scholarly journals Faculty Opinions recommendation of Deriving chemosensitivity from cell lines: Forensic bioinformatics and reproducible research in high-throughput biology.

Author(s):  
Kevin Karplus
2019 ◽  
Vol 25 (1) ◽  
pp. 9-20 ◽  
Author(s):  
Olivia W. Lee ◽  
Shelley Austin ◽  
Madison Gamma ◽  
Dorian M. Cheff ◽  
Tobie D. Lee ◽  
...  

Cell-based phenotypic screening is a commonly used approach to discover biological pathways, novel drug targets, chemical probes, and high-quality hit-to-lead molecules. Many hits identified from high-throughput screening campaigns are ruled out through a series of follow-up potency, selectivity/specificity, and cytotoxicity assays. Prioritization of molecules with little or no cytotoxicity for downstream evaluation can influence the future direction of projects, so cytotoxicity profiling of screening libraries at an early stage is essential for increasing the likelihood of candidate success. In this study, we assessed the cell-based cytotoxicity of nearly 10,000 compounds in the National Institutes of Health, National Center for Advancing Translational Sciences annotated libraries and more than 100,000 compounds in a diversity library against four normal cell lines (HEK 293, NIH 3T3, CRL-7250, and HaCat) and one cancer cell line (KB 3-1, a HeLa subline). This large-scale library profiling was analyzed for overall screening outcomes, hit rates, pan-activity, and selectivity. For the annotated library, we also examined the primary targets and mechanistic pathways regularly associated with cell death. To our knowledge, this is the first study to use high-throughput screening to profile a large screening collection (>100,000 compounds) for cytotoxicity in both normal and cancer cell lines. The results generated here constitute a valuable resource for the scientific community and provide insight into the extent of cytotoxic compounds in screening libraries, allowing for the identification and avoidance of compounds with cytotoxicity during high-throughput screening campaigns.


Author(s):  
Shuangping Shi ◽  
Russ G.G. Condon ◽  
Liang Deng ◽  
Jason Saunders ◽  
Finn Hung ◽  
...  

2022 ◽  
Vol 23 (2) ◽  
pp. 587
Author(s):  
Dong Woo Lee ◽  
Jung Eun Kim ◽  
Ga-Haeng Lee ◽  
Arang Son ◽  
Hee Chul Park ◽  
...  

Proton beam therapy (PBT) is a critical treatment modality for head and neck squamous cell carcinoma (HNSCC). However, not much is known about drug combinations that may improve the efficacy of PBT. This study aimed to test the feasibility of a three-dimensional (3D) tumor-spheroid-based high-throughput screening platform that could assess cellular sensitivity against PBT. Spheroids of two HNSCC cell lines—Fadu and Cal27—cultured with a mixture of Matrigel were arrayed on a 384-pillar/well plate, followed by exposure to graded doses of protons or targeted drugs including olaparib at various concentrations. Calcein staining of HNSCC spheroids revealed a dose-dependent decrease in cell viability for proton irradiation or multiple targeted drugs, and provided quantitative data that discriminated the sensitivity between the two HNSCC cell lines. The combined effect of protons and olaparib was assessed by calculating the combination index from the survival rates of 4 × 4 matrices, showing that Cal27 spheroids had greater synergy with olaparib than Fadu spheroids. In contrast, adavosertib did not synergize with protons in both spheroids. Taken together, we demonstrated that the 3D pillar/well array platform was a useful tool that provided rapid, quantitative data for evaluating sensitivity to PBT and drug combinations. Our results further supported that administration of the combination of PBT and olaparib may be an effective treatment strategy for HNSCC patients.


