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1.
J Immunother Cancer ; 12(10)2024 Oct 07.
Article in English | MEDLINE | ID: mdl-39379098

ABSTRACT

BACKGROUND: Chimeric antigen receptor (CAR) T-cell therapy has demonstrated significant benefits in the treatment of relapsed/refractory multiple myeloma (RRMM). However, these outcomes can be compromised by severe complications, including cytokine release syndrome, immune effector cell-associated neurotoxicity syndrome (ICANS) and immune effector cell-associated hematotoxicity (ICAHT), predisposing for life-threatening infections. METHODS: This retrospective observational study examined a total of 129 patients with RRMM who had received idecabtagene vicleucel (ide-cel) at two major myeloma centers in Germany and one center in the USA to assess the Endothelial Activation and Stress Index (EASIX) as a risk marker for an unfavorable clinical course and outcome after CAR T-cell therapy. EASIX is calculated by lactate dehydrogenase (U/L) × creatinine (mg/dL) / platelets (109 cells/L) and was determined before lymphodepletion (baseline) and at the day of CAR T-cell infusion (day 0). The analysis was extended to EASIX derivatives and the CAR-HEMATOTOX score. RESULTS: An elevated baseline EASIX (>median) was identified as a risk marker for severe late ICAHT, manifesting with an impaired hematopoietic reconstitution and pronounced cytopenias during the late post-CAR-T period. Patients with high EASIX levels (>upper quartile) were particularly at risk, as evidenced by an increased rate of an aplastic phenotype of neutrophil recovery, severe late-onset infections and ICANS. Finally, we found associations between baseline EASIX and an inferior progression-free and overall survival. Moreover, the EASIX at day 0 also demonstrated potential to serve as a risk marker for post-CAR-T complications and adverse outcomes. CONCLUSIONS: In conclusion, EASIX aids in risk stratification at clinically relevant time points prior to CAR T-cell therapy with ide-cel. Increased EASIX levels might help clinicians to identify vulnerable patients to adapt peri-CAR-T management at an early stage.


Subject(s)
Immunotherapy, Adoptive , Multiple Myeloma , Humans , Multiple Myeloma/therapy , Multiple Myeloma/immunology , Male , Female , Middle Aged , Immunotherapy, Adoptive/adverse effects , Immunotherapy, Adoptive/methods , Aged , Retrospective Studies , Adult , Receptors, Chimeric Antigen , Risk Assessment , Biological Products/therapeutic use , Treatment Outcome , Cytokine Release Syndrome/etiology
2.
Oncology ; : 1-22, 2024 Oct 03.
Article in English | MEDLINE | ID: mdl-39362191

ABSTRACT

Introduction Although recent data suggest that Melphalan high-dose therapy followed by autologous stem cell transplantation (HDT/ASCT) is safe and effective in eligible multiple myeloma (MM) patients up to the age of 75 years, its value in elderly MM patients is still controversially discussed. Methods We retrospectively analyzed 607 MM patients ≥ 60 years old, who were admitted to our institution for first-line or salvage HDT/ASCT between January 2007 and October 2018. We assigned them to three groups according to age at HDT/ASCT: 60-64 years (S1), 65-69 years (S2) and ≥ 70 years (S3). We compared progression-free and overall survival, duration of hospitalization, complications, transfers to intermediate or intensive care unit, readmissions after discharge and deaths within 100 days after HDT/ASCT between these groups. Results Age did not impact progression-free and overall survival after first-line and salvage HDT/ASCT. Patients ≥ 70 years old at first HDT/ASCT had a longer hospitalization compared to patients 60-64 years old, however, the difference in the length of hospitalization was only marginal. Rates of febrile neutropenia, mucositis, transfers to intermediate or intensive care unit, readmissions after discharge and deaths within 100 days after HDT/ASCT were similar in the three age groups of patients receiving first or salvage HDT/ASCT. Patients with a Charlson Comorbidity Index ≥ 2 receiving first HDT/ASCT had a higher risk for a transfer to intermediate or intensive care unit. Conclusion Our analysis shows that HDT/ASCT is safe and effective in eligible elderly MM patients in first-line treatment and at relapse. A careful patient selection according to biological rather than chronological age is of crucial importance.

