ClearMed
OncologyReal-World Cohort4 min read

Molecular predictors of minimal residual disease in newly diagnosed multiple myeloma treated with quadruplet therapy

DNA methylation profiling identified nine MRD-linked subgroups distinguished by the extent of hypomethylation in quiescent chromatin and cis/trans signatures of driver translocations.

Published in Nature MedicineObservational cohort study
3/5 Observational
Evidence Meter · 3/5

Real-World Observation

Finds meaningful patterns in human health records or cohorts, though observational data cannot prove direct cause.

Source

Real-World Observation

3/5

These findings define a multiomic classification of NDMM linked to Isa-KRd response. .

What Changes?

Oncology · Real-World Cohort

Current Standard

Conventional oncology practice relies on standard-of-care monitoring and existing regimens prior to this study.

New Finding

Genomic instability features and driver genes such as CCND1 and MYC correlated with differential MRD outcomes.

3 Key Takeaways

Plain English Summary
  1. 01Core Finding

    However, treatment response is heterogeneous and molecular predictors are needed to guide early therapeutic decisions.

  2. 02Study Evidence

    Tested in a study at the real-world stage.

  3. 03Practical Meaning

    A multimodal random forest model integrating genomic, transcriptomic and epigenomic features predicted MRD status after induction, with an area under the curve of 0.77, outperforming clinical and genomic models, while providing comparable discrimination and improved calibration relative to the transcriptomic and epigenomic models.

What This Means for You

Genomic instability features and driver genes such as CCND1 and MYC correlated with differential MRD outcomes. DNA methylation profiling identified nine MRD-linked subgroups distinguished by the extent of hypomethylation in quiescent chromatin and cis/trans signatures of driver translocations.

A multimodal random forest model integrating genomic, transcriptomic and epigenomic features predicted MRD status after induction, with an area under the curve of 0.77, outperforming clinical and genomic models, while providing comparable discrimination and improved calibration relative to the transcriptomic and epigenomic models. These findings define a multiomic classification of NDMM linked to Isa-KRd response. .

The Discovery

Quadruplet therapy, combining anti-CD38 antibodies, immunomodulatory drugs, proteasome inhibitors and dexamethasone, is now the standard induction treatment for newly diagnosed multiple myeloma (NDMM). However, treatment response is heterogeneous and molecular predictors are needed to guide early therapeutic decisions. We performed integrated genomic, transcriptomic and epigenomic profiling of 423 tumor samples from patients with NDMM from the MIDAS to characterize molecular heterogeneity and its association with measurable residual disease (MRD) after quadruplet induction with isatuximab, carfilzomib, lenalidomide and dexamethasone (Isa-KRd). Postinduction MRD-negativity rates varied significantly across gene expression subtypes, with HP1/HP3 and MS groups showing superior responses compared to the MF and CD2 subtypes. B cell differentiation was associated with MRD positivity, while proliferation and MYC programs were associated with MRD negativity. These MRD-associated transcriptomic features were independently validated in the CASSIOPEIA . Whole-genome sequencing revealed both known (APOBEC mutagenesis, chromothripsis) and new genomic instability phenotypes validated in the MMRF , including mismatch repair deficiency driven by pathogenic MSH2 mutations and a focal deletion signature linked to BRCA2 inactivation. New driver alterations were identified, including translocations activating IRAK1 and FOXR1 fusions, with independent validation.

How It Works, Simply

This oncology research focuses on antibodies · Immune response · Genetics. Researchers evaluated it using an observational cohort study at the real-world cohort stage of medical research.

3 Key Takeaways

Clinical Takeaways
  1. 01Core Finding

    However, treatment response is heterogeneous and molecular predictors are needed to guide early therapeutic decisions.

  2. 02Study Evidence

    Tested in a study at the real-world stage.

  3. 03Practical Meaning

    A multimodal random forest model integrating genomic, transcriptomic and epigenomic features predicted MRD status after induction, with an area under the curve of 0.77, outperforming clinical and genomic models, while providing comparable discrimination and improved calibration relative to the transcriptomic and epigenomic models.

01

Biological Mechanism & Study Design

Study Design & Cohort

Observational cohort study

Observational cohort study · Real-World Cohort

Biological Pathway & Modality

Antibodies · Immune response · Genetics

Intervention: Molecular predictors of minimal residual disease in newly diagnosed multiple myeloma

02

Experimental Findings & Endpoints

Quadruplet therapy, combining anti-CD38 antibodies, immunomodulatory drugs, proteasome inhibitors and dexamethasone, is now the standard induction treatment for newly diagnosed multiple myeloma (NDMM).

However, treatment response is heterogeneous and molecular predictors are needed to guide early therapeutic decisions. We performed integrated genomic, transcriptomic and epigenomic profiling of 423 tumor samples from patients with NDMM from the MIDAS to characterize molecular heterogeneity and its association with measurable residual disease (MRD) after quadruplet induction with isatuximab, carfilzomib, lenalidomide and dexamethasone (Isa-KRd).

Postinduction MRD-negativity rates varied significantly across gene expression subtypes, with HP1/HP3 and MS groups showing superior responses compared to the MF and CD2 subtypes. B cell differentiation was associated with MRD positivity, while proliferation and MYC programs were associated with MRD negativity.

