PLATFORM FOR MULTIOMIC ANALYSIS OF HEMATOPOIESIS OR THE IMMUNE SYSTEM IN PATIENTS WITH HEMATOLOGICAL MALIGNANCIES OR AFTER CSH ALLOGRAFT (ALL/AML/MPS/MDS)
- Preclinical development
- ALL
- AML
- MPS
- MDS
- Cell therapy
- Immunotherapy
- Preclinical research (TRL 4-5)
Multiomic analysis of allograft patient samples to study new therapeutic targets aimed at limiting relapse (GvL) or preventing allogeneic reactions (GvHD).
Integrative approaches adapted to rare or limited patient samples. These approaches enable us to explore a wide range of biological dimensions in order to characterize circulating immune cells, their functional profile and their environment.
Description
Scope of research activities
Multiomic analysis of samples from allograft patients:
- Ancillary studies for clinical trials
- Retrospective studies
- Biomarker research
- Identification of therapeutic targets
Conduct of studies
Steps:
- Identification of the scientific question to be addressed, and the available samples.
- Definition of exploration modalities according to project needs (mass cytometry, metabolomics, single-cell transcriptomics, single-cell TCR/BCR sequence, microbiota exploration by 16S sequencing or shotgun metagenomics).
- Identification of associated clinical data
- Preparation of a data analysis plan, including raw data cleaning and normalization, dimensional reduction steps, cluster/signature/pathway identification, and statistical analyses (uni/multivariate, multinomial logistic regression, predictive model, etc.)
- Preparation of regulatory applications adapted to the research methodology, preparation of a data management plan
- Implementation of experiments following study planning, organization of interim meetings to monitor project progress and results
- Final analysis and communication of results and conclusions
Research infrastructure
Experimental and analytical platforms:
- Mass (CyPS) or spectral (Aurora) cytometry
- Metabolomics (MetaboHUB)
- Single-cell sequencing (10X genomics, Chromium controller): scRNAseq, scATAC-seq, scTCR-seq, CITE-seq
- scDNA-seq (Tapestri)
Biological resources:
- Biological collection in support of a trial (ancillary study)
- Collection of blood mononuclear cells (PBMC), plasma or dry pellet (CRYOSTEM multicenter collection)
- Retrospective stool collection (monocentric)
Quality assurance
Sharing of original biological data on public repositories and source code on GitHub in compliance with the FAIR (Findable, Accessible, Interoperable, Reusable) principle.
Specifications
The platform
Multiomic analysis of hematopoiesis or the immune system in patients with hematological malignancies or after HSC allogeneic transplantation.
The studies
Analysis of immune phenotype by mass cytometry:
- Unsupervised identification of immune subpopulations (FlowSOM algorithm)
- Characterization of functional profile (activated, depleted, cytotoxic)
Single-cell transcriptomic analysis:
- Unsupervised identification of immune populations by surface phenotype (CITE-seq) or transcriptome (scRNAseq)
- Analysis of cell cycle, differentially expressed genes (Seurat) or enriched biological pathways (GSEA)
- Analysis of ligand-receptor interactions and target genes (NicheNET)
- Pseudo-time trajectory analysis (Slingshot, Monocle3)
Metabolomics analysis:
- Relative or absolute quantification of targeted or non-targeted metabolites
- Analysis of enriched metabolic pathways
- Identification of metabolic signatures by PCA, PLSDA
Examples of partnerships
Operational tolerance after hematopoietic stem cell transplantation – Characterization of the transcriptional, immunological, and metabolomic features of operational tolerance in two cohorts of individuals who received HSCT from an HLA-matched sibling donor.
Partner: Ghent University (Dr Yvan Saeys, Data mining and modeling for biomedicine, VIB)
Role of Donor Clonal Hematopoiesis in Allogeneic Hematopoietic Stem-Cell Transplantation - Clonal hematopoiesis of indeterminate potential (CHIP) occurs in the blood of approximately 20% of older persons. CHIP is linked to an increased risk of hematologic malignancies and of all-cause mortality; thus, the eligibility of stem-cell donors with CHIP is questionable. We comprehensively investigated how donor CHIP affects outcome of allogeneic hematopoietic stem-cell transplantation (HSCT).
Partner: Charité, University Medical Center, Berlin (Pr Frederic Damm)