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2.
BMC Infect Dis ; 24(1): 252, 2024 Feb 23.
Article in English | MEDLINE | ID: mdl-38395793

ABSTRACT

BACKGROUND: Tuberculosis in the UK is more prevalent in people with social risk factors- e.g. previous incarceration, homelessness - and in migrants from TB endemic countries. The management of TB infection is part of TB elimination strategies, but is challenging to provide to socially excluded groups and the evidence base for effective interventions is small. METHODS: We evaluated a TB infection screening and treatment programme provided by a peer-led service (Find&Treat) working in inclusion health settings (e.g. homeless hostels) in London. IGRA (interferon-gamma release assay) testing and TB infection treatment were offered to eligible adults using a community-based model. The primary outcome was successful progression through the cascade of care. We also evaluated socio-demographic characteristics associated with a positive IGRA. RESULTS: 42/312 (13.5%) participants had a positive IGRA and no one had evidence of active TB. 35/42 completed a medical evaluation; 22 started treatment, and 17 completed treatment. Having a positive IGRA was associated with previous incarceration and being born outside of the UK. DISCUSSION: Provision of TB infection diagnosis and management to this socially excluded population has several challenges including maintaining people in care and drug-drug interactions. Peer-support workers provided this service safely and effectively with appropriate support. Further work to generate data to inform risks and benefits of treatment for TB infection in this group is needed to facilitate joint decision making.


Subject(s)
Latent Tuberculosis , Tuberculosis , Adult , Humans , Tuberculin Test , London/epidemiology , Tuberculosis/diagnosis , Tuberculosis/drug therapy , Tuberculosis/epidemiology , Latent Tuberculosis/diagnosis , Latent Tuberculosis/drug therapy , Latent Tuberculosis/epidemiology , Interferon-gamma Release Tests
3.
J Infect ; 88(2): 167-172, 2024 Feb.
Article in English | MEDLINE | ID: mdl-38159579

ABSTRACT

OBJECTIVES: We evaluated a hepatitis B virus (HBV) screening programme, delivered by a specialist pan-London multidisciplinary outreach team, to understand population characteristics and care cascade among people who experience extreme social exclusion (Inclusion Health (IH) groups). METHODS: Point-of-care HBV screening was performed in temporary accommodation for people experiencing homelessness (PEH) and people seeking asylum (initial accommodation centres, IACs) via a mobile unit staffed by peers with lived experience, nurses, and doctors. We analysed demographics and HBV characteristics of adults screened between May 2020 and January 2022. We ascertained linkage-to-care (LTC), retention-in-care (RIC) and loss-to-follow-up (LTFU). People LTFU were contacted by peers to re-engage in care. RESULTS: 2473 people were screened: 809 in IACs, 1664 in other temporary accommodation. Overall hepatitis B surface antigen (HBsAg) prevalence was 1.7% (43/2473), highest in IACs (3.5%, 28/809). LTC within 3 months was 56% (24/43) and RIC, 87% (26/30). LTC was higher when referred to a local IH-specialist hepatitis service, compared to other services (77%, 17/22 vs 33%, 7/21; p = 0.006). LTFU was 30% (13/43), reduced to 21% (9/43) after intervention by peers. CONCLUSION: Our findings support outreach screening among IH populations and peer-supported linkage to IH-specialist hepatitis services. We recommend increased HBV testing and HBV-specific IH specialist services.


Subject(s)
Hepatitis B , Hepatitis , Adult , Humans , Hepatitis B virus , London/epidemiology , Hepatitis B Surface Antigens , Mass Screening , Hepatitis B/diagnosis , Hepatitis B/epidemiology
4.
Mol Ther ; 31(3): 676-685, 2023 03 01.
Article in English | MEDLINE | ID: mdl-36518079

ABSTRACT

A chromosome 14 inversion was found in a patient who developed bone marrow aplasia following treatment with allogeneic chimeric antigen receptor (CAR) Tcells containing gene edits made with transcription activator-like effector nucleases (TALEN). TALEN editing sites were not involved at either breakpoint. Recombination signal sequences (RSSs) were found suggesting recombination-activating gene (RAG)-mediated activity. The inversion represented a dominant clone detected in the context of decreasing absolute CAR Tcell and overall lymphocyte counts. The inversion was not associated with clinical consequences and wasnot detected in the drug product administered to this patient or in any drug product used in this or other trials using the same manufacturing processes. Neither was the inversion detected in this patient at earlier time points or in any other patient enrolled in this or other trials treated with this or other product lots. This case illustrates that spontaneous, possibly RAG-mediated, recombination events unrelated to gene editing can occur in adoptive cell therapy studies, emphasizes the need for ruling out off-target gene editing sites, and illustrates that other processes, such as spontaneous V(D)J recombination, can lead to chromosomal alterations in infused cells independent of gene editing.


