Analysis of mature miRNA levels in the context of CHO cell proliferation
Ontology highlight
ABSTRACT:
ORGANISM(S): Cricetulus griseus
SUBMITTER: Matthias Hackl
PROVIDER: E-GEOD-52994 | biostudies-arrayexpress |
REPOSITORIES: biostudies-arrayexpress
Similar Datasets
Project description:Mature microRNA transcripts were analyzed in 9 CHO cell lines growing at different proliferation rates. The goal was to identify microRNAs that correlate positively or negatively with CHO proliferation rates. A common reference design was chosen, where all samples were hybridized against a pool of all RNA samples.
2015-12-10 | E-GEOD-75830 | biostudies-arrayexpress
Project description:To identify low abundance autocrine growth factors in CHO cell conditioned media, we utilized a label-free shotgun proteomics approach. CHO cell conditioned media were harvested from fed batch bioreactors and concentrated using methanol/chlorofrom precipitation. Proteins in the samples were then subjected to proteolysis with trypsin, and then subjected to primary fractionation using a SCX column, followed by RP liquid chromatography MS (LC-MS) with a LTQ Orbitrap Velos instrument using the data dependent acquisition (DDA) method. The MS system was set up and run with a method which enabled fast acquisitions of high quality peptide precursor and fragment ion data, with the desired precursor mass accuracy of ±5 ppm. For the LTQ Orbitrap Velos MS, the data-dependent MS/MS analytical workflow in positive ion mode was used. Each precursor survey scan (m/z: 300 to 1800) by the Orbitrap mass analyzer (resolution = 60,000 FWHM) was linked to 10 MS/MS events using the 2D ion trap CID approach, with dynamic ion exclusion set at 60 s. This value was determined based on the observed mean peptide chromatographic peak width. All other instrument parameters were set up according to the manufacturer’s suggested values for complex peptide samples. The nano-ESI source was fitted with a 30-µm stainless steel nano-bore emitter (Thermo Fisher Scientific) with 1.7 kV applied near the tip. Raw data files from the LTQ Orbitrap Velos MS were processed using the Proteome Discoverer 1.3 software (Thermo Fisher Scientific). The LC-MS data were searched against the human (Homo sapiens; UniProtKb, updated in August 2012, 45 848 entries), mouse (Mus musculus; UniProtKb, updated in August 2012, 31 528 entries) and chinese hamster (Cricetulus griceus; UniprotKb, updated in August 2012, 24 609 entries) protein databases using the Sequest search engine for the LTQ Orbitrap Velos LC-MS data, assuming tryptic digestion with precursor ions to fall within 10 ppm of projected m/z values and a fragment ion mass tolerance of 0.5 m/z. The specified search parameters were carbamidomethylation of cysteine as fixed modification, oxidation of methionine as dynamic modification and a maximum of two missed cleavage events. Reverse database searching resulted in a specific false discovery rate (FDR) of 1% at the peptide and protein level.
2020-01-22 | PXD000214 | Pride
Project description:A comprehensive Chinese hamster ovary (CHO)-cell specific spectral library, containing extensive information of high-quality spectral ions covering more than 10k CHO cell proteins, was constructed to provide confident and reproducible protein identification and quantification in data-independent SWATH-MS analysis. The applicability of CHO spectral library was tested in the analyses of different CHO samples including whole cell lysate, harvested cell culture fluids, and downstream processing samples. The portability of CHO spectral library was also demonstrated in the processing and analyses of SWATH-MS data sets collected from multiple LC-MS instrumental setups and various CHO cell lines.
2020-07-20 | PXD016047 | Pride
Project description:We developed an artificial gene expression system with transcriptional positive-feedback loop of transactivator to induce the high expression of target genes in CHO cells. DNA microarray analysis was conducted in semi-continuous culture with high-cell-density culture under normal and low temperature conditions of recombinant scFv-Fc-producer CHO cells (CHO/aTF_scFv-Fc2 cells).
2024-01-01 | E-MTAB-13440 | biostudies-arrayexpress
Project description:CHK-Q cell line was established from primary culture of Chinese hamster kidney tissues by repeated passages. DNA microarray analysis for chasing the variation in gene expression profile was performed for CHK cells during the culture process leading to immortalization and adaptation to serum-free and suspension conditions.
