showed reduced growth compared to DMSO-treated controls. (B) CAT reporter gene expression, under the control of the PAD1 3′ UTR, increased after 24 and 48 h of treatment. (C) GUS reporter gene expression, under the control of a constitutive 3′ UTR, was slightly reduced after 24 h of treatment with DDD00015314; however, at 48 h GUS reporter gene expression was again equivalent to that of DMSO-treated controls. Error bars in all graphs represent standard errors of the means (n = 3).
FIG 6RNA-Seq on DDD00015314-treated cells reveals modest but specific changes in gene expression. (A) Scatter plot of log-normalized mean reads per kilobase per million mapped reads (RPKM) for control and DDD00015314-treated cells based on two replicates, with values below the 20% quartile removed. The PAD1 transcript is highlighted with a diamond. (B) Histogram showing absolute fold change of mRNA levels for selected genes that were up- and downregulated after DDD00015314 treatment. PCF, procyclic form.
A truncated list of genes upregulated and downregulated in response to DDD00015314 treatment
| Gene | Description | Group | Fold change in expression | Fold change in slender vs stumpy forms according to: | |
|---|---|---|---|---|---|
| Capewell et al. | Jensen at al. | ||||
| Upregulated genes | |||||
| Tb927.11.6680 | Amino acid permease/transporter, putative | Amino acid metabolism ± transport | 1.38 | −1.26 | −1.13 |
| Tb927.7.4970 | Glutamine synthetase, putative | Amino acid metabolism ± transport | 1.36 | 4.27 | 1.31 |
| Tb927.10.3210 | Delta-1-pyrroline-5-carboxylate dehydrogenase, putative | Amino acid metabolism ± transport | 1.31 | 1.25 | 1.54 |
| Tb927.7.210 | Proline dehydrogenase | Amino acid metabolism ± transport | 1.30 | 1.14 | 1.74 |
| Tb927.9.5900 | Glutamate dehydrogenase | Amino acid metabolism ± transport | 1.32 | 2.43 | 2.43 |
| Tb927.7.170 | ESAG9 protein, putative | ESAG/GRESAG | 1.75 | 1.75 | 2.58 |
| Tb927.9.7340 | ESAG9 protein, putative | ESAG/GRESAG | 1.50 | NA | 6.63 |
| Tb927.8.7880 | Receptor-type adenylate cyclase GRESAG 4 (pseudogene), putative | ESAG/GRESAG | 1.38 | −1.53 | NA |
| Tb927.3.540 | ESAG1 (pseudogene), putative | ESAG/GRESAG | 1.27 | 2.75 | NA |
| Tb927.9.16010 | ESAG4 (pseudogene), putative | ESAG/GRESAG | 1.33 | 7.35 | NA |
| Tb927.8.2540 | 3-Ketoacyl-CoA thiolase, putative | Fatty acid metabolism | 1.52 | 1.39 | 1.08 |
| Tb927.11.16480 | Enoyl-CoA hydratase/isomerase family protein, putative | Fatty acid metabolism | 1.30 | 1.56 | 1.55 |
| Tb927.8.6110 | Hydroxymethylglutaryl-CoA synthase | Mitochondrial ± citrate cycle | 1.30 | 1.88 | 1.09 |
| Tb927.5.1710 | Ribonucleoprotein p18, mitochondrial precursor, putative | Mitochondrial ± citrate cycle | 1.38 | −1.20 | 1.13 |
| Tb927.9.3780 | Putative mitochondrial pyruvate carrier 1 homolog | Mitochondrial ± citrate cycle | 1.26 | 2.51 | 1.15 |
| Tb927.11.5280 | ATPase subunit 9, putative | Mitochondrial ± citrate cycle | 1.30 | 1.70 | 1.20 |
| Tb927.10.5050 | Putative mitochondrial ATP synthase subunit | Mitochondrial ± citrate cycle | 1.27 | 3.63 | 1.22 |
| Tb927.10.14000 | Aconitase | Mitochondrial ± citrate cycle | 1.39 | 2.59 | 1.44 |