3.
Future Oncol ; : 1-15, 2024 Sep 30.
Article in English | MEDLINE | ID: mdl-39345094

ABSTRACT

What is this summary about? This is a summary of a publication about the GMMG-CONCEPT study that was published in the Journal of Clinical Oncology in September 2023. The study tested if a combination of cancer drugs (isatuximab plus carfilzomib, lenalidomide, and dexamethasone, or Isa-KRd for short) was a safe treatment for people with high­risk newly diagnosed multiple myeloma. The GMMG-CONCEPT study included participants who had not been treated before and were eligible to receive a procedure called autologous stem cell transplant, as well as participants who were not eligible to receive transplants.How was the study in this summary conducted? This report looked at a total of 125 participants; 99 were transplant-eligible and 26 were transplant-non-eligible. All participants were treated with Isa-KRd. The researchers measured the proportion of people who had 'no detectable levels' of myeloma cells in their body left while on treatment (called minimal residual disease negativity, or MRD negativity for short). The researchers measured the progression-free survival, or the average length of time it took between the participants joining the study until their cancer got worse or they died. The researchers also measured overall survival, which is the total amount of time people lived during the study, even if their cancer got worse. The researchers also monitored for side effects of Isa-KRd in all participants that received at least one treatment.What were the results of the study? At the end of the consolidation therapy (intensified therapy that happens after initial therapy), MRD negativity was observed in the majority of transplant-eligible and transplant non-eligible patients. For many patients, this effect lasted 6 or more months. After more than 3 years in transplant eligible participants and 2 years and 9 months for transplant non-eligible participants, most participants were alive and their disease did not get worse. In both groups, the most common side effects of Isa-KRd treatment were low blood cell counts and infections. Overall, most of the side effects did not last long or were easily treated.What were the main conclusions reported by the researchers? In the GMMG-CONCEPT study, Isa-KRd treatment reduced the number of myeloma cells to no detectable levels in more than two thirds of the participants with high-risk newly diagnosed multiple myeloma.Clinical Trial Registration: NCT03104842 (ClinicalTrials.gov).

4.
Leukemia ; 2024 Sep 25.
Article in English | MEDLINE | ID: mdl-39322709

ABSTRACT

Treatment of relapsed/refractory multiple myeloma (RRMM) is challenging as patients exhaust all available therapies and the disease becomes refractory to standard drug classes. Here we report the final results of LocoMMotion, the first prospective study of real-world clinical practice (RWCP) in triple-class exposed (TCE) patients with RRMM, with a median follow-up of 26.4 months (range, 0.1-35.0). Patients (N = 248) had received median 4 prior LOT (range, 2-13) at enrollment. 91 unique regimens were used in index LOT. Overall response rate was 31.9% (95% CI, 26.1-38.0), median progression-free survival (PFS) was 4.6 months (95% CI, 3.9-5.6) and median overall survival was 13.8 months (95% CI, 10.8-17.0). 152 patients (61.3%) had subsequent LOTs with 134 unique regimens, of which 78 were used in first subsequent LOT. Median PFS2 (from start of study through first subsequent LOT) was 10.8 months (95% CI, 8.4-13.0). 158 patients died on study, 67.7% due to progressive disease. Additional subgroup analyses and long-term safety summaries are reported. The high number of RWCP treatment regimens utilized and poor clinical outcomes confirm a lack of standardized treatment for TCE patients with RRMM, highlighting the need for new treatments with novel mechanisms.

5.
bioRxiv ; 2024 Sep 04.
Article in English | MEDLINE | ID: mdl-39282268

ABSTRACT

To comprehensively unravel the temporal relationship between initiating and driver events and its impact on clinical outcomes, we analyzed 421 whole-genome sequencing profiles from 382 patients. Using clock-like mutational signatures, we estimated a time lag of 2-4 decades between initiating events and diagnosis. In patients with hyperdiploidy, we demonstrate that trisomies of odd-numbered chromosomes can be acquired simultaneously with other chromosomal gains, such as 1q gain. We provide evidence that hyperdiploidy is acquired after canonical IGH translocation when both events are present. Finally, patients with early 1q gain had adverse outcomes similar to those with 1q amplification (>1 extra-copies), but faring worse than those with late 1q gain. This underscores that the prognostic impact of 1q gain/amp depends more on the timing of acquisition than on the number of extra copies gained. Overall, this study contributes to a better understanding of the life history of MM and may have prognostic implications.

