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1.
Br J Cancer ; 128(4): 678-690, 2023 02.
Artigo em Inglês | MEDLINE | ID: mdl-36476658

RESUMO

Many efforts are underway to develop novel therapies against the aggressive high-grade serous ovarian cancers (HGSOCs), while our understanding of treatment options for low-grade (LGSOC) or mucinous (MUCOC) of ovarian malignancies is not developing as well. We describe here a functional precision oncology (fPO) strategy in epithelial ovarian cancers (EOC), which involves high-throughput drug testing of patient-derived ovarian cancer cells (PDCs) with a library of 526 oncology drugs, combined with genomic and transcriptomic profiling. HGSOC, LGSOC and MUCOC PDCs had statistically different overall drug response profiles, with LGSOCs responding better to targeted inhibitors than HGSOCs. We identified several subtype-specific drug responses, such as LGSOC PDCs showing high sensitivity to MDM2, ERBB2/EGFR inhibitors, MUCOC PDCs to MEK inhibitors, whereas HGSOCs showed strongest effects with CHK1 inhibitors and SMAC mimetics. We also explored several drug combinations and found that the dual inhibition of MEK and SHP2 was synergistic in MAPK-driven EOCs. We describe a clinical case study, where real-time fPO analysis of samples from a patient with metastatic, chemorefractory LGSOC with a CLU-NRG1 fusion guided clinical therapy selection. fPO-tailored therapy with afatinib, followed by trastuzumab and pertuzumab, successfully reduced tumour burden and blocked disease progression over a five-year period. In summary, fPO is a powerful approach for the identification of systematic drug response differences across EOC subtypes, as well as to highlight patient-specific drug regimens that could help to optimise therapies to individual patients in the future.


Assuntos
Cistadenocarcinoma Seroso , Neoplasias Ovarianas , Humanos , Feminino , Medicina de Precisão , Neoplasias Ovarianas/genética , Carcinoma Epitelial do Ovário/patologia , Cistadenocarcinoma Seroso/genética , Quinases de Proteína Quinase Ativadas por Mitógeno
2.
Mol Syst Biol ; 17(11): e10396, 2021 11.
Artigo em Inglês | MEDLINE | ID: mdl-34709727

RESUMO

Treatment options for COVID-19, caused by SARS-CoV-2, remain limited. Understanding viral pathogenesis at the molecular level is critical to develop effective therapy. Some recent studies have explored SARS-CoV-2-host interactomes and provided great resources for understanding viral replication. However, host proteins that functionally associate with SARS-CoV-2 are localized in the corresponding subnetwork within the comprehensive human interactome. Therefore, constructing a downstream network including all potential viral receptors, host cell proteases, and cofactors is necessary and should be used as an additional criterion for the validation of critical host machineries used for viral processing. This study applied both affinity purification mass spectrometry (AP-MS) and the complementary proximity-based labeling MS method (BioID-MS) on 29 viral ORFs and 18 host proteins with potential roles in viral replication to map the interactions relevant to viral processing. The analysis yields a list of 693 hub proteins sharing interactions with both viral baits and host baits and revealed their biological significance for SARS-CoV-2. Those hub proteins then served as a rational resource for drug repurposing via a virtual screening approach. The overall process resulted in the suggested repurposing of 59 compounds for 15 protein targets. Furthermore, antiviral effects of some candidate drugs were observed in vitro validation using image-based drug screen with infectious SARS-CoV-2. In addition, our results suggest that the antiviral activity of methotrexate could be associated with its inhibitory effect on specific protein-protein interactions.


Assuntos
Antivirais/farmacologia , Tratamento Farmacológico da COVID-19 , Descoberta de Drogas , Interações Hospedeiro-Patógeno/efeitos dos fármacos , Proteoma/efeitos dos fármacos , SARS-CoV-2/fisiologia , COVID-19/virologia , Reposicionamento de Medicamentos , Humanos , Espectrometria de Massas , Metotrexato/farmacologia , Proteômica , Replicação Viral/efeitos dos fármacos
3.
Pharmacol Res ; 175: 105996, 2022 01.
Artigo em Inglês | MEDLINE | ID: mdl-34848323

RESUMO

High throughput screening methods, measuring the sensitivity and resistance of tumor cells to drug treatments have been rapidly evolving. Not only do these screens allow correlating response profiles to tumor genomic features for developing novel predictors of treatment response, but they can also add evidence for therapy decision making in precision oncology. Recent analysis methods developed for either assessing single agents or combination drug efficacies enable quantification of dose-response curves with restricted symmetric fit settings. Here, we introduce iTReX, a user-friendly and interactive Shiny/R application, for both the analysis of mono- and combination therapy responses. The application features an extended version of the drug sensitivity score (DSS) based on the integral of an advanced five-parameter dose-response curve model and a differential DSS for combination therapy profiling. Additionally, iTReX includes modules that visualize drug target interaction networks and support the detection of matches between top therapy hits and the sample omics features to enable the identification of druggable targets and biomarkers. iTReX enables the analysis of various quantitative drug or therapy response readouts (e.g. luminescence, fluorescence microscopy) and multiple treatment strategies (drug treatments, radiation). Using iTReX we validate a cost-effective drug combination screening approach and reveal the application's ability to identify potential sample-specific biomarkers based on drug target interaction networks. The iTReX web application is accessible at https://itrex.kitz-heidelberg.de.