2022-03-16 | E-MTAB-11298 | biostudies-arrayexpress
Project description:Most of the recombinant biotherapeutics employed today to combat severe illnesses e.g. various types of cancer or autoimmune diseases are produced by Chinese hamster ovary (CHO) cells. To meet the growing demand of these pharmaceuticals, CHO cells are under constant development in order to enhance their stability and productivity. The last decades saw a shift from empirical cell line optimization towards rational cell engineering using a growing number of large omics datasets to alter cell physiology on various levels. Especially proteomics workflows reached new levels in proteome coverage and data quality due to advances in high-resolution mass spectrometry instrumentation. One type of workflow concentrates on spatial proteomics by usage of subcellular fractionation of organelles with subsequent shotgun mass spectrometry proteomics and machine learning algorithms to determine the subcellular localization of large portions of the cellular proteome at a given time. Here, we present the first subcellular spatial proteome of a CHO-K1 cell line producing high titers of recombinant antibody and comparison to the spatial proteome of an antibody-producing plasma cell-derived (PCD) myeloma cell line. Both cell lines show strong correlation of immunoglobulin G chains with chaperones and proteins associated in protein glycosylation within the endoplasmic reticulum compartment. However, we report differences in the localization of proteins associated to vesicle-mediated transport, transcription and translation, which may affect antibody production in both cell lines. Furthermore, pairing subcellular localization data with protein expression data revealed elevated protein masses for organelles in the secretory pathway in MPC-11 cells. Our study highlights the potential of subcellular spatial proteomics combined with protein expression as potent workflow to identify characteristics of highly efficient recombinant protein expressing cell lines.
2022-08-02 | PXD029115 | Pride
Project description:Chinese hamster ovary (CHO) cells have been widely employed for production of recombinant proteins (RP) for research and therapeutic purposes. Indeed, this expression system was used for production of most of approved antibodies (84%) in 2015-2018 period. The success of this cell line for RP production relies on several advantages that comprise but are not limited to a safety viral profile, human compatible glycosylation, development of specific culture mediums and supplements, availability of sub-lines with different capabilities and the improvement in design of DNA vectors and selection strategies that allows to obtain higher producer clones in an easier way. Given the high importance of this cell line, a deeper knowledge of their biology through genomic, transcriptomic, proteomic and metabolomic studies has been gained in the last years. These studies have aid in the exploration of molecular and cellular mechanisms that could explain cell behavior and to propose new targets to improve production and quality of RP. Some of these transcriptomic and proteomic profiles have been acquired under low temperature, butyrate addition, hyperosomotic pressure, protein degradation phenotypes, cellular engineering, production stability and productive phenotypes. In case of productive phenotypes, several whole cell proteomic studies have been previously reported, where cell populations secreting fusion proteins, monoclonal antibodies (mAb) and antibody fragments, at different specific productivity (Qp), have been compared. However, because of this information has been obtained from whole cell homogenates, highlighted categories represent abundant proteins and have limited coverage of proteome from some organelles such as the classical secretory pathway. Due to the central role of this pathway in protein and lipid metabolism, organelle biogenesis, cell cycle, apoptosis and proliferation, and to be recognized as a bottleneck for protein secretion in mammalian cells, its characterization through subcellular proteomics represents a promising strategy for identification of key targets. In fact, over-expression of some proteins from endoplasmic reticulum and Golgi Apparatus has increased the Qp of HEK293 and CHO cells producing different RP. Recently, proteomic reports of subcellular compartments from a variety of cells have been extensively used to study the protein composition of organelles, protein dynamics and discovering of novel proteins involved in the secretion pathway. Thus, this approach was applied to the secretory pathway of CHO cells to identify novel proteins linked to Qp in the present study. Differential proteomics from all remaining compartments was also carried out, giving new lights over other cellular mechanisms associated to the higher producer phenotype. The novel differentially expressed proteins (DEP) found will improve the engineering strategies of CHO cells that will have a positive impact on titer and quality of RP. Cell lines CHO DP-12 clone #1933 CRL-12444 and clone #1934 CRL-12445, which secrete a mAb against human interleukin 8 (IL-8), were used as cell models of recombinant CHO cell lines producing the same RP at different Qp. Our goal is that the processing of raw proteomics data and the identification and classification of DEP belonging to the classical secretory pathway will allow to propose a model by which the increase in the productivity of CHO cells has been associated with the deregulation of proteins from this pathway that show differential expression among the clones under study. This strategy of subcellular proteomics allowed us to identify a large number of new targets and cell pathways with respect to previous whole cell proteomic studies, which can improve the understanding of the molecular mechanisms behind RP production and provide the basis to design new sub-lines with stronger capabilities.
