Cargando…
Predicting favorable landing pads for targeted integrations in Chinese hamster ovary cell lines by learning stability characteristics from random transgene integrations
Chinese Hamster Ovary (CHO) cell lines are considered to be the preferred platform for the production of biotherapeutics, but issues related to expression instability remain unresolved. In this study, we investigated potential causes for an unstable phenotype by comparing cell lines that express sta...
Autores principales: | , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Research Network of Computational and Structural Biotechnology
2020
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7710658/ https://www.ncbi.nlm.nih.gov/pubmed/33304461 http://dx.doi.org/10.1016/j.csbj.2020.11.008 |
_version_ | 1783617980513386496 |
---|---|
author | Dhiman, Heena Campbell, Marguerite Melcher, Michael Smith, Kevin D. Borth, Nicole |
author_facet | Dhiman, Heena Campbell, Marguerite Melcher, Michael Smith, Kevin D. Borth, Nicole |
author_sort | Dhiman, Heena |
collection | PubMed |
description | Chinese Hamster Ovary (CHO) cell lines are considered to be the preferred platform for the production of biotherapeutics, but issues related to expression instability remain unresolved. In this study, we investigated potential causes for an unstable phenotype by comparing cell lines that express stably to such that undergo loss in titer across 10 passages. Factors related to transgene integrity and copy number as well as the genomic profile around the integration sites were analyzed. Horizon Discovery CHO-K1 (HD-BIOP3) derived production cell lines selected for phenotypes with low, medium or high copy number, each with stable and unstable transgene expression, were sequenced to capture changes at genomic and transcriptomic levels. The exact sites of the random integration events in each cell line were also identified, followed by profiling of the genomic, transcriptomic and epigenetic patterns around them. Based on the information deduced from these random integration events, genomic loci that potentially favor reliable and stable transgene expression were reported for use as targeted transgene integration sites. By comparing stable vs unstable phenotypes across these parameters, we could establish that expression stability may be controlled at three levels: 1) Good choice of integration site, 2) Ensuring integrity of transgene and observing concatemerization pattern after integration, and 3) Checking for potential stress related cellular processes. Genome wide favorable and unfavorable genomic loci for targeted transgene integration can be browsed at https://www.borthlabchoresources.boku.ac.at/ |
format | Online Article Text |
id | pubmed-7710658 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Research Network of Computational and Structural Biotechnology |
record_format | MEDLINE/PubMed |
spelling | pubmed-77106582020-12-09 Predicting favorable landing pads for targeted integrations in Chinese hamster ovary cell lines by learning stability characteristics from random transgene integrations Dhiman, Heena Campbell, Marguerite Melcher, Michael Smith, Kevin D. Borth, Nicole Comput Struct Biotechnol J Research Article Chinese Hamster Ovary (CHO) cell lines are considered to be the preferred platform for the production of biotherapeutics, but issues related to expression instability remain unresolved. In this study, we investigated potential causes for an unstable phenotype by comparing cell lines that express stably to such that undergo loss in titer across 10 passages. Factors related to transgene integrity and copy number as well as the genomic profile around the integration sites were analyzed. Horizon Discovery CHO-K1 (HD-BIOP3) derived production cell lines selected for phenotypes with low, medium or high copy number, each with stable and unstable transgene expression, were sequenced to capture changes at genomic and transcriptomic levels. The exact sites of the random integration events in each cell line were also identified, followed by profiling of the genomic, transcriptomic and epigenetic patterns around them. Based on the information deduced from these random integration events, genomic loci that potentially favor reliable and stable transgene expression were reported for use as targeted transgene integration sites. By comparing stable vs unstable phenotypes across these parameters, we could establish that expression stability may be controlled at three levels: 1) Good choice of integration site, 2) Ensuring integrity of transgene and observing concatemerization pattern after integration, and 3) Checking for potential stress related cellular processes. Genome wide favorable and unfavorable genomic loci for targeted transgene integration can be browsed at https://www.borthlabchoresources.boku.ac.at/ Research Network of Computational and Structural Biotechnology 2020-11-12 /pmc/articles/PMC7710658/ /pubmed/33304461 http://dx.doi.org/10.1016/j.csbj.2020.11.008 Text en © 2020 The Author(s) http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Research Article Dhiman, Heena Campbell, Marguerite Melcher, Michael Smith, Kevin D. Borth, Nicole Predicting favorable landing pads for targeted integrations in Chinese hamster ovary cell lines by learning stability characteristics from random transgene integrations |
title | Predicting favorable landing pads for targeted integrations in Chinese hamster ovary cell lines by learning stability characteristics from random transgene integrations |
title_full | Predicting favorable landing pads for targeted integrations in Chinese hamster ovary cell lines by learning stability characteristics from random transgene integrations |
title_fullStr | Predicting favorable landing pads for targeted integrations in Chinese hamster ovary cell lines by learning stability characteristics from random transgene integrations |
title_full_unstemmed | Predicting favorable landing pads for targeted integrations in Chinese hamster ovary cell lines by learning stability characteristics from random transgene integrations |
title_short | Predicting favorable landing pads for targeted integrations in Chinese hamster ovary cell lines by learning stability characteristics from random transgene integrations |
title_sort | predicting favorable landing pads for targeted integrations in chinese hamster ovary cell lines by learning stability characteristics from random transgene integrations |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7710658/ https://www.ncbi.nlm.nih.gov/pubmed/33304461 http://dx.doi.org/10.1016/j.csbj.2020.11.008 |
work_keys_str_mv | AT dhimanheena predictingfavorablelandingpadsfortargetedintegrationsinchinesehamsterovarycelllinesbylearningstabilitycharacteristicsfromrandomtransgeneintegrations AT campbellmarguerite predictingfavorablelandingpadsfortargetedintegrationsinchinesehamsterovarycelllinesbylearningstabilitycharacteristicsfromrandomtransgeneintegrations AT melchermichael predictingfavorablelandingpadsfortargetedintegrationsinchinesehamsterovarycelllinesbylearningstabilitycharacteristicsfromrandomtransgeneintegrations AT smithkevind predictingfavorablelandingpadsfortargetedintegrationsinchinesehamsterovarycelllinesbylearningstabilitycharacteristicsfromrandomtransgeneintegrations AT borthnicole predictingfavorablelandingpadsfortargetedintegrationsinchinesehamsterovarycelllinesbylearningstabilitycharacteristicsfromrandomtransgeneintegrations |