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1.
ACS Med Chem Lett ; 15(5): 583-589, 2024 May 09.
Artigo em Inglês | MEDLINE | ID: mdl-38746885

RESUMO

To further facilitate the discovery of cysteine reactive covalent inhibitors, there is a need to develop new reactive groups beyond the traditional acrylamide-type warheads. Herein we describe the design and synthesis of covalent EGFR inhibitors that use vinylpyridine as the reactive group. Structure-based design identified the quinazoline-containing vinylpyridine 6 as a starting point. Further modifications focused on reducing reactivity resulted in substituted vinyl compound 12, which shows high EGFR potency and good kinase selectivity, as well as significantly reduced reactivity compared to the starting compound 6, confirming that vinylpyridines can be applied as an alternative cysteine reactive warhead with tunable reactivity.

2.
Med Image Anal ; 94: 103123, 2024 May.
Artigo em Inglês | MEDLINE | ID: mdl-38430651

RESUMO

Cell line authentication plays a crucial role in the biomedical field, ensuring researchers work with accurately identified cells. Supervised deep learning has made remarkable strides in cell line identification by studying cell morphological features through cell imaging. However, biological batch (bio-batch) effects, a significant issue stemming from the different times at which data is generated, lead to substantial shifts in the underlying data distribution, thus complicating reliable differentiation between cell lines from distinct batch cultures. To address this challenge, we introduce CLANet, a pioneering framework for cross-batch cell line identification using brightfield images, specifically designed to tackle three distinct bio-batch effects. We propose a cell cluster-level selection method to efficiently capture cell density variations, and a self-supervised learning strategy to manage image quality variations, thus producing reliable patch representations. Additionally, we adopt multiple instance learning(MIL) for effective aggregation of instance-level features for cell line identification. Our innovative time-series segment sampling module further enhances MIL's feature-learning capabilities, mitigating biases from varying incubation times across batches. We validate CLANet using data from 32 cell lines across 93 experimental bio-batches from the AstraZeneca Global Cell Bank. Our results show that CLANet outperforms related approaches (e.g. domain adaptation, MIL), demonstrating its effectiveness in addressing bio-batch effects in cell line identification.


Assuntos
Autenticação de Linhagem Celular , Humanos , Pâncreas , Fatores de Tempo
3.
Sci Rep ; 12(1): 7894, 2022 05 12.
Artigo em Inglês | MEDLINE | ID: mdl-35550583

RESUMO

Cell line authentication is important in the biomedical field to ensure that researchers are not working with misidentified cells. Short tandem repeat is the gold standard method, but has its own limitations, including being expensive and time-consuming. Deep neural networks achieve great success in the analysis of cellular images in a cost-effective way. However, because of the lack of centralized available datasets, whether or not cell line authentication can be replaced or supported by cell image classification is still a question. Moreover, the relationship between the incubation times and cellular images has not been explored in previous studies. In this study, we automated the process of the cell line authentication by using deep learning analysis of brightfield cell line images. We proposed a novel multi-task framework to identify cell lines from cell images and predict the duration of how long cell lines have been incubated simultaneously. Using thirty cell lines' data from the AstraZeneca Cell Bank, we demonstrated that our proposed method can accurately identify cell lines from brightfield images with a 99.8% accuracy and predicts the incubation durations for cell images with the coefficient of determination score of 0.927. Considering that new cell lines are continually added to the AstraZeneca Cell Bank, we integrated the transfer learning technique with the proposed system to deal with data from new cell lines not included in the pre-trained model. Our method achieved excellent performance with a precision of 97.7% and recall of 95.8% in the detection of 14 new cell lines. These results demonstrated that our proposed framework can effectively identify cell lines using brightfield images.


