1
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Haque S, Raina R, Afroze N, Hussain A, Alsulimani A, Singh V, Mishra BN, Kaul S, Kharwar RN. Microbial dysbiosis and epigenetics modulation in cancer development - A chemopreventive approach. Semin Cancer Biol 2022; 86:666-681. [PMID: 34216789 DOI: 10.1016/j.semcancer.2021.06.024] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2021] [Revised: 06/22/2021] [Accepted: 06/25/2021] [Indexed: 01/27/2023]
Abstract
An overwhelming number of research articles have reported a strong relationship of the microbiome with cancer. Microbes have been observed more commonly in the body fluids like urine, stool, mucus of people with cancer compared to the healthy controls. The microbiota is responsible for both progression and suppression activities of various diseases. Thus, to maintain healthy human physiology, host and microbiota relationship should be in a balanced state. Any disturbance in this equilibrium, referred as microbiome dysbiosis becomes a prime cause for the human body to become more prone to immunodeficiency and cancer. It is well established that some of these microbes are the causative agents, whereas others may encourage the formation of tumours, but very little is known about how these microbial communications causing change at gene and epigenome level and trigger as well as encourage the tumour growth. Various studies have reported that microbes in the gut influence DNA methylation, DNA repair and DNA damage. The genes and pathways that are altered by gut microbes are also associated with cancer advancement, predominantly those implicated in cell growth and cell signalling pathways. This study exhaustively reviews the current research advancements in understanding of dysbiosis linked with colon, lung, ovarian, breast cancers and insights into the potential molecular targets of the microbiome promoting carcinogenesis, the epigenetic alterations of various potential targets by altered microbiota, as well as the role of various chemopreventive agents for timely prevention and customized treatment against various types of cancers.
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Affiliation(s)
- Shafiul Haque
- Research and Scientific Studies Unit, College of Nursing and Allied Health Sciences, Jazan University, Jazan, 45142, Saudi Arabia; Bursa Uludağ University Faculty of Medicine, Görükle Campus, 16059, Nilüfer, Bursa, Turkey
| | - Ritu Raina
- School of Life Sciences, Manipal Academy of Higher Education, Dubai, United Arab Emirates
| | - Nazia Afroze
- School of Life Sciences, Manipal Academy of Higher Education, Dubai, United Arab Emirates
| | - Arif Hussain
- School of Life Sciences, Manipal Academy of Higher Education, Dubai, United Arab Emirates.
| | - Ahmad Alsulimani
- Medical Laboratory Technology Department, College of Applied Medical Sciences, Jazan University, Jazan, Saudi Arabia
| | - Vineeta Singh
- Department of Biotechnology, Institute of Engineering and Technology, Dr. A.P.J. Abdul Kalam Technical University, Lucknow, 226021, Uttar Pradesh, India
| | - Bhartendu Nath Mishra
- Department of Biotechnology, Institute of Engineering and Technology, Dr. A.P.J. Abdul Kalam Technical University, Lucknow, 226021, Uttar Pradesh, India
| | - Sanjana Kaul
- School of Biotechnology, University of Jammu, Jammu, 180006, J&K, India
| | - Ravindra Nath Kharwar
- Centre of Advanced Study in Botany, Banaras Hindu University, Varanasi, 221005, India
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2
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Schmieder V, Novak N, Dhiman H, Nguyen LN, Serafimova E, Klanert G, Baumann M, Kildegaard HF, Borth N. A pooled CRISPR/AsCpf1 screen using paired gRNAs to induce genomic deletions in Chinese hamster ovary cells. ACTA ACUST UNITED AC 2021; 31:e00649. [PMID: 34277363 PMCID: PMC8261548 DOI: 10.1016/j.btre.2021.e00649] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2020] [Revised: 06/06/2021] [Accepted: 06/16/2021] [Indexed: 12/13/2022]
Abstract
• Development of a small-scale CRISPR/AsCpf1 screen in CHO. • Usage of paired gRNAs enables full deletion of coding or noncoding genomic regions. • Growth perturbing paired gRNAs identified. • Key points for considerations in future screens identified.