6.
Nat Commun ; 15(1): 6644, 2024 Aug 05.
Article in English | MEDLINE | ID: mdl-39103364

ABSTRACT

Multiple myeloma (MM) is an incurable malignancy of plasma cells. Epidemiological studies indicate a substantial heritable component, but the underlying mechanisms remain unclear. Here, in a genome-wide association study totaling 10,906 cases and 366,221 controls, we identify 35 MM risk loci, 12 of which are novel. Through functional fine-mapping and Mendelian randomization, we uncover two causal mechanisms for inherited MM risk: longer telomeres; and elevated levels of B-cell maturation antigen (BCMA) and interleukin-5 receptor alpha (IL5RA) in plasma. The largest increase in BCMA and IL5RA levels is mediated by the risk variant rs34562254-A at TNFRSF13B. While individuals with loss-of-function variants in TNFRSF13B develop B-cell immunodeficiency, rs34562254-A exerts a gain-of-function effect, increasing MM risk through amplified B-cell responses. Our results represent an analysis of genetic MM predisposition, highlighting causal mechanisms contributing to MM development.


Subject(s)
B-Cell Maturation Antigen , Genetic Predisposition to Disease , Genome-Wide Association Study , Multiple Myeloma , Polymorphism, Single Nucleotide , Multiple Myeloma/genetics , Humans , B-Cell Maturation Antigen/genetics , Mendelian Randomization Analysis , B-Lymphocytes/immunology , B-Lymphocytes/metabolism , Case-Control Studies , Transmembrane Activator and CAML Interactor Protein/genetics , Male , Telomere/genetics
7.
Blood Cancer J ; 14(1): 140, 2024 Aug 20.
Article in English | MEDLINE | ID: mdl-39164264

ABSTRACT

Genome-wide association studies (GWASs) based on common single nucleotide polymorphisms (SNPs) have identified several loci associated with the risk of monoclonal gammopathy of unknown significance (MGUS), a precursor condition for multiple myeloma (MM). We hypothesized that analyzing haplotypes might be more useful than analyzing individual SNPs, as it could identify functional chromosomal units that collectively contribute to MGUS risk. To test this hypothesis, we used data from our previous GWAS on 992 MGUS cases and 2910 controls from three European populations. We identified 23 haplotypes that were associated with the risk of MGUS at the genome-wide significance level (p < 5 × 10-8) and showed consistent results among all three populations. In 10 genomic regions, strong promoter, enhancer and regulatory element-related histone marks and their connections to target genes as well as genome segmentation data supported the importance of these regions in MGUS susceptibility. Several associated haplotypes affected pathways important for MM cell survival such as ubiquitin-proteasome system (RNF186, OTUD3), PI3K/AKT/mTOR (HINT3), innate immunity (SEC14L1, ZBP1), cell death regulation (BID) and NOTCH signaling (RBPJ). These pathways are important current therapeutic targets for MM, which may highlight the advantage of the haplotype approach homing to functional units.


Subject(s)
Genetic Predisposition to Disease , Genome-Wide Association Study , Haplotypes , Monoclonal Gammopathy of Undetermined Significance , Polymorphism, Single Nucleotide , Humans , Monoclonal Gammopathy of Undetermined Significance/genetics , Male , Female , Multiple Myeloma/genetics
8.
Blood Cancer J ; 14(1): 148, 2024 Aug 27.
Article in English | MEDLINE | ID: mdl-39191769

ABSTRACT

Risk of progression of monoclonal gammopathy of undetermined significance (MGUS) into multiple myeloma and related plasma cell disorders can be determined by three major risk stratification models, namely Mayo2005, Sweden2014, and NCI2019. This retrospective study of 427 patients with MGUS diagnosed according to the 2014 International Myeloma Working Group criteria aimed to describe and analyze the longitudinal applicability of these risk models. In all three models, the majority of patients remained at their baseline risk group, whereas small numbers of patients migrated to a different risk group. Proportions of patients among risk groups remained stable over time (e.g. Mayo2005 model, low-risk group, at baseline: 43%, after 1, 2, 3, 4, 5, and 8 years: 40%, 37%, 37%, 43%, 44%, and 43%). All three risk models reliably distinguished risk of progression at baseline, upon yearly reassessment (e.g. 1 year from diagnosis) and in time-dependent analyses. Upstaging to a high-risk category was associated with an increased risk of progression in all three models (Mayo2005: hazard ratio [HR] = 5.43, 95% confidence interval [95% CI] 1.21-24.39, p = 0.027; Sweden2014: HR = 13.02, 95% CI 5.25-32.28, p < 0.001; NCI2019: HR = 5.85, 95% CI 2.49-13.74, p < 0.001). Our study shows that MGUS risk stratification models can be applied longitudinally to repeatedly determine and improve individual risk of progression. Patient migration to higher risk categories during follow up should prompt more frequent monitoring in clinical routine.