Assuntos
Autenticação de Linhagem Celular , Processamento de Imagem Assistida por Computador/métodos , Redes Neurais de Computação
4.
J Med Chem ; 64(18): 13704-13718, 2021 09 23.
Artigo em Inglês | MEDLINE | ID: mdl-34491761

RESUMO

The epidermal growth factor receptor (EGFR) harboring activating mutations is a clinically validated target in non-small-cell lung cancer, and a number of inhibitors of the EGFR tyrosine kinase domain, including osimertinib, have been approved for clinical use. Resistance to these therapies has emerged due to a variety of molecular events including the C797S mutation which renders third-generation C797-targeting covalent EGFR inhibitors considerably less potent against the target due to the loss of the key covalent-bond-forming residue. We describe the medicinal chemistry optimization of a biochemically potent but modestly cell-active, reversible EGFR inhibitor starting point with sub-optimal physicochemical properties. These studies culminated in the identification of compound 12 that showed improved cell potency, oral exposure, and in vivo activity in clinically relevant EGFR-mutant-driven disease models, including an Exon19 deletion/T790M/C797S triple-mutant mouse xenograft model.


Assuntos
Antineoplásicos/uso terapêutico , Receptores ErbB/antagonistas & inibidores , Neoplasias/tratamento farmacológico , Compostos Organofosforados/uso terapêutico , Inibidores de Proteínas Quinases/uso terapêutico , Pirimidinas/uso terapêutico , Animais , Antineoplásicos/síntese química , Antineoplásicos/metabolismo , Linhagem Celular Tumoral , Resistencia a Medicamentos Antineoplásicos/efeitos dos fármacos , Receptores ErbB/genética , Receptores ErbB/metabolismo , Feminino , Humanos , Camundongos Nus , Camundongos SCID , Mutação , Compostos Organofosforados/síntese química , Compostos Organofosforados/metabolismo , Inibidores de Proteínas Quinases/síntese química , Inibidores de Proteínas Quinases/metabolismo , Pirimidinas/síntese química , Pirimidinas/metabolismo , Ratos , Ensaios Antitumorais Modelo de Xenoenxerto
5.
J Med Chem ; 64(19): 14498-14512, 2021 10 14.
Artigo em Inglês | MEDLINE | ID: mdl-34570508

RESUMO

Poly-ADP-ribose-polymerase (PARP) inhibitors have achieved regulatory approval in oncology for homologous recombination repair deficient tumors including BRCA mutation. However, some have failed in combination with first-line chemotherapies, usually due to overlapping hematological toxicities. Currently approved PARP inhibitors lack selectivity for PARP1 over PARP2 and some other 16 PARP family members, and we hypothesized that this could contribute to toxicity. Recent literature has demonstrated that PARP1 inhibition and PARP1-DNA trapping are key for driving efficacy in a BRCA mutant background. Herein, we describe the structure- and property-based design of 25 (AZD5305), a potent and selective PARP1 inhibitor and PARP1-DNA trapper with excellent in vivo efficacy in a BRCA mutant HBCx-17 PDX model. Compound 25 is highly selective for PARP1 over other PARP family members, with good secondary pharmacology and physicochemical properties and excellent pharmacokinetics in preclinical species, with reduced effects on human bone marrow progenitor cells in vitro.


Assuntos
DNA , Poli(ADP-Ribose) Polimerase-1 , Inibidores de Poli(ADP-Ribose) Polimerases , Poli(ADP-Ribose) Polimerases , Humanos , Cristalografia por Raios X , DNA/química , Poli(ADP-Ribose) Polimerase-1/antagonistas & inibidores , Inibidores de Poli(ADP-Ribose) Polimerases/química , Inibidores de Poli(ADP-Ribose) Polimerases/farmacologia , Poli(ADP-Ribose) Polimerases/metabolismo , Especificidade por Substrato
6.
Mol Cancer Ther ; 19(11): 2298-2307, 2020 11.
Artigo em Inglês | MEDLINE | ID: mdl-32943544