These MRD-associated transcriptomic features were independently validated in the CASSIOPEIA . Whole-genome sequencing revealed both known (APOBEC mutagenesis, chromothripsis) and new genomic instability phenotypes validated in the MMRF , including mismatch repair deficiency driven by pathogenic MSH2 mutations and a focal deletion signature linked to BRCA2 inactivation.

New driver alterations were identified, including translocations activating IRAK1 and FOXR1 fusions, with independent validation.

03

Clinical Translation & Practice Context

Genomic instability features and driver genes such as CCND1 and MYC correlated with differential MRD outcomes.

DNA methylation profiling identified nine MRD-linked subgroups distinguished by the extent of hypomethylation in quiescent chromatin and cis/trans signatures of driver translocations.

A multimodal random forest model integrating genomic, transcriptomic and epigenomic features predicted MRD status after induction, with an area under the curve of 0.77, outperforming clinical and genomic models, while providing comparable discrimination and improved calibration relative to the transcriptomic and epigenomic models. These findings define a multiomic classification of NDMM linked to Isa-KRd response. .

03

The Bottom Line · Clinical Pearl

“These findings define a multiomic classification of NDMM linked to Isa-KRd response. .”

Published in Nature Medicine · Current Stage: Real-World Cohort

Practical Next Step

Questions for Your Next Doctor Visit

  1. 1Based on my health history, do these oncology findings (patients with NDMM from the MIDAS cohort to characterize molecular heter) apply to my situation?
  2. 2How do the potential benefits of this approach compare with the standard care I'm currently using?
  3. 3Given the study's key limitation (observational cohort findings reveal real-world links, though lifestyle or unmeasured factors cannot be fully ruled out without an RCT.), what risks or follow-up steps should we watch for?
Oncology · Real-World Cohort
Study Type
Observational cohort study

Observational cohort study

Evidence Score
3/5 · Real-World Observation
Evidence Meter · 3/5

Real-World Observation

Finds meaningful patterns in human health records or cohorts, though observational data cannot prove direct cause.

Finds meaningful patterns in human health records or cohorts, though observational data cannot prove direct cause.

Who It Applies To
Patients with NDMM from the MIDAS cohort to characterize molecular heter
Intervention & Mechanism
Molecular predictors of minimal residual disease in newly diagnosed multiple myeloma

Antibodies · Immune response · Genetics

Key Limitation
Observational cohort findings reveal real-world links, though lifestyle or unmeasured factors cannot be fully ruled out without an RCT.

Translational Stage

LEVEL 2 · Real-World Cohort

Classified as Observational cohort study along the clinical evidence continuum

  1. Lab & Discovery
  2. Early Trials
  3. Human Evidence
  4. 4Real-World CohortActive

Indexed Clinical Entities

Original Publication & AMA Citation

Molecular predictors of minimal residual disease in newly diagnosed multiple myeloma treated with quadruplet therapy. Nature Medicine. Published 2026;Oct 19. Accessed November 15, 2026. https://pubmed.ncbi.nlm.nih.gov/42897348/

Nature Medicine

https://pubmed.ncbi.nlm.nih.gov/42897348/

Read Original Paper

Continue Reading

Related in Oncology

View all Oncology briefings →
ONCOLOGY · REAL-WORLD COHORT

Curative-intent management of de novo metastatic nasopharyngeal carcinoma: an evidence-based consensus guideline from the International Collaborating Oncology Organisations

This guideline provides a practical framework for standardisation of clinical management of de novo metastatic nasopharyngeal carcinoma and identification of key evidence gaps for future research. We recommend that curative-intent treatment should be offered to medically fit patients with no more than three metastatic lesions in two or fewer organs at baseline or following response to systemic therapy; multimodality treatment (comprising immunochemotherapy, locoregional radiotherapy, metastasis-directed therapy, and maintenance therapy) is recommended.

3/5 Observational
Evidence Meter · 3/5

Real-World Observation

Finds meaningful patterns in human health records or cohorts, though observational data cannot prove direct cause.

1 min readThe Lancet Oncology
ONCOLOGY · CLINICAL PRACTICE

Neoadjuvant short-course radiotherapy followed by camrelizumab and chemotherapy versus standard of care for locally advanced rectal cancer (UNION): a prespecified interim analysis of a multicentre, open-label, randomised, phase 3 trial

In this interim analysis, short-course radiotherapy followed by camrelizumab and CAPOX significantly improved 3-year event-free survival in patients with locally advanced rectal cancer, with a safety profile similar to long-course chemoradiotherapy followed by CAPOX. Comparison of this promising new treatment strategy with contemporary total neoadjuvant therapy strategies is warranted.

5/5 Gold Standard
Evidence Meter · 5/5

Gold-Standard Human Evidence

Backed by randomized controlled human trials or a formal meta-analysis pooling multiple clinical studies.

1 min readThe Lancet Oncology
ONCOLOGY · REAL-WORLD COHORT

Development of the Children's Oncology Group long-term follow-up guideline for cancer genetics evaluation in childhood cancer survivors

Raising awareness of this guideline is crucial to enhancing the integration of genetics into survivorship care and improving health outcomes for childhood cancer survivors with CPS. This Policy Review details the importance, development, and anticipated impact of this new guideline.

3/5 Observational
Evidence Meter · 3/5

Real-World Observation

Finds meaningful patterns in human health records or cohorts, though observational data cannot prove direct cause.

1 min readThe Lancet Oncology