Subject(s)
Disease Progression , Monoclonal Gammopathy of Undetermined Significance , Humans , Monoclonal Gammopathy of Undetermined Significance/epidemiology , Monoclonal Gammopathy of Undetermined Significance/diagnosis , Male , Female , Aged , Middle Aged , Retrospective Studies , Risk Assessment , Aged, 80 and over , Longitudinal Studies , Adult , Multiple Myeloma/epidemiology , Multiple Myeloma/diagnosis , Risk Factors
9.
Radiologie (Heidelb) ; 2024 Jul 17.
Article in English | MEDLINE | ID: mdl-39020050

ABSTRACT

BACKGROUND: A recent innovation in computed tomography (CT) imaging has been the introduction of photon-counting detector CT (PCD-CT) systems, which are able to register the number and the energy level of incoming x­ray photons and have smaller detector elements compared with conventional CT scanners that operate with energy-integrating detectors (EID-CT). OBJECTIVES: The study aimed to evaluate the potential benefits of a novel, non-CE certified PCD-CT in detecting myeloma-associated osteolytic bone lesions (OL) compared with a state-of-the-art EID-CT. MATERIALS AND METHODS: Nine patients with multiple myeloma stage III (according to Durie and Salmon) underwent magnetic resonance imaging (MRI), EID-CT, and PCD-CT of the lower lumbar spine and pelvis. The PCD-CT and EID-CT images of all myeloma lesions that were visible in clinical MRI scans were reviewed by three radiologists for corresponding OL. Additionally, the visualization of destructions to cancellous or cortical bone, and trabecular structures, was compared between PCD-CT and EID-CT. RESULTS: Readers detected 21% more OL in PCD-CT than in EID-CT images (138 vs. 109; p < 0.0001). The sensitivity advantage of PCD-CT in lesion detection increased with decreasing lesion size. The visualization quality of cancellous and cortical destructions as well as of trabecular structures was rated higher by all three readers in PCD-CT images (mean image quality improvements for PCD-CT over EID-CT were +0.45 for cancellous and +0.13 for cortical destructions). CONCLUSIONS: For myeloma-associated OL, PCD-CT demonstrated significantly higher sensitivity, especially with small size. Visualization of bone tissue and lesions was considered significantly better in PCD-CT than in EID-CT. This implies that PCD-CT scanners could potentially be used in the early detection of myeloma-associated bone lesions.

10.
JCO Precis Oncol ; 8: e2300613, 2024 Jul.
Article in English | MEDLINE | ID: mdl-38986047

ABSTRACT

PURPOSE: Given the high heterogeneity in survival for patients with multiple myeloma, it would be clinically useful to quantitatively predict the individual survival instead of attributing patients to two to four risk groups as in current models, for example, revised International Staging System (R-ISS), R2-ISS, or Mayo-2022-score. PATIENTS AND METHODS: Our aim was to develop a quantitative prediction tool for individual patient's 3-/5-year overall survival (OS) probability. We integrated established clinical and molecular risk factors into a comprehensive prognostic model and evaluated and validated its risk discrimination capabilities versus R-ISS, R2-ISS, and Mayo-2022-score. RESULTS: A nomogram for estimating OS probabilities was built on the basis of a Cox regression model. It allows one to translate the individual risk profile of a patient into 3-/5-year OS probabilities by attributing points to each prognostic factor and summing up all points. The nomogram was externally validated regarding discrimination and calibration. There was no obvious bias or overfitting of the prognostic index on the validation cohort. Resampling-based and external evaluation showed good calibration. The c-index of the model was similar on the training (0.76) and validation cohort (0.75) and significantly higher than for the R-ISS (P < .001) or R2-ISS (P < .01). CONCLUSION: In summary, we developed and validated individual quantitative nomogram-based OS prediction. Continuous risk assessment integrating molecular prognostic factors is superior to R-ISS, R2-ISS, or Mayo-2022-score alone.