RESUMO

Osimertinib is an oral, third-generation, irreversible epidermal growth factor receptor tyrosine kinase inhibitor (EGFR-TKI) that selectively inhibits both EGFR-TKI-sensitizing and EGFR T790M-resistance mutations with lower activity against wild-type EGFR and has demonstrated efficacy in non-small cell lung cancer (NSCLC) CNS metastases. The sensitizing mutations, the in-frame deletions in exon 19 and the L858R point mutation in exon 21, represent between 80% and 90% of all EGFR mutations. The remaining 10% to 20% are referred to as uncommon activating mutations and are a diverse group of mutations in exons 18 to 21 within the kinase domain of the EGFR gene. Excluding those found as insertion mutations in exon 20, the uncommon mutations involving codons G719, S768, and L861 are the most prevalent.Although the efficacy of EGFR-TKIs for the common EGFR mutations is well established, much less is known about rare EGFR mutations, such as exon 20 insertions, G719X, L861Q, S768I, as most of the data consist of single case reports or small case series.Using available patient-derived xenografts (PDX) and cell lines derived from two of these PDXs that harbor the G719X mutation, we have evaluated in vitro and in vivo the preclinical activity of osimertinib. We report osimertinib inhibits signaling pathways and cellular growth in G719X-mutant cell lines in vitro and demonstrate sustained tumor growth inhibition of PDX harboring the G719X mutation alone or in combination with L861Q and S768I.Together, these data support clinical testing of osimertinib in patients with uncommon EGFR NSCLC.


Assuntos
Acrilamidas/farmacologia , Alelos , Substituição de Aminoácidos , Compostos de Anilina/farmacologia , Mutação , Inibidores de Proteínas Quinases/farmacologia , Animais , Células COS , Linhagem Celular Tumoral , Proliferação de Células/efeitos dos fármacos , Chlorocebus aethiops , Modelos Animais de Doenças , Receptores ErbB/antagonistas & inibidores , Receptores ErbB/genética , Receptores ErbB/metabolismo , Humanos , Camundongos , Fosforilação , Transdução de Sinais , Ensaios Antitumorais Modelo de Xenoenxerto
7.
SLAS Discov ; 24(2): 121-132, 2019 02.
Artigo em Inglês | MEDLINE | ID: mdl-30543471

RESUMO

Methods to measure cellular target engagement are increasingly being used in early drug discovery. The Cellular Thermal Shift Assay (CETSA) is one such method. CETSA can investigate target engagement by measuring changes in protein thermal stability upon compound binding within the intracellular environment. It can be performed in high-throughput, microplate-based formats to enable broader application to early drug discovery campaigns, though high-throughput forms of CETSA have only been reported for a limited number of targets. CETSA offers the advantage of investigating the target of interest in its physiological environment and native state, but it is not clear yet how well this technology correlates to more established and conventional cellular and biochemical approaches widely used in drug discovery. We report two novel high-throughput CETSA (CETSA HT) assays for B-Raf and PARP1, demonstrating the application of this technology to additional targets. By performing comparative analyses with other assays, we show that CETSA HT correlates well with other screening technologies and can be applied throughout various stages of hit identification and lead optimization. Our results support the use of CETSA HT as a broadly applicable and valuable methodology to help drive drug discovery campaigns to molecules that engage the intended target in cells.


Assuntos
Descoberta de Drogas , Ensaios de Triagem em Larga Escala/métodos , Poli(ADP-Ribose) Polimerase-1/antagonistas & inibidores , Proteínas Proto-Oncogênicas B-raf/antagonistas & inibidores , Temperatura , Linhagem Celular Tumoral , Humanos , Poli(ADP-Ribose) Polimerase-1/metabolismo , Proteínas Proto-Oncogênicas B-raf/metabolismo
8.
Sci Adv ; 4(6): eaat1719, 2018 06.
Artigo em Inglês | MEDLINE | ID: mdl-29938225

