| Literature DB >> 35048946 |
Franz S Gruber1, Zoe C Johnston2, Neil R Norcross3, Irene Georgiou3, Caroline Wilson3, Kevin D Read3, Ian H Gilbert3, Jason R Swedlow1,4, Sarah Martins da Silva2, Christopher L R Barratt2.
Abstract
STUDY QUESTION: Can a high-throughput screening (HTS) platform facilitate male fertility drug discovery? SUMMARY ANSWER: An HTS platform identified a large number of compounds that enhanced sperm motility. WHAT IS KNOWN ALREADY: Several efforts to find small molecules modulating sperm function have been performed but none have used high-throughput technology. STUDY DESIGN, SIZE, DURATION: Healthy donor semen samples were used and samples were pooled (3-5 donors per pool). Primary screening was performed singly; dose-response screening was performed in duplicate (using independent donor pools). PARTICIPANTS/MATERIALS, SETTING,Entities:
Keywords: drug discovery; high-throughput screening; sperm motility; spermatozoa; subfertility
Mesh:
Substances:
Year: 2022 PMID: 35048946 PMCID: PMC8888995 DOI: 10.1093/humrep/deac007
Source DB: PubMed Journal: Hum Reprod ISSN: 0268-1161 Impact factor: 6.918
Figure 1.Summary of screening platform and compound screening cascade. (A) Motility screening overview as in Gruber . Donated human sperm are pooled and used for automated compound screening to detect compounds which increase sperm motility. DMSO is the vehicle control and the compound label represents a compound which increases motility (reflected by the green arrows). (B) Overview of screened compound libraries and follow-up steps. If a compound is selected as a potential hit in the initial screen, dose–response experiments are performed (hit confirmation). Analysis of the compounds with confirmed effects by a dose–response experiment provided some indication of potential target class (data analysis). DMSO, dimethylsulphoxide.
Summary table of screened libraries.
| Library | No. of compounds | No. of increaser hits | Hit cut-off | % Hit rate |
|---|---|---|---|---|
| ReFRAME | ∼12 000 | 37 | ∼40% | 0.3 |
| ReFRAME supplement | ∼950 | 9 | 20% | 0.9 |
| Prestwick chemical library | 1280 | 4 | 20% | 0.3 |
| Tocriscreen plus | 1280 | 24 | 20% | 1.9 |
| LOPAC | 1280 | 20 | 20% | 1.6 |
| MMV pathogenbox | 400 | 8 | 40% | 2 |
| CLOUD | 263 | 3 | 20% | 1.1 |
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Increase relative to DMSO control.
Max. 1% resupply.
DMSO, dimethylsulphoxide; MMV, Medicines for Malaria Venture; ReFRAME, Repurposing, Focused Rescue, and Accelerated Medchem.
Figure 2.Primary screening results with examples. (A) Primary screening data from all screened libraries. Data are presented as a percentage of the control, which is defined as a well median VCL (including all sperm tracks) relative to a median VCL of vehicle (DMSO) control wells. Dashed lines represent hit cut-offs for each library. Each dot represents an individual compound and black dots represent hits with motility increase above the cut-off. (B) Example tracks of spermatozoa treated with Torin 2 or DMSO. The colour indicates the track class: IM (immotile), NPM (non-progressively motile) or PM (progressively motile). (C) Fraction of classified sperm tracks and frequency distribution of sperm track VCL of a well-treated with Torin 2. The x denotes a median of 16 DMSO wells in the same 384-well plate. (D) Example tracks of spermatozoa treated with Linsitinib or DMSO. (E) Fraction of classified sperm tracks and frequency distribution of sperm track VCL of a well-treated with Linsitinib. The x denotes a median of 16 DMSO wells in the same 384-well plate. DMSO, dimethylsulphoxide; VCL, curvelinear velocity.