Subject(s)
Bortezomib , Multiple Myeloma , Nomograms , Transplantation, Autologous , Multiple Myeloma/mortality , Multiple Myeloma/therapy , Multiple Myeloma/drug therapy , Humans , Bortezomib/therapeutic use , Male , Female , Middle Aged , Aged , Prognosis , Hematopoietic Stem Cell Transplantation , Antineoplastic Agents/therapeutic use , Induction Chemotherapy , Adult , Survival Rate
11.
N Engl J Med ; 2024 Jun 03.
Article in English | MEDLINE | ID: mdl-38832972

ABSTRACT

BACKGROUND: Bortezomib, lenalidomide, and dexamethasone (VRd) is a preferred first-line treatment option for patients with newly diagnosed multiple myeloma. Whether the addition of the anti-CD38 monoclonal antibody isatuximab to the VRd regimen would reduce the risk of disease progression or death among patients ineligible to undergo transplantation is unclear. METHODS: In an international, open-label, phase 3 trial, we randomly assigned, in a 3:2 ratio, patients 18 to 80 years of age with newly diagnosed multiple myeloma who were ineligible to undergo transplantation to receive either isatuximab plus VRd or VRd alone. The primary efficacy end point was progression-free survival. Key secondary end points included a complete response or better and minimal residual disease (MRD)-negative status in patients with a complete response. RESULTS: A total of 446 patients underwent randomization. At a median follow-up of 59.7 months, the estimated progression-free survival at 60 months was 63.2% in the isatuximab-VRd group, as compared with 45.2% in the VRd group (hazard ratio for disease progression or death, 0.60; 98.5% confidence interval, 0.41 to 0.88; P<0.001). The percentage of patients with a complete response or better was significantly higher in the isatuximab-VRd group than in the VRd group (74.7% vs. 64.1%, P = 0.01), as was the percentage of patients with MRD-negative status and a complete response (55.5% vs. 40.9%, P = 0.003). No new safety signals were observed with the isatuximab-VRd regimen. The incidence of serious adverse events during treatment and the incidence of adverse events leading to discontinuation were similar in the two groups. CONCLUSIONS: Isatuximab-VRd was more effective than VRd as initial therapy in patients 18 to 80 years of age with newly diagnosed multiple myeloma who were ineligible to undergo transplantation. (Funded by Sanofi and a Cancer Center Support Grant; IMROZ ClinicalTrials.gov number, NCT03319667.).

12.
Int J Mol Sci ; 25(12)2024 Jun 11.
Article in English | MEDLINE | ID: mdl-38928138

ABSTRACT

Based on the lack of differences in progression-free and overall survival after a median follow-up of 93 months in our HOVON-65/GMMG-HD4 trial (German part; n = 395) randomizing VAD induction (vincristin/adriamycin/dexamthasone)/tandem-transplantation/thalidomide-maintenance vs. PAD induction (bortezomib/adriamycin/dexamethasone)/tandem transplantation/bortezomib maintenance, we discern how chromosomal aberrations determine long-term prognosis by different patterns of association with proliferation and treatment-dependent response, whether responses achieved by different regimens are equal regarding prognosis, and whether subpopulations of patients could be defined as treatable without upfront "novel agents" in cases of limited resources, e.g., in low- or middle-income countries. Serum parameters and risk factors were assessed in 395 patients. CD138-purified plasma cells were subjected to fluorescence in situ hybridization (n = 354) and gene expression profiling (n = 204). We found chromosomal aberrations to be associated in four patterns with survival, proliferation, and response: deletion (del) del17p13, del8p21, del13q14, (gain) 1q21+, and translocation t(4;14) (all adverse) associate with higher proliferation. Of these, del17p is associated with an adverse response (pattern 1), and 1q21+, t(4;14), and del13q14 with a treatment-dependent better response (pattern 2). Hyperdiploidy associates with lower proliferation without impacting response or survival (pattern 3). Translocation t(11;14) has no association with survival but a treatment-dependent adverse response (pattern 4). Significantly fewer patients reach a near-complete response or better with "conventional" (VAD) vs. bortezomib-based treatment after induction or high-dose melphalan. These patients, however, show significantly better median progression-free and overall survival. Molecularly, patients responding to the two regimens differ in gene expression, indicating distinct biological properties of the responding myeloma cells. Patients with normal renal function (89.4%), low cytogenetic risk (72.5%), or low proliferation rate (37.9%) neither benefit in progression-free nor overall survival from bortezomib-based upfront treatment. We conclude that response level, the treatment by which it is achieved, and molecular background determine long-term prognosis. Chromosomal aberrations are associated in four patterns with proliferation and treatment-dependent responses. Associations with faster and deeper responses can be deceptive in the case of prognostically adverse aberrations 1q21+ and t(4;14). Far from advocating a return to "outdated" treatments, if resources do not permit state-of-the-art-treatment, normal renal function and/or molecular profiling identifies patient subpopulations doing well without upfront "novel agents".