RESUMO

Poor survival rates of patients with tumors arising from or disseminating into the brain are attributed to an inability to excise all tumor tissue (if operable), a lack of blood-brain barrier (BBB) penetration of chemotherapies/targeted agents, and an intrinsic tumor radio-/chemo-resistance. Ataxia-telangiectasia mutated (ATM) protein orchestrates the cellular DNA damage response (DDR) to cytotoxic DNA double-strand breaks induced by ionizing radiation (IR). ATM genetic ablation or pharmacological inhibition results in tumor cell hypersensitivity to IR. We report the primary pharmacology of the clinical-grade, exquisitely potent (cell IC50, 0.78 nM), highly selective [>10,000-fold over kinases within the same phosphatidylinositol 3-kinase-related kinase (PIKK) family], orally bioavailable ATM inhibitor AZD1390 specifically optimized for BBB penetration confirmed in cynomolgus monkey brain positron emission tomography (PET) imaging of microdosed 11C-labeled AZD1390 (Kp,uu, 0.33). AZD1390 blocks ATM-dependent DDR pathway activity and combines with radiation to induce G2 cell cycle phase accumulation, micronuclei, and apoptosis. AZD1390 radiosensitizes glioma and lung cancer cell lines, with p53 mutant glioma cells generally being more radiosensitized than wild type. In in vivo syngeneic and patient-derived glioma as well as orthotopic lung-brain metastatic models, AZD1390 dosed in combination with daily fractions of IR (whole-brain or stereotactic radiotherapy) significantly induced tumor regressions and increased animal survival compared to IR treatment alone. We established a pharmacokinetic-pharmacodynamic-efficacy relationship by correlating free brain concentrations, tumor phospho-ATM/phospho-Rad50 inhibition, apoptotic biomarker (cleaved caspase-3) induction, tumor regression, and survival. On the basis of the data presented here, AZD1390 is now in early clinical development for use as a radiosensitizer in central nervous system malignancies.


Assuntos
Proteínas Mutadas de Ataxia Telangiectasia/antagonistas & inibidores , Neoplasias Encefálicas/metabolismo , Neoplasias Encefálicas/mortalidade , Inibidores de Proteínas Quinases/farmacologia , Radiossensibilizantes/farmacologia , Animais , Apoptose/efeitos dos fármacos , Barreira Hematoencefálica/efeitos dos fármacos , Barreira Hematoencefálica/metabolismo , Neoplasias Encefálicas/tratamento farmacológico , Neoplasias Encefálicas/patologia , Linhagem Celular Tumoral , Permeabilidade da Membrana Celular , Modelos Animais de Doenças , Avaliação Pré-Clínica de Medicamentos , Humanos , Camundongos , Fosforilação , Inibidores de Proteínas Quinases/química , Tolerância a Radiação/efeitos dos fármacos , Radiossensibilizantes/química , Transdução de Sinais/efeitos dos fármacos , Resultado do Tratamento , Proteína Supressora de Tumor p53/genética , Proteína Supressora de Tumor p53/metabolismo , Raios X , Ensaios Antitumorais Modelo de Xenoenxerto
9.
Mol Cancer Ther ; 17(5): 885-896, 2018 05.
Artigo em Inglês | MEDLINE | ID: mdl-29483211

RESUMO

EGFR exon 20 insertions (Ex20Ins) account for 4% to 10% of EGFR activating mutations in non-small cell lung cancer (NSCLC). EGFR Ex20Ins tumors are generally unresponsive to first- and second-generation EGFR inhibitors, and current standard of care for NSCLC patients with EGFR Ex20Ins is conventional cytotoxic chemotherapy. Therefore, the development of an EGFR TKI that can more effectively target NSCLC with EGFR Ex20Ins mutations represents a major advance for this patient subset. Osimertinib is a third-generation EGFR TKI approved for the treatment of advanced NSCLC harboring EGFR T790M; however, the activity of osimertinib in EGFR Ex20Ins NSCLC has yet to be fully assessed. Using CRISPR-Cas 9 engineered cell lines carrying the most prevalent Ex20Ins mutations, namely Ex20Ins D770_N771InsSVD (22%) or Ex20Ins V769_D770InsASV (17%), and a series of patient-derived xenografts, we have characterized osimertinib and AZ5104 (a circulating metabolite of osimertinib) activities against NSCLC harboring Ex20Ins. We report that osimertinib and AZ5104 inhibit signaling pathways and cellular growth in Ex20Ins mutant cell lines in vitro and demonstrate sustained tumor growth inhibition of EGFR-mutant tumor xenograft harboring the most prevalent Ex20Ins in vivo The antitumor activity of osimertinib and AZ5104 in NSCLC harboring EGFR Ex20Ins is further described herein using a series of patient-derived xenograft models. Together these data support clinical testing of osimertinib in patients with EGFR Ex20Ins NSCLC. Mol Cancer Ther; 17(5); 885-96. ©2018 AACR.


Assuntos
Carcinoma Pulmonar de Células não Pequenas/tratamento farmacológico , Neoplasias Pulmonares/tratamento farmacológico , Piperazinas/farmacologia , Acrilamidas , Compostos de Anilina , Animais , Células COS , Carcinoma Pulmonar de Células não Pequenas/genética , Carcinoma Pulmonar de Células não Pequenas/patologia , Linhagem Celular Tumoral , Chlorocebus aethiops , Receptores ErbB/antagonistas & inibidores , Receptores ErbB/genética , Éxons/genética , Feminino , Humanos , Neoplasias Pulmonares/genética , Neoplasias Pulmonares/patologia , Camundongos SCID , Mutação , Inibidores de Proteínas Quinases/farmacologia , Ensaios Antitumorais Modelo de Xenoenxerto/métodos
10.
ACS Med Chem Lett ; 7(5): 514-9, 2016 May 12.
Artigo em Inglês | MEDLINE | ID: mdl-27190603

RESUMO

A novel series of covalent inhibitors of EGFR (epidermal growth factor receptor) kinase was discovered through a combination of subset screening and structure-based design. These compounds preferentially inhibit mutant forms of EGFR (activating mutant and T790M mutant) over wild-type EGFR in cellular assays measuring EGFR autophosphorylation and proliferation, suggesting an improved therapeutic index in non-small cell lung cancer patients would be achievable relative to established EGFR inhibitors. We describe our design approaches, resulting in the identification of the lead compound 5, and our efforts to develop an understanding of the structure-activity relationships within this series. In addition, strategies to overcome challenges around metabolic stability and aqueous solubility are discussed. Despite limitations in its physical properties, 5 is orally bioavailable in mice and demonstrates pronounced antitumor activity in in vivo models of mutant EGFR-driven cancers.

11.
J Biomol Screen ; 16(9): 959-66, 2011 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-21841143

RESUMO

This study investigated the use of large-scale transiently transfected cryopreserved cells for medium-throughput cellular screening. The data generated indicated that preprepared transiently transfected cryobanks can be used for cell-based assays and in fact can greatly enhance the consistency of data generated by cellular screens. In addition to this, a generic enzyme-linked immunosorbent assay method was designed that introduced a c-Myc tag to four different targets and allowed all four cell assays to be run using a standardized process. These process improvements yielded cost savings and greatly reduced the required resource, as well as reducing timelines for developing cellular assays.


Assuntos
Ensaio de Imunoadsorção Enzimática/métodos , Ensaio de Imunoadsorção Enzimática/normas , Proteínas Proto-Oncogênicas c-myc/genética , Proteínas Proto-Oncogênicas c-myc/metabolismo , Transfecção , Técnicas de Cultura de Células , Linhagem Celular Transformada , Criopreservação , Células HEK293 , Humanos , Inibidores de Proteínas Quinases/farmacologia , Proteínas Quinases/genética , Proteínas Quinases/metabolismo , Reprodutibilidade dos Testes , Sensibilidade e Especificidade
12.
J Biomol Screen ; 16(9): 967-73, 2011 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-21844326

RESUMO

This report describes the implementation of an automated work cell with commercially available hardware and software, capable of handling up to 15 separate reagents for performing 96-well or 384-well assays but with a small footprint and only a single liquid dispenser and two plate washers. Extremely flexible software was used to enable this simple work cell to perform processes that would traditionally require a much larger, more expensive automation platform. With the development of the C-Myc assays for the targets DYRK, BMX, PERK, and FAK, the authors describe a software solution to multibatch assays to run simultaneously, reducing reagent dead volume and increasing the efficiency of running multiple assays such that the time to generate data across multiple targets was significantly shortened. Although a larger automated system with multiple robotic arms and extensive equipment would also be able to process multiple assays simultaneously, the work cell we have described represents an inexpensive and flexible, easily upgradable option suitable for a wider range of labs.


Assuntos
Ensaio de Imunoadsorção Enzimática/normas , Robótica , Bioensaio/normas , Ensaio de Imunoadsorção Enzimática/instrumentação , Proteínas Proto-Oncogênicas c-myc/genética , Proteínas Proto-Oncogênicas c-myc/metabolismo , Reprodutibilidade dos Testes , Sensibilidade e Especificidade
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