Assuntos
Antineoplásicos/administração & dosagem , Software , Protocolos de Quimioterapia Combinada Antineoplásica , Linhagem Celular Tumoral , Relação Dose-Resposta a Droga , Sinergismo Farmacológico , Quimioterapia Combinada , Ensaios de Triagem em Larga Escala , Humanos
4.
J Allergy Clin Immunol ; 148(2): 599-611, 2021 08.
Artigo em Inglês | MEDLINE | ID: mdl-33662367

RESUMO

BACKGROUND: Homozygous loss of DIAPH1 results in seizures, cortical blindness, and microcephaly syndrome (SCBMS). We studied 5 Finnish and 2 Omani patients with loss of DIAPH1 presenting with SCBMS, mitochondrial dysfunction, and immunodeficiency. OBJECTIVE: We sought to further characterize phenotypes and disease mechanisms associated with loss of DIAPH1. METHODS: Exome sequencing, genotyping and haplotype analysis, B- and T-cell phenotyping, in vitro lymphocyte stimulation assays, analyses of mitochondrial function, immunofluorescence staining for cytoskeletal proteins and mitochondria, and CRISPR-Cas9 DIAPH1 knockout in heathy donor PBMCs were used. RESULTS: Genetic analyses found all Finnish patients homozygous for a rare DIAPH1 splice-variant (NM_005219:c.684+1G>A) enriched in the Finnish population, and Omani patients homozygous for a previously described pathogenic DIAPH1 frameshift-variant (NM_005219:c.2769delT;p.F923fs). In addition to microcephaly, epilepsy, and cortical blindness characteristic to SCBMS, the patients presented with infection susceptibility due to defective lymphocyte maturation and 3 patients developed B-cell lymphoma. Patients' immunophenotype was characterized by poor lymphocyte activation and proliferation, defective B-cell maturation, and lack of naive T cells. CRISPR-Cas9 knockout of DIAPH1 in PBMCs from healthy donors replicated the T-cell activation defect. Patient-derived peripheral blood T cells exhibited impaired adhesion and inefficient microtubule-organizing center repositioning to the immunologic synapse. The clinical symptoms and laboratory tests also suggested mitochondrial dysfunction. Experiments with immortalized, patient-derived fibroblasts indicated that DIAPH1 affects the amount of complex IV of the mitochondrial respiratory chain. CONCLUSIONS: Our data demonstrate that individuals with SCBMS can have combined immune deficiency and implicate defective cytoskeletal organization and mitochondrial dysfunction in SCBMS pathogenesis.


Assuntos
Cegueira Cortical , Forminas , Microcefalia , Doenças Mitocondriais , Convulsões , Imunodeficiência Combinada Severa , Adulto , Cegueira Cortical/genética , Cegueira Cortical/imunologia , Cegueira Cortical/patologia , Criança , Pré-Escolar , Feminino , Finlândia , Forminas/deficiência , Forminas/imunologia , Humanos , Masculino , Microcefalia/genética , Microcefalia/imunologia , Microcefalia/patologia , Doenças Mitocondriais/genética , Doenças Mitocondriais/imunologia , Doenças Mitocondriais/patologia , Omã , Convulsões/genética , Convulsões/imunologia , Convulsões/patologia , Imunodeficiência Combinada Severa/genética , Imunodeficiência Combinada Severa/imunologia , Imunodeficiência Combinada Severa/patologia , Síndrome
5.
BMC Cancer ; 18(1): 850, 2018 Aug 24.
Artigo em Inglês | MEDLINE | ID: mdl-30143015

RESUMO

BACKGROUND: Tamoxifen treatment of estrogen receptor (ER)-positive breast cancer reduces mortality by 31%. However, over half of advanced ER-positive breast cancers are intrinsically resistant to tamoxifen and about 40% will acquire the resistance during the treatment. METHODS: In order to explore mechanisms underlying endocrine therapy resistance in breast cancer and to identify new therapeutic opportunities, we created tamoxifen-resistant breast cancer cell lines that represent the luminal A or the luminal B. Gene expression patterns revealed by RNA-sequencing in seven tamoxifen-resistant variants were compared with their isogenic parental cells. We further examined those transcriptomic alterations in a publicly available patient cohort. RESULTS: We show that tamoxifen resistance cannot simply be explained by altered expression of individual genes, common mechanism across all resistant variants, or the appearance of new fusion genes. Instead, the resistant cell lines shared altered gene expression patterns associated with cell cycle, protein modification and metabolism, especially with the cholesterol pathway. In the tamoxifen-resistant T-47D cell variants we observed a striking increase of neutral lipids in lipid droplets as well as an accumulation of free cholesterol in the lysosomes. Tamoxifen-resistant cells were also less prone to lysosomal membrane permeabilization (LMP) and not vulnerable to compounds targeting the lipid metabolism. However, the cells were sensitive to disulfiram, LCS-1, and dasatinib. CONCLUSION: Altogether, our findings highlight a major role of LMP prevention in tamoxifen resistance, and suggest novel drug vulnerabilities associated with this phenotype.