2021 ◽  
pp. 247255522110383
Author(s):  
Gurmeet Kaur ◽  
David M. Evans ◽  
Beverly A. Teicher ◽  
Nathan P. Coussens

Malignant tumors are complex tissues composed of malignant cells, vascular cells, structural mesenchymal cells including pericytes and carcinoma-associated fibroblasts, infiltrating immune cells, and others, collectively called the tumor stroma. The number of stromal cells in a tumor is often much greater than the number of malignant cells. The physical associations among all these cell types are critical to tumor growth, survival, and response to therapy. Most cell-based screens for cancer drug discovery and precision medicine validation use malignant cells in isolation as monolayers, embedded in a matrix, or as spheroids in suspension. Medium- and high-throughput screening with multiple cell lines requires a scalable, reproducible, robust cell-based assay. Complex spheroids include malignant cells and two normal cell types, human umbilical vein endothelial cells and highly plastic mesenchymal stem cells, which rapidly adapt to the malignant cell microenvironment. The patient-derived pancreatic adenocarcinoma cell line, K24384-001-R, was used to explore complex spheroid structure and response to anticancer agents in a 96-well format. We describe the development of the complex spheroid assay as well as the growth and structure of complex spheroids over time. Subsequently, we demonstrate successful assay miniaturization to a 384-well format and robust performance in a high-throughput screen. Implementation of the complex spheroid assay was further demonstrated with 10 well-established pancreatic cell lines. By incorporating both human stromal and tumor components, complex spheroids might provide an improved model for tumor response in vivo.


Blood ◽  
2019 ◽  
Vol 134 (Supplement_1) ◽  
pp. 3077-3077
Author(s):  
Tobias Dittrich ◽  
Martin Schorb ◽  
Isabella Haberbosch ◽  
Elena Bausch ◽  
Mandy Börmel ◽  
...  

Introduction Genomic instability is the basic prerequisite for a Darwinian-type evolution of neoplasia and as such represents a fundamental hallmark of cancer. Centrosomal aberrations have been identified as potent drivers of genomic instability (Cosenza et al., Cell Reports 2017; Krämer et al., Leukemia 2003). The current standard to investigate centrosomal aberrations in cancer patients is immunofluorescence (IF) staining. Although this method is fast and easily scalable, its diagnostic significance is controversially discussed. Moreover, ultrastructural analysis of centrosomes in cancer patients is required to gain a mechanistical understanding of the relationship between genomic instability and centrosomal aberrations. To address this, we combined semi-automated analysis of immunofluorescence (IF) images with high-throughput electron tomography (ET) of different cell lines and subentities of primary plasma cell neoplasia, which serve as surrogate for clonal evolution. Methods CD138+ plasma cells were isolated from bone marrow aspirates of consenting patients with plasma cell neoplasia. Each sample was split to be subsequently processed for IF and ET. The IF workflow included (1) chemical fixation, (2) staining for nuclei, cells, centrin and pericentrin, (3) semi-automated acquisition of >1000 cells, (4) semi-automated analysis of IF data using the software Konstanz Information Miner (KNIME) (Berthold et al., GfKL 2007). The ET workflow included (1) chemical fixation (2) agarose embedding, (3) dehydration and epoxy resin embedding, (4) serial sectioning at 200 nm, (5) semi-automated screening for centrioles with transmission electron microscopy (TEM) (Schorb et al., Nature Methods 2019), (6) semi-automated acquisition of previously identified centriole regions with serial section ET. Results So far, four patients with relapsed refractory myeloma as well as two cell lines (U2OS-PLK4, RPMI.8226) have been screened with TEM. No centrosomal amplification was apparent by IF in any of these patients. Within 5598 cells, 205 centrosomes have been detected. A total of 659 electron tomograms were performed on 141 regions of interest that were distributed on average over five sections. One patient with highly refractory multiple myeloma (resistance to eight prior therapies) showed over-elongated and partially fragmented centrioles (Figure), similar to recently reported findings in tumor cell lines (Marteil et al., Nature Communications 2018). Six out of 10 mother centrioles in this patient were longer than 500 nm, which is supposed to be the physiological length. The dimensions (mean [range]) of mother (decorated with appendages) and daughter centrioles in this patient were: length 919 nm [406 nm - 2620 nm] and 422 nm [367 nm - 476 nm]; diameter 221 nm [99 nm - 470 nm] and 236 nm [178 nm - 450 nm]. Moreover, the mother centrioles showed multiple sets of appendages (mean [range]: 5.9 [2 - 13]), while one set of appendages would be physiological. This is an ongoing study and additional results are expected by the date of presentation. Conclusions We present a semi-automated methodological setup that combines high-throughput IF and cutting-edge ET to study centrosomal aberrations. To our knowledge, this is the first study that systematically analyzes the centrosomal phenotype of cancer patients at the ultrastructural level. Our preliminary IF results suggest that supernumerary centrosomes in plasma cell neoplasia might be less common than previously reported. Moreover, we for the first time describe and characterize over-elongated centrioles in myeloma patients, reminiscent of previous findings in tumor cell lines. With increasing numbers of patients, we will be also able to correlate results from IF and ET to address the current uncertainty with respect to IF screens for centrosomal aberrations. Better insight into centrosomal aberrations will likely increase our understanding on karyotype evolution in plasma cell neoplasia and possibly facilitate the development of novel targeted therapies. Figure Disclosures Goldschmidt: John-Hopkins University: Research Funding; John-Hopkins University: Research Funding; MSD: Research Funding; Sanofi: Honoraria, Membership on an entity's Board of Directors or advisory committees, Research Funding; Janssen: Honoraria, Membership on an entity's Board of Directors or advisory committees, Research Funding; Bristol-Myers Squibb: Honoraria, Membership on an entity's Board of Directors or advisory committees, Research Funding; Dietmar-Hopp-Stiftung: Research Funding; Takeda: Membership on an entity's Board of Directors or advisory committees, Research Funding; Adaptive Biotechnology: Membership on an entity's Board of Directors or advisory committees; Amgen: Consultancy, Research Funding; Molecular Partners: Research Funding; Janssen: Consultancy, Research Funding; Mundipharma: Research Funding; Chugai: Honoraria, Research Funding; Novartis: Membership on an entity's Board of Directors or advisory committees, Research Funding; Celgene: Honoraria, Membership on an entity's Board of Directors or advisory committees, Research Funding. Müller-Tidow:MSD: Membership on an entity's Board of Directors or advisory committees. Schönland:Medac: Other: Travel Grant; Takeda: Membership on an entity's Board of Directors or advisory committees, Research Funding; Prothena: Membership on an entity's Board of Directors or advisory committees, Research Funding; Janssen: Membership on an entity's Board of Directors or advisory committees, Research Funding. Krämer:Roche: Consultancy, Honoraria, Membership on an entity's Board of Directors or advisory committees; BMS: Research Funding; Daiichi-Sankyo: Honoraria, Membership on an entity's Board of Directors or advisory committees; Bayer: Research Funding.


