Trial reportThe Lancet. Haematology2019
A clinical prediction model for outcome and therapy delivery in transplant-ineligible patients with myeloma (UK Myeloma Research Alliance Risk Profile): a development and validation study.
Trial report in The Lancet. Haematology, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 60 papers, 2 of them syntheses that pooled it.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
60 citing papers in PubMed, 2 syntheses or guidelines pooled it, 106 citations in OpenAlex.
- Anti-CD38-based quadruplet versus triplet induction regimens in transplant-ineligible newly diagnosed multiple myeloma: a systematic review and meta-analysis.International journal of hematology · 2026Pooled it
- The acceptability of using wearable electronic devices to monitor physical activity of patients with Multiple Myeloma undergoing treatment: a systematic review.Clinical hematology international · 2024Pooled it
- Autologous stem cell transplantation is safe and effective for fit older myeloma patients: exploratory results from the Myeloma XI trial.Haematologica · 2022Trial
- Physical function in patients newly diagnosed with multiple myeloma; a Danish cohort study.BMC cancer · 2020Trial
- Article
- Advances in the application of frailty scoring in the diagnosis and management of elderly patients with multiple myeloma (Review).Oncology reports · 2026Review
- Biomarkers of Cellular Senescence and their Association with Frailty, Clinical Outcomes, and Survival in Multiple Myeloma.Research square · 2026Article
- Article
- Prognostic impact of the immune microenvironment in multiple myeloma: a meta-analysis of current studies.Haematologica · 2025Article
- Treatment of transplant-ineligible multiple myeloma.Blood research · 2025Review
- EHA-EMN Evidence-Based Guidelines for diagnosis, treatment and follow-up of patients with multiple myeloma.Nature reviews. Clinical oncology · 2025Review
- Predicting survival of persons with newly-diagnosed multiple myeloma.Cancer cell international · 2025Article
- Clinical outcomes in older adults treated outside clinical studies: highlighting the octogenarian experience.Blood advances · 2025Article
- Cumulative deficits frailty index and relationship status predict survival in multiple myeloma.Blood advances · 2025Article
- Decreased STING predicts adverse efficacy in bortezomib regimens and poor survival in multiple myeloma.Clinical and experimental medicine · 2025Article
- Identifcation of candidate biomarkers for polyarteritis nodosa using data-independent acquisition mass spectrometry.American journal of translational research · 2025Article
- Efficacy of Anti-CD38 Monoclonal Antibodies for Relapsed or Refractory Multiple Myeloma in Stem Cell Transplant-Ineligible Patients Aged over 65 Years: A Propensity Score-Matched Study.Hematology reports · 2024Article
- Selection determines therapeutic effects: a retrospective analysis of the application of different frailty tools in elderly patients with multiple myeloma.Discover oncology · 2024Article
- Article
- Personalized Treatment of Multiple Myeloma in Frail Patients.Current oncology reports · 2024Review
Corrections and comments
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Authors and funding
13 authors at 4 institutions in 2 countries.
Funding
Abstract
backgroundTolerability of treatments for multiple myeloma can depend on the characteristics of the patient being treated. We aimed to develop and validate a risk profile, using routinely collected data, that could predict overall survival in patients with multiple myeloma who were ineligible for stem-cell transplantation.
methodsWe used patient data from two randomised controlled trials done in patients with newly diagnosed multiple myeloma who were ineligible for stem-cell transplantation (the NCRI Myeloma XI study [NCRI-XI, n=1852] and the MRC Myeloma IX study [MRC-IX, n=520]), to develop the UK Myeloma Research Alliance Risk Profile (MRP) for overall survival. We used multivariable Cox regression with a least absolute shrinkage and selection operator penalty term. Multiple imputation by chained equations was used to account for missing data in the development and internal validation of the model. The MRP was internally validated in NCRI-XI and externally validated in MRC-IX. The D-statistic was estimated in the developed model and used to internally and externally validate the model according to prespecified criteria.
findingsThe MRP included WHO performance status, International Staging System, age, and C-reactive protein concentration as prognostic variables. The MRP was prognostic of overall survival and was successfully internally validated in NCRI-XI and externally validated in MRC-IX (D-statistic NCRI-XI: 0·840 [95% CI 0·718-0·963] and MRC-IX: 0·654 [0·497-0·811]). The MRP groups defining low-risk, medium-risk, and high-risk patients were associated with progression-free survival and early mortality. A decrease in the percentage of protocol dose delivered and quality of life at baseline were associated with increased risk. The MRP groups remained prognostic in patients exposed to different therapeutic combinations and in patients with genetic high-risk disease defined according to both the UK and International Myeloma Working Group definitions.
interpretationWe have developed and externally validated a risk profile for overall survival containing widely available clinical parameters. This risk profile could aid decision making in patients with multiple myeloma ineligible for stem-cell transplantation, but further external validation is required.
fundingMedical Research Council, Novartis, Schering Health Care, Chugai, Pharmion, Celgene, Ortho Biotech, Cancer Research UK, Celgene, Merck Sharp & Dohme, and Amgen.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.