Chinese hamster ovary (CHO) cells are the most widely used host for the expression of therapeutic proteins. Recently, significant progress has been made due to advances in genome sequence and annotation quality to unravel the black box CHO. Nevertheless, in many cases the link between genotype and phenotype in the context of suspension cultivated production cell lines is still not fully understood. While frameshift approaches targeting coding genes are frequently used, the non-coding regions of the genome have received less attention with respect to such functional annotation. Importantly, for non-coding regions frameshift knock-out strategies are not feasible. In this study, we developed a CRISPR-mediated screening approach that performs full deletions of genomic regions to enable the functional study of both the translated and untranslated genome. An in silico pipeline for the computational high-throughput design of paired guide RNAs (pgRNAs) directing CRISPR/AsCpf1 was established and used to generate a library tackling process-related genes and long non-coding RNAs. Next generation sequencing analysis of the plasmid library revealed a sufficient, but highly variable pgRNA composition. Recombinase-mediated cassette exchange was applied for pgRNA library integration rather than viral transduction to ensure single copy representation of pgRNAs per cell. After transient AsCpf1 expression, cells were cultivated over two sequential batches to identify pgRNAs which massively affected growth and survival. By comparing pgRNA abundance, depleted candidates were identified and individually validated to verify their effect.
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Key Words
- AsCpf1, Cpf1 from Acidaminococcus sp BV3L6
- CHO, Chinese hamster ovary
- CPM, counts per million reads mapped
- CRISPR, Clustered Regularly Interspaced Short Palindromic Repeats
- CRISPR/AsCpf1
- Cas9, CRISPR-associated protein 9
- Chinese hamster ovary cells
- Cpf1, CRISPR-associated protein in Prevotella and Francisella
- DE, differentially expressed
- DOWN-TTS, downstream transcription termination site
- DR, differentially represented
- EV, empty vector
- EpoFc, Erythropoietin Fc fusion protein
- FACS, fluorescence activated cell sorting
- FC, fold change
- FDR, false discovery rate
- GS, glutamine synthetase
- Genetic screen
- NGS, next generation sequencing
- NTC, no template control
- PAM, protospacer adjacent motif
- PCA, principal component analysis
- Qp, specific productivity
- RMCE, recombinase-mediated cassette exchange
- TMM, trimmed mean of M values
- UP-TSS, upstream transcription start site
- VCD, viable cell density
- dCas9, deactivated Cas9
- gRNA, guide RNA
- genomic deletion
- lncRNA, long non-coding RNA
- ncGene, non-coding gene
- oligo, oligonucleotide
- paired gRNAs
- pgRNA, paired gRNA
- sgRNA, single guide RNA
- µ, growth rate
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Affiliation(s)
- Valerie Schmieder
- Department of Biotechnology, BOKU University of Natural Resources and Life Sciences, Muthgasse 18, Vienna, Austria.,acib GmbH, Austrian Centre of Industrial Biotechnology, Muthgasse 11, Vienna, Austria
| | - Neža Novak
- Department of Biotechnology, BOKU University of Natural Resources and Life Sciences, Muthgasse 18, Vienna, Austria.,acib GmbH, Austrian Centre of Industrial Biotechnology, Muthgasse 11, Vienna, Austria
| | - Heena Dhiman
- Department of Biotechnology, BOKU University of Natural Resources and Life Sciences, Muthgasse 18, Vienna, Austria.,acib GmbH, Austrian Centre of Industrial Biotechnology, Muthgasse 11, Vienna, Austria
| | - Ly Ngoc Nguyen
- Department of Biotechnology, BOKU University of Natural Resources and Life Sciences, Muthgasse 18, Vienna, Austria.,acib GmbH, Austrian Centre of Industrial Biotechnology, Muthgasse 11, Vienna, Austria
| | - Evgenija Serafimova
- Department of Biotechnology, BOKU University of Natural Resources and Life Sciences, Muthgasse 18, Vienna, Austria.,acib GmbH, Austrian Centre of Industrial Biotechnology, Muthgasse 11, Vienna, Austria
| | - Gerald Klanert
- acib GmbH, Austrian Centre of Industrial Biotechnology, Muthgasse 11, Vienna, Austria
| | - Martina Baumann
- acib GmbH, Austrian Centre of Industrial Biotechnology, Muthgasse 11, Vienna, Austria
| | - Helene Faustrup Kildegaard
- The Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Building 220, Kemitorvet, Kgs. Lyngby, Denmark
| | - Nicole Borth
- Department of Biotechnology, BOKU University of Natural Resources and Life Sciences, Muthgasse 18, Vienna, Austria.,acib GmbH, Austrian Centre of Industrial Biotechnology, Muthgasse 11, Vienna, Austria
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3
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Grady WM. Epigenetic alterations in the gastrointestinal tract: Current and emerging use for biomarkers of cancer. Adv Cancer Res 2021; 151:425-468. [PMID: 34148620 DOI: 10.1016/bs.acr.2021.02.006] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Colorectal cancer is a leading cause of cancer related deaths worldwide. One of the hallmarks of cancer and a fundamental trait of virtually all gastrointestinal cancers is genomic and epigenomic DNA alterations. Cancer cells acquire genetic and epigenetic alterations that drive the initiation and progression of the cancers by altering the molecular and cell biological process of the cells. These alterations, as well as other host and microenvironment factors, ultimately mediate the initiation and progression of cancers, including colorectal cancer. Epigenetic alterations, which include changes affecting DNA methylation, histone modifications, chromatin structure, and noncoding RNA expression, have emerged as a major class of molecular alteration in colon polyps and colorectal cancer. The classes of epigenetic alterations, their status in colorectal polyps and cancer, their effects on neoplasm biology, and their application to clinical care will be discussed.