| Tb927.5.3090 | Putative mitochondrial ATP synthase subunit | Mitochondrial ± citrate cycle | 1.37 | 1.79 | 1.68 |
| Tb927.10.7410 | Succinyl-CoA ligase (GDP-forming) beta-chain, putative | Mitochondrial ± citrate cycle | 1.42 | 2.14 | 1.72 |
| Tb927.5.3040 | MIX protein | Mitochondrial ± citrate cycle | 1.37 | 1.04 | 1.75 |
| Tb927.11.11680 | 2-Oxoglutarate dehydrogenase E2 component, putative | Mitochondrial ± citrate cycle | 1.28 | 1.06 | 2.28 |
| | |||||
| Tb927.7.5940 | PAD2 | PAD family | 1.37 | 1.70 | 1.84 |
| Tb927.8.6170 | Transketolase, putative | Pentose phosphate pathway | 1.32 | 3.15 | 2.16 |
| Tb927.10.11220 | PSSA-2 | Procyclic form surface protein | 1.31 | 5.78 | 1.55 |
| Tb927.6.510 | GPEET 2 procyclin precursor | Procyclic form surface protein | 1.71 | 3.88 | 8.51 |
| Tb927.7.3320 | ATG12/APG12, putative | Protein/peptide degradation | 1.25 | 1.06 | −1.36 |
| Tb927.11.2500 | Carboxypeptidase, putative | Protein/peptide degradation | 1.30 | −1.26 | −1.06 |
| Tb927.10.12260 | Cytosolic nonspecific dipeptidase, putative | Protein/peptide degradation | 1.45 | 2.99 | 1.59 |
| Tb927.4.3940 | Calpain-like cysteine peptidase, putative | Protein/peptide degradation | 1.33 | 1.87 | 1.71 |
| Tb927.3.590 | Adenosine transporter, putative | Purine metabolism ± transport | 1.44 | −2.21 | −1.59 |
| Tb927.11.15530 | C-14 sterol reductase, putative | Steroid biosynthesis | 1.28 | 2.56 | 1.56 |
| Tb927.10.6910 | Sterol methyltransferase, putative | Steroid biosynthesis | 1.28 | 3.08 | NA |
| Tb927.10.6950 | Sterol 24-c-methyltransferase, putative | Steroid biosynthesis | 1.25 | 4.07 | NA |
| Tb927.10.12850 | TTAGGG binding factor | Other | 1.36 | 1.18 | −1.07 |
| Tb927.7.7110 | LRRP, putative | Other | 1.36 | 1.34 | −1.01 |
| Tb927.6.3130 | Queuine tRNA-ribosyltransferase, putative | Other | 1.30 | 4.64 | 1.16 |
| Tb927.7.7180 | LRRP, putative | Other | 1.34 | −1.02 | NA |
| Tb927.8.4100 | FLA1-binding protein (FLA1BP) | Other | 1.26 | 1.47 | NA |
| Downregulated genes | |||||
| Tb927.10.9480 | ESAG3 protein, putative | ESAG/GRESAG | −1.34 | Inf Up | 1.02 |
| Tb927.7.3250 | ESAG6 protein, putative | ESAG/GRESAG | −1.47 | −4.45 | 1.18 |
| Tb927.7.3260 | ESAG7 protein, putative | ESAG/GRESAG | −1.61 | −2.98 | 1.30 |
| Tb927.9.16700 | ESAG3 (pseudogene), putative | ESAG/GRESAG | −1.49 | 1.33 | NA |
| Tb927.10.8440 | Glucose transporter 1B | Glucose transporter | −1.85 | −2.39 | −1.28 |
| Tb927.10.8450 | Glucose transporter 1E | Glucose transporter | −1.96 | −3.01 | −1.17 |
| Tb927.10.8530 | Glucose transporter 2A | Glucose transporter | −1.26 | −1.27 | 1.08 |
| Tb927.10.8510 | Glucose transporter, putative | Glucose transporter | −1.47 | −3.99 | NA |
| Tb927.10.8500 | Glucose transporter, putative | Glucose transporter | −1.36 | −1.79 | NA |
| Tb927.10.8480 | Glucose transporter, putative | Glucose transporter | −1.87 | −1.55 | NA |
| Tb927.10.8460 | Glucose transporter, putative | Glucose transporter | −1.83 | −1.46 | NA |
| Tb927.10.8520 | Glucose transporter, putative | Glucose transporter | −1.41 | −1.27 | NA |
| Tb927.10.8470 | Glucose transporter, putative | Glucose transporter | −1.74 | −1.18 | NA |
| Tb927.10.8490 | Glucose transporter, putative | Glucose transporter | −1.33 | 3.70 | NA |