Subject(s)
Hematopoietic Stem Cell Transplantation , Receptors, Chimeric Antigen , Humans , Gene Editing , Transcription Activator-Like Effector Nucleases/genetics , T-Lymphocytes , Receptors, Chimeric Antigen/genetics , Immunotherapy, Adoptive/adverse effects
5.
J Am Mosq Control Assoc ; 37(2): 109-112, 2021 06 01.
Article in English | MEDLINE | ID: mdl-34184048

ABSTRACT

Mosquitoes pose health risks to human populations by serving as vectors of diseases. Mosquito control organizations are responsible for inspecting and controlling vector populations to reduce the risk of infection of these diseases. Current sampling methods are effective for numerous types of mosquito habitat, but not conducive for sampling small overhead habitat such as roof gutters or tree holes. We have developed and tested a tool called the Mosquito GutterSnipe to sample these overhead habitats. Volumetric and larval capacity testing of the tool prototype demonstrated comparable sampling integrity to standard mosquito dipping methods. The GutterSnipe can be employed as a reliable way to sample previously overlooked mosquito habitat. Its current model is cost effective and easy to produce for mosquito control organizations and easy to use for inspectors.


Subject(s)
Mosquito Control , Trees , Animals , Ecosystem , Humans , Larva
6.
Int J Drug Policy ; 91: 103089, 2021 05.
Article in English | MEDLINE | ID: mdl-33460981

ABSTRACT

BACKGROUND: Peer support has been used as a mechanism to facilitate active engagement with healthcare amongst underserved populations. The HepCare project upskilled experienced peer support workers (PSWs) to become equal members of a service provider team, taking on advanced clinical roles normally carried out by medical or nursing specialists. METHOD: A participatory case study approach was taken to the study following the methodological guidance of Merriam (1998). The subject of the case in our study is the advanced peer support workers (APSWs) functioning in the HepCare project as service providers. The object of the case is an exploration of their transition to service provider in the HCV screening and treatment support service. Five peer led in-depth interviews with APSWs were supplemented by a survey of health professionals, interviews with service users, documentary evidence in the form of job descriptions, observational notes and a blog from the field. Thematic analysis of the data was conducted, refined and finalised in a workshop with the research team and APSW participants. RESULTS: Three themes were generated from the data that explore the peer support worker's transition to APSW in the programme: Transition to Integration, Retaining 'Peerness', and Practising Critical Resilience. The advocacy and support enacted by the APSWs through the HepCare project, offer purpose and meaning alongside integration into a new social group. This is buffered by the supportive context of the programme and facilitates a motivating sense of worth. CONCLUSION: The programme offers policy guidance for the structured career development of APSWs and a platform for enactment of critical resilience as they transition to their advanced role, in the healthcare provider team.


Subject(s)
Hepatitis C , Ill-Housed Persons , Pharmaceutical Preparations , Humans , London , Peer Group , Qualitative Research
7.
Opt Express ; 28(12): 17898-17899, 2020 Jun 08.
Article in English | MEDLINE | ID: mdl-32679991

ABSTRACT

We have found an error in our work reported in [Opt. Express26(3), 3557 (2018)], which we correct in this erratum. We used incorrect data for the experimentally measured values of power of the fibre trap and power of the conventional optical tweezers (OT) used to 'break' the fibre trap. Using the correct data, Ffibre and Q (force and quality) of the multicore fibre tweezer are re-calculated. In this erratum, we communicate the correct values of Ffibre and Q and publish a revised Fig. 7 that contains results based on the correct data. Based on the revised result, two statements, in the abstract and conclusions, are also revised. The fabrication method, technique and general conclusion remain unaffected.

8.
Sci Rep ; 10(1): 2089, 2020 02 07.
Article in English | MEDLINE | ID: mdl-32034259

ABSTRACT

Despite their importance in mammalian reproduction, substances in the oxytocin-prostaglandins pathways have not been investigated in the horse placenta during most of pregnancy and parturition. Therefore, we quantified placental content of oxytocin (OXT), oxytocin receptor (OXTR), and prostaglandin E2 and F2 alpha during days 90-240 of pregnancy (PREG), physiological parturition (PHYS), and parturition with fetal membrane retention (FMR) in heavy draft horses (PREG = 13, PHYS = 11, FMR = 10). We also quantified OXTR and prostaglandin endoperoxide synthase-2 (PTGS2) mRNA expression and determined the immunolocalization of OXT, OXTR, and PTGS2. For relative quantification of OXT and OXTR, we used western blotting with densitometry. To quantify the prostaglandins, we used enzyme immunoassays. For relative quantification of OXTR and PTGS2, we used RT-qPCR. For immunolocalization of OXT, OXTR, and PTGS2, we used immunohistochemistry. We found that OXT was present in cells of the allantochorion and endometrium in all groups. PTGS2 expression in the allantochorion was 14.7-fold lower in FMR than in PHYS (p = 0.007). These results suggest that OXT is synthesized in the horse placenta. As PTGS2 synthesis is induced by inflammation, they also suggest that FMR in heavy draft horses may be associated with dysregulation of inflammatory processes.


Subject(s)
Extraembryonic Membranes/metabolism , Horses/physiology , Oxytocin/metabolism , Parturition/metabolism , Placenta/metabolism , Pregnancy, Animal/metabolism , Prostaglandins/metabolism , Animals , Extraembryonic Membranes/physiology , Female , Horses/metabolism , Metabolic Networks and Pathways , Oxytocin/physiology , Parturition/physiology , Placenta/physiology , Pregnancy , Pregnancy, Animal/physiology , Prostaglandins/physiology
9.
Opt Express ; 26(3): 3557-3567, 2018 Feb 05.
Article in English | MEDLINE | ID: mdl-29401883

ABSTRACT

Optical tweezing is a non-invasive technique that can enable a variety of single cell experiments; however, it tends to be based on a high numerical aperture (NA) microscope objective to both deliver the tweezing laser light and image the sample. This introduces restrictions in system flexibility when both trapping and imaging. Here, we demonstrate a novel, high NA tweezing system based on micro-machined multicore optical fibers. Using the machined, multicore fiber tweezer, cells are optically manipulated under a variety of microscopes, without requiring a high NA objective lens. The maximum NA of the fiber-based tweezer demonstrated is 1.039. A stable trap with a maximum total power 30 mW has been characterized to exert a maximum optical force of 26.4 pN, on a trapped, 7 µm diameter yeast cell. Single cells are held 15-35 µm from the fiber end and can be manipulated in the x, y and z directions throughout the sample. In this way, single cells are controllably trapped under a Raman microscope to categorize the yeast cells as live or dead, demonstrating trapping by the machined multicore fiber-based tweezer decoupled from the imaging or excitation objective lens.


Subject(s)
Optical Fibers , Optical Tweezers , Specimen Handling/methods , Yeasts/cytology , Imaging, Three-Dimensional/methods
10.
J Vis Commun Med ; 38(1-2): 19-29, 2015 Jun.
Article in English | MEDLINE | ID: mdl-26203937

ABSTRACT

Tablet devices are now ubiquitous. Medical illustrators have the skills to produce a wide range of media content. These devices offer the potential of using their creative abilities in new and exciting ways. There is much to explore. The primary difficulty lies in understanding the necessary computer technical skills to realise a vision.


Subject(s)
Computers, Handheld , Education, Medical/methods , Mobile Applications , Orthopedic Procedures/education , Smartphone , Humans , Internet , Medical Illustration , User-Computer Interface
12.
J Biotechnol ; 166(3): 105-13, 2013 Jul 10.
Article in English | MEDLINE | ID: mdl-23651948

ABSTRACT

The selection of clones displaying a high rate of cell growth is an essential component of Chinese hamster ovary (CHO) cell line development. In recent years various "omics" technologies have been utilised to understand the mechanisms underlying bioprocess phenotypes. In this study, gene expression analysis using a CHO-specific microarray was conducted for a panel of CHO-K1 MAb-secreting cell lines spanning a range of growth rates that were derived from a single cell line development project. In-silico functional analysis of the resulting transcriptomic data revealed the overrepresentation of biological processes such as cell cycle and translation within those genes upregulated during fast growth, while genes associated with cellular homeostasis were downregulated. Using differential expression and correlation analysis we identified a high priority group of 416 transcripts (190 upregulated; 226 downregulated) associated with growth rate. Expression changes of eight of these genes were independently confirmed by qPCR. Finally, we demonstrate the enrichment of predicted mRNA targets of miR17-92, a microRNA (miRNA) cluster known to be upregulated during rapid proliferation, within downregulated transcripts.


Subject(s)
CHO Cells , Cell Cycle/genetics , Cell Proliferation , Gene Expression Profiling , MicroRNAs/genetics , Animals , Cell Survival , Cricetinae , Cricetulus , Down-Regulation , MicroRNAs/metabolism , Oligonucleotide Array Sequence Analysis , Up-Regulation
13.
BMC Genomics ; 13: 656, 2012 Nov 21.
Article in English | MEDLINE | ID: mdl-23170974

ABSTRACT

BACKGROUND: To study the role of microRNA (miRNA) in the regulation of Chinese hamster ovary (CHO) cell growth, qPCR, microarray and quantitative LC-MS/MS analysis were utilised for simultaneous expression profiling of miRNA, mRNA and protein. The sample set under investigation consisted of clones with variable cellular growth rates derived from the same population. In addition to providing a systems level perspective on cell growth, the integration of multiple profiling datasets can facilitate the identification of non-seed miRNA targets, complement computational prediction tools and reduce false positive and false negative rates. RESULTS: 51 miRNAs were associated with increased growth rate (35 miRNAs upregulated and 16 miRNAs downregulated). Gene ontology (GO) analysis of genes (n=432) and proteins (n=285) found to be differentially expressed (DE) identified biological processes driving proliferation including mRNA processing and translation. To investigate the influence of miRNA on these processes we combined the proteomic and transcriptomic data into two groups. The first set contained candidates where evidence of translational repression was observed (n=158). The second group was a mixture of proteins and mRNAs where evidence of translational repression was less clear (n=515). The TargetScan algorithm was utilised to predict potential targets within these two groups for anti-correlated DE miRNAs. CONCLUSIONS: The evidence presented in this study indicates that biological processes such as mRNA processing and protein synthesis are correlated with growth rate in CHO cells. Through the integration of expression data from multiple levels of the biological system a number of proteins central to these processes including several hnRNPs and components of the ribosome were found to be post-transcriptionally regulated. We utilised the expression data in conjunction with in-silico tools to identify potential miRNA-mediated regulation of mRNA/proteins involved in CHO cell growth rate. These data have allowed us to prioritise candidates for cell engineering and/or biomarkers relevant to industrial cell culture. We also expect the knowledge gained from this study to be applicable to other fields investigating the role of miRNAs in mammalian cell growth.


Subject(s)
CHO Cells/metabolism , CHO Cells/physiology , Cell Proliferation , MicroRNAs/metabolism , Proteins/metabolism , RNA Processing, Post-Transcriptional/physiology , RNA, Messenger/metabolism , Animals , Chromatography, Liquid , Cricetinae , Cricetulus , Microarray Analysis , Polymerase Chain Reaction , Proteomics , Tandem Mass Spectrometry
14.
Biotechnol J ; 7(4): 516-26, 2012 Apr.
Article in English | MEDLINE | ID: mdl-22147654

ABSTRACT

Fed batch culture processes are often characterized by decreasing cell culture performance as the process continues, presumably through the depletion of vital nutrients and the accumulation of toxic byproducts. We have similarly observed that cellular productivity (Qp) often declines during the course of a fed batch process; however, it is not clear why some cell lines elicit this behavior, while others do not. We here present a transcriptomic profiling analysis of a phenotype of sustained Qp (S-Qp) in production Chinese hamster ovary (CHO) culture, in which a marked drop in Qp levels ("non-sustained" (NS) phenotype) in two cell lines irrespective of viability levels was compared to two cell lines that consistently displayed high Qp throughout the culture ("sustained" (S) phenotype). Statistical analysis of the microarray data resulted in the identification of 22 gene transcripts whose expression patterns were either significantly negatively or positively correlated with long-term maintenance of Qp over the culture lifespan. qPCR analysis of four of these genes on one of each (NS2, S2) of the cell lines examined by microarray analysis confirmed that two genes (CRYAB and MGST1) both replicated the microarray results and were differentially regulated between the NS and S phenotypes.