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Affiliation(s)
- William M Grady
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, WA, United States; Division of Gastroenterology, University of Washington School of Medicine, Seattle, WA, United States.
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4
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Pérez-Rodriguez S, Ramírez OT, Trujillo-Roldán MA, Valdez-Cruz NA. Comparison of protein precipitation methods for sample preparation prior to proteomic analysis of Chinese hamster ovary cell homogenates. ELECTRON J BIOTECHN 2020. [DOI: 10.1016/j.ejbt.2020.09.006] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022] Open
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5
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Allen J, Sears CL. Impact of the gut microbiome on the genome and epigenome of colon epithelial cells: contributions to colorectal cancer development. Genome Med 2019; 11:11. [PMID: 30803449 PMCID: PMC6388476 DOI: 10.1186/s13073-019-0621-2] [Citation(s) in RCA: 112] [Impact Index Per Article: 22.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
In recent years, the number of studies investigating the impact of the gut microbiome in colorectal cancer (CRC) has risen sharply. As a result, we now know that various microbes (and microbial communities) are found more frequently in the stool and mucosa of individuals with CRC than healthy controls, including in the primary tumors themselves, and even in distant metastases. We also know that these microbes induce tumors in various mouse models, but we know little about how they impact colon epithelial cells (CECs) directly, or about how these interactions might lead to modifications at the genetic and epigenetic levels that trigger and propagate tumor growth. Rates of CRC are increasing in younger individuals, and CRC remains the second most frequent cause of cancer-related deaths globally. Hence, a more in-depth understanding of the role that gut microbes play in CRC is needed. Here, we review recent advances in understanding the impact of gut microbes on the genome and epigenome of CECs, as it relates to CRC. Overall, numerous studies in the past few years have definitively shown that gut microbes exert distinct impacts on DNA damage, DNA methylation, chromatin structure and non-coding RNA expression in CECs. Some of the genes and pathways that are altered by gut microbes relate to CRC development, particularly those involved in cell proliferation and WNT signaling. We need to implement more standardized analysis strategies, collate data from multiple studies, and utilize CRC mouse models to better assess these effects, understand their functional relevance, and leverage this information to improve patient care.
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Affiliation(s)
- Jawara Allen
- Department of Medicine, Johns Hopkins University School of Medicine, Orleans Street, Baltimore, MD, 21231, USA
| | - Cynthia L Sears
- Department of Medicine, Johns Hopkins University School of Medicine, Orleans Street, Baltimore, MD, 21231, USA. .,Bloomberg-Kimmel Institute for Immunotherapy and Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins Medical Institutions, North Broadway, Baltimore, MD, 21231, USA.
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6
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Marx N, Grünwald-Gruber C, Bydlinski N, Dhiman H, Ngoc Nguyen L, Klanert G, Borth N. CRISPR-Based Targeted Epigenetic Editing Enables Gene Expression Modulation of the Silenced Beta-Galactoside Alpha-2,6-Sialyltransferase 1 in CHO Cells. Biotechnol J 2018; 13:e1700217. [DOI: 10.1002/biot.201700217] [Citation(s) in RCA: 37] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2018] [Revised: 05/01/2018] [Indexed: 12/20/2022]
Affiliation(s)
- Nicolas Marx
- Department of Biotechnology; BOKU University of Natural Resources and Life Sciences; Muthgasse 18 1190 Vienna Austria
- Austrian Centre of Industrial Biotechnology GmbH; Graz Austria
| | - Clemens Grünwald-Gruber
- Department of Biotechnology; BOKU University of Natural Resources and Life Sciences; Muthgasse 18 1190 Vienna Austria
| | - Nina Bydlinski
- Department of Biotechnology; BOKU University of Natural Resources and Life Sciences; Muthgasse 18 1190 Vienna Austria
| | - Heena Dhiman
- Department of Biotechnology; BOKU University of Natural Resources and Life Sciences; Muthgasse 18 1190 Vienna Austria
- Austrian Centre of Industrial Biotechnology GmbH; Graz Austria
| | - Ly Ngoc Nguyen
- Department of Biotechnology; BOKU University of Natural Resources and Life Sciences; Muthgasse 18 1190 Vienna Austria
- Austrian Centre of Industrial Biotechnology GmbH; Graz Austria
| | - Gerald Klanert
- Austrian Centre of Industrial Biotechnology GmbH; Graz Austria
| | - Nicole Borth
- Department of Biotechnology; BOKU University of Natural Resources and Life Sciences; Muthgasse 18 1190 Vienna Austria
- Austrian Centre of Industrial Biotechnology GmbH; Graz Austria
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7
