2017
DOI: 10.1158/0008-5472.can-17-0502
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An Ex Vivo Platform for the Prediction of Clinical Response in Multiple Myeloma

Abstract: Multiple myeloma remains treatable but incurable. Despite a growing armamentarium of effective agents, choice of therapy, especially in relapse, still relies almost exclusively on clinical acumen. We have developed a system, Mathematical Myeloma Advisor (EMMA), consisting of patient-specific mathematical models parameterized by an assay that reverse engineers the intensity and heterogeneity of chemosensitivity of primary cells from multiple myeloma patients, allowing us to predict clinical response to up to 31… Show more

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Cited by 60 publications
(76 citation statements)
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“…Various three-dimensional cell culture methods, stromal coculture approaches, and advanced acquisition techniques to profile MM drug sensitivity have been reported. [11][12][13][14] However, these MM drug sensitivity profiling approaches have used CD138-selected MM cell cultures in the absence of other immune effector cells. Notably, in the preclinical development of Dara, unselected mononuclear cell (MNC) cultures were used to measure antibody-dependent cellular cytotoxicity (ADCC).…”
Section: Introductionmentioning
confidence: 99%
“…Various three-dimensional cell culture methods, stromal coculture approaches, and advanced acquisition techniques to profile MM drug sensitivity have been reported. [11][12][13][14] However, these MM drug sensitivity profiling approaches have used CD138-selected MM cell cultures in the absence of other immune effector cells. Notably, in the preclinical development of Dara, unselected mononuclear cell (MNC) cultures were used to measure antibody-dependent cellular cytotoxicity (ADCC).…”
Section: Introductionmentioning
confidence: 99%
“…Responses to the currently employed combination therapies occur in the majority of patients initially and become less frequent as the disease relapses and acquires resistance to chemotherapeutic agents . Understanding the mechanisms of immune response and resistance to immunotherapeutic approaches are of considerable interest in multiple myeloma but few predictive biomarkers have been discovered and none of them have changed clinical practice so far …”
Section: Introductionmentioning
confidence: 99%
“…Minimally invasive protocols could provide drug-response information in co-culture systems. This could maintain leukemia and multiple myeloma cells for a longer cultivating time and enhance the screening capabilities of patient samples [45][46][47]. Snijder and colleagues investigated the clinical impact of a newly developed single-cell image analysis technology platform that operates using a combination of multi-parametric immunofluorescence and high-throughput automated microscopy [48].…”
Section: Advances Of Single-cell Functional Studiesmentioning
confidence: 99%