Assuntos
Neoplasias da Mama/tratamento farmacológico , Metabolismo dos Lipídeos/genética , Lipídeos/biossíntese , Tamoxifeno/farmacologia , Antineoplásicos Hormonais/farmacologia , Neoplasias da Mama/genética , Neoplasias da Mama/patologia , Reprogramação Celular/genética , Colesterol/metabolismo , Resistencia a Medicamentos Antineoplásicos/genética , Receptor alfa de Estrogênio/genética , Feminino , Regulação Neoplásica da Expressão Gênica/efeitos dos fármacos , Humanos , Lipídeos/genética , Lisossomos/genética , Células MCF-7 , Transcriptoma/genética , Triglicerídeos/metabolismo
6.
J Cell Sci ; 126(Pt 17): 3961-71, 2013 Sep 01.
Artigo em Inglês | MEDLINE | ID: mdl-23813961

RESUMO

N-myc downstream-regulated gene 1 (NDRG1) mutations cause Charcot-Marie-Tooth disease type 4D (CMT4D). However, the cellular function of NDRG1 and how it causes CMT4D are poorly understood. We report that NDRG1 silencing in epithelial cells results in decreased uptake of low-density lipoprotein (LDL) due to reduced LDL receptor (LDLR) abundance at the plasma membrane. This is accompanied by the accumulation of LDLR in enlarged EEA1-positive endosomes that contain numerous intraluminal vesicles and sequester ceramide. Concomitantly, LDLR ubiquitylation is increased but its degradation is reduced and ESCRT (endosomal sorting complex required for transport) proteins are downregulated. Co-depletion of IDOL (inducible degrader of the LDLR), which ubiquitylates the LDLR and promotes its degradation, rescues plasma membrane LDLR levels and LDL uptake. In murine oligodendrocytes, Ndrg1 silencing not only results in reduced LDL uptake but also in downregulation of the oligodendrocyte differentiation factor Olig2. Both phenotypes are rescued by co-silencing of Idol, suggesting that ligand uptake through LDLR family members controls oligodendrocyte differentiation. These findings identify NDRG1 as a novel regulator of multivesicular body formation and endosomal LDLR trafficking. The deficiency of functional NDRG1 in CMT4D might impair lipid processing and differentiation of myelinating cells.


Assuntos
Proteínas de Ciclo Celular/metabolismo , Doença de Charcot-Marie-Tooth/metabolismo , Endossomos/metabolismo , Peptídeos e Proteínas de Sinalização Intracelular/metabolismo , Receptores de LDL/metabolismo , Doença de Refsum/metabolismo , Androstenos/farmacologia , Animais , Fatores de Transcrição Hélice-Alça-Hélice Básicos/biossíntese , Fatores de Transcrição Hélice-Alça-Hélice Básicos/metabolismo , Proteínas de Ciclo Celular/genética , Diferenciação Celular , Linhagem Celular Tumoral , Membrana Celular/metabolismo , Doença de Charcot-Marie-Tooth/genética , Regulação para Baixo , Endocitose/genética , Complexos Endossomais de Distribuição Requeridos para Transporte/biossíntese , Proteínas de Ligação ao GTP/genética , Proteínas de Ligação ao GTP/metabolismo , Células HEK293 , Humanos , Peptídeos e Proteínas de Sinalização Intracelular/genética , Lipoproteínas LDL/metabolismo , Camundongos , Proteínas do Tecido Nervoso/biossíntese , Proteínas do Tecido Nervoso/metabolismo , Fator de Transcrição 2 de Oligodendrócitos , Transporte Proteico/genética , Interferência de RNA , RNA Interferente Pequeno , Doença de Refsum/genética , Ubiquitina-Proteína Ligases/metabolismo , Ubiquitinação , Proteínas de Transporte Vesicular/genética , Proteínas de Transporte Vesicular/metabolismo
7.
Oncoimmunology ; 13(1): 2407532, 2024.
Artigo em Inglês | MEDLINE | ID: mdl-39351443

RESUMO

Immunotherapy has emerged as a promising approach for cancer treatment, with oncolytic adenoviruses showing power as immunotherapeutic agents. In this study, we investigated the immunotherapeutic potential of an adenovirus construct expressing CXCL9, CXCL10, or IL-15 in clear cell renal cell carcinoma (ccRCC) tumor models. Our results demonstrated robust cytokine secretion upon viral treatment, suggesting effective transgene expression. Subsequent analysis using resistance-based transwell migration and microfluidic chip assays demonstrated increased T-cell migration in response to chemokine secretion by infected cells in both 2D and 3D cell models. Flow cytometry analysis revealed CXCR3 receptor expression across T-cell subsets, with the highest percentage found on CD8+ T-cells, underscoring their key role in immune cell migration. Alongside T-cells, we also detected NK-cells in the tumors of immunocompromised mice treated with cytokine-encoding adenoviruses. Furthermore, we identified potential immunogenic antigens that may enhance the efficacy and specificity of our armed oncolytic adenoviruses in ccRCC. Overall, our findings using ccRCC cell line, in vivo humanized mice, physiologically relevant PDCs in 2D and patient-derived organoids (PDOs) in 3D suggest that chemokine-armed adenoviruses hold promise for enhancing T-cell migration and improving immunotherapy outcomes in ccRCC. Our study contributes to the development of more effective ccRCC treatment strategies by elucidating immune cell infiltration and activation mechanisms within the tumor microenvironment (TME) and highlights the usefulness of PDOs for predicting clinical relevance and validating novel immunotherapeutic approaches. Overall, our research offers insights into the rational design and optimization of viral-based immunotherapies for ccRCC.


Assuntos
Adenoviridae , Carcinoma de Células Renais , Neoplasias Renais , Carcinoma de Células Renais/imunologia , Carcinoma de Células Renais/terapia , Carcinoma de Células Renais/patologia , Carcinoma de Células Renais/genética , Humanos , Animais , Neoplasias Renais/imunologia , Neoplasias Renais/terapia , Neoplasias Renais/patologia , Neoplasias Renais/genética , Camundongos , Adenoviridae/genética , Adenoviridae/imunologia , Linhagem Celular Tumoral , Ensaios Antitumorais Modelo de Xenoenxerto , Terapia Viral Oncolítica/métodos , Imunoterapia/métodos , Quimiocina CXCL9/genética , Quimiocina CXCL9/metabolismo , Quimiocina CXCL9/imunologia , Movimento Celular , Quimiocina CXCL10/genética , Quimiocina CXCL10/metabolismo , Quimiocina CXCL10/imunologia , Citocinas/metabolismo , Linfócitos T/imunologia , Linfócitos T/metabolismo , Interleucina-15/genética , Interleucina-15/metabolismo , Interleucina-15/imunologia , Receptores CXCR3/metabolismo , Receptores CXCR3/genética , Vírus Oncolíticos/genética , Vírus Oncolíticos/imunologia , Linfócitos T CD8-Positivos/imunologia
8.
Commun Biol ; 7(1): 1355, 2024 Oct 20.
Artigo em Inglês | MEDLINE | ID: mdl-39427059

RESUMO

Clear-cell renal cell carcinoma (ccRCC) is the most common origin of pancreatic metastases (PM). Distinct genomic aberrations, favorable prognosis, and clinical observations on high angiogenesis, and succeeding tyrosine kinase inhibitor (TKI) sensitivity have been reported in PM-ccRCC. However, no functional or single-cell studies have been conducted thus far. We recruited five PM-ccRCC patients and investigated the genomic, single-cell transcriptomic, and drug sensitivity profiles of their patient-derived cells (PDCs). The PM depicted both expected and novel genomic alterations. Further, the transcriptomics differed from both primary and metastatic ccRCC, with upregulations of the PI3K/mTOR and - supporting the clinical observations - angiogenesis pathways. Data integration at pathway level showed that transcriptomics explained drug sensitivities the best. Accordingly, PM-ccRCC PDCs shared sensitivity to many PI3K/mTOR inhibitors. Altogether, we show distinct genomic and transcriptomic signatures in PM-ccRCC, highlight the superiority of transcriptomics in interpreting drug sensitivities, and encourage the use of TKIs and PI3K/mTOR inhibitors in PM-ccRCC.


Assuntos
Carcinoma de Células Renais , Neoplasias Renais , Neoplasias Pancreáticas , Humanos , Carcinoma de Células Renais/genética , Carcinoma de Células Renais/tratamento farmacológico , Carcinoma de Células Renais/patologia , Neoplasias Pancreáticas/genética , Neoplasias Pancreáticas/patologia , Neoplasias Pancreáticas/tratamento farmacológico , Neoplasias Pancreáticas/metabolismo , Neoplasias Renais/genética , Neoplasias Renais/patologia , Neoplasias Renais/tratamento farmacológico , Transcriptoma , Masculino , Feminino , Regulação Neoplásica da Expressão Gênica , Pessoa de Meia-Idade , Inibidores de Proteínas Quinases/farmacologia , Inibidores de Proteínas Quinases/uso terapêutico , Perfilação da Expressão Gênica , Antineoplásicos/farmacologia , Antineoplásicos/uso terapêutico , Idoso , Serina-Treonina Quinases TOR/metabolismo , Serina-Treonina Quinases TOR/genética
9.
Antiviral Res ; 223: 105813, 2024 03.
Artigo em Inglês | MEDLINE | ID: mdl-38272320

RESUMO

The coronavirus disease 2019 (COVID-19) pandemic has heavily challenged the global healthcare system. Despite the vaccination programs, the new virus variants are circulating. Further research is required for understanding of the biology of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection and for discovery of therapeutic agents against the virus. Here, we took advantage of drug repurposing to identify if existing drugs could inhibit SARS-CoV-2 infection. We established an open high throughput platform for in vitro screening of drugs against SARS-CoV-2 infection. We screened ∼1000 drugs for their ability to inhibit SARS-CoV-2-induced cell death in the African green monkey kidney cell line (Vero-E6), analyzed how the hit compounds affect the viral N (nucleocapsid) protein expression in human cell lines using high-content microscopic imaging and analysis, determined the hit drug targets in silico, and assessed their ability to cause phospholipidosis, which can interfere with the viral replication. Duvelisib was found by in silico interaction assay as a potential drug targeting virus-host protein interactions. The predicted interaction between PARP1 and S protein, affected by Duvelisib, was further validated by immunoprecipitation. Our results represent a rapidly applicable platform for drug repurposing and evaluation of the new emerging viruses' responses to the drugs. Further in silico studies help us to discover the druggable host pathways involved in the infectious cycle of SARS-CoV-2.


Assuntos
COVID-19 , SARS-CoV-2 , Humanos , Animais , Chlorocebus aethiops , Reposicionamento de Medicamentos , Bioensaio , Morte Celular , Proteínas do Nucleocapsídeo
10.
SLAS Discov ; 28(2): 36-41, 2023 03.
Artigo em Inglês | MEDLINE | ID: mdl-36464160

RESUMO

Establishment of drug testing of patient-derived cancer cells (PDCs) in physiologically relevant 3-dimensional (3D) culture is central for drug discovery and cancer research, as well as for functional precision medicine. Here, we describe the detailed protocol allowing the 3D drug testing of PDCs - or any type of cells of interest - in Matrigel in 384-well plate format using automation. We also provide an alternative protocol, which does not require supporting matrices. The cancer tissue is obtained directly from clinics (after surgery or biopsy) and processed into single cell suspension. Systematic drug sensitivity and resistance testing (DSRT) is carried out on the PDCs directly after cancer cell isolation from tissue or on cells expanded for a few passages. In the 3D-DSRT assay, the PDCs are plated in 384-well plates in Matrigel, grown as spheroids, and treated with compounds of interest for 72 h. The cell viability is directly measured using a luminescence-based assay. Alternatively, prior to the cell viability measurement, drug-treated cells can be directly subjected to automated high-content bright field imaging or stained for fluorescence (live) cell microscopy for further image analysis. This is followed by the quality control and data analysis. The 3D-DSRT can be performed within a 1-3-week timeframe of the clinical sampling of cancer tissue, depending on the amount of the obtained tissue, growth rate of cancer cells, and the number of drugs being tested. The 3D-DSRT method can be flexibly modified, e.g., to be carried out with or without supporting matrices with U-bottom 384-well plates when appropriate for the PDCs or other cell models used.


Assuntos
Descoberta de Drogas , Neoplasias , Humanos , Ensaios de Seleção de Medicamentos Antitumorais , Descoberta de Drogas/métodos , Neoplasias/tratamento farmacológico , Colágeno/farmacologia
11.
SLAS Discov ; 28(4): 138-148, 2023 06.
Artigo em Inglês | MEDLINE | ID: mdl-36934951

RESUMO

Central to the success of functional precision medicine of solid tumors is to perform drug testing of patient-derived cancer cells (PDCs) in tumor-mimicking ex vivo conditions. While high throughput (HT) drug screening methods have been well-established for cells cultured in two-dimensional (2D) format, this approach may have limited value in predicting clinical responses. Here, we describe the results of the optimization of drug sensitivity and resistance testing (DSRT) in three-dimensional (3D) growth supporting matrices in a HT mode (3D-DSRT) using the hepatocyte cell line (HepG2) as an example. Supporting matrices included widely used animal-derived Matrigel and cellulose-based hydrogel, GrowDex, which has earlier been shown to support 3D growth of cell lines and stem cells. Further, the sensitivity of ovarian cancer PDCs, from two patients included in the functional precision medicine study, was tested for 52 drugs in 5 different concentrations using 3D-DSRT. Shortly, in the optimized protocol, the PDCs are embedded with matrices and seeded to 384-well plates to allow the formation of the spheroids prior to the addition of drugs in nanoliter volumes with acoustic dispenser. The sensitivity of spheroids to drug treatments is measured with cell viability readout (here, 72 h after addition of drugs). The quality control and data analysis are performed with openly available Breeze software. We show the usability of both matrices in established 3D-DSRT, and report 2D vs 3D growth condition dependent differences in sensitivities of ovarian cancer PDCs to MEK-inhibitors and cytotoxic drugs. This study provides a proof-of-concept for robust and fast screening of drug sensitivities of PDCs in 3D-DSRT, which is important not only for drug discovery but also for personalized ex vivo drug testing in functional precision medicine studies. These findings suggest that comparing results of 2D- and 3D-DSRT is essential for understanding drug mechanisms and for selecting the most effective treatment for the patient.


Assuntos
Antineoplásicos , Neoplasias Ovarianas , Humanos , Feminino , Animais , Linhagem Celular Tumoral , Antineoplásicos/farmacologia , Ensaios de Triagem em Larga Escala/métodos , Descoberta de Drogas
12.
Eur Urol Focus ; 9(5): 751-759, 2023 09.
Artigo em Inglês | MEDLINE | ID: mdl-36933996

RESUMO

BACKGROUND: Immune checkpoint inhibitors and antiangiogenic agents are used for first-line treatment of advanced papillary renal cell carcinoma (pRCC) but pRCC response rates to these therapies are low. OBJECTIVE: To generate and characterise a functional ex vivo model to identify novel treatment options in advanced pRCC. DESIGN, SETTING, AND PARTICIPANTS: We established patient-derived cell cultures (PDCs) from seven pRCC samples from patients and characterised them via genomic analysis and drug profiling. OUTCOME MEASUREMENTS AND STATISTICAL ANALYSIS: Comprehensive molecular characterisation in terms of copy number analysis and whole-exome sequencing confirmed the concordance of pRCC PDCs with the original tumours. We evaluated their sensitivity to novel drugs by generating drug scores for each PDC. RESULTS AND LIMITATIONS: PDCs confirmed pRCC-specific copy number variations such as gains in chromosomes 7, 16, and 17. Whole-exome sequencing revealed that PDCs retained mutations in pRCC-specific driver genes. We performed drug screening with 526 novel and oncological compounds. Whereas exposure to conventional drugs showed low efficacy, the results highlighted EGFR and BCL2 family inhibition as the most effective targets in our pRCC PDCs. CONCLUSIONS: High-throughput drug testing on newly established pRCC PDCs revealed that inhibition of EGFR and BCL2 family members could be a therapeutic strategy in pRCC. PATIENT SUMMARY: We used a new approach to generate patient-derived cells from a specific type of kidney cancer. We showed that these cells have the same genetic background as the original tumour and can be used as models to study novel treatment options for this type of kidney cancer.


Assuntos
Carcinoma de Células Renais , Neoplasias Renais , Humanos , Carcinoma de Células Renais/tratamento farmacológico , Carcinoma de Células Renais/genética , Carcinoma de Células Renais/patologia , Variações do Número de Cópias de DNA , Receptores ErbB/genética , Neoplasias Renais/tratamento farmacológico , Neoplasias Renais/genética , Neoplasias Renais/patologia , Proteínas Proto-Oncogênicas c-bcl-2/genética
13.
Cell Rep Methods ; 3(8): 100565, 2023 08 28.
Artigo em Inglês | MEDLINE | ID: mdl-37671026

RESUMO

We present a miniaturized immunofluorescence assay (mini-IFA) for measuring antibody response in patient blood samples. The method utilizes machine learning-guided image analysis and enables simultaneous measurement of immunoglobulin M (IgM), IgA, and IgG responses against different viral antigens in an automated and high-throughput manner. The assay relies on antigens expressed through transfection, enabling use at a low biosafety level and fast adaptation to emerging pathogens. Using severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) as the model pathogen, we demonstrate that this method allows differentiation between vaccine-induced and infection-induced antibody responses. Additionally, we established a dedicated web page for quantitative visualization of sample-specific results and their distribution, comparing them with controls and other samples. Our results provide a proof of concept for the approach, demonstrating fast and accurate measurement of antibody responses in a research setup with prospects for clinical diagnostics.


Assuntos
COVID-19 , SARS-CoV-2 , Humanos , Teste para COVID-19 , Aclimatação , Aprendizado de Máquina
14.
NPJ Precis Oncol ; 6(1): 94, 2022 Dec 27.
Artigo em Inglês | MEDLINE | ID: mdl-36575299

RESUMO

The international precision oncology program INFORM enrolls relapsed/refractory pediatric cancer patients for comprehensive molecular analysis. We report a two-year pilot study implementing ex vivo drug sensitivity profiling (DSP) using a library of 75-78 clinically relevant drugs. We included 132 viable tumor samples from 35 pediatric oncology centers in seven countries. DSP was conducted on multicellular fresh tumor tissue spheroid cultures in 384-well plates with an overall mean processing time of three weeks. In 89 cases (67%), sufficient viable tissue was received; 69 (78%) passed internal quality controls. The DSP results matched the identified molecular targets, including BRAF, ALK, MET, and TP53 status. Drug vulnerabilities were identified in 80% of cases lacking actionable (very) high-evidence molecular events, adding value to the molecular data. Striking parallels between clinical courses and the DSP results were observed in selected patients. Overall, DSP in clinical real-time is feasible in international multicenter precision oncology programs.

15.
Methods Mol Biol ; 2185: 423-445, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-33165865

RESUMO

Increasingly powerful microscopy, liquid handling, and computational techniques have enabled cell imaging in high throughput. Microscopy images are quantified using high-content analysis platforms linking object features to cell behavior. This can be attempted on physiologically relevant cell models, including stem cells and primary cells, in complex environments, and conceivably in the presence of perturbations. Recently, substantial focus has been devoted to cell profiling for cell therapy, assays for drug discovery or biomarker identification for clinical decision-making protocols, bringing this wealth of information into translational applications. In this chapter, we focus on two protocols enabling to (1) benchmark human cells, in particular human endothelial cells as a case study and (2) extract cells from blood for follow-up experiments including image-based drug testing. We also present concepts of high-content imaging and discuss the benefits and challenges, with the aim of enabling readers to tailor existing pipelines and bring such approaches closer to translational research and the clinic.


Assuntos
Técnicas de Reprogramação Celular , Diagnóstico por Imagem , Ensaios de Triagem em Larga Escala , Células-Tronco Pluripotentes Induzidas/metabolismo , Humanos , Células-Tronco Pluripotentes Induzidas/citologia , Pesquisa Translacional Biomédica
16.
Sci Rep ; 11(1): 14813, 2021 07 20.
Artigo em Inglês | MEDLINE | ID: mdl-34285291

RESUMO

Recent statistics report that more than 3.7 million new cases of cancer occur in Europe yearly, and the disease accounts for approximately 20% of all deaths. High-throughput screening of cancer cell cultures has dominated the search for novel, effective anticancer therapies in the past decades. Recently, functional assays with patient-derived ex vivo 3D cell culture have gained importance for drug discovery and precision medicine. We recently evaluated the major advancements and needs for the 3D cell culture screening, and concluded that strictly standardized and robust sample preparation is the most desired development. Here we propose an artificial intelligence-guided low-cost 3D cell culture delivery system. It consists of a light microscope, a micromanipulator, a syringe pump, and a controller computer. The system performs morphology-based feature analysis on spheroids and can select uniform sized or shaped spheroids to transfer them between various sample holders. It can select the samples from standard sample holders, including Petri dishes and microwell plates, and then transfer them to a variety of holders up to 384 well plates. The device performs reliable semi- and fully automated spheroid transfer. This results in highly controlled experimental conditions and eliminates non-trivial side effects of sample variability that is a key aspect towards next-generation precision medicine.


Assuntos
Técnicas de Cultura de Células/instrumentação , Neoplasias/patologia , Esferoides Celulares/citologia , Inteligência Artificial , Linhagem Celular Tumoral , Aprendizado Profundo , Ensaios de Seleção de Medicamentos Antitumorais , Ensaios de Triagem em Larga Escala , Humanos , Neoplasias/tratamento farmacológico , Medicina de Precisão , Esferoides Celulares/efeitos dos fármacos , Esferoides Celulares/patologia
17.
Nat Commun ; 12(1): 2532, 2021 05 05.
Artigo em Inglês | MEDLINE | ID: mdl-33953203

RESUMO

Biological processes are inherently continuous, and the chance of phenotypic discovery is significantly restricted by discretising them. Using multi-parametric active regression we introduce the Regression Plane (RP), a user-friendly discovery tool enabling class-free phenotypic supervised machine learning, to describe and explore biological data in a continuous manner. First, we compare traditional classification with regression in a simulated experimental setup. Second, we use our framework to identify genes involved in regulating triglyceride levels in human cells. Subsequently, we analyse a time-lapse dataset on mitosis to demonstrate that the proposed methodology is capable of modelling complex processes at infinite resolution. Finally, we show that hemocyte differentiation in Drosophila melanogaster has continuous characteristics.


Assuntos
Fenômenos Biológicos , Fenômenos Fisiológicos Celulares , Aprendizado de Máquina , Animais , Carcinoma Hepatocelular , Ciclo Celular , Diferenciação Celular , Linhagem Celular Tumoral , Drosophila melanogaster , Humanos , Proteínas de Membrana , Aprendizado de Máquina Supervisionado
18.
ACS Nano ; 15(10): 15992-16010, 2021 10 26.
Artigo em Inglês | MEDLINE | ID: mdl-34605646

RESUMO

Identification of HLA class I ligands from the tumor surface (ligandome or immunopeptidome) is essential for designing T-cell mediated cancer therapeutic approaches. However, the sensitivity of the process for isolating MHC-I restricted tumor-specific peptides has been the major limiting factor for reliable tumor antigen characterization, making clear the need for technical improvement. Here, we describe our work from the fabrication and development of a microfluidic-based chip (PeptiCHIP) and its use to identify and characterize tumor-specific ligands on clinically relevant human samples. Specifically, we assessed the potential of immobilizing a pan-HLA antibody on solid surfaces via well-characterized streptavidin-biotin chemistry, overcoming the limitations of the cross-linking chemistry used to prepare the affinity matrix with the desired antibodies in the immunopeptidomics workflow. Furthermore, to address the restrictions related to the handling and the limited availability of tumor samples, we further developed the concept toward the implementation of a microfluidic through-flow system. Thus, the biotinylated pan-HLA antibody was immobilized on streptavidin-functionalized surfaces, and immune-affinity purification (IP) was carried out on customized microfluidic pillar arrays made of thiol-ene polymer. Compared to the standard methods reported in the field, our methodology reduces the amount of antibody and the time required for peptide isolation. In this work, we carefully examined the specificity and robustness of our customized technology for immunopeptidomics workflows. We tested this platform by immunopurifying HLA-I complexes from 1 × 106 cells both in a widely studied B-cell line and in patients-derived ex vivo cell cultures, instead of 5 × 108 cells as required in the current technology. After the final elution in mild acid, HLA-I-presented peptides were identified by tandem mass spectrometry and further investigated by in vitro methods. These results highlight the potential to exploit microfluidics-based strategies in immunopeptidomics platforms and in personalized immunopeptidome analysis from cells isolated from individual tumor biopsies to design tailored cancer therapeutic vaccines. Moreover, the possibility to integrate multiple identical units on a single chip further improves the throughput and multiplexing of these assays with a view to clinical needs.


Assuntos
Antígenos de Histocompatibilidade Classe I , Microfluídica , Antígenos de Neoplasias , Humanos , Ligantes , Peptídeos
19.
Arterioscler Thromb Vasc Biol ; 29(6): 883-8, 2009 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-19304576

RESUMO

OBJECTIVE: ATP-binding cassette transporter A1 (ABCA1) is thought to lipidate apolipoprotein A-I (apoA-I) at the plasma membrane, with endosomal cholesterol contributing as substrate. The mechanisms of ABCA1 surface delivery are not well understood. We have shown that Rab8 regulates endosomal cholesterol removal to apoA-I in human fibroblasts. Here, we investigated whether Rab8 plays a role in ABCA1 plasma membrane expression and cholesterol removal in primary human macrophages. METHODS AND RESULTS: We found that Rab8 was abundantly expressed in human atherosclerotic lesional macrophages and upregulated on lipid loading of macrophages in vitro. Adenoviral overexpression of Rab8 increased ABCA1 protein levels and reduced cholesterol deposition in macrophage foam cells incubated with apoA-I. Depletion of Rab8 decreased the fraction of ABCA1 at the plasma membrane and inhibited the efflux of lipoprotein-derived endosomal cholesterol to apoA-I. In Rab8-depleted cells, ABCA1-GFP localized in beta1 integrin and transferrin receptor containing recycling organelles. CONCLUSIONS: Rab8 reduces foam cell formation by facilitating ABCA1 surface expression and stimulating endosomal cholesterol efflux to apoA-I in primary human macrophages.


Assuntos
Transportadores de Cassetes de Ligação de ATP/metabolismo , Membrana Celular/metabolismo , Colesterol/metabolismo , Doença da Artéria Coronariana/metabolismo , Células Espumosas/metabolismo , Proteínas rab de Ligação ao GTP/metabolismo , Transportador 1 de Cassete de Ligação de ATP , Apolipoproteína A-I/metabolismo , Transporte Biológico , Células Cultivadas , Endossomos/metabolismo , Humanos , Transporte Proteico , Interferência de RNA , RNA Interferente Pequeno/metabolismo , Transfecção , Proteínas rab de Ligação ao GTP/genética
20.
Mol Biol Cell ; 15(11): 4911-25, 2004 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-15356270

RESUMO

Binding of echovirus 1 (EV1, a nonenveloped RNA virus) to the alpha2beta1 integrin on the cell surface is followed by endocytic internalization of the virus together with the receptor. Here, video-enhanced live microscopy revealed the rapid uptake of fluorescently labeled EV1 into mobile, intracellular structures, positive for green fluorescent protein-tagged caveolin-1. Partial colocalization of EV1 with SV40 (SV40) and cholera toxin, known to traffic via caveosomes, demonstrated that the vesicles were caveosomes. The initiation of EV1 infection was dependent on dynamin II, cholesterol, and protein phosphorylation events. Brefeldin A, a drug that prevents SV40 transport, blocked the EV1 infection cycle, whereas drugs that disrupt the cellular cytoskeleton had no effect. In situ hybridization revealed the localization of viral RNA with endocytosed viral capsid proteins in caveosomes before initiation of viral replication. Thus, both the internalization of EV1 to caveosomes and subsequent events differ clearly from caveolar endocytosis of SV40 because EV1 uptake is fast and independent of actin and EV1 is not sorted further to sER from caveosomes. These results shed further light on the cell entry of nonenveloped viral pathogens and illustrate the use of viruses as probes to dissect caveolin-associated endocytic pathways.


Assuntos
Dinamina II/química , Enterovirus Humano B/metabolismo , Microdomínios da Membrana/metabolismo , Animais , Sítios de Ligação , Brefeldina A/farmacologia , Capsídeo/química , Linhagem Celular , Membrana Celular/metabolismo , Centrifugação com Gradiente de Concentração , Toxina da Cólera/metabolismo , Colesterol/metabolismo , Citoesqueleto/metabolismo , Eletroforese em Gel de Poliacrilamida , Endocitose , Genes Dominantes , Proteínas de Fluorescência Verde/metabolismo , Immunoblotting , Hibridização In Situ , Hibridização in Situ Fluorescente , Cinética , Microdomínios da Membrana/virologia , Microscopia de Fluorescência , Microscopia de Vídeo , Fosforilação , Ligação Proteica , RNA Viral/metabolismo , Transdução de Sinais , Sacarose/farmacologia , Fatores de Tempo , Transfecção
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