Subject(s)
Gene Expression/genetics , Oligonucleotide Array Sequence Analysis/methods , Animals , CHO Cells , Cell Line , Cricetinae , Gene Expression Profiling , Polymerase Chain Reaction
15.
Biotechnol Bioeng ; 109(6): 1368-70, 2012 Jun.
Article in English | MEDLINE | ID: mdl-22189966

ABSTRACT

UNLABELLED: Coexpression analysis is a powerful, widely used methodology for the investigation of underlying patterns in gene expression data. This "guilt-by-association" approach aims to find groups of genes with closely correlated expression profiles. Observation of consistent correlations across phenotypically diverse samples indicates that these genes have a shared function. We have recently described the application of weighted gene coexpression network analysis (WGCNA) to a 295 sample production CHO cell line microarray dataset and elucidated groups of genes related to growth rate and cell-specific productivity (Qp). In this study, we present the CHO gene coexpression database (CGCDB), a web-based system, designed specifically for researchers in the CHO community to provide user-friendly access to these gene-gene coexpression patterns. In addition to correlation between genes, the direct correlations between probesets and either growth rate or Qp are provided. Results are presented to the user via an interactive network diagram and in a downloadable tabular format. It is hoped that this resource will allow researchers to prioritize cell line engineering and/or biomarker candidates to enhance CHO-based cell culture for the production of biotherapeutics. AVAILABILITY: www.cgcdb.org.


Subject(s)
Cricetulus/genetics , Databases, Nucleic Acid , Gene Expression Regulation , Animals , CHO Cells , Computational Biology/methods , Cricetinae , Internet
16.
J Biotechnol ; 155(3): 350-9, 2011 Sep 20.
Article in English | MEDLINE | ID: mdl-21801763

ABSTRACT

Weighted gene coexpression network analysis (WGCNA) was utilised to explore Chinese hamster ovary (CHO) cell transcriptome patterns associated with bioprocess relevant phenotypes. The dataset set used in this study consisted of 295 microarrays from 121 individual CHO cultures producing a range of biologics including monoclonal antibodies, fusion proteins and therapeutic factors; non-producing cell lines were also included. Samples were taken from a wide range of process scales and formats that varied in terms of seeding density, temperature, medium, feed medium, culture duration and product type. Cells were sampled for gene expression analysis at various stages of the culture and bioprocess-relevant characteristics including cell density, growth rate, viability, lactate, ammonium and cell specific productivity (Qp) were determined. WGCNA identified six distinct clusters of co-expressed genes, five of which were found to have associations with bioprocess variables. Two coexpression clusters were found to be associated with culture growth rate (1 positive and 1 negative). In addition, associations between a further three coexpression modules and Qp were observed (1 positive and 2 negative). Gene set enrichment analysis (GSEA) identified a number of significant biological processes within coexpressed gene clusters including cell cycle, protein secretion and vesicle transport. In summary, the approach presented in this study provides a novel perspective on the CHO cell transcriptome.


Subject(s)
Gene Expression Profiling/methods , Oligonucleotide Array Sequence Analysis/methods , Proteome/genetics , Systems Biology/methods , Animals , CHO Cells , Cell Line , Cricetinae , Cricetulus , Databases, Genetic , Gene Expression Regulation , Proteome/biosynthesis , RNA, Messenger/biosynthesis , RNA, Messenger/genetics , Recombinant Proteins/biosynthesis , Recombinant Proteins/genetics , Software
17.
BMC Biotechnol ; 11: 78, 2011 Jul 24.
Article in English | MEDLINE | ID: mdl-21781345

ABSTRACT

BACKGROUND: The ability of mammalian cell lines to sustain cell specific productivity (Qp) over the full duration of bioprocess culture is a highly desirable phenotype, but the molecular basis for sustainable productivity has not been previously investigated in detail. In order to identify proteins that may be associated with a sustained productivity phenotype, we have conducted a proteomic profiling analysis of two matched pairs of monoclonal antibody-producing Chinese hamster ovary (CHO) cell lines that differ in their ability to sustain productivity over a 10 day fed-batch culture. RESULTS: Proteomic profiling of inherent differences between the two sets of comparators using 2D-DIGE (Difference Gel Electrophoresis) and LC-MS/MS resulted in the identification of 89 distinct differentially expressed proteins. Overlap comparisons between the two sets of cell line pairs identified 12 proteins (AKRIB8, ANXA1, ANXA4, EIF3I, G6PD, HSPA8, HSP90B1, HSPD1, NUDC, PGAM1, RUVBL1 and CNN3) that were differentially expressed in the same direction. CONCLUSION: These proteins may have an important role in sustaining high productivity of recombinant protein over the duration of a fed-batch bioprocess culture. It is possible that many of these proteins could be useful for future approaches to successfully manipulate or engineer CHO cells in order to sustain productivity of recombinant protein.


Subject(s)
Proteome/analysis , Recombinant Proteins/metabolism , Animals , Antibodies, Monoclonal/analysis , Antibodies, Monoclonal/metabolism , Biotechnology , Blotting, Western , CHO Cells , Cell Survival , Chromatography, Liquid , Cricetinae , Cricetulus , Glucosephosphate Dehydrogenase , Phenotype , Proteome/metabolism , Recombinant Proteins/analysis , Recombinant Proteins/standards , Tandem Mass Spectrometry , Two-Dimensional Difference Gel Electrophoresis
18.
Psychol Sci ; 22(7): 878-80, 2011 Jul.
Article in English | MEDLINE | ID: mdl-21642553

ABSTRACT

In the research reported here, we investigated whether 18-month-olds would use their own past experience of visual access to attribute perception and consequent beliefs to other people. Infants in this study wore either opaque blindfolds (opaque condition) or trick blindfolds that looked opaque but were actually transparent (trick condition). Then both groups of infants observed an actor wearing one of the same blindfolds that they themselves had experienced, while a puppet removed an object from its location. Anticipatory eye movements revealed that infants who had experienced opaque blindfolds expected the actor to behave in accordance with a false belief about the object's location, but that infants who had experienced trick blindfolds did not exhibit that expectation. Our results suggest that 18-month-olds used self-experience with the blindfolds to assess the actor's visual access and to update her belief state accordingly. These data constitute compelling evidence that 18-month-olds infer perceptual access and appreciate its causal role in altering the epistemic states of other people.


Subject(s)
Psychology, Child , Social Perception , Cues , Female , Humans , Infant , Male , Saccades
19.
Biotechnol Lett ; 33(9): 1773-9, 2011 Sep.
Article in English | MEDLINE | ID: mdl-21547514

ABSTRACT

The Chinese hamster ovary (CHO) cell line is one of the most widely used mammalian cell lines for biopharmaceutical production. We have developed and characterized a gene expression microarray (WyeHamster2a) specific for CHO cells that has enabled the study of ~3,500 sequences. Analysis of multiple sets of replicate scans showed that data derived from the WyeHamster2a array is highly reproducible confirming it as a robust tool for profiling. Twelve gene sequences were selected for follow-up RT-qPCR to confirm the accuracy and precision of the microarray results. In all but the most subtle gene expression differences, the microarray proved to be a reliable measure of differential gene expression. Finally, we were able to quantify the difference between using a bona fide CHO-specific microarray for profiling CHO cells versus an alternate, commercially available, rodent microarray such as a mouse or rat-specific format.


Subject(s)
Gene Expression Profiling/methods , Oligonucleotide Array Sequence Analysis/methods , Animals , CHO Cells , Cricetinae , Cricetulus , Female , Reproducibility of Results , Reverse Transcriptase Polymerase Chain Reaction
20.
J Biotechnol ; 151(2): 159-65, 2011 Jan 20.
Article in English | MEDLINE | ID: mdl-21115077

ABSTRACT

Improving the rate of recombinant protein production in Chinese hamster ovary (CHO) cells is an important consideration in controlling the cost of biopharmaceuticals. We present the first predictive model of productivity in CHO bioprocess culture based on gene expression profiles. The dataset used to construct the model consisted of transcriptomic data from 70 stationary phase, temperature-shifted CHO production cell line samples, for which the cell-specific productivity had been determined. These samples were utilised to investigate gene expression over a range of high to low monoclonal antibody and fc-fusion-producing CHO cell lines. We utilised a supervised regression algorithm, partial least squares (PLS) incorporating jackknife gene selection, to produce a model of cell-specific productivity (Qp) capable of predicting Qp to within 4.44 pg/cell/day root mean squared error in cross model validation (RMSE(CMV)). The final model, consisting of 287 genes, was capable of accurately predicting Qp in a further panel of 10 additional samples which were incorporated as an independent validation. Several of the genes constituting the model are linked with biological processes relevant to protein metabolism.


Subject(s)
Gene Expression Profiling , Algorithms , Animals , CHO Cells , Cell Line , Chromatography, High Pressure Liquid , Computational Biology/methods , Cricetinae , Cricetulus , Gene Expression , Least-Squares Analysis , Oligonucleotide Array Sequence Analysis , Phenotype , Temperature
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