| Literature DB >> 29114221 |
Chang Yin1,2, Temesgen Fufa1,3, Gayathri Chandrasekar1,4, Madhu Aeluri1,5, Verina Zaky1, Shaimaa Abdelhady6, Antonio B Rodríguez7, Johan Jakobsson7, Farzaneh Shahin Varnoosfaderani4, Jayashri Mahalingam8, Jianping Liu7, Olle Larsson2, Outi Hovatta9, Frank Gaunitz3, Anita Göndör2, Michael Andäng5, Satish S Kitambi1.
Abstract
Stem cells display a fundamentally different mechanism of proliferation control when compared to somatic cells. Uncovering these mechanisms would maximize the impact in drug discovery with a higher translational applicability. The unbiased approach used in phenotype-based drug discovery (PDD) programs can offer a unique opportunity to identify such novel biological phenomenon. Here, we describe an integrated phenotypic screening approach, employing a combination of in vitro and in vivo PDD models to identify a small molecule increasing stem cell proliferation. We demonstrate that a combination of both in vitro and in vivo screening models improves hit identification and reproducibility of effects across various PDD models. Using cell viability and colony size phenotype measurement we characterize the structure activity relationship of the lead molecule, and identify that the small molecule inhibits phosphorylation of ERK2 and promotes stem cell proliferation. This study demonstrates a PDD approach that employs combinatorial models to identify compounds promoting stem cell proliferation.Entities:
Keywords: PDD; mouse; phenotype; small molecules; stem cells; zebrafish
Year: 2017 PMID: 29114221 PMCID: PMC5660848 DOI: 10.3389/fphar.2017.00726
Source DB: PubMed Journal: Front Pharmacol ISSN: 1663-9812 Impact factor: 5.810
qPCR primers designed against mouse target genes.
| oct 4 | GCTCTCCCATGCATTCAAAC | TGTCTACCTCCCTTGCCTTG | Pluripotency |
| Sox2 | ATGGCCCAGCACTACCAGAG | CTTCTCCAGTTCGCAGTCCA | Pluripotency |
| Klf4 | CAGTGCCAGAAGTGTGACAGG | TCGTGGGAAGACAGTGTGAA | Pluripotency |
| Nanog | TTTGGAAGCCACTAGGGAAAG | AAGCCCAGATGTTGCGTAAGT | Pluripotency |
| Fgf5 | ACTGAAAAGACAGGCCGAGA | TGAACCTGGGTAGGAAGTGG | Primitive Ectoderm |
| Gsc | AAAGCCTCGCCGGAGAA | AGCTGTCCGAGTCCAAATCG | Epiblast |
| Lhx1 | CACCTCAACTGCTTCACCTG | TGTTCTCTTTGGCGACACTG | Mesoderm |
| Wnt3 | CAGCGTAGCAGAAGGTGTGA | GCCAGGCTGTCATCTATGGT | Mesoderm |
| Fgf8 | CACAGAGATCGTGCTGGAGA | TGTACCAGCCCTCGTACTTG | Mesoderm |
| Sox17 | CCGAGATGGGTCTTCCCTAC | CGTCAAATGTCGGGGTAGTT | Endoderm |
| Sox1 | CACAACTCGGAGATCAGCAA | CTCGGACATGACCTTCCACT | Ectoderm |
| Gata6 | GAACGTACCACCACCACCAT | CCATGTAGGGCGAGTAGGTC | Endoderm |
| Bmp2 | GCTCCACAAACGAGAAAAGC | AGCAAGGGGAAAAGGACACT | Endoderm |
| GAPDH | GAG AAA CCT GCC AAG TAT GAT GA | AGA CAA CCT GGT CCT CAG TGT A |
Figure 1Overview of phenotypic screen and hit characterization. (A) Phenotypic screening overview showing two parallel screens performed on embryonic stem cells (mouse mES, human hES) and zebrafish, and identification of lead compound D1. (B) Effect on colony size after treatment with different concentrations of compound D1 on embryonic stem cells. (C) Cell viability assay of D1 measuring ATP levels of mESCs after 4-day treatment with different concentrations. (D) Cytotoxicity of D1 on mESCs at different concentrations after 4-day incubation. (E) Cell viability assay measuring ATP after 4-day treatment of mESCs with 0.05 μM D1. (F) Cell count after 4-day treatment of mESCs with 0.05 μM D1. (G) Number of mESC colony spheres obtained after 4 days of treatment with DMSO or 0.05 μM D1. (H–K) Number of cells obtained and the effect on ATP after treating hESCs for 4 and 10 days with DMSO or different concentrations of D1. (L) Flow cytometry based cell cycle analysis after 4-day treatment of mESCs with 0.05 μM D1. (M) Flow cytometry based quantification of EdU positive cells after 2-day treatment of mESCs with 0.05 μM D1. (N,O) Assessment of pluripotency of mESCs using western blotting (N) and immunostaining (O) after 4-day treatment with 0.05 μM D1. (P) Quantitative PCR based measurement of various pluripotency and differentiation markers of mESCs treated with DMSO or 0.05 μM D1. (Q) Immunostaining of hESCs to assess the expression of pluripotency markers. (R) Quantification of apoptosis using Annexin V staining after 4-day treatment of mESC with 0.05 μM D1. mESC, mouse embryonic stem cells; hESC, human embryonic stem cells. Data represent mean ± STD, *P < 0.05, **P < 0.01, ***P < 0.001 compared to control treatment.
Structurally similar compounds.
| 1 | A1 | H | Cl | H | H | H | H | |
| 2 | A2 | H | CF3 | H | H | H | H | |
| 3 | A3 | H | H | Cl | H | H | H | |
| 4 | A4 | F | H | H | H | H | H | |
| 5 | A5 | H | H | F | H | H | H | |
| 6 | A6 | H | Me | H | H | H | H | |
| 7 | A7 (HIT-D1) | Cl | H | H | H | H | H | |
| 8 | A8 | H | H | OMe | H | H | H | |
| 9 | B1 | H | H | SO2NH2 | H | H | H | |
| 10 | B2 | H | H | NO2 | Cl | H | H | |
| 11 | B3 | Cl | H | H | H | H | H | |
| 12 | B4 | Cl | H | H | H | H | H | |
| 13 | B5 | Cl | H | Me | H | H | NHAc | H |
| 14 | B6 | Cl | H | F | H | H | NHAc | H |
| 15 | B7 | H | H | H | H | H | H | |
| 16 | B8 | H | H | F | H | H | H | |
| 17 | C1 | H | CF3 | H | H | H | H | |
| 18 | C2 | H | Cl | H | H | H | H | |
| 19 | E6 | Cl | H | H | COOMe | H | Br | H |
| 20 | E7 | Cl | H | H | Me | H | Br | H |
| 21 | E8 | Cl | H | H | COOMe | H | H | H |
| 22 | F1 | Cl | H | H | H | OMe | OMe | OMe |
| 23 | F2 | Cl | H | H | H | H | CF3 | H |
| 24 | F3 | Cl | H | H | H | CF3 | H | |
| 25 | F4 | Cl | H | H | Cl | H | H | |
| 26 | F5 | Cl | H | H | H | H | H | |
| 27 | F6 | Cl | H | H | H | CF3 | H | |
| 28 | F7 | Cl | H | H | H | |||
Figure 2Structure-Activity Relationship (SAR) analysis of compounds related to D1. (A) Displayed are the three classes of generic structures investigated with modified positions at R1-R7, representing a total of 39 compounds. (B) The heatmap represents the response of ESCs exposed to the 39 compounds (labeled “A1-8, B1-8, C1-8, E1-8, and F1-7”) for 4 days with regard to colony size in comparison to the effect of D1 (signified as hit) and to cells treated with DMSO as control. Each compound was tested using a log dilution series with the highest concentration of 50 μM shown at the top, and the colony size measurement was used to generate a heatmap. Representative images with matching color codes representing the heatmap are shown on the right. Compounds showing an increase in colony size significantly different to cells treated with DMSO are labeled by asterisks. (C) Representative images showing hESC colony spread of DMSO treated control and compound treatment producing increase, decrease or lethal effect. (D) Measurement of colony size of hESCs post 4-day treatment of the 39 compounds tested in mESCs. The most prominent hits are labeled. (E) Cell viability of mESCs after 4-day treatment with two different concentrations of the compounds. The red line represents the baseline control (cells treated with DMSO) and compounds producing an increase in viability are labeled. (F) The number of mESCs after 4-day treatment with two different concentrations of D1 (0.05 μM and 0.1 μM). (G,H) Cell viability measurement of mESCs (G) and hESCs (H) after 4-day exposure to Hit- D1 and B4 compounds. Labeling of SAR compounds with D series is avoided in order to prevent misunderstanding of effect produced by hit D1. mESCs, mouse embryonic stem cells; hESCs, human embryonic stem cells; Data represent mean ± std, *P < 0.05, **P < 0.01 compared to control treatment.
Figure 3Characterization of in vivo and in vitro effect of D1. (A,B) The effect of D1 on cranial neuronal clusters III-IV, V, VII, and X is shown in a dorsal view on islet1:GFP transgenic larvae after 2 days (A) and 3 days exposure (B,C) fluorescence intensity of cranial neurons from islet1:GFP transgenic Zebrafish larvae after 3 days of exposure to D1. (D) Mouse lateral ventricle isolation (shown in the representative image as a red rectangle on the transverse brain section) and cultures to obtain neurospheres. (E) Quantification of the number of spheres obtained post-culture with DMSO or D1. (F) Kinome screen showing relative change of viability in D1 treated cell when compared to DMSO post-siRNA knockdown of all kinases. (G) Western blotting image and quantification of it showing inhibition of phosphorylation of ERK2 post 5 min and 24 h of D1 treatment. H-I Cell viability measurement post 4-day treatment with ERK1/2 specific inhibitor on mESC (H) and hESC (I). mESCs, mouse embryonic stem cells; hESCs, human embryonic stem cells; mNSC, mouse neural stem cells. Data represent mean ± std, *P < 0.05, **P < 0.01, ***P < 0.001 compared to control treatment.