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Stolfa G, Smonskey MT, Boniface R, Hachmann AB, Gulde P, Joshi AD, Pierce AP, Jacobia SJ, Campbell A. CHO-Omics Review: The Impact of Current and Emerging Technologies on Chinese Hamster Ovary Based Bioproduction. Biotechnol J 2017; 13:e1700227. [PMID: 29072373 DOI: 10.1002/biot.201700227] [Citation(s) in RCA: 59] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2017] [Revised: 10/12/2017] [Accepted: 10/16/2017] [Indexed: 01/07/2023]
Abstract
CHO cells are the most prevalent platform for modern bio-therapeutic production. Currently, there are several CHO cell lines used in bioproduction with distinct characteristics and unique genotypes and phenotypes. These differences limit advances in productivity and quality that can be achieved by the most common approaches to bioprocess optimization and cell line engineering. Incorporating omics-based approaches into current bioproduction processes will complement traditional methodologies to maximize gains from CHO engineering and bioprocess improvements. In order to highlight the utility of omics technologies in CHO bioproduction, the authors discuss current applications as well as limitations of genomics, transcriptomics, proteomics, metabolomics, lipidomics, fluxomics, glycomics, and multi-omics approaches and the potential they hold for the future of bioproduction. Multiple omics approaches are currently being used to improve CHO bioprocesses; however, the application of these technologies is still limited. As more CHO-omic datasets become available and integrated into systems models, the authors expect significant gains in product yield and quality. While individual omics technologies provide incremental improvements in bioproduction, the authors will likely see the most significant gains by applying multi-omics and systems biology approaches to individual CHO cell lines.
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Affiliation(s)
- Gino Stolfa
- Bioproduction R&D, Thermo Fisher Scientific, Grand Island, USA
| | | | - Ryan Boniface
- Bioproduction R&D, Thermo Fisher Scientific, Grand Island, USA
| | | | - Paul Gulde
- Bioproduction R&D, Thermo Fisher Scientific, Grand Island, USA
| | - Atul D Joshi
- Bioproduction R&D, Thermo Fisher Scientific, Grand Island, USA
| | - Anson P Pierce
- Bioproduction R&D, Thermo Fisher Scientific, Grand Island, USA
| | - Scott J Jacobia
- Bioproduction R&D, Thermo Fisher Scientific, Grand Island, USA
| | - Andrew Campbell
- Bioproduction R&D, Thermo Fisher Scientific, Grand Island, USA
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8
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Label-free protein quantification of sodium butyrate treated CHO cells by ESI-UHR-TOF-MS. J Biotechnol 2017; 257:87-98. [DOI: 10.1016/j.jbiotec.2017.03.032] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2016] [Revised: 03/27/2017] [Accepted: 03/27/2017] [Indexed: 11/18/2022]
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9
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Gowtham YK, Saski CA, Harcum SW. Low glucose concentrations within typical industrial operating conditions have minimal effect on the transcriptome of recombinant CHO cells. Biotechnol Prog 2017; 33:771-785. [PMID: 28371311 DOI: 10.1002/btpr.2462] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2016] [Revised: 01/07/2017] [Indexed: 12/16/2022]
Abstract
Typically, mammalian cell culture medium contains high glucose concentrations that are analogous to diabetic levels in humans, suggesting that mammalian cells are cultivated in excessive glucose. Using RNA-Seq, this study characterized the Chinese hamster ovary (CHO) cell transcriptome under two glucose concentrations to assess the genetic effects associated with metabolic pathways, in addition to other global responses. The initial extracellular glucose concentrations used represented high (30 mM) and low (10 mM) glucose conditions, where at the time the transcriptomes were compared, the glucose concentrations were approximately 24 and 4.4 mM for the mid-exponential cultures, where 4.4 mM represents a common target concentration in the biopharmaceutical industry for controlled fed-batch cultures. A recombinant CHO cell line producing a monoclonal antibody was used, such that the impact on glycosylation genes could be evaluated. Relatively few genes were identified as being significantly different (FDR ≤ 0.01) between the high and low glucose conditions, for example, only 575 genes, and only 40 of these genes had 2-fold or greater differences. Gene expression differences for glycolysis, TCA cycle, and glycosylation-related reactions were minimal and unlikely to have biological significance. This transcriptome study indicates that low glucose concentrations in the culture medium are unlikely to cause any biologically significant or detrimental changes to CHO cells at the transcriptome level. Furthermore, it is well-known that maintaining low glucose concentrations in fed-batch cultures can reduce lactate production, which in turn improves process outcomes. Taken together, the transcriptome data supports the continued development of low glucose-based processes to control lactate. © 2017 American Institute of Chemical Engineers Biotechnol. Prog., 33:771-785, 2017.
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Affiliation(s)
| | - Christopher A Saski
- Inst. of Translational Genomics, Clemson University, Clemson, SC, 29634.,Dept. of Genetics and Biochemistry, Clemson University, Clemson, SC, 29634
| | - Sarah W Harcum
- Dept. of Bioengineering, Clemson University, Clemson, SC, 29634
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10
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Wippermann A, Rupp O, Brinkrolf K, Hoffrogge R, Noll T. Integrative analysis of DNA methylation and gene expression in butyrate-treated CHO cells. J Biotechnol 2016; 257:150-161. [PMID: 27890772 DOI: 10.1016/j.jbiotec.2016.11.020] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2016] [Revised: 11/21/2016] [Accepted: 11/23/2016] [Indexed: 01/01/2023]
Abstract
The cellular mechanisms responsible for the versatile properties of CHO cells as the major production cell line for biopharmaceutical molecules are not entirely understood yet, although several 'omics' data facilitate the understanding of CHO cells and their reactions to environmental conditions. However, genome-wide studies of epigenetic processes such as DNA methylation are still limited. To prove the applicability and usefulness of integrating DNA methylation and gene expression data in a biotechnological context, we exemplarily analyzed the time course of cellular reactions upon butyrate addition in antibody-producing CHO cells by whole-genome bisulfite sequencing and CHO-specific cDNA microarrays. Gene expression and DNA methylation analyses showed that pathways known to be affected by butyrate, including cell cycle and apoptosis, as well as pathways potentially involved in butyrate-induced hyperproductivity such as central energy metabolism and protein biosynthesis were affected. Differentially methylated regions were furthermore found to contain binding-site motifs of specific transcription factors and were hypothesized to represent regulatory regions closely connected to the cellular response to butyrate. Generally, our experiment underlines the benefit of integrating DNA methylation and gene expression data, as it provided potential novel candidate genes for rational cell line development and allowed for new insights into the butyrate effect on CHO cells.
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Affiliation(s)
- Anna Wippermann
- Institute of Cell Culture Technology, Bielefeld University, Bielefeld, Germany; Center for Biotechnology, Bielefeld University, Bielefeld, Germany.
| | - Oliver Rupp
- Bioinformatics and Systems Biology, Justus-Liebig-University, Gießen, Germany
| | - Karina Brinkrolf
- Department of Biorescources, Fraunhofer Institute for Molecular Biology and Applied Ecology, Gießen, Germany
| | - Raimund Hoffrogge
- Institute of Cell Culture Technology, Bielefeld University, Bielefeld, Germany; Center for Biotechnology, Bielefeld University, Bielefeld, Germany
| | - Thomas Noll
- Institute of Cell Culture Technology, Bielefeld University, Bielefeld, Germany; Center for Biotechnology, Bielefeld University, Bielefeld, Germany
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11
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Valeric acid supplementation combined to mild hypothermia increases productivity in CHO cell cultivations. Biochem Eng J 2016. [DOI: 10.1016/j.bej.2016.06.031] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
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12
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Feichtinger J, Hernández I, Fischer C, Hanscho M, Auer N, Hackl M, Jadhav V, Baumann M, Krempl PM, Schmidl C, Farlik M, Schuster M, Merkel A, Sommer A, Heath S, Rico D, Bock C, Thallinger GG, Borth N. Comprehensive genome and epigenome characterization of CHO cells in response to evolutionary pressures and over time. Biotechnol Bioeng 2016; 113:2241-53. [PMID: 27072894 PMCID: PMC5006888 DOI: 10.1002/bit.25990] [Citation(s) in RCA: 101] [Impact Index Per Article: 12.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2015] [Revised: 03/15/2016] [Accepted: 04/07/2016] [Indexed: 01/03/2023]
Abstract
The most striking characteristic of CHO cells is their adaptability, which enables efficient production of proteins as well as growth under a variety of culture conditions, but also results in genomic and phenotypic instability. To investigate the relative contribution of genomic and epigenetic modifications towards phenotype evolution, comprehensive genome and epigenome data are presented for six related CHO cell lines, both in response to perturbations (different culture conditions and media as well as selection of a specific phenotype with increased transient productivity) and in steady state (prolonged time in culture under constant conditions). Clear transitions were observed in DNA‐methylation patterns upon each perturbation, while few changes occurred over time under constant conditions. Only minor DNA‐methylation changes were observed between exponential and stationary growth phase; however, throughout a batch culture the histone modification pattern underwent continuous adaptation. Variation in genome sequence between the six cell lines on the level of SNPs, InDels, and structural variants is high, both upon perturbation and under constant conditions over time. The here presented comprehensive resource may open the door to improved control and manipulation of gene expression during industrial bioprocesses based on epigenetic mechanisms. Biotechnol. Bioeng. 2016;113: 2241–2253. © 2016 The Authors. Biotechnology and Bioengineering Published by Wiley Periodicals, Inc.
