Related Experiment Video
Updated: Jul 28, 2025

Clonal Analysis of Embryonic Hematopoietic Stem Cell Precursors Using Single Cell Index Sorting Combined with Endothelial Cell Niche Co-culture
Published on: May 8, 2018
Evaluation of diversity indices to estimate clonal dominance in gene therapy studies
Guillaume Corre1,2, Anne Galy1,2
1Genethon, 91000 Evry, France.
Abstract:
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.
Insights
Monitoring vector insertion sites is crucial for cell and gene therapy safety. Normalized indices like Pielou's or Simpson's are recommended for robustly assessing clonal diversity and comparing patient samples.
Area of Science:
- Cell and Gene Therapy
- Genomic Medicine
- Bioinformatics
Background:
- Stable engraftment of gene-corrected cells is vital for successful cell and gene therapies.
- Integrative vectors pose risks of insertional mutagenesis and clonal dominance.
- Monitoring vector insertion sites (VIS) is a key safety assessment in gene therapy, especially for hematopoietic stem cell therapies.
Purpose of the Study:
- To reanalyze published datasets and model the properties of various indices for evaluating clonal diversity in gene therapy.
- To address limitations of the Shannon index in comparing samples with different richness.
- To propose robust metrics for assessing clonal diversity and facilitating VIS analysis in clinical practice.
Main Methods:
- Reanalysis of published datasets on vector insertion sites.
- Modeling and comparison of different diversity indices (Shannon, Pielou's, Simpson's).
- Evaluation of index robustness for comparing sample evenness.
Main Results:
- The Shannon index aggregates richness and evenness, hindering sample comparisons.
- Normalized indices, such as Pielou's evenness index and Simpson's probability index, are robust for comparing sample evenness.
- Proposed clinically meaningful standard values for clonal diversity metrics.
Conclusions:
- Normalized diversity indices offer a more robust and comparable assessment of clonal diversity in gene therapy patients.
- Standardized metrics facilitate the clinical application of vector insertion site analysis for safety monitoring.
- This work supports the advancement of genomic medicine practice through improved safety assessments in cell and gene therapy.
Related Concept Videos
T Cell Activation and Clonal Selection
Naive T cells that have not yet encountered an antigen express two primary CD...
Diversity of Antigen Receptors
Before encountering any antigen, lymphocytes express these receptors. On B cells, the antigen receptor is a membrane-bound antibody molecule called BCR; on T cells, it is a T cell receptor or TCR. B and T cell receptors are composed of two...

