Cell Death and DiseaseCancer BiologyPeer-reviewed journal article
Systems biology-enabled targeting of NF-κB and BCL2 overcomes microenvironment-mediated BH3-mimetic resistance in DLBCL.
Aimilia VareliiD, Haripriya Vaidehi NarayananiD, Heather ClarkiD, Eleanor S. JayawantiD, Hui ZhouiD, Yi LiuiD, Emma KennedyiD, Lauren StottiD, Fabio A. SimoesiD, Alexander HoffmanniD, Andrea G. S. PepperiD, Chris J. PepperiD, Simon A. MitchelliD
Abstract
In Diffuse Large B-cell Lymphoma (DLBCL), elevated anti-apoptotic BCL2-family proteins (e.g., MCL1, BCL2, BCLXL) and NF-{kappa}B subunits (RelA, RelB, cRel) confer poor prognosis. Heterogeneous expression, regulatory complexity, and redundancy offsetting the inhibition of individual proteins, complicate the assignment of targeted therapy. We combined flow cytometry fingerprinting, immunofluorescence imaging, and computational modeling to identify therapeutic vulnerabilities in DLBCL. The combined workflow predicted selective responses to BCL2 inhibition (venetoclax) and non-canonical NF-{kappa}B inhibition (Amgen16). Within the U2932 cell line we identified distinct resistance mechanisms to BCL2 inhibition in cellular sub-populations recapitulating intratumoral heterogeneity. Co-cultures with CD40L-expressing stromal cells, mimicking the tumor microenvironment (TME), induced resistance to BCL2 and BCLXL targeting BH3-mimetics via cell-type specific upregulation of BCLXL or MCL1. Computational models, validated experimentally, showed that basal NF-{kappa}B activation determined whether CD40 activation drove BH3-mimetic resistance through upregulation of RelB and BCLXL, or cRel and MCL1. High basal NF-{kappa}B activity could be overcome by inhibiting BTK to resensitize cells to BH3-mimetics in CD40L co-culture. Importantly, non-canonical NF-{kappa}B inhibition overcame heterogeneous compensatory BCL2 upregulation, restoring sensitivity to both BCL2- and BCLXL-targeting BH3-mimetics. Combined molecular fingerprinting and computational modelling provides a strategy for the precision use of BH3-mimetics and NF-{kappa}B inhibitors in DLBCL.
- organism: human
- assay: flow cytometry
- assay: imaging
- research focus: drug response / drug discovery
- approach: experimental assay
- approach: comparative / phylogenetic analysis
- Citations
- 7
- FWCI
- 1.93
- Field percentile
- top 14%
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Computational modeling of DLBCL predicts response to BH3-mimetics.
Ielyaas Cloete, Victoria M. Smith, … Simon A. Mitchell·npj Systems Biology and ApplicationsPeer-reviewed·Jun 6, 2023
- A High-Throughput Bone Marrow 3D Co-Culture System to Develop Resistance to B Cell Receptor Signaling Targeted Agents in B Cell Non-Hodgkin Lymphoma
Alex Zadro, Alberto J. Arribas, … Francesco Bertoni·bioRxiv·Jan 14, 2025
- Pre-Clinical Blocking of PD-L1 molecule, which expression is down regulated by NF-κB, JAK1/JAK2 and BTK inhibitors, induces regression of activated B-cell lymphoma.
C. Vincent-Fabert, L. Roland, … N. Faumont·bioRxiv·Dec 21, 2018
- ERBB4-mediated signaling is a mediator of resistance to BTK and PI3K inhibitors in B cell lymphoid neoplasms
A. J. Arribas, S. Napoli, … F. Bertoni·bioRxiv·Jan 1, 2023
- Overcoming ibrutinib resistance by targeting phosphatidylinositol-3-kinase signaling in diffuse large B-cell lymphoma
N. Jain, O. Havranek, … L. Sehgal·bioRxiv·Jan 28, 2019
- A virtual B cell lymphoma model to predict effective combination therapy
Wei Du, Rebecca Goldstein, … Olivier Elemento·bioRxiv·Jan 18, 2016