2015 ◽  
Vol 117 (suppl_1) ◽  
Author(s):  
Millie Shah ◽  
Cheryl Borgman ◽  
Kevin Janes

Latent coxsackievirus B3 (CVB3) cardiac infections are implicated in the development of DCM with persistent enteroviral RNA found in up to 66% (30/45) of DCM patient biopsies who are at a 6-fold higher risk of fatality. Current treatments aim at delaying heart failure but none address the viral etiology of the disease. Viral protein presence is thought to disrupt normal cellular signaling leading to tissue dysfunction. The downstream effects of viral perturbations are complex and wide-ranging; especially in proinflammatory contexts seen clinically. Thus, comprehensively understanding the molecular mechanisms of CVB3-mediated disease is key in developing treatments for viral DCM patients. In this study we built a novel in vitro model of chronic CVB3 infection to facilitate high-throughput, systems-level studies of viral cardiomyopathy. Current methods of studying CVB3 rely on animals or animal derived cardiac cells, making large-scale intracellular signaling studies difficult, time intensive, and expensive. To facilitate high-throughput studies we used immortalized human cardiomyocytes to engineer single-cell derived cell lines that express a maturation deficient CVB3 genome. CVB3 RNA expression was validated in each line by two independent methods: gene-specific nested qRT-PCR and single molecule RNA fluorescence in situ hydridization (smFISH). Plaque-assay verified that viral RNA expression did not result in live virus release. Microarray analysis shows that CVB3 expressing cell lines have altered immune cytokine, extracellular matrix protein, and stress-signaling protein expression. Further, differences between CVB3 expressing lines suggest differential responses to viral RNA expression which may identify a set of beneficial adaptations. Future studies will include high-throughput signaling protein activity assays we have developed specifically for phosphatase and kinase activity quantification with the aim of linking immune cytokine signaling dysregulation to pathogenic gene expression. These studies will deepen our knowledge of CVB3-mediated DCM and identify proteins whose targeted modulation could offer new treatment strategies to patients whose current options are either palliative care or heart transplantation.


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