Figure 3.Classification of screening results. (A) Summary of the target classes of compounds confirmed by dose–response experiments. Target classes were identified according to library annotations. The ‘other/unknown’ category is comprised of compounds with no annotation available from the library vendor or unknown mode of action. (B) Chemical space visualization of motility enhancing compounds. Each enhancing compound has been encoded as chemical fingerprint (Morgan Fingerprint) with 2048 bit features. All features have been reduced to two dimensions using UMAP. The colour indicates screening library (left panel) or annotated target class (right panel). (C) Examples of similar hit structures with names and library information related to GABA signalling (Panel 1, also highlighted in B) and mTOR signalling (Panel 2, also highlighted in B). UMAP, Unifold Manifold Approximation and Projection.
Summary table of most potent screening compounds.
| Compound | ECX [µM] | [% of control] | Target action |
|---|---|---|---|
| TAK-063 | 0.04 | 145 | Phosphodiesterase inhibitor |
| RFM-012-216-7 | 0.14 | 128 | Unknown |
| GW 843682X | 0.17 | 192 | Protein kinase inhibitor |
| Torin2 | 0.22 | 196 | Protein inhibitor |
| Linsitinib | 0.24 | 191 | Receptor inhibitor |
| Tolafentrine | 0.26 | 153 | Phosphodiesterase inhibitor |
| Epetirimod | 0.32 | 166 | Unknown |
| E6005 | 0.33 | 151 | Phosphodiesterase inhibitor |
| GABAalpha2/alpha3 agonists | 0.35 | 138 | Receptor agonist |
| JNJ-42396302 | 0.39 | 158 | Phosphodiesterase inhibitor |
| NM-702 | 0.48 | 152 | Phosphodiesterase inhibitor |
| RG-7203 | 0.49 | 162 | Phosphodiesterase inhibitor |
| Trequinsin hydrochloride | 0.5 | 143 | Phosphodiesterase inhibitor |
| Dextofisopam | 0.54 | 143 | Unknown |
| Papverine | 0.55 | 175 | Phosphodiesterase inhibitor |
| LY-3023414 | 0.56 | 140 | Protein kinase inhibitor |
| KF 15832 | 0.61 | 143 | Phosphodiesterase inhibitor |
| STL515575 | 0.62 | 140 | Unknown |
| Carbazeran | 0.63 | 146 | Phosphodiesterase inhibitor |
Half maximal effective concentration.
Figure 4.Confirmation of PDE10A inhibitor hits. (A) Summary graph of PDE inhibitor classes based on vendor annotation or available information resources (ChEMBL, PubChem, DrugBank). (B) Dose–response curves of four PDE10A inhibitors, with structures and physico-chemical properties. Blue line: four parameter logistic model. ECx, estimated half-maximum concentration. Each dot represents an individual data point, n = 2 for each concentration with data collected from two independent dose–response experiments utilizing different biological material (i.e. pooled spermatozoa samples from different donors in each experiment). Physico-chemical properties are defined as: MW, TPSA and cLogP. Note that no curve/ECx for PF-2545920 is shown due to noisy data at the two highest concentrations. (C) Frequency distributions of sperm VCL of each PDE10A inhibitor shown in (B) at 1.25 µM concentration (blue) compared to DMSO control wells (grey). (D) Fraction of classified sperm tracks for each PDE10A inhibitor at 1.25 µM concentration. The x denotes a median of 16 DMSO wells run in the same 384-well plate. cLogP, computed Crippen-LogP; DMSO, dimethylsulphoxide; MW, molecular weight; PDE, phosphodiesterase; TPSA, topological polar surface area; VCL, curvelinear velocity.
Summary table of confirmed phosphodiesterase (PDE) inhibitors.
| Compound | ECX [µM] | [% of control] |
|---|---|---|
| TAK-063 | 0.04 | 145 |
| JNJ-42396302 | 0.39 | 158 |
| RG-7203 | 0.49 | 162 |
| PF-2545920 | n.d. | 130 |
Half maximal effective concentration.
ECX not determined.