| Tb927.1.700 | PGKC | Glycosomal ± glycolysis/gluconeogenesis | −1.30 | −5.38 | −2.19 |
| Tb927.3.3270 | ATP-dependent phosphofructokinase | Glycosomal ± glycolysis/gluconeogenesis | −1.34 | −6.47 | −1.80 |
| Tb927.9.11600 | Gim5B protein | Glycosomal ± glycolysis/gluconeogenesis | −1.65 | −2.96 | −1.75 |
| Tb927.9.11580 | Gim5A protein | Glycosomal ± glycolysis/gluconeogenesis | −1.37 | 1.03 | −1.61 |
| Tb927.10.2010 | Hexokinase (HK1) | Glycosomal ± glycolysis/gluconeogenesis | −1.51 | −1.84 | −1.51 |
| Tb927.8.3530 | Glycerol-3-phosphate dehydrogenase (NAD+), glycosomal | Glycosomal ± glycolysis/gluconeogenesis | −1.29 | −2.31 | −1.38 |
| Tb927.1.3830 | Glucose-6-phosphate isomerase, glycosomal | Glycosomal ± glycolysis/gluconeogenesis | −1.28 | −4.85 | −1.37 |
| Tb927.9.12590 | Glycerol kinase, glycosomal (glk1) | Glycosomal ± glycolysis/gluconeogenesis | −1.36 | −3.06 | −1.25 |
| Tb927.10.2020 | Hexokinase (HK2) | Glycosomal ± glycolysis/gluconeogenesis | −1.42 | −1.36 | 1.36 |
| Tb927.9.12550 | Glycerol kinase, glycosomal (glk1) | Glycosomal ± glycolysis/gluconeogenesis | −1.34 | −3.38 | NA |
| Tb927.9.12570 | Glycerol kinase, glycosomal (glk1) | Glycosomal ± Glycolysis/Gluconeogenesis | −1.35 | −2.97 | NA |
| Tb927.9.12610 | Glycerol kinase, glycosomal (glk1) | Glycosomal ± glycolysis/gluconeogenesis | −1.29 | −2.96 | NA |
| Tb927.9.12630 | Glycerol kinase, glycosomal (glk1) | Glycosomal ± glycolysis/gluconeogenesis | −1.32 | −2.95 | NA |
| Tb927.5.4200 | Histone H4, putative | Histone | −1.35 | −14.81 | NA |
| Tb927.5.4250 | Histone H4, putative | Histone | −1.33 | Inf Down | NA |
| Tb927.11.900 | Isocitrate dehydrogenase, putative | Mitochondrial ± citrate cycle | −1.34 | 1.10 | 1.06 |
| Tb927.11.6330 | 6-Phosphogluconolactonase | Pentose phosphate pathway | −1.37 | −1.72 | −1.14 |
| Tb927.3.2960 | Inosine-adenosine-guanosine-nucleosidehydrolase | Purine metabolism ± transport | −1.81 | −6.55 | −2.06 |
| Tb927.2.6240 | Adenosine transporter 2 (TbNT5) | Purine metabolism ± transport | −1.34 | −2.75 | −1.12 |
| Tb927.6.820 | Pumilio RNA binding protein, putative (PUF4) | RNA binding protein | −1.30 | −1.32 | −1.21 |
| Tb927.10.12760 | Zinc finger protein family member, putative (ZC3H36) | RNA binding protein | −1.40 | −3.16 | 1.32 |
| Tb927.9.11760 | DNA repair protein RAD2, putative | Other | −1.30 | 1.38 | 1.07 |
| Tb927.7.6220 | Protein kinase, putative | Other | −1.38 | −2.29 | 1.11 |
| Tb927.9.10170 | Predicted zinc finger protein (homolog of | Other | −1.33 | −1.08 | 1.12 |
After 24 h of DDD00015314 treatment, 95 genes were upregulated, and 73 genes were downregulated greater than 1.2- fold. Further, the CAT reporter gene coupled to the PAD1 3′ UTR showed a 1.47-fold increase in mRNA expression, similar to the 1.44-fold increase in PAD1 mRNA expression (highlighted in boldface). Here, hypothetical, VSG, and retrotransposon hot spot protein genes have been removed for clarity. A full list of genes (with associated statistics) up- and downregulated after DDD00015314 treatment is provided in Data Set S2 in the supplemental material. Product assignments were based on annotations and comments at TriTrypDB.org.
ESAG, expression site-associated gene; PAD, protein associated with differentiation; CoA, coenzyme A; PSSA, procyclic form surface phosphoprotein; LRRP, leucine-rich repeat protein; PGKC, phosphoglycerate kinase.
±, with or without.
The absolute fold change in transcript abundance during complete differentiation from slender to stumpy forms as observed in two independent analyses (32, 33) is also shown for each gene. In Capewell et al. (32) PAD1 was not distinguishable from other PAD family transcripts. NA, not available.
Tbg, Trypanosoma brucei gambiense.
FIG 7Compound DDD00015314 causes a stumpy-like phenotype in pleomorphic bloodstream form cells. AnTat1.1 90:13 cells were treated with 50 μM, 10 μM, or 5 μM DDD00015314. Negative-control cells were treated with 0.5% (vol/vol) DMSO; positive-control cells were treated with 100 μM 8-pCPT-cAMP. (A) Population growth was monitored at 24 and 48 h. Cells treated with DDD00015314 or 8-pCPT-cAMP showed reduced growth compared to DMSO-treated controls. (B) Treatment with DDD00015314 or 8-pCPT-cAMP caused an accumulation of cells in G1/G0 after 24 and 48 h, as determined by flow cytometry of DAPI-stained populations. (C) After 24 h of treatment, cells were induced to differentiate to procyclic forms by the addition of 6 mM cis-aconitate and a temperature change from 37°C to 27°C. Cells treated with DDD00015314 or 8-pCPT-cAMP differentiated more efficiently than DMSO-treated cells by 6 h postinduction, as determined by expression of EP procyclin. At 24 h however, cells treated with DDD00015314 had differentiated less well than DMSO-treated cells. CCA, cis-aconitate. (D) Treated cells were fixed and stained for PAD1 protein expression and analyzed by flow cytometry. Cells treated with DDD00015314 or 8-pCPT-cAMP showed upregulation of PAD1 protein expression compared to negative controls after 24 and 48 h although to a lesser degree than that observed from a stumpy form positive control. FITC, fluorescein isothiocyanate. (E) Immunofluorescence microscopy of cells after 24 h of treatment confirms upregulation of PAD1 protein expression in DDD00015314- or 8-pCPT-cAMP-treated cells. Two examples are shown per treatment. In each pair, the left panel shows a phase-contrast with DAPI image and the right panel shows the same cells stained for PAD1 protein. 1° Ab, primary antibody.
FIG 8Compound DDD00015314 causes a stumpy-like morphology in pleomorphic bloodstream form cells. Microscope images of treated cells reveal that DDD00015314 or 8-pCPT-cAMP treatment induces a stumpy-like phenotype after 24 h. This morphology remains apparent in cells treated with 5 or 10 μM DDD00015314 or with 8-pCPT-cAMP after 48 h, but many cells treated with 50 μM DDD00015314 have an aberrant morphology after 48 h.