2021-05-04 | PXD021014 | Pride
Project description:A 3rd generation Wye3aHamster microarray chip was used to carry out a differential expression microarray study of a panel of 30 slow- and fast-growing production cell lines, identifying a priority list of 240 transcripts (110 Up; 130 Down) that passed a statisical filter (ANOVA p-value <0.05, 1.3 fold-change) when the samples were grouped into fast versus slow and pairwise compared and a minimum Pearson Correlation Coefficent (PCC) of >0.7 when growth rate was used as a continuous variable (i.e. included genes have to satisfy BOTH criteria, not just one). This yielded a list of 240 genes. The 240-member genelist yielded 223 Annotated IDs, 203 of which are Unique and all of which are associated with contributing to a high rate of growth in production CHO cell lines. Prospective samples were isolated from 2 distinct groups of clones (slow growers and fast growers), all chosen from the same project (transfection of product transgene into parent line) generated at Pfizer Inc., Bioprocess R&D, Andover, MA, USA. Each group comprised 5 distinct clones, all of which had comparable Qp characteristics. The clones were passaged for 3 or 4 passages over 3-4 days to stabilise the phenotype and freeze stocks. Samples for array hybridization were generated in batch shake flask culture (60ml working volume) with AS1 medium and without feeds or temperature shift. Samples were collected at a single time point (72hrs - mid/late log) and each clone was grown in triplicate flasks, yielding a total of 30 samples for collection and processing. Two bioprocess-relevant variables, viable cell density (VCD) and viability were measured. From the VCD, the growth rate (h-1) was calculated.
2013-01-01 | E-GEOD-37251 | biostudies-arrayexpress
Project description:Chinese hamster ovary (CHO) cells have been widely employed for production of recombinant proteins (RP) for research and therapeutic purposes. Indeed, this expression system was used for production of most of approved antibodies (84%) in 2015-2018 period. The success of this cell line for RP production relies on several advantages that comprise but are not limited to a safety viral profile, human compatible glycosylation, development of specific culture mediums and supplements, availability of sub-lines with different capabilities and the improvement in design of DNA vectors and selection strategies that allows to obtain higher producer clones in an easier way. Given the high importance of this cell line, a deeper knowledge of their biology through genomic, transcriptomic, proteomic and metabolomic studies has been gained in last years. These studies have aid in the exploration of molecular and cellular mechanisms that could explain cell behavior and to propose new targets for improved RP production and quality. A special emphasis has been placed on proteomic characterization of subcellular compartments over cellular homogenates, due to some advantages that fractionation techniques offer over the classical approach, which include obtaining datasets that are easier to process and understand. Subcellular proteomics allows monitoring of proteins that shuttle between different compartments, quantification of lower abundance proteins, increase in number of identified proteins, elucidation of function and regulation of proteins, and unraveling of organelle dynamics. The use of subcellular fractionation for proteomic characterization of organelles from CHO cells has been limited to the isolation of one or few organelles in an adherent phenotype, and only few fractionation protocols have been reported for these cells in their suspension format. The high cross-contamination of some isolated fractions due to insufficient fractionation steps, prevents adopting some of these protocols for applications such as proteomics. Thus, since this approach has not been addressed before for the proteomic characterization of CHO cell organelles, subcellular proteomics was harnessed in the present study to provide identification and quantification of proteins from subcellular compartments obtained by differential and isopycnic centrifugation of this cell line. Although several cellular processes and organelles play an important role during expression and secretion of RP, the classical secretion pathway has been recognized as a bottleneck for post-translational modifications, transport, modification and secretion of proteins in mammalian cells. In fact, over-expression of some proteins from endoplasmic reticulum and Golgi Apparatus has increased the specific productivity of HEK293 and CHO cells producing different RP. Thus, in line with the paramount importance of organelles from classical secretion pathway for RP production, a novel discontinuous sucrose gradient for improved separation and enrichment of microsomes has been designed in our laboratory, and incorporated to the proteomic characterization of CHO cell organelles. CRL-12444, a DP-12 derived cell line producing a humanized monoclonal antibody against human IL-8, was used as a model of a recombinant CHO cell line during this study. Our goal is that the processing of raw proteomics data, the classification and mapping of identified proteins will allow to construct proteomic maps for most subcellular compartments, describing the molecular functions, biological processes and pathways from enriched fractions. The identification of proteins in each enriched compartment will improve the knowledge about their protein components, function and interaction, especially from those poorly represented like the proteins in the microsomes, allowing a subsequently expansion of the engineering strategies of CHO cells to increase the titer and quality of RPs.
2020-08-27 | PXD019778 | Pride
Project description:A non-mAb producing CHO-K1GS cell line was cultured for 7 days, samples were acquired for proteomics at 96 h post-seeding when the cells were in exponential growth (n = 4) and at 168 h when the cells had entered stationary phase (n = 4).
2024-08-10 | PXD053511 | Pride