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Affiliation(s)
- Julia Feichtinger
- Austrian Center of Industrial Biotechnology, Muthgasse 11, Vienna, 1190, Austria.,Graz University of Technology, Graz, Austria
| | - Inmaculada Hernández
- Austrian Center of Industrial Biotechnology, Muthgasse 11, Vienna, 1190, Austria
| | - Christoph Fischer
- Austrian Center of Industrial Biotechnology, Muthgasse 11, Vienna, 1190, Austria.,Graz University of Technology, Graz, Austria
| | - Michael Hanscho
- Austrian Center of Industrial Biotechnology, Muthgasse 11, Vienna, 1190, Austria
| | - Norbert Auer
- University of Natural Resources and Life Sciences Vienna, Muthgasse 18, Vienna, 1190, Austria
| | - Matthias Hackl
- University of Natural Resources and Life Sciences Vienna, Muthgasse 18, Vienna, 1190, Austria
| | - Vaibhav Jadhav
- Austrian Center of Industrial Biotechnology, Muthgasse 11, Vienna, 1190, Austria
| | - Martina Baumann
- Austrian Center of Industrial Biotechnology, Muthgasse 11, Vienna, 1190, Austria
| | - Peter M Krempl
- Austrian Center of Industrial Biotechnology, Muthgasse 11, Vienna, 1190, Austria.,Graz University of Technology, Graz, Austria
| | - Christian Schmidl
- CeMM Research Center for Molecular Medicine, Austrian Academy of Sciences, Vienna, Austria
| | - Matthias Farlik
- CeMM Research Center for Molecular Medicine, Austrian Academy of Sciences, Vienna, Austria
| | - Michael Schuster
- CeMM Research Center for Molecular Medicine, Austrian Academy of Sciences, Vienna, Austria
| | | | - Andreas Sommer
- Research Institute of Molecular Pathology, Vienna, Austria
| | - Simon Heath
- Center for Genomic Regulation (CRG), Barcelona, Spain
| | - Daniel Rico
- Spanish National Cancer Research Center (CNIO), Madrid, Spain
| | - Christoph Bock
- CeMM Research Center for Molecular Medicine, Austrian Academy of Sciences, Vienna, Austria
| | - Gerhard G Thallinger
- Austrian Center of Industrial Biotechnology, Muthgasse 11, Vienna, 1190, Austria.,Graz University of Technology, Graz, Austria
| | - Nicole Borth
- Austrian Center of Industrial Biotechnology, Muthgasse 11, Vienna, 1190, Austria. .,University of Natural Resources and Life Sciences Vienna, Muthgasse 18, Vienna, 1190, Austria.
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13
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Veith N, Ziehr H, MacLeod RAF, Reamon-Buettner SM. Mechanisms underlying epigenetic and transcriptional heterogeneity in Chinese hamster ovary (CHO) cell lines. BMC Biotechnol 2016; 16:6. [PMID: 26800878 PMCID: PMC4722726 DOI: 10.1186/s12896-016-0238-0] [Citation(s) in RCA: 38] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2015] [Accepted: 01/15/2016] [Indexed: 01/20/2023] Open
Abstract
BACKGROUND Recombinant cell lines developed for therapeutic antibody production often suffer instability or lose recombinant protein expression during long-term culture. Heterogeneous gene expression among cell line subclones may result from epigenetic modifications of DNA or histones, the protein component of chromatin. We thus investigated in such cell lines, DNA methylation and the chromatin environment along the human eukaryotic translation elongation factor 1 alpha 1 (EEF1A1) promoter in an antibody protein-expression vector which was integrated into the Chinese hamster ovary (CHO) cell line genome. RESULTS We analyzed four PT1-CHO cell lines which exhibited losses of protein expression at advanced passage number (>P35) growing in adherent conditions and in culture medium with 10 % FCS. These cell lines exhibited different integration sites and transgene copy numbers as determined by fluorescence in situ hybridization (FISH) and quantitative PCR (qPCR), respectively. By qRT-PCR, we analyzed the recombinant mRNA expression and correlated it with DNA methylation and with results from various approaches interrogating the chromatin landscape along the EEF1A1 promoter region. Each PT1-CHO cell line displayed specific epigenetic signatures or chromatin marks correlating with recombinant mRNA expression. The cell line with the lowest recombinant mRNA expression (PT1-1) was characterized by the highest nucleosome occupancy and displayed the lowest enrichment for histone marks associated with active transcription. In contrast, the cell line with the highest recombinant mRNA expression (PT1-55) exhibited the highest numbers of formaldehyde-assisted isolation of regulatory elements (FAIRE)-enriched regions, and was marked by enrichment for histone modifications H3K9ac and H3K9me3. Another cell line with the second highest recombinant mRNA transcription and the most stable protein expression (PT1-7) had the highest enrichments of the histone variants H3.3 and H2A.Z, and the histone modification H3K9ac. A further cell line (PT1-30) scored the highest enrichments for the bivalent marks H3K4me3 and H3K27me3. Finally, DNA methylation made a contribution, but only in the culture medium with reduced FCS or in a different expression vector. CONCLUSIONS Our results suggest that the chromatin state along the EEF1A1 promoter region can help predict recombinant mRNA expression, and thus may assist in selecting desirable clones during cell line development for protein production.
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Affiliation(s)
- Nathalie Veith
- Pharmaceutical Biotechnology, Fraunhofer Institute for Toxicology and Experimental Medicine, Inhoffenstrasse 7, 38124, Braunschweig, Germany.
| | - Holger Ziehr
- Pharmaceutical Biotechnology, Fraunhofer Institute for Toxicology and Experimental Medicine, Inhoffenstrasse 7, 38124, Braunschweig, Germany.
| | - Roderick A F MacLeod
- Leibniz Institute DSMZ-German Collection of Microorganisms and Cell Cultures, Inhoffenstrasse 7B, 38124, Braunschweig, Germany.
| | - Stella Marie Reamon-Buettner
- Preclinical Pharmacology and In Vitro Toxicology, Fraunhofer Institute for Toxicology and Experimental Medicine, Nikolai-Fuchs Strasse 1, 30625, Hannover, Germany.
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Harreither E, Hackl M, Pichler J, Shridhar S, Auer N, Łabaj PP, Scheideler M, Karbiener M, Grillari J, Kreil DP, Borth N. Microarray profiling of preselected CHO host cell subclones identifies gene expression patterns associated with increased production capacity. Biotechnol J 2015; 10:1625-38. [PMID: 26315449 DOI: 10.1002/biot.201400857] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2014] [Revised: 06/22/2015] [Accepted: 08/21/2015] [Indexed: 01/02/2023]
Abstract
Over the last three decades, product yields from CHO cells have increased dramatically, yet specific productivity (qP) remains a limiting factor. In a previous study, using repeated cell-sorting, we have established different host cell subclones that show superior transient qP over their respective parental cell lines (CHO-K1, CHO-S). The transcriptome of the resulting six cell lines in different biological states (untransfected, mock transfected, plasmid transfected) was first explored by hierarchical clustering and indicated that gene activity associated with increased qP did not stem from a certain cellular state but seemed to be inherent for a high qP host line. We then performed a novel gene regression analysis identifying drivers for an increase in qP. Genes significantly implicated were first systematically tested for enrichment of GO terms using a Bayesian approach incorporating the hierarchical structure of the GO term tree. Results indicated that specific cellular components such as nucleus, ER, and Golgi are relevant for cellular productivity. This was complemented by targeted GSA that tested functionally homogeneous, manually curated subsets of KEGG pathways known to be involved in transcription, translation, and protein processing. Significantly implicated pathways included mRNA surveillance, proteasome, protein processing in the ER and SNARE interactions in vesicular transport.
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Affiliation(s)
- Eva Harreither
- Department of Biotechnology, University of Natural Resources and Life Sciences, Vienna, Austria
| | - Matthias Hackl
- Department of Biotechnology, University of Natural Resources and Life Sciences, Vienna, Austria
| | - Johannes Pichler
- Department of Biotechnology, University of Natural Resources and Life Sciences, Vienna, Austria
| | - Smriti Shridhar
- Department of Biotechnology, University of Natural Resources and Life Sciences, Vienna, Austria
| | | | - Paweł P Łabaj
- Department of Biotechnology, University of Natural Resources and Life Sciences, Vienna, Austria
| | - Marcel Scheideler
- RNA Biology Group, Institute for Genomics and Bioinformatics, Graz University of Technology, Graz, Austria
| | - Michael Karbiener
- RNA Biology Group, Institute for Genomics and Bioinformatics, Graz University of Technology, Graz, Austria
| | - Johannes Grillari
- Department of Biotechnology, University of Natural Resources and Life Sciences, Vienna, Austria
| | - David P Kreil
- Department of Biotechnology, University of Natural Resources and Life Sciences, Vienna, Austria
| | - Nicole Borth
- Department of Biotechnology, University of Natural Resources and Life Sciences, Vienna, Austria. .,ACIB GmbH, Graz, Austria.
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15
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Wippermann A, Rupp O, Brinkrolf K, Hoffrogge R, Noll T. The DNA methylation landscape of Chinese hamster ovary (CHO) DP-12 cells. J Biotechnol 2015; 199:38-46. [DOI: 10.1016/j.jbiotec.2015.02.014] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2014] [Revised: 02/09/2015] [Accepted: 02/11/2015] [Indexed: 12/14/2022]
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16
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Wingens M, Gätgens J, Schmidt A, Albaum SP, Büntemeyer H, Noll T, Hoffrogge R. 2D-DIGE screening of high-productive CHO cells under glucose limitation--basic changes in the proteome equipment and hints for epigenetic effects. J Biotechnol 2015; 201:86-97. [PMID: 25612871 DOI: 10.1016/j.jbiotec.2015.01.005] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2014] [Revised: 12/23/2014] [Accepted: 01/09/2015] [Indexed: 01/21/2023]
Abstract
CHO derivates (Chinese hamster ovary) belong to the most important mammalian cells for industrial recombinant protein production. Many efforts have been made to improve productivity and stability of CHO cells in bioreactor processes. Here, we followed up one barely understood phenomenon observed with process optimizations: a significantly increased cell-specific productivity in late phases of glucose-limited perfusion cultivations, when glucose (and lactate) reserves are exhausted. Our aim was to elucidate the cellular activities connected to the metabolic shift from glucose surplus to glucose limitation phase. With 2D-DIGE, we compared three stages in a perfusion culture of CHO cells: the initial growth with high glucose concentration and low lactate production, the second phase with glucose going to limitation and high lactate level, and finally the state of glucose limitation and also low lactate concentration but increased cell-specific productivity. With our proteomic approach we were able to demonstrate consequences of glucose limitation for the protein expression machinery which also could play a role for a higher recombinant protein production. Most interestingly, we detected epigenetic effects on the level of proteins involved in histone modification (HDAC1/-2, SET, RBBP7, DDX5). Together with shifts in the protein inventory of energy metabolism, cytoskeleton and protein expression, a picture emerges of basic changes in the cellular equipment under long-term glucose limitation of CHO cells.
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Affiliation(s)
- Marc Wingens
- Institute of Cell Culture Technology, Bielefeld University, Bielefeld, Germany
| | - Jochem Gätgens
- IBG-1: Biotechnology; Bioprocesses and Bioanalytics, Research Center Jülich, Germany
| | - Anica Schmidt
- Institute of Cell Culture Technology, Bielefeld University, Bielefeld, Germany
| | - Stefan P Albaum
- Bioinformatics Resource Facility, Center for Biotechnology (CeBiTec), Bielefeld University, Bielefeld, Germany
| | - Heino Büntemeyer
- Institute of Cell Culture Technology, Bielefeld University, Bielefeld, Germany
| | - Thomas Noll
- Institute of Cell Culture Technology, Bielefeld University, Bielefeld, Germany
| | - Raimund Hoffrogge
- Institute of Cell Culture Technology, Bielefeld University, Bielefeld, Germany.
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17
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Vishwanathan N, Le H, Le T, Hu WS. Advancing biopharmaceutical process science through transcriptome analysis. Curr Opin Biotechnol 2014; 30:113-9. [DOI: 10.1016/j.copbio.2014.06.011] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2014] [Revised: 06/13/2014] [Accepted: 06/13/2014] [Indexed: 01/02/2023]
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18
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Toward product attribute control: developments from genome sequencing. Curr Opin Biotechnol 2014; 30:40-4. [DOI: 10.1016/j.copbio.2014.05.001] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2014] [Accepted: 05/02/2014] [Indexed: 01/16/2023]
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19
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Role of epigenetics in expression of recombinant proteins from mammalian cells. ACTA ACUST UNITED AC 2014. [DOI: 10.4155/pbp.14.47] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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20
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Statistical methods for mining Chinese hamster ovary cell ‘omics data: from differential expression to integrated multilevel analysis of the biological system. ACTA ACUST UNITED AC 2014. [DOI: 10.4155/pbp.14.50] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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