How Laboratory Innovations Are Shaping the Future of Multiple Myeloma Care

Multiple myeloma is a complex hematologic malignancy characterized by significant biological heterogeneity, a relapsing-remission clinical course, and a continuously evolving therapeutic landscape. Accurate and timely laboratory assessment is central to disease management, supporting diagnosis, risk stratification, evaluation of treatment response, and long-term monitoring. Despite major advances in therapy, a critical need remains for laboratory tools that can detect disease with greater sensitivity, capture spatial and clonal tumor heterogeneity, and reflect the true depth of treatment response beyond conventional serological and bone marrow-based criteria. Recent laboratory innovations have the potential to transform myeloma care by enabling earlier detection, more accurate prognostication, and personalized therapeutic strategies. This review focuses specifically on innovative laboratory technologies for the diagnosis of multiple myeloma and the evaluation of treatment response. Within this scope, we examine the current diagnostic approaches and the role of high-throughput technologies for measurable residual disease assessment. We explore the emerging role of liquid biopsy approaches, including circulating tumor cells, cell-free DNA/RNA, and mass spectrometry for ultrasensitive detection of monoclonal proteins. We further discuss novel molecular biomarkers and the integration of artificial intelligence and machine learning tools to enhance data interpretation. The innovations reviewed here represent a shift in the contribution of laboratory medicine to myeloma care, offering a more precise, less invasive, and biologically informative framework for targeted and adaptive clinical decisions.

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Publication Details

Journal
Cancers
Published
2026-04-17
DOI
https://doi.org/10.3390/cancers18081275
Primary Topic
Multiple Myeloma Research and Treatments
Type
article
Field-Weighted Citation Impact
0.00
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article

How Laboratory Innovations Are Shaping the Future of Multiple Myeloma Care

Carlos Costa, Ana Marta Pires, Cristina João, Patrícia Ferraz et al.
Cancers
Multiple Myeloma Research and Treatments
article

How Laboratory Innovations Are Shaping the Future of Multiple Myeloma Care

Carlos Costa, Ana Marta Pires, Cristina João, Patrícia Ferraz, Adriana Isabel Roque, Noemí Puig, Niccolò Bolli, Joana Caetano, Rui Bergantim, Maria Rosário Cunha
article en

Abstract

Multiple myeloma is a complex hematologic malignancy characterized by significant biological heterogeneity, a relapsing-remission clinical course, and a continuously evolving therapeutic landscape. Accurate and timely laboratory assessment is central to disease management, supporting diagnosis, risk stratification, evaluation of treatment response, and long-term monitoring. Despite major advances in therapy, a critical need remains for laboratory tools that can detect disease with greater sensitivity, capture spatial and clonal tumor heterogeneity, and reflect the true depth of treatment response beyond conventional serological and bone marrow-based criteria. Recent laboratory innovations have the potential to transform myeloma care by enabling earlier detection, more accurate prognostication, and personalized therapeutic strategies. This review focuses specifically on innovative laboratory technologies for the diagnosis of multiple myeloma and the evaluation of treatment response. Within this scope, we examine the current diagnostic approaches and the role of high-throughput technologies for measurable residual disease assessment. We explore the emerging role of liquid biopsy approaches, including circulating tumor cells, cell-free DNA/RNA, and mass spectrometry for ultrasensitive detection of monoclonal proteins. We further discuss novel molecular biomarkers and the integration of artificial intelligence and machine learning tools to enhance data interpretation. The innovations reviewed here represent a shift in the contribution of laboratory medicine to myeloma care, offering a more precise, less invasive, and biologically informative framework for targeted and adaptive clinical decisions.

CancersVol. 18(8)
Champalimaud Foundation (PT), University of Lisbon (PT), University of Trás-os-Montes and Alto Douro (PT), Universidade do Porto (PT), University of Milan (IT), Hospitais da Universidade de Coimbra (PT), Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico (IT), Hospital de São João (PT), Ospedale Maggiore (IT), Escola Superior de Tecnologia da Saúde de Coimbra (PT), Transportes Inovação e Sistemas (Portugal) (PT), Administração Regional de Saúde de Lisboa e Vale do Tejo (PT), Instituto de Investigación Biomédica de Salamanca (ES), Centro de Investigación del Cáncer (ES), i3S - Instituto de Investigação e Inovação em Saúde, Universidade do Porto (PT), University of Coimbra (PT), Universidade Nova de Lisboa (PT)
Openalex Percentile: Top 17%
Multiple Myeloma Research and Treatments
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