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Evaluation of diversity indices to estimate clonal dominance in gene therapy studies
In cell and gene therapy, achieving the stable engraftment of an abundant and highly polyclonal population of gene-corrected cells is one of the key factors to ensure the successful and safe treatment of patients. Because integrative vectors have been associated with possible risks of insertional mu...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Society of Gene & Cell Therapy
2023
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10220254/ https://www.ncbi.nlm.nih.gov/pubmed/37251980 http://dx.doi.org/10.1016/j.omtm.2023.05.003 |
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author | Corre, Guillaume Galy, Anne |
author_facet | Corre, Guillaume Galy, Anne |
author_sort | Corre, Guillaume |
collection | PubMed |
description | In cell and gene therapy, achieving the stable engraftment of an abundant and highly polyclonal population of gene-corrected cells is one of the key factors to ensure the successful and safe treatment of patients. Because integrative vectors have been associated with possible risks of insertional mutagenesis leading to clonal dominance, monitoring the relative abundance of individual vector insertion sites in patients’ blood cells has become an important safety assessment, particularly in hematopoietic stem cell-based therapies. Clinical studies often express clonal diversity using various metrics. One of the most commonly used is the Shannon index of entropy. However, this index aggregates two distinct aspects of diversity, the number of unique species and their relative abundance. This property hampers the comparison of samples with different richness. This prompted us to reanalyze published datasets and to model the properties of various indices as applied to the evaluation of clonal diversity in gene therapy. A normalized version of the Shannon index, such as Pielou’s index, or Simpson’s probability index is robust and useful to compare sample evenness between patients and trials. Clinically meaningful standard values for clonal diversity are herein proposed to facilitate the use of vector insertion site analyses in genomic medicine practice. |
format | Online Article Text |
id | pubmed-10220254 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | American Society of Gene & Cell Therapy |
record_format | MEDLINE/PubMed |
spelling | pubmed-102202542023-05-28 Evaluation of diversity indices to estimate clonal dominance in gene therapy studies Corre, Guillaume Galy, Anne Mol Ther Methods Clin Dev Original Article In cell and gene therapy, achieving the stable engraftment of an abundant and highly polyclonal population of gene-corrected cells is one of the key factors to ensure the successful and safe treatment of patients. Because integrative vectors have been associated with possible risks of insertional mutagenesis leading to clonal dominance, monitoring the relative abundance of individual vector insertion sites in patients’ blood cells has become an important safety assessment, particularly in hematopoietic stem cell-based therapies. Clinical studies often express clonal diversity using various metrics. One of the most commonly used is the Shannon index of entropy. However, this index aggregates two distinct aspects of diversity, the number of unique species and their relative abundance. This property hampers the comparison of samples with different richness. This prompted us to reanalyze published datasets and to model the properties of various indices as applied to the evaluation of clonal diversity in gene therapy. A normalized version of the Shannon index, such as Pielou’s index, or Simpson’s probability index is robust and useful to compare sample evenness between patients and trials. Clinically meaningful standard values for clonal diversity are herein proposed to facilitate the use of vector insertion site analyses in genomic medicine practice. American Society of Gene & Cell Therapy 2023-05-09 /pmc/articles/PMC10220254/ /pubmed/37251980 http://dx.doi.org/10.1016/j.omtm.2023.05.003 Text en © 2023 The Authors https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Original Article Corre, Guillaume Galy, Anne Evaluation of diversity indices to estimate clonal dominance in gene therapy studies |
title | Evaluation of diversity indices to estimate clonal dominance in gene therapy studies |
title_full | Evaluation of diversity indices to estimate clonal dominance in gene therapy studies |
title_fullStr | Evaluation of diversity indices to estimate clonal dominance in gene therapy studies |
title_full_unstemmed | Evaluation of diversity indices to estimate clonal dominance in gene therapy studies |
title_short | Evaluation of diversity indices to estimate clonal dominance in gene therapy studies |
title_sort | evaluation of diversity indices to estimate clonal dominance in gene therapy studies |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10220254/ https://www.ncbi.nlm.nih.gov/pubmed/37251980 http://dx.doi.org/10.1016/j.omtm.2023.05.003 |
work_keys_str_mv | AT correguillaume evaluationofdiversityindicestoestimateclonaldominanceingenetherapystudies AT galyanne evaluationofdiversityindicestoestimateclonaldominanceingenetherapystudies |