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Updated: Feb 10, 2026

Author Spotlight: Peptidome Extraction from Small Extracellular Vesicles Isolated from Bone Marrow-Derived Macrophages
Published on: June 30, 2023
Identification of Extracellular Vesicle Signatures of Daratumumab Treated Multiple Myeloma
Kieran Brennan1,2, Katrine F Iversen3,4, Alfonso Blanco-Fernández5
1School of Biomolecular and Biomedical Science, University College Dublin (UCD), Dublin, Ireland.
Abstract:
Daratumumab (DARA) is a human monoclonal antibody for the treatment of multiple myeloma (MM), an incurable hematologic malignancy characterised by the accumulation of malignant plasma cells, located in the bone marrow (BM). We previously reported that peripheral blood plasma (PB) extracellular vesicles (EVs), isolated from 57 MM patients treated with DARA contain elevated CD55, CD59 and CD147 relative to healthy PB EVs, and elevated PDL1 was associated with patient response to DARA. The aim of this study was to identify additional proteins altered in these patients in order to generate predictive MM EV protein signatures. Flow cytometry analysis revealed that CD31, CD36 and CD44 were significantly elevated in MM PB EVs relative to healthy PB EVs, while CD8 and LAT1 were significantly decreased. CD38, LAT1 and PDL1 were significantly higher in PB EVs of patients with a long-term response to DARA. Multivariate ROC curves revealed a diagnostic signature (MM panel) with a sensitivity 86.4% and specificity 91.6%, and a predictive signature (Response panel) with a sensitivity 80% and specificity 91.2%. In conclusion we identified two EV signatures that may have potential as a non-invasive liquid biopsy to complement or replace invasive BM sampling for monitoring patient response to DARA.
Insights
Extracellular vesicles (EVs) in multiple myeloma (MM) patients treated with daratumumab (DARA) show altered protein levels. These EV protein signatures may serve as a non-invasive liquid biopsy for monitoring treatment response.
Area of Science:
- Hematology
- Oncology
- Biochemistry
Background:
- Daratumumab (DARA) is a key therapy for multiple myeloma (MM), a plasma cell malignancy.
- Extracellular vesicles (EVs) in MM patients receiving DARA have shown altered protein profiles, including PDL1, linked to treatment response.
- Identifying additional EV protein markers could enhance monitoring of MM patients.
Purpose of the Study:
- To identify novel protein alterations in peripheral blood (PB) EVs from MM patients treated with DARA.
- To develop predictive protein signatures in EVs for MM diagnosis and DARA treatment response.
- To explore the potential of EV signatures as a non-invasive liquid biopsy alternative to bone marrow sampling.
Main Methods:
- Flow cytometry was used to analyze protein expression on PB EVs from MM patients and healthy controls.
- Proteins such as CD31, CD36, CD44, CD8, LAT1, CD38, and PDL1 were quantified.
- Multivariate Receiver Operating Characteristic (ROC) curve analysis was employed to establish diagnostic and predictive signatures.
Main Results:
- MM PB EVs showed significantly elevated CD31, CD36, and CD44, and decreased CD8 and LAT1 compared to healthy controls.
- Higher levels of CD38, LAT1, and PDL1 in PB EVs correlated with a long-term response to DARA.
- A diagnostic signature (MM panel) achieved 86.4% sensitivity and 91.6% specificity; a predictive signature (Response panel) achieved 80% sensitivity and 91.2% specificity.
Conclusions:
- Two distinct EV protein signatures were identified in MM patients undergoing DARA treatment.
- These signatures demonstrate potential as non-invasive biomarkers for MM diagnosis and monitoring of DARA therapy response.
- EV-based liquid biopsy could complement or replace invasive bone marrow sampling for MM patient management.
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