Subject(s)
Chromosome Aberrations , Multiple Myeloma , Humans , Multiple Myeloma/genetics , Multiple Myeloma/drug therapy , Multiple Myeloma/mortality , Multiple Myeloma/pathology , Female , Male , Middle Aged , Aged , Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Cell Proliferation/drug effects , Prognosis , Adult , Developing Countries , Dexamethasone/therapeutic use , Dexamethasone/pharmacology , Bortezomib/therapeutic use , Bortezomib/pharmacology , Thalidomide/therapeutic use
13.
Eur J Haematol ; 113(4): 465-471, 2024 Oct.
Article in English | MEDLINE | ID: mdl-38898589

ABSTRACT

OBJECTIVES: Despite major advances in treatment options for multiple myeloma (MM), patients refractory to the main drug classes and those with aggressive, especially extramedullary disease, still face a dismal outcome. For these patients, effective therapeutic options are urgently warranted. METHODS: In this retrospective study, we report on the safety and efficacy of the intensive combination regimen of pomalidomide plus cisplatin, doxorubicin, cyclophosphamide, and etoposide (Pom-PACE) in patients with relapsed refractory MM (RRMM) or plasma cell leukemia (PCL). A study population of 20 consecutive patients treated with Pom-PACE at two academic centers was included for analysis. All patients had to have a confirmed relapse according to International Myeloma Working Group criteria and adequate organ function prior to the start of therapy. Data were collected by reviewing medical charts. Exploratory analyses were performed with regard to efficacy and safety. RESULTS: Patients were heavily pretreated with a median number of four prior therapies (range: 1-10). All patients were exposed to immunomodulators, proteasome inhibitors, and alkylating agents, 80% were double-class refractory, 40% were triple-class refractory. Extramedullary MM or PCL were present in 15 patients (75%). Overall response rate (ORR) was 68%, with 31% achieving at least a very good partial response. Responses were achieved rapidly with an ORR of 64% after one cycle. Median progression-free survival was 8.9 months (0.92-not reached [NR]) and median overall survival was 11.8 months (3-40.6). Pom-PACE was associated with significant toxicity. All evaluable patients experienced Grade 4 hematological toxicity. However, no treatment related mortality was observed. CONCLUSION: Pomalidomide-PACE was able to induce rapid responses in heavily pretreated, aggressive RRMM with a manageable toxicity profile and therefore offers an effective salvage regimen and a potential bridging strategy to further treatment options such as chimeric antigen receptor T-cell therapy.


Subject(s)
Antineoplastic Combined Chemotherapy Protocols , Cyclophosphamide , Multiple Myeloma , Salvage Therapy , Thalidomide , Humans , Multiple Myeloma/drug therapy , Multiple Myeloma/mortality , Multiple Myeloma/diagnosis , Male , Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Antineoplastic Combined Chemotherapy Protocols/adverse effects , Middle Aged , Aged , Female , Thalidomide/analogs & derivatives , Thalidomide/administration & dosage , Thalidomide/therapeutic use , Retrospective Studies , Cyclophosphamide/therapeutic use , Cyclophosphamide/administration & dosage , Cyclophosphamide/adverse effects , Treatment Outcome , Doxorubicin/therapeutic use , Doxorubicin/analogs & derivatives , Doxorubicin/administration & dosage , Doxorubicin/adverse effects , Etoposide/administration & dosage , Etoposide/therapeutic use , Etoposide/adverse effects , Recurrence , Adult , Drug Resistance, Neoplasm , Retreatment , Aged, 80 and over
15.
J Magn Reson Imaging ; 2024 May 11.
Article in English | MEDLINE | ID: mdl-38733369

ABSTRACT

BACKGROUND: Radiomics models trained on data from one center typically show a decline of performance when applied to data from external centers, hindering their introduction into large-scale clinical practice. Current expert recommendations suggest to use only reproducible radiomics features isolated by multiscanner test-retest experiments, which might help to overcome the problem of limited generalizability to external data. PURPOSE: To evaluate the influence of using only a subset of robust radiomics features, defined in a prior in vivo multi-MRI-scanner test-retest-study, on the performance and generalizability of radiomics models. STUDY TYPE: Retrospective. POPULATION: Patients with monoclonal plasma cell disorders. Training set (117 MRIs from center 1); internal test set (42 MRIs from center 1); external test set (143 MRIs from center 2-8). FIELD STRENGTH/SEQUENCE: 1.5T and 3.0T; T1-weighted turbo spin echo. ASSESSMENT: The task for the radiomics models was to predict plasma cell infiltration, determined by bone marrow biopsy, noninvasively from MRI. Radiomics machine learning models, including linear regressor, support vector regressor (SVR), and random forest regressor (RFR), were trained on data from center 1, using either all radiomics features, or using only reproducible radiomics features. Models were tested on an internal (center 1) and a multicentric external data set (center 2-8). STATISTICAL TESTS: Pearson correlation coefficient r and mean absolute error (MAE) between predicted and actual plasma cell infiltration. Fisher's z-transformation, Wilcoxon signed-rank test, Wilcoxon rank-sum test; significance level P < 0.05. RESULTS: When using only reproducible features compared with all features, the performance of the SVR on the external test set significantly improved (r = 0.43 vs. r = 0.18 and MAE = 22.6 vs. MAE = 28.2). For the RFR, the performance on the external test set deteriorated when using only reproducible instead of all radiomics features (r = 0.33 vs. r = 0.44, P = 0.29 and MAE = 21.9 vs. MAE = 20.5, P = 0.10). CONCLUSION: Using only reproducible radiomics features improves the external performance of some, but not all machine learning models, and did not automatically lead to an improvement of the external performance of the overall best radiomics model. TECHNICAL EFFICACY: Stage 2.

16.
Blood ; 144(7): 771-783, 2024 Aug 15.
Article in English | MEDLINE | ID: mdl-38728430

ABSTRACT

ABSTRACT: Acquisition of a hyperdiploid (HY) karyotype or immunoglobulin heavy chain (IgH) translocations are considered key initiating events in multiple myeloma (MM). To explore if other genomic events can precede these events, we analyzed whole-genome sequencing data from 1173 MM samples. By integrating molecular time and structural variants within early chromosomal duplications, we indeed identified pregain deletions in 9.4% of patients with an HY karyotype without IgH translocations, challenging acquisition of an HY karyotype as the earliest somatic event. Remarkably, these deletions affected tumor suppressor genes (TSGs) and/or oncogenes in 2.4% of patients with an HY karyotype without IgH translocations, supporting their role in MM pathogenesis. Furthermore, our study points to postgain deletions as novel driver mechanisms in MM. Using multiomics approaches to investigate their biologic impact, we found associations with poor clinical outcome in newly diagnosed patients and profound effects on both the oncogene and TSG activity despite the diploid gene status. Overall, this study provides novel insights into the temporal dynamics of genomic alterations in MM.


Subject(s)
Multiple Myeloma , Humans , Multiple Myeloma/genetics , Translocation, Genetic , Immunoglobulin Heavy Chains/genetics , Chromosome Aberrations , Gene Deletion , Male , Female , Genes, Tumor Suppressor
17.
Blood ; 144(4): 359-367, 2024 Jul 25.
Article in English | MEDLINE | ID: mdl-38768337

ABSTRACT

ABSTRACT: Estimating progression-free survival (PFS) and overall survival superiority during clinical trials of multiple myeloma (MM) has become increasingly challenging as novel therapeutics have improved patient outcomes. Thus, it is imperative to identify earlier end point surrogates that are predictive of long-term clinical benefit. Minimal residual disease (MRD)-negativity is a common intermediate end point that has shown prognostic value for clinical benefit in MM. This meta-analysis was based on the US Food and Drug Administration guidance for considerations for a meta-analysis of MRD as a clinical end point and evaluates MRD-negativity as an early end point reasonably likely to predict long-term clinical benefit. Eligible studies were phase 2 or 3 randomized controlled clinical trials measuring MRD-negativity as an end point in patients with MM, with follow-up of ≥6 months following an a priori-defined time point of 12 ± 3 months after randomization. Eight newly diagnosed MM studies evaluating 4907 patients were included. Trial-level associations between MRD-negativity and PFS were R2WLSiv, 0.67 (95% confidence interval [CI], 0.43-0.91) and R2copula 0.84 (0.64 to >0.99) at the 12-month time point. The individual-level association between 12-month MRD-negativity and PFS resulted in a global odds ratio (OR) of 4.02 (95% CI, 2.57-5.46). For relapse/refractory MM, there were 4 studies included, and the individual-level association between 12-month MRD-negativity and PFS resulted in a global OR of 7.67 (4.24-11.10). A clinical trial demonstrating a treatment effect on MRD is reasonably likely to eventually demonstrate a treatment effect on PFS, suggesting that MRD may be an early clinical end point reasonably likely to predict clinical benefit in MM, that may be used to support accelerated approval and thereby, expedite the availability of new drugs to patients with MM.


Subject(s)
Multiple Myeloma , Neoplasm, Residual , Neoplasm, Residual/diagnosis , Multiple Myeloma/mortality , Multiple Myeloma/diagnosis , Multiple Myeloma/drug therapy , Multiple Myeloma/therapy , Multiple Myeloma/pathology , Humans , Randomized Controlled Trials as Topic , Progression-Free Survival , Prognosis
18.
Eur J Nucl Med Mol Imaging ; 51(8): 2293-2307, 2024 Jul.
Article in English | MEDLINE | ID: mdl-38456971

ABSTRACT

PURPOSE: Multiple myeloma (MM) is a highly heterogeneous disease with wide variations in patient outcome. [18F]FDG PET/CT can provide prognostic information in MM, but it is hampered by issues regarding standardization of scan interpretation. Our group has recently demonstrated the feasibility of automated, volumetric assessment of bone marrow (BM) metabolic activity on PET/CT using a novel artificial intelligence (AI)-based tool. Accordingly, the aim of the current study is to investigate the prognostic role of whole-body calculations of BM metabolism in patients with newly diagnosed MM using this AI tool. MATERIALS AND METHODS: Forty-four, previously untreated MM patients underwent whole-body [18F]FDG PET/CT. Automated PET/CT image segmentation and volumetric quantification of BM metabolism were based on an initial CT-based segmentation of the skeleton, its transfer to the standardized uptake value (SUV) PET images, subsequent application of different SUV thresholds, and refinement of the resulting regions using postprocessing. In the present analysis, ten different uptake thresholds (AI approaches), based on reference organs or absolute SUV values, were applied for definition of pathological tracer uptake and subsequent calculation of the whole-body metabolic tumor volume (MTV) and total lesion glycolysis (TLG). Correlation analysis was performed between the automated PET values and histopathological results of the BM as well as patients' progression-free survival (PFS) and overall survival (OS). Receiver operating characteristic (ROC) curve analysis was used to investigate the discrimination performance of MTV and TLG for prediction of 2-year PFS. The prognostic performance of the new Italian Myeloma criteria for PET Use (IMPeTUs) was also investigated. RESULTS: Median follow-up [95% CI] of the patient cohort was 110 months [105-123 months]. AI-based BM segmentation and calculation of MTV and TLG were feasible in all patients. A significant, positive, moderate correlation was observed between the automated quantitative whole-body PET/CT parameters, MTV and TLG, and BM plasma cell infiltration for all ten [18F]FDG uptake thresholds. With regard to PFS, univariable analysis for both MTV and TLG predicted patient outcome reasonably well for all AI approaches. Adjusting for cytogenetic abnormalities and BM plasma cell infiltration rate, multivariable analysis also showed prognostic significance for high MTV, which defined pathological [18F]FDG uptake in the BM via the liver. In terms of OS, univariable and multivariable analysis showed that whole-body MTV, again mainly using liver uptake as reference, was significantly associated with shorter survival. In line with these findings, ROC curve analysis showed that MTV and TLG, assessed using liver-based cut-offs, could predict 2-year PFS rates. The application of IMPeTUs showed that the number of focal hypermetabolic BM lesions and extramedullary disease had an adverse effect on PFS. CONCLUSIONS: The AI-based, whole-body calculations of BM metabolism via the parameters MTV and TLG not only correlate with the degree of BM plasma cell infiltration, but also predict patient survival in MM. In particular, the parameter MTV, using the liver uptake as reference for BM segmentation, provides solid prognostic information for disease progression. In addition to highlighting the prognostic significance of automated, global volumetric estimation of metabolic tumor burden, these data open up new perspectives towards solving the complex problem of interpreting PET scans in MM with a simple, fast, and robust method that is not affected by operator-dependent interventions.


Subject(s)
Artificial Intelligence , Bone Marrow , Fluorodeoxyglucose F18 , Multiple Myeloma , Positron Emission Tomography Computed Tomography , Humans , