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1.
Mol Syst Biol ; 20(1): 28-55, 2024 Jan.
Article in English | MEDLINE | ID: mdl-38177929

ABSTRACT

Kinase inhibitors (KIs) are important cancer drugs but often feature polypharmacology that is molecularly not understood. This disconnect is particularly apparent in cancer entities such as sarcomas for which the oncogenic drivers are often not clear. To investigate more systematically how the cellular proteotypes of sarcoma cells shape their response to molecularly targeted drugs, we profiled the proteomes and phosphoproteomes of 17 sarcoma cell lines and screened the same against 150 cancer drugs. The resulting 2550 phenotypic profiles revealed distinct drug responses and the cellular activity landscapes derived from deep (phospho)proteomes (9-10,000 proteins and 10-27,000 phosphorylation sites per cell line) enabled several lines of analysis. For instance, connecting the (phospho)proteomic data with drug responses revealed known and novel mechanisms of action (MoAs) of KIs and identified markers of drug sensitivity or resistance. All data is publicly accessible via an interactive web application that enables exploration of this rich molecular resource for a better understanding of active signalling pathways in sarcoma cells, identifying treatment response predictors and revealing novel MoA of clinical KIs.


Subject(s)
Antineoplastic Agents , Sarcoma , Humans , Proteomics/methods , Proteome , Protein Kinase Inhibitors/pharmacology , Protein Kinase Inhibitors/therapeutic use , Sarcoma/drug therapy , Antineoplastic Agents/pharmacology , Antineoplastic Agents/therapeutic use , Cell Line, Tumor
2.
Front Immunol ; 14: 1272018, 2023.
Article in English | MEDLINE | ID: mdl-38022617

ABSTRACT

Introduction: A second generation of prophylactic human papillomavirus (HPV) vaccines based on the minor capsid protein L2 has entered clinical trials as promising alternative to meet the gaps left out by the current vaccines concerning type-restricted protection, high costs and low penetrance in immunization programs of lowand middle-income countries. Most of the serological assays available to assess anti-HPV humoral responses are, however, not well suited for measuring vaccine-induced anti-L2 antibody responses. Methods: In this work, we have advanced our automated, purely add-on High-Throughput Pseudovirion-Based Neutralization Assay (HT-PBNA) in an L2-oriented approach for measuring antibody-mediated neutralization of HPV types 6/16/18/31/33/52/58. Results and discussion: With the optimized settings, we observed 24- to 120-fold higher sensitivity for detection of neutralizing Ab to the L2 protein of HPV6, HPV16, HPV18, and HPV31, compared to the standard HT-PBNA. Alternatively, we have also developed a highly sensitive, cell-free, colorimetric L2-peptide capture ELISA for which the results were strongly concordant with those of the advanced neutralization assay, named HT-fc-PBNA. These two high-throughput scalable assays represent attractive approaches to determine antibody-based correlates of protection for the HPV L2 vaccines that are to come.


Subject(s)
Papillomavirus Infections , Papillomavirus Vaccines , Humans , Antibodies, Neutralizing , Capsid Proteins , Human Papillomavirus Viruses , Antibodies, Viral , Epitopes , Papillomavirus Infections/prevention & control , Papillomaviridae
3.
Biomed Pharmacother ; 168: 115698, 2023 Dec.
Article in English | MEDLINE | ID: mdl-37865992

ABSTRACT

Metastasis is directly linked to poor prognosis of cancer patients and warrants search for effective anti-metastatic drugs. MACC1 is a causal key molecule for metastasis. High MACC1 expression is prognostic for metastasis and poor survival. Here, we developed novel small molecule inhibitors targeting MACC1 expression to impede metastasis formation. We performed a human MACC1 promoter-driven luciferase reporter-based high-throughput screen (HTS; 118.500 compound library) to identify MACC1 transcriptional inhibitors. HTS revealed 1,2,3,4-tetrazolo[1,5-b]pyridazine-based compounds as efficient transcriptional inhibitors of MACC1 expression, able to decrease MACC1-induced cancer cell motility in vitro. Structure-activity relationships identified the essential inhibitory core structure. Best candidates were evaluated for metastasis inhibition in xenografted mouse models demonstrating metastasis restriction. ADMET showed high drug-likeness of these new candidates for cancer therapy. The NFκB pathway was identified as one mode of action targeted by these compounds. Taken together, 1,2,3,4-tetrazolo[1,5-b]pyridazine-based compounds are effective MACC1 inhibitors and pose promising candidates for anti-metastatic therapies particularly for patients with MACC1-overexpressing cancers, that are at high risk to develop metastases. Although further preclinical and clinical development is necessary, these compounds represent important building blocks for an individualized anti-metastatic therapy for solid cancers.


Subject(s)
Neoplasms , Trans-Activators , Animals , Humans , Mice , Gene Expression Regulation, Neoplastic , Neoplasm Metastasis , Neoplasms/drug therapy , Neoplasms/genetics , Neoplasms/metabolism , Promoter Regions, Genetic , Trans-Activators/antagonists & inhibitors
4.
PLoS Comput Biol ; 18(8): e1010438, 2022 08.
Article in English | MEDLINE | ID: mdl-35994503

ABSTRACT

The development of cancer therapies may be improved by the discovery of tumor-specific molecular dependencies. The requisite tools include genetic and chemical perturbations, each with its strengths and limitations. Chemical perturbations can be readily applied to primary cancer samples at large scale, but mechanistic understanding of hits and further pharmaceutical development is often complicated by the fact that a chemical compound has affinities to multiple proteins. To computationally infer specific molecular dependencies of individual cancers from their ex vivo drug sensitivity profiles, we developed a mathematical model that deconvolutes these data using measurements of protein-drug affinity profiles. Through integrating a drug-kinase profiling dataset and several drug response datasets, our method, DepInfeR, correctly identified known protein kinase dependencies, including the EGFR dependence of HER2+ breast cancer cell lines, the FLT3 dependence of acute myeloid leukemia (AML) with FLT3-ITD mutations and the differential dependencies on the B-cell receptor pathway in the two major subtypes of chronic lymphocytic leukemia (CLL). Furthermore, our method uncovered new subgroup-specific dependencies, including a previously unreported dependence of high-risk CLL on Checkpoint kinase 1 (CHEK1). The method also produced a detailed map of the kinase dependencies in a heterogeneous set of 117 CLL samples. The ability to deconvolute polypharmacological phenotypes into underlying causal molecular dependencies should increase the utility of high-throughput drug response assays for functional precision oncology.


Subject(s)
Leukemia, Lymphocytic, Chronic, B-Cell , Leukemia, Myeloid, Acute , Cell Line, Tumor , Humans , Leukemia, Myeloid, Acute/drug therapy , Leukemia, Myeloid, Acute/genetics , Mutation , Precision Medicine , Protein Kinase Inhibitors/pharmacology , Protein Kinase Inhibitors/therapeutic use , Protein Kinases , Receptors, Antigen, B-Cell/genetics
6.
Cell Rep ; 36(3): 109394, 2021 07 20.
Article in English | MEDLINE | ID: mdl-34289372

ABSTRACT

Novel treatment options for metastatic colorectal cancer (CRC) are urgently needed to improve patient outcome. Here, we screen a library of non-characterized small molecules against a heterogeneous collection of patient-derived CRC spheroids. By prioritizing compounds with inhibitory activity in a subset of-but not all-spheroid cultures, NCT02 is identified as a candidate with minimal risk of non-specific toxicity. Mechanistically, we show that NCT02 acts as molecular glue that induces ubiquitination of cyclin K (CCNK) and proteasomal degradation of CCNK and its complex partner CDK12. Knockout of CCNK or CDK12 decreases proliferation of CRC cells in vitro and tumor growth in vivo. Interestingly, sensitivity to pharmacological CCNK/CDK12 degradation is associated with TP53 deficiency and consensus molecular subtype 4 in vitro and in patient-derived xenografts. We thus demonstrate the efficacy of targeted CCNK/CDK12 degradation for a CRC subset, highlighting the potential of drug-induced proteolysis for difficult-to-treat types of cancer.


Subject(s)
Antineoplastic Agents/pharmacology , Colorectal Neoplasms/metabolism , Cyclin-Dependent Kinases/metabolism , Cyclins/metabolism , Proteolysis , Antineoplastic Agents/chemistry , Apoptosis/drug effects , Cell Line, Tumor , Cell Proliferation/drug effects , Cell Self Renewal/drug effects , DNA Damage , Female , High-Throughput Screening Assays , Humans , Proteasome Endopeptidase Complex/metabolism , Proteolysis/drug effects , Proteomics , Spheroids, Cellular/drug effects , Spheroids, Cellular/metabolism , Spheroids, Cellular/pathology , Tumor Suppressor Protein p53/metabolism , Ubiquitin-Protein Ligases/metabolism , Ubiquitination/drug effects
7.
J Clin Invest ; 128(1): 427-445, 2018 01 02.
Article in English | MEDLINE | ID: mdl-29227286

ABSTRACT

As new generations of targeted therapies emerge and tumor genome sequencing discovers increasingly comprehensive mutation repertoires, the functional relationships of mutations to tumor phenotypes remain largely unknown. Here, we measured ex vivo sensitivity of 246 blood cancers to 63 drugs alongside genome, transcriptome, and DNA methylome analysis to understand determinants of drug response. We assembled a primary blood cancer cell encyclopedia data set that revealed disease-specific sensitivities for each cancer. Within chronic lymphocytic leukemia (CLL), responses to 62% of drugs were associated with 2 or more mutations, and linked the B cell receptor (BCR) pathway to trisomy 12, an important driver of CLL. Based on drug responses, the disease could be organized into phenotypic subgroups characterized by exploitable dependencies on BCR, mTOR, or MEK signaling and associated with mutations, gene expression, and DNA methylation. Fourteen percent of CLLs were driven by mTOR signaling in a non-BCR-dependent manner. Multivariate modeling revealed immunoglobulin heavy chain variable gene (IGHV) mutation status and trisomy 12 as the most important modulators of response to kinase inhibitors in CLL. Ex vivo drug responses were associated with outcome. This study overcomes the perception that most mutations do not influence drug response of cancer, and points to an updated approach to understanding tumor biology, with implications for biomarker discovery and cancer care.


Subject(s)
Antineoplastic Agents/therapeutic use , Databases, Factual , Hematologic Neoplasms , Leukemia, Lymphocytic, Chronic, B-Cell , Models, Biological , Signal Transduction , Chromosomes, Human, Pair 12/genetics , Chromosomes, Human, Pair 12/metabolism , Female , Hematologic Neoplasms/classification , Hematologic Neoplasms/drug therapy , Hematologic Neoplasms/genetics , Hematologic Neoplasms/pathology , Humans , Leukemia, Lymphocytic, Chronic, B-Cell/classification , Leukemia, Lymphocytic, Chronic, B-Cell/drug therapy , Leukemia, Lymphocytic, Chronic, B-Cell/pathology , Male , Neoplasm Proteins/genetics , Neoplasm Proteins/metabolism , Trisomy/genetics
8.
J Med Chem ; 58(4): 2015-24, 2015 Feb 26.
Article in English | MEDLINE | ID: mdl-25633601

ABSTRACT

We report on an improved method of synthesis of N-benzylaminoferrocene-based prodrugs and demonstrate its applicability by preparing nine new aminoferrocenes. Their effect on the viability of selected cancer cells having different p53 status was studied. The obtained data are in agreement with the hypothesis that the toxicity of aminoferrocenes is not dependent upon p53 status. Subsequently the toxicity of a selected prodrug (4) was investigated ex vivo using rat precision cut liver slices and in vivo on hybrid male mice BDF1. In both experiments no toxicity was observed: ex vivo, up to 10 µM; in vivo, up to 6 mg/kg. Finally, prodrug 4 was shown to extend the survival of BDF1 mice carrying L1210 leukemia from 13.7 ± 0.6 days to 17.5 ± 0.7 days when injected daily 6 times at a dose of 26 µg/kg starting from the second day after injection of L1210 cells.


Subject(s)
Antineoplastic Agents/pharmacology , Carbamates/pharmacology , Carbamates/toxicity , Ferrous Compounds/pharmacology , Ferrous Compounds/toxicity , Leukemia/drug therapy , Prodrugs/pharmacology , Prodrugs/toxicity , Animals , Antineoplastic Agents/chemical synthesis , Antineoplastic Agents/chemistry , Antineoplastic Agents/toxicity , Carbamates/chemical synthesis , Carbamates/chemistry , Cell Proliferation/drug effects , Cell Survival/drug effects , Crystallography, X-Ray , Dose-Response Relationship, Drug , Ferrous Compounds/chemical synthesis , Ferrous Compounds/chemistry , HL-60 Cells , Humans , In Vitro Techniques , Injections, Intraperitoneal , Liver/drug effects , Male , Mice , Mice, Inbred C57BL , Mice, Inbred DBA , Models, Molecular , Molecular Structure , Prodrugs/chemical synthesis , Prodrugs/chemistry , Rats , Rats, Wistar , Structure-Activity Relationship , Tumor Cells, Cultured , Xenograft Model Antitumor Assays
9.
EMBO Mol Med ; 6(12): 1593-609, 2014 Dec.
Article in English | MEDLINE | ID: mdl-25319547

ABSTRACT

Nonsense-mediated RNA decay (NMD) is an RNA-based quality control mechanism that eliminates transcripts bearing premature translation termination codons (PTC). Approximately, one-third of all inherited disorders and some forms of cancer are caused by nonsense or frame shift mutations that introduce PTCs, and NMD can modulate the clinical phenotype of these diseases. 5-azacytidine is an analogue of the naturally occurring pyrimidine nucleoside cytidine, which is approved for the treatment of myelodysplastic syndrome and myeloid leukemia. Here, we reveal that 5-azacytidine inhibits NMD in a dose-dependent fashion specifically upregulating the expression of both PTC-containing mutant and cellular NMD targets. Moreover, this activity of 5-azacytidine depends on the induction of MYC expression, thus providing a link between the effect of this drug and one of the key cellular pathways that are known to affect NMD activity. Furthermore, the effective concentration of 5-azacytidine in cells corresponds to drug levels used in patients, qualifying 5-azacytidine as a candidate drug that could potentially be repurposed for the treatment of Mendelian and acquired genetic diseases that are caused by PTC mutations.


Subject(s)
Azacitidine/pharmacology , Nonsense Mediated mRNA Decay/drug effects , Proto-Oncogene Proteins c-myc/metabolism , RNA, Messenger/metabolism , Codon, Nonsense , HeLa Cells , Humans , Mutation , Proto-Oncogene Proteins c-myc/genetics , RNA, Messenger/genetics
10.
PLoS One ; 8(10): e75677, 2013.
Article in English | MEDLINE | ID: mdl-24124504

ABSTRACT

A highly sensitive, automated, purely add-on, high-throughput pseudovirion-based neutralization assay (HT-PBNA) with excellent repeatability and run-to-run reproducibility was developed for human papillomavirus types (HPV) 16, 18, 31, 45, 52, 58 and bovine papillomavirus type 1. Preparation of 384 well assay plates with serially diluted sera and the actual cell-based assay are separated in time, therefore batches of up to one hundred assay plates can be processed sequentially. A mean coefficient of variation (CV) of 13% was obtained for anti-HPV 16 and HPV 18 titers for a standard serum tested in a total of 58 repeats on individual plates in seven independent runs. Natural antibody response was analyzed in 35 sera from patients with HPV 16 DNA positive cervical intraepithelial neoplasia grade 2+ lesions. The new HT-PBNA is based on Gaussia luciferase with increased sensitivity compared to the previously described manual PBNA (manPBNA) based on secreted alkaline phosphatase as reporter. Titers obtained with HT-PBNA were generally higher than titers obtained with the manPBNA. A good linear correlation (R(2) = 0.7) was found between HT-PBNA titers and anti-HPV 16 L1 antibody-levels determined by a Luminex bead-based GST-capture assay for these 35 sera and a Kappa-value of 0.72, with only 3 discordant sera in the low titer range. In addition to natural low titer antibody responses the high sensitivity of the HT-PBNA also allows detection of cross-neutralizing antibodies induced by commercial HPV L1-vaccines and experimental L2-vaccines. When analyzing the WHO international standards for HPV 16 and 18 we determined an analytical sensitivity of 0.864 and 1.105 mIU, respectively.


Subject(s)
Antibodies, Viral/immunology , Papillomaviridae/immunology , Papillomavirus Vaccines/immunology , Cell Line , Humans , Reproducibility of Results
11.
PLoS One ; 7(9): e45943, 2012.
Article in English | MEDLINE | ID: mdl-23029333

ABSTRACT

Proteins that promote angiogenesis, such as vascular endothelial growth factor (VEGF), are major targets for cancer therapy. Accordingly, proteins that specifically activate expression of factors like VEGF are potential alternative therapeutic targets and may help to combat evasive resistance to angiogenesis inhibitors. VEGF mRNA contains two internal ribosome entry sites (IRESs) that enable selective activation of VEGF protein synthesis under hypoxic conditions that trigger angiogenesis. To identify novel regulators of VEGF IRES-driven translation in human cells, we have developed a high-throughput screening approach that combines siRNA treatment with transfection of a VEGF-IRES reporter mRNA. We identified the kinase MAPK3 as a novel positive regulator of VEGF IRES-driven translation and have validated its regulatory effect on endogenous VEGF. Our automated method is scalable and readily adapted for use with other mRNA regulatory elements. Consequently, it should be a generally useful approach for high-throughput identification of novel regulators of mRNA translation.


Subject(s)
Protein Biosynthesis , RNA Interference , RNA, Messenger/genetics , Transfection , Vascular Endothelial Growth Factor A/genetics , Vascular Endothelial Growth Factor A/metabolism , HeLa Cells , High-Throughput Screening Assays , Humans , Mitogen-Activated Protein Kinase 3/metabolism , Phosphoric Monoester Hydrolases/metabolism , Phosphotransferases/metabolism , RNA, Messenger/metabolism
12.
J Biol Chem ; 287(12): 8792-802, 2012 Mar 16.
Article in English | MEDLINE | ID: mdl-22275351

ABSTRACT

In African trypanosomes, the detoxification of broad spectrum hydroperoxides relies on a unique cascade composed of trypanothione (T(SH)(2)), trypanothione reductase, tryparedoxin (Tpx), and nonselenium glutathione peroxidase-type enzymes. All three proteins are essential for Trypanosoma brucei. Here, we subjected the complete system to a high throughput screening approach with nearly 80,000 chemicals. Twelve compounds inhibited the peroxidase system. All but one carried chloroalkyl substituents. The detailed kinetic analysis showed that two compounds weakly inhibited trypanothione reductase, but none of them specifically interacted with the peroxidase. They proved to be time-dependent inhibitors of Tpx-modifying Cys-40, the first cysteine of its active site WCPPC motif. Importantly, gel shift assays verified Tpx as a target in the intact parasites. T(SH)(2), present in the in vitro assays and in the cells in high molar excess, did not interfere with Tpx inactivation. The compounds inhibited the proliferation of bloodstream T. brucei with EC(50) values down to <1 µM and exerted up to 83-fold lower toxicity toward HeLa cells. Irreversible inhibitors are traditionally regarded as unfavorable. However, a large number of antimicrobials and anticancer therapeutics acts covalently with their target protein. The compounds identified here also interacted with recombinant human thioredoxin, a distant relative of Tpx. This finding might even be exploited for thioredoxin-based anticancer drug development approaches reported recently. The fact that the T(SH)(2)/Tpx couple occupies a central position within the trypanosomal thiol metabolism and delivers electrons also for the synthesis of DNA precursors renders the parasite-specific oxidoreductase an attractive drug target molecule.


Subject(s)
Antiprotozoal Agents/pharmacology , Drug Evaluation, Preclinical , Peroxidase/antagonists & inhibitors , Protozoan Proteins/antagonists & inhibitors , Thioredoxins/antagonists & inhibitors , Trypanosoma brucei brucei/drug effects , Trypanosomiasis, African/parasitology , Antiprotozoal Agents/chemistry , High-Throughput Screening Assays , Humans , Trypanosoma brucei brucei/enzymology , Trypanosoma brucei brucei/metabolism , Trypanosomiasis, African/drug therapy
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