Evidence map›Paper›PMID 41894685›Full record

Trial reportBlood advances2026

FDG-PET medullary total tumor volume highlights high-risk patients with newly diagnosed multiple myeloma in CASSIOPEIA trial.

Bastien Jamet, Shamimeh Ahrari, Sonja Zweegman, Aurore Perrot, Cyrille Hulin, Denis Caillot, Thierry Facon, Xavier Leleu, Karim Belhadj, Emmanuel Itti and 13 more

Registry-linked trialAbstract readClinical Trial, Phase IIRandomized Controlled Trial
In one paragraph

Trial report in Blood advances, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT02541383 (Study of Daratumumab in Combination With Bortezomib), which is not on this map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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.

2 · The registry

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.

NCT02541383 phase3completednot on this map

Study of Daratumumab in Combination With Bortezomib (VELCADE), Thalidomide, and Dexamethasone (VTD) in the First Line Treatment of Transplant Eligible Subjects With Newly Diagnosed Multiple Myeloma

TypeinterventionalSponsorIntergroupe Francophone du MyelomeRan2015 to 2023Enrolled1,085ConditionsMultiple MyelomaArmsBortezomib (VELCADE), Thalidomide, and Dexamethasone (VTD), Bortezomib, Thalidomide, Dexamethasone (VTD) + daratumumab, Daratumumab
3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

23 authors.

Bastien JametService de Médecine Nucléaire, Centre Hospitalier Universitaire Nantes, Nantes Université, Nantes, France.
Shamimeh AhrariService de Médecine Nucléaire, Centre Hospitalier Universitaire Nantes, Nantes Université, Nantes, France.ORCID 0000-0003-0422-5808
Sonja ZweegmanDepartment of Hematology, Cancer Center Amsterdam, Amsterdam University Medical Center, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.ORCID 0000-0002-5011-1820
Aurore PerrotService d'Hématologie, Centre Hospitalier Universitaire de Toulouse, Institut Universitaire du Cancer de Toulouse Oncopole, Université de Toulouse, Toulouse, France.ORCID 0000-0003-0131-8689
Cyrille HulinDepartment of Hematology, Hôpital Haut Lévêque, University Hospital Bordeaux, Pessac, France.
Denis CaillotCentre Hospitalier Universitaire Dijon, Hôpital Du Bocage, Dijon, France.
Thierry FaconService des Maladies du Sang, Centre Hospitalier Universitaire Lille, University of Lille, Lille, France.
Xavier LeleuCentre Hospitalier Universitaire Poitiers, Hôpital la Milétrie, Poitiers, France.ORCID 0000-0002-9822-4170
Karim BelhadjLymphoid Malignancies Unit, Hôpital Henri Mondor, Créteil, France.ORCID 0000-0002-7455-5434
Emmanuel IttiDepartment of Nuclear Medicine, Hôpital Henri Mondor, Créteil, France.ORCID 0000-0003-1578-4058
Lionel KarlinCentre Hospitalier Lyon-Sud Hématologie, Pierre-Bénite, France.
Clément BaillyService de Médecine Nucléaire, Centre Hospitalier Universitaire Nantes, Nantes Université, Nantes, France.
Mark-David LevinAlbert Schweitzer Ziekenhuis, Dordrecht, The Netherlands.ORCID 0000-0003-2139-3547
Monique C MinnemaDepartment of Hematology, University Medical Center Utrecht, Utrecht, The Netherlands.ORCID 0000-0002-3139-8379
Caroline Bodet-MilinService de Médecine Nucléaire, Centre Hospitalier Universitaire Nantes, Nantes Université, Nantes, France.ORCID 0000-0002-8219-3592
Bart de KeizerDepartment of Nuclear Medicine and Radiology, University Medical Center Utrecht, Utrecht, The Netherlands.ORCID 0000-0002-6270-9483
Jill CorreUnite de Genomique du Myelome, Institut Universitaire du Cancer-Oncopole, Toulouse, France.ORCID 0000-0003-1580-6106
Pieter SonneveldErasmus MC Cancer Institute, Rotterdam, The Netherlands.ORCID 0000-0002-0808-2237
Diana MateusNantes Université, Centrale Nantes, Centre National de la Recherche Scientifique, Laboratoire des Sciences du Numérique de Nantes, Unité Mixte de Recherche 6004, Nantes, France.ORCID 0000-0002-2252-8717
Philippe MoreauNantes Université, University of Angers, Centre Hospitalier Universitaire Nantes, INSERM, Centre National de la Recherche Scientifique, Centre de Recherche en Cancérologie et Immunologie Intégrée Nantes Angers, Nantes, France.
Cyrille TouzeauNantes Université, University of Angers, Centre Hospitalier Universitaire Nantes, INSERM, Centre National de la Recherche Scientifique, Centre de Recherche en Cancérologie et Immunologie Intégrée Nantes Angers, Nantes, France.
Françoise Kraeber-BodéréService de Médecine Nucléaire, Centre Hospitalier Universitaire Nantes, Nantes Université, Nantes, France.ORCID 0000-0002-3417-0759
Thomas CarlierService de Médecine Nucléaire, Centre Hospitalier Universitaire Nantes, Nantes Université, Nantes, France.ORCID 0000-0002-6932-7322

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

abstractThis study aimed to assess the prognostic value of medullary total metabolic tumor volume (mTMTV) derived from fluorodeoxyglucose-positron emission tomography/computed tomography ([18F]FDG-PET/CT) compared with conventional PET-derived features and biological/chromosomal abnormalities in patients with newly diagnosed multiple myeloma (NDMM) treated with daratumumab for induction/consolidation and/or maintenance and enrolled in CASSIOPET, a companion study of CASSIOPEIA, with long-term follow-up. Automated bone/liver CT-based segmentation were applied to the baseline [18F]FDG-PET images, with mTMTV being defined using the median liver background as the cut-off, including focal lesions and diffuse bone marrow (BM) involvement. Both univariate/multivariate Cox and machine learning (ML)-based survival models were performed. A total of 195 patients were included, 81% of them PET-positive. Multivariate analysis demonstrated independent prognostic value of mTMTV for progression-free survival (PFS) (P< .001) and overall survival (OS) (P< .001), complementary to Revised International Staging System (R-ISS) (P = .008 and P< .001, respectively). The ML model confirmed these findings, achieving concordance index of 0.609 and 0.659 and identifying mTMTV as the most informative feature for PFS and OS. Adding R-ISS, BM maximum standardized uptake value (SUVmax) and anemia to mTMTV accounted for >60% of the ML model explanation for PFS and adding R-ISS, the number of focal lesions and BM SUVmax for >60% of the model for OS. Combining R-ISS and mTMTV enabled the creation of 2 new-risk subgroups. In conclusion, this prospective study demonstrated the prognostic relevance of [18F]FDG-PET/CT-based parameters in the initial workup of patients with NDMM in the era of anti-CD38-based therapy. mTMTV was found to have strong independent prognostic value, complementary to R-ISS and refining risk stratification. This trial was registered at www.clinicaltrials.gov as #NCT02541383.

Indexed as

Fluorodeoxyglucose F18Multiple MyelomaPositron Emission Tomography Computed TomographyTumor BurdenAgedFemaleHumansMaleMiddle AgedPositron-Emission TomographyPrognosisFluorodeoxyglucose F18

Identifiers

PMID41894685
PMCPMC13234470

What OpenQuestion holds

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LicenceCC BY-NC-ND
Read underepoch 390

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.