Multi-Targeting Approach in Glioblastoma Using Computer-Assisted Drug Discovery Tools to Overcome the Blood-Brain Barrier and Target EGFR/PI3Kp110β Signaling

被引:7
作者
Franco, Catarina [1 ,2 ]
Kausar, Samina [1 ,2 ]
Silva, Margarida F. B. [2 ,3 ]
Guedes, Rita C. [2 ,3 ]
Falcao, Andre O. [1 ]
Brito, Maria Alexandra [2 ,3 ]
机构
[1] Univ Lisbon, Fac Sci, Dept Informat, LASIGE, P-1749016 Lisbon, Portugal
[2] Univ Lisbon, Fac Pharm, Res Inst Med, Av Prof Gama Pinto, P-1649003 Lisbon, Portugal
[3] Univ Lisbon, Fac Pharm, Dept Pharmaceut Sci & Med, Av Prof Gama Pinto, P-1649003 Lisbon, Portugal
关键词
blood-brain barrier; dual-targeting; epidermal growth factor receptor; glioblastoma; phosphatidylinositol-3-kinase; quantitative structure-activity relationship models; virtual screening; TYROSINE KINASE INHIBITOR; PHASE-II; EGFR; OPPORTUNITIES; DACOMITINIB; TUMORS; CELLS;
D O I
10.3390/cancers14143506
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Simple Summary Treatment of glioblastoma is hampered by the activation of compensatory survival mechanisms by malignant cells that lead to drug resistance. Moreover, the blood-brain barrier (BBB) precludes the brain entrance of most drugs. We hypothesized that computer-assisted drug discovery tools would reveal novel multi-targeting drug candidates with BBB-permeant and favorable ADMET properties. We aimed to discover molecules with predicted ability to inhibit the EGFR/PI3Kp110 beta pathway and to validate their efficacy and safety in biological assays. We used quantitative structure-activity relationship models and structure-based virtual screening, and assessed ADMET properties, to identify BBB-permeant drug candidates. Moreover, we tested their anti-tumor efficacy and BBB safety and permeation in cell models. We found two EGFR, two PI3Kp110 beta, and, mostly, two dual inhibitors with anti-tumor effects. Among them, one EGFR and two PI3Kp110 beta inhibitors were able to cross the BBB endothelium without compromising it. These studies revealed novel drug candidates for glioblastoma treatment. The epidermal growth factor receptor (EGFR) is upregulated in glioblastoma, becoming an attractive therapeutic target. However, activation of compensatory pathways generates inputs to downstream PI3Kp110 beta signaling, leading to anti-EGFR therapeutic resistance. Moreover, the blood-brain barrier (BBB) limits drugs' brain penetration. We aimed to discover EGFR/PI3Kp110 beta pathway inhibitors for a multi-targeting approach, with favorable ADMET and BBB-permeant properties. We used quantitative structure-activity relationship models and structure-based virtual screening, and assessed ADMET properties, to identify BBB-permeant drug candidates. Predictions were validated in in vitro models of the human BBB and BBB-glioma co-cultures. The results disclosed 27 molecules (18 EGFR, 6 PI3Kp110 beta, and 3 dual inhibitors) for biological validation, performed in two glioblastoma cell lines (U87MG and U87MG overexpressing EGFR). Six molecules (two EGFR, two PI3Kp110 beta, and two dual inhibitors) decreased cell viability by 40-99%, with the greatest effect observed for the dual inhibitors. The glioma cytotoxicity was confirmed by analysis of targets' downregulation and increased apoptosis (15-85%). Safety to BBB endothelial cells was confirmed for three of those molecules (one EGFR and two PI3Kp110 beta inhibitors). These molecules crossed the endothelial monolayer in the BBB in vitro model and in the BBB-glioblastoma co-culture system. These results revealed novel drug candidates for glioblastoma treatment.
引用
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页数:28
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共 52 条
  • [1] Structure and function of the blood-brain barrier
    Abbott, N. Joan
    Patabendige, Adjanie A. K.
    Dolman, Diana E. M.
    Yusof, Siti R.
    Begley, David J.
    [J]. NEUROBIOLOGY OF DISEASE, 2010, 37 (01) : 13 - 25
  • [2] Therapeutic Options in Neuro-Oncology
    Afonso, Mariana
    Brito, Maria Alexandra
    [J]. INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2022, 23 (10)
  • [3] New Substructure Filters for Removal of Pan Assay Interference Compounds (PAINS) from Screening Libraries and for Their Exclusion in Bioassays
    Baell, Jonathan B.
    Holloway, Georgina A.
    [J]. JOURNAL OF MEDICINAL CHEMISTRY, 2010, 53 (07) : 2719 - 2740
  • [4] From blood-brain barrier to blood-brain interface: new opportunities for CNS drug delivery
    Banks, William A.
    [J]. NATURE REVIEWS DRUG DISCOVERY, 2016, 15 (04) : 275 - +
  • [5] Phase I, Dose-Escalation Study of BKM120, an Oral Pan-Class I PI3K Inhibitor, in Patients With Advanced Solid Tumors
    Bendell, Johanna C.
    Rodon, Jordi
    Burris, Howard A.
    de Jonge, Maja
    Verweij, Jaap
    Birle, Diana
    Demanse, David
    De Buck, Stefan S.
    Ru, Qinhua C.
    Peters, Malte
    Goldbrunner, Michael
    Baselga, Jose
    [J]. JOURNAL OF CLINICAL ONCOLOGY, 2012, 30 (03) : 282 - 290
  • [6] The ChEMBL bioactivity database: an update
    Bento, A. Patricia
    Gaulton, Anna
    Hersey, Anne
    Bellis, Louisa J.
    Chambers, Jon
    Davies, Mark
    Krueger, Felix A.
    Light, Yvonne
    Mak, Lora
    McGlinchey, Shaun
    Nowotka, Michal
    Papadatos, George
    Santos, Rita
    Overington, John P.
    [J]. NUCLEIC ACIDS RESEARCH, 2014, 42 (D1) : D1083 - D1090
  • [7] KNIME:: The Konstanz Information Miner
    Berthold, Michael R.
    Cebron, Nicolas
    Dill, Fabian
    Gabriel, Thomas R.
    Koetter, Tobias
    Meinl, Thorsten
    Ohl, Peter
    Sieb, Christoph
    Thiel, Kilian
    Wiswedel, Bernd
    [J]. DATA ANALYSIS, MACHINE LEARNING AND APPLICATIONS, 2008, : 319 - 326
  • [8] Thioredoxin, Glutathione and related molecules in tumors of the nervous system
    Branco, Vasco
    Pimentel, Jose
    Brito, Maria Alexandra
    Carvalho, Cristina
    [J]. CURRENT MEDICINAL CHEMISTRY, 2020, 27 (12) : 1878 - 1900
  • [9] Looking at the blood-brain barrier: Molecular anatomy and possible investigation approaches
    Cardoso, Filipa Lourenco
    Brites, Dora
    Brito, Maria Alexandra
    [J]. BRAIN RESEARCH REVIEWS, 2010, 64 (02) : 328 - 363
  • [10] Computational chemistry in drug lead discovery and design
    Cavasotto, Claudio N.
    Gabriela Aucar, Maria
    Adler, Natalia S.
    [J]. INTERNATIONAL JOURNAL OF QUANTUM CHEMISTRY, 2019, 119 (02)