A transcriptomics-based drug repositioning approach to identify drugs with similar activities for the treatment of muscle pathologies in spinal muscular atrophy (SMA) models

被引:4
作者
Hoolachan, Joseph M. [1 ]
Mccallion, Eve [1 ]
Sutton, Emma R. [1 ]
Cetin, Ozge [1 ]
Pacheco-Torres, Paloma [2 ]
Dimitriadi, Maria [2 ]
Sari, Suat [3 ,4 ]
Miller, Gavin J. [4 ,5 ,6 ]
Okoh, Magnus [1 ]
Walter, Lisa M. [7 ]
Claus, Peter [7 ]
Wood, Matthew J. A. [8 ]
Tonge, Daniel P. [9 ]
Bowerman, Melissa [1 ,10 ]
机构
[1] Keele Univ, Sch Med, David Weatherall Bldg, Keele ST5 5BG, Staffs, England
[2] Univ Hertfordshire, Sch Life & Med Sci, Hatfield AL910 9AB, Herts, England
[3] Hacettepe Univ, Dept Pharmaceut Chem, TR-06100 Ankara, Turkiye
[4] Keele Univ, Sch Chem & Phys Sci, Lennard Jones Bldg, Keele ST5 5BG, Staffs, England
[5] Keele Univ, Ctr Glycoscience, Keele ST5 5BG, Staffs, England
[6] Smatheria gGmbH Nonprofit Biomed Res Inst, Feodor Lynen Str 31, D-30625 Hannover, Germany
[7] Hannover Med Sch, Ctr Syst Neurosci ZSN, Bunteweg 2, D-30559 Hannover, Germany
[8] Univ Oxford, Dept Paediat, Childrens Hosp, Level 2, Oxford OX3 9DU, England
[9] Keele Univ, Sch Life Sci, Huxley Bldg, Keele ST5 5BG, Staffs, England
[10] RJAH Orthopaed Hosp, Wolfson Ctr Inherited Neuromuscular Dis, Oswestry SY10 7AG, Shrops, England
基金
英国惠康基金;
关键词
spinal muscular atrophy; skeletal muscle; transcriptomics; drug repurposing; animal models; MOTOR-NEURON GENE; SKELETAL-MUSCLE; MOUSE MODEL; PROTEIN-KINASE; SHAM CONTROL; SMN2; GENE; SURVIVAL; DYSTROPHY; OXANDROLONE; METFORMIN;
D O I
10.1093/hmg/ddad192
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Spinal muscular atrophy (SMA) is a genetic neuromuscular disorder caused by the reduction of survival of motor neuron (SMN) protein levels. Although three SMN-augmentation therapies are clinically approved that significantly slow down disease progression, they are unfortunately not cures. Thus, complementary SMN-independent therapies that can target key SMA pathologies and that can support the clinically approved SMN-dependent drugs are the forefront of therapeutic development. We have previously demonstrated that prednisolone, a synthetic glucocorticoid (GC) improved muscle health and survival in severe Smn-/-;SMN2 and intermediate Smn2B/- SMA mice. However, long-term administration of prednisolone can promote myopathy. We thus wanted to identify genes and pathways targeted by prednisolone in skeletal muscle to discover clinically approved drugs that are predicted to emulate prednisolone's activities. Using an RNA-sequencing, bioinformatics, and drug repositioning pipeline on skeletal muscle from symptomatic prednisolone-treated and untreated Smn-/-; SMN2 SMA and Smn+/-; SMN2 healthy mice, we identified molecular targets linked to prednisolone's ameliorative effects and a list of 580 drug candidates with similar predicted activities. Two of these candidates, metformin and oxandrolone, were further investigated in SMA cellular and animal models, which highlighted that these compounds do not have the same ameliorative effects on SMA phenotypes as prednisolone; however, a number of other important drug targets remain. Overall, our work further supports the usefulness of prednisolone's potential as a second-generation therapy for SMA, identifies a list of potential SMA drug treatments and highlights improvements for future transcriptomic-based drug repositioning studies in SMA.
引用
收藏
页码:400 / 425
页数:26
相关论文
共 136 条
  • [41] Global functional profiling of gene expression
    Draghici, S
    Khatri, P
    Martins, RP
    Ostermeier, GC
    Krawetz, SA
    [J]. GENOMICS, 2003, 81 (02) : 98 - 104
  • [42] Benchmarking of RNA-sequencing analysis workflows using wholetranscriptome RT-qPCR expression data
    Everaert, Celine
    Luypaert, Manuel
    Maag, Jesper L. V.
    Cheng, Quek Xiu
    Dinger, Marcel E.
    Hellemans, Jan
    Mestdagh, Pieter
    [J]. SCIENTIFIC REPORTS, 2017, 7
  • [43] MultiQC: summarize analysis results for multiple tools and samples in a single report
    Ewels, Philip
    Magnusson, Mans
    Lundin, Sverker
    Kaller, Max
    [J]. BIOINFORMATICS, 2016, 32 (19) : 3047 - 3048
  • [44] Celecoxib increases SMN and survival in a severe spinal muscular atrophy mouse model via p38 pathway activation
    Farooq, Faraz
    Abadia-Molina, Francisco
    MacKenzie, Duncan
    Hadwen, Jeremiah
    Shamim, Fahad
    O'Reilly, Sean
    Holcik, Martin
    MacKenzie, Alex
    [J]. HUMAN MOLECULAR GENETICS, 2013, 22 (17) : 3415 - 3424
  • [45] FASTX-Toolkit http://hannonlab.cshl.edu/fastx_toolkit/ (accessed Apr 25 2022)., FASTX-Toolkit
  • [46] A beneficial effect of oxandrolone in the treatment of Duchenne muscular dystrophy: A pilot study
    Fenichel, G
    Pestronk, A
    Florence, J
    Robison, V
    Hemelt, V
    [J]. NEUROLOGY, 1997, 48 (05) : 1225 - 1226
  • [47] Nusinersen versus Sham Control in Infantile-Onset Spinal Muscular Atrophy
    Finkel, R. S.
    Mercuri, E.
    Darras, B. T.
    Connolly, A. M.
    Kuntz, N. L.
    Kirschner, J.
    Chiriboga, C. A.
    Saito, K.
    Servais, L.
    Tizzano, E.
    Topaloglu, H.
    Tulinius, M.
    Montes, J.
    Glanzman, A. M.
    Bishop, K.
    Zhong, Z. J.
    Gheuens, S.
    Bennett, C. F.
    Schneider, E.
    Farwell, W.
    De Vivo, D. C.
    [J]. NEW ENGLAND JOURNAL OF MEDICINE, 2017, 377 (18) : 1723 - 1732
  • [48] Candidate Proteins, Metabolites and Transcripts in the Biomarkers for Spinal Muscular Atrophy (BforSMA) Clinical Study
    Finkel, Richard S.
    Crawford, Thomas O.
    Swoboda, Kathryn J.
    Kaufmann, Petra
    Juhasz, Peter
    Li, Xiaohong
    Guo, Yu
    Li, Rebecca H.
    Trachtenberg, Felicia
    Forrest, Suzanne J.
    Kobayashi, Dione T.
    Chen, Karen S.
    Joyce, Cynthia L.
    Plasterer, Thomas
    [J]. PLOS ONE, 2012, 7 (04):
  • [49] Effects of metformin on congenital muscular dystrophy type 1A disease progression in mice: a gender impact study
    Fontes-Oliveira, Cibely C.
    Oliveira, Bernardo M. Soares
    Korner, Zandra
    Harandi, Vahid M.
    Durbeej, Madeleine
    [J]. SCIENTIFIC REPORTS, 2018, 8
  • [50] Extra precision glide: Docking and scoring incorporating a model of hydrophobic enclosure for protein-ligand complexes
    Friesner, Richard A.
    Murphy, Robert B.
    Repasky, Matthew P.
    Frye, Leah L.
    Greenwood, Jeremy R.
    Halgren, Thomas A.
    Sanschagrin, Paul C.
    Mainz, Daniel T.
    [J]. JOURNAL OF MEDICINAL CHEMISTRY, 2006, 49 (21) : 6177 - 6196