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1.
Int J Mol Sci ; 24(21)2023 Oct 27.
Article in English | MEDLINE | ID: mdl-37958662

ABSTRACT

Chemotherapy using temozolomide is the standard treatment for patients with glioblastoma. Despite treatment, prognosis is still poor largely due to the emergence of temozolomide resistance. This resistance is closely linked to the widely recognized inter- and intra-tumoral heterogeneity in glioblastoma, although the underlying mechanisms are not yet fully understood. To induce temozolomide resistance, we subjected 21 patient-derived glioblastoma cell cultures to Temozolomide treatment for a period of up to 90 days. Prior to treatment, the cells' molecular characteristics were analyzed using bulk RNA sequencing. Additionally, we performed single-cell RNA sequencing on four of the cell cultures to track the evolution of temozolomide resistance. The induced temozolomide resistance was associated with two distinct phenotypic behaviors, classified as "adaptive" (ADA) or "non-adaptive" (N-ADA) to temozolomide. The ADA phenotype displayed neurodevelopmental and metabolic gene signatures, whereas the N-ADA phenotype expressed genes related to cell cycle regulation, DNA repair, and protein synthesis. Single-cell RNA sequencing revealed that in ADA cell cultures, one or more subpopulations emerged as dominant in the resistant samples, whereas N-ADA cell cultures remained relatively stable. The adaptability and heterogeneity of glioblastoma cells play pivotal roles in temozolomide treatment and contribute to the tumor's ability to survive. Depending on the tumor's adaptability potential, subpopulations with acquired resistance mechanisms may arise.


Subject(s)
Brain Neoplasms , Glioblastoma , Humans , Temozolomide/pharmacology , Temozolomide/therapeutic use , Glioblastoma/drug therapy , Glioblastoma/genetics , Glioblastoma/metabolism , Dacarbazine/pharmacology , Dacarbazine/therapeutic use , Antineoplastic Agents, Alkylating/pharmacology , Antineoplastic Agents, Alkylating/therapeutic use , Cell Line, Tumor , Phenotype , Genomics , Drug Resistance, Neoplasm/genetics , Brain Neoplasms/drug therapy , Brain Neoplasms/genetics , Brain Neoplasms/metabolism , Gene Expression Regulation, Neoplastic
2.
Cell Rep Methods ; 3(11): 100636, 2023 Nov 20.
Article in English | MEDLINE | ID: mdl-37963463

ABSTRACT

Quantifying cellular characteristics from a large heterogeneous population is essential to identify rare, disease-driving cells. A recent development in the combination of high-throughput screening microscopy with single-cell profiling provides an unprecedented opportunity to decipher disease-driving phenotypes. Accurately and instantly processing large amounts of image data, however, remains a technical challenge when an analysis output is required minutes after data acquisition. Here, we present fast and accurate real-time cell tracking (FACT). FACT can segment ∼20,000 cells in an average of 2.5 s (1.9-93.5 times faster than the state of the art). It can export quantifiable features minutes after data acquisition (independent of the number of acquired image frames) with an average of 90%-96% precision. We apply FACT to identify directionally migrating glioblastoma cells with 96% precision and irregular cell lineages from a 24 h movie with an average F1 score of 0.91.


Subject(s)
Algorithms , Image Processing, Computer-Assisted , Image Processing, Computer-Assisted/methods , Microscopy , Cell Tracking/methods
3.
Cell Rep Methods ; 2(6): 100237, 2022 06 20.
Article in English | MEDLINE | ID: mdl-35784653

ABSTRACT

Single-cell proteomics has the potential to decipher tumor heterogeneity, and a method like single-cell proteomics by mass spectrometry (SCoPE-MS) allows profiling several tens of single cells for >1,000 proteins per cell. This method, however, cannot link the proteome of individual cells with phenotypes of interest. Here, we developed a microscopy-based functional single-cell proteomic-profiling technology, called FUNpro, to address this. FUNpro enables screening, identification, and isolation of single cells of interest in a real-time fashion, even if the phenotypes are dynamic or the cells of interest are rare. We applied FUNpro to proteomically profile a newly identified small subpopulation of U2OS osteosarcoma cells displaying an abnormal, prolonged DNA damage response (DDR) after ionizing radiation (IR). With this, we identified the PDS5A protein contributing to the abnormal DDR dynamics and helping the cells survive after IR.


Subject(s)
DNA Damage , Microscopy , Proteomics/methods , Cell Cycle Proteins , Radiation, Ionizing
4.
Front Bioeng Biotechnol ; 10: 829509, 2022.
Article in English | MEDLINE | ID: mdl-35273957

ABSTRACT

Intratumor heterogeneity is a major obstacle to effective cancer treatment. Current methods to study intratumor heterogeneity using single-cell RNA sequencing (scRNA-seq) lack information on the spatial organization of cells. While state-of-the art spatial transcriptomics methods capture the spatial distribution, they either lack single cell resolution or have relatively low transcript counts. Here, we introduce spatially annotated single cell sequencing, based on the previously developed functional single cell sequencing (FUNseq) technique, to spatially profile tumor cells with deep scRNA-seq and single cell resolution. Using our approach, we profiled cells located at different distances from the center of a 2D epithelial cell mass. By profiling the cell patch in concentric bands of varying width, we showed that cells at the outermost edge of the patch responded strongest to their local microenvironment, behaved most invasively, and activated the process of epithelial-to-mesenchymal transition (EMT) to migrate to low-confluence areas. We inferred cell-cell communication networks and demonstrated that cells in the outermost ∼10 cell wide band, which we termed the invasive edge, induced similar phenotypic plasticity in neighboring regions. Applying FUNseq to spatially annotate and profile tumor cells enables deep characterization of tumor subpopulations, thereby unraveling the mechanistic basis for intratumor heterogeneity.

5.
Nat Biomed Eng ; 6(5): 667-675, 2022 05.
Article in English | MEDLINE | ID: mdl-35301448

ABSTRACT

Linking single-cell genomic or transcriptomic profiles to functional cellular characteristics, in particular time-varying phenotypic changes, could help unravel molecular mechanisms driving the growth of tumour-cell subpopulations. Here we show that a custom-built optical microscope with an ultrawide field of view, fast automated image analysis and a dye activatable by visible light enables the screening and selective photolabelling of cells of interest in large heterogeneous cell populations on the basis of specific functional cellular dynamics, such as fast migration, morphological variation, small-molecule uptake or cell division. Combining such functional single-cell selection with single-cell RNA sequencing allowed us to (1) functionally annotate the transcriptomic profiles of fast-migrating and spindle-shaped MCF10A cells, of fast-migrating MDA-MB-231 cells and of patient-derived head-and-neck squamous carcinoma cells, and (2) identify critical genes and pathways driving aggressive migration and mesenchymal-like morphology in these cells. Functional single-cell selection upstream of single-cell sequencing does not depend on molecular biomarkers, allows for the enrichment of sparse subpopulations of cells, and can facilitate the identification and understanding of the molecular mechanisms underlying functional phenotypes.


Subject(s)
Neoplasms , Transcriptome , Genotype , Humans , Phenotype
6.
Cancer Biother Radiopharm ; 32(2): 67-73, 2017 Mar.
Article in English | MEDLINE | ID: mdl-28301262

ABSTRACT

BACKGROUND: Up to now, prostate-specific membrane antigen (PSMA)-targeted radionuclide therapy mainly focused on ß-emitting radionuclides. Herein, two new 213Bi-labeled agents for PSMA-targeted α therapy of prostate cancer (PCa) are reported. METHODS: The biodistribution of 213Bi-labeled small-molecule inhibitor PSMA I&T and nanobody JVZ-008 was evaluated in mice bearing PSMA-positive LNCaP xenografts. DNA damage response was followed using LNCaP cells and LNCaP xenografts. RESULTS: In vitro, 213Bi-PSMA I&T and 213Bi-JVZ-008 therapy of LNCaP cells led to increased number of DNA double-strand breaks (DSBs), detected as 53BP1 and γH2AX nuclear foci. In vivo, tumor uptake of 213Bi-PSMA I&T and 213Bi-JVZ-008 was 5.75% ± 2.70%ID/g (injected dose per gram) and 2.68% ± 0.56%ID/g, respectively, with similar tumor-to-kidney ratios. Furthermore, both agents induced in vivo DSBs in the tumors, which were detected between 1 hour and 24 hours after injection. 213Bi-PSMA I&T induced significantly more DSBs than 213Bi-JVZ-008 (p < 0.01). CONCLUSIONS: 213Bi-PSMA I&T and 213Bi-JVZ-008 showed efficient and rapid tumor targeting and produced DSBs in PSMA-expressing LNCaP cells and xenografts. These promising results require further evaluation of 213Bi-labeled agents with regard to their therapeutic efficacy and toxicity for PCa therapy.


Subject(s)
Bismuth/chemistry , DNA Breaks, Double-Stranded , Prostatic Neoplasms/drug therapy , Proteasome Endopeptidase Complex/chemistry , Radioisotopes/chemistry , Animals , Cell Line, Tumor , Female , Humans , Male , Mice , Mice, Inbred BALB C , Mice, Nude , Microscopy, Fluorescence , Nanoparticles/chemistry , Neoplasm Transplantation , Prostatic Neoplasms/pathology , Xenograft Model Antitumor Assays
7.
Theranostics ; 6(11): 1821-32, 2016.
Article in English | MEDLINE | ID: mdl-27570553

ABSTRACT

Metastases expressing tumor-specific receptors can be targeted and treated by binding of radiolabeled peptides (peptide receptor radionuclide therapy or PRRT). For example, patients with metastasized somatostatin receptor-positive neuroendocrine tumors (NETs) can be treated with radiolabeled somatostatin analogues, resulting in strongly increased progression-free survival and quality of life. There is nevertheless still room for improvement, as very few patients can be cured at this stage of disease. We aimed to specifically sensitize replicating tumor cells without further damage to healthy tissues. Thereto we investigated the DNA damaging effects of PRRT with the purpose to enhance these effects through modulation of the DNA damage response. Although PRRT induces DNA double strand breaks (DSBs), a larger fraction of the induced lesions are single strand breaks (expected to be similar to those induced by external beam radiotherapy) that require poly-[ADP-ribose]-polymerase 1 (PARP-1) activity for repair. If these breaks cannot be repaired, they will cause replication fork arrest and DSB formation during replication. Therefore, we used the PARP-1 inhibitor Olaparib to increase the number of cytotoxic DSBs. Here we show that this new combination strategy synergistically sensitized somatostatin receptor expressing cells to PRRT. We observed increased cell death and reduced cellular proliferation compared to the PRRT alone. The enhanced cell death was caused by increased numbers of DSBs that are repaired with remarkably slow kinetics, leading to genome instability. Furthermore, we validated the increased DSB induction after PARP inhibitor addition in the clinically relevant model of living human NET slices. We expect that this combined regimen can thus augment current PRRT outcomes.


Subject(s)
Bone Neoplasms/drug therapy , Bone Neoplasms/radiotherapy , Osteosarcoma/drug therapy , Osteosarcoma/radiotherapy , Phthalazines/therapeutic use , Piperazines/therapeutic use , Poly(ADP-ribose) Polymerase Inhibitors/therapeutic use , Radiation-Sensitizing Agents/therapeutic use , Cell Death/drug effects , Cell Death/radiation effects , Cell Line, Tumor , Cell Proliferation/drug effects , Cell Proliferation/radiation effects , Combined Modality Therapy , DNA Breaks, Double-Stranded/drug effects , DNA, Neoplasm/drug effects , Drug Synergism , Genomic Instability , Humans , Lutetium , Radioisotopes , Radiotherapy/methods , Receptors, Somatostatin/drug effects
8.
DNA Repair (Amst) ; 1(10): 779-93, 2002 Oct 01.
Article in English | MEDLINE | ID: mdl-12531026

ABSTRACT

Homologous recombination is one of the major pathways for repair of DNA double-strand breaks (DSBs). Important proteins in this pathway are Rad51 and Rad54. Rad51 forms a nucleoprotein filament on single-stranded DNA (ssDNA) that mediates pairing with and strand invasion of homologous duplex DNA with the assist of Rad54. We estimated that the nucleus of a mouse embryonic stem (ES) cells contains on average 4.7x10(5) Rad51 and 2.4x10(5) Rad54 molecules. Furthermore, we showed that the amount of Rad54 was subject to cell cycle regulation. We discuss our results with respect to two models that describe how Rad54 stimulates Rad51-mediated DNA strand invasion. The models differ in whether Rad54 functions locally or globally. In the first model, Rad54 acts in cis relative to the site of strand invasion. Rad54 coats the Rad51 nucleoprotein filament in stoichiometric amounts and binds to the target duplex DNA at the site that is homologous to the ssDNA in the Rad51 nucleoprotein filament. Subsequently, it promotes duplex DNA unwinding. In the second model, Rad54 acts in trans relative to the site of strand invasion. Rad54 binds duplex DNA distant from the site that will be unwound. Translocation of Rad54 along the duplex DNA increases superhelical stress thereby promoting duplex DNA unwinding.


Subject(s)
DNA Repair/physiology , Recombination, Genetic/genetics , Saccharomyces cerevisiae Proteins/physiology , Animals , Cell Cycle/physiology , Cell Nucleus/genetics , Cell Nucleus/metabolism , DNA Helicases , DNA Repair Enzymes , DNA, Single-Stranded , DNA, Superhelical/metabolism , Escherichia coli , Flow Cytometry , Immunoblotting , In Situ Hybridization , Mice , Pluripotent Stem Cells/metabolism , Promoter Regions, Genetic , Recombinant Proteins/isolation & purification , Recombinant Proteins/metabolism
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