Ex vivo drug response heterogeneity reveals personalized therapeutic strategies for patients with multiple myeloma.
Klara KropivsekPaul KachelSandra GoetzeRebekka WegmannYasmin FestlYannik SeverinBenjamin D HaleJulien MenaAudrey van DrogenNadja DietlikerJoëlle TchindaBernd WollscheidMarkus Gabriel ManzBerend SnijderPublished in: Nature cancer (2023)
Multiple myeloma (MM) is a plasma cell malignancy defined by complex genetics and extensive patient heterogeneity. Despite a growing arsenal of approved therapies, MM remains incurable and in need of guidelines to identify effective personalized treatments. Here, we survey the ex vivo drug and immunotherapy sensitivities across 101 bone marrow samples from 70 patients with MM using multiplexed immunofluorescence, automated microscopy and deep-learning-based single-cell phenotyping. Combined with sample-matched genetics, proteotyping and cytokine profiling, we map the molecular regulatory network of drug sensitivity, implicating the DNA repair pathway and EYA3 expression in proteasome inhibitor sensitivity and major histocompatibility complex class II expression in the response to elotuzumab. Globally, ex vivo drug sensitivity associated with bone marrow microenvironmental signatures reflecting treatment stage, clonality and inflammation. Furthermore, ex vivo drug sensitivity significantly stratified clinical treatment responses, including to immunotherapy. Taken together, our study provides molecular and actionable insights into diverse treatment strategies for patients with MM.
Keyphrases
- single cell
- bone marrow
- high throughput
- multiple myeloma
- dna repair
- rna seq
- deep learning
- poor prognosis
- adverse drug
- machine learning
- mesenchymal stem cells
- drug induced
- single molecule
- dna damage
- transcription factor
- oxidative stress
- gene expression
- genome wide
- binding protein
- artificial intelligence
- cell therapy
- clinical practice
- emergency department
- replacement therapy
- optical coherence tomography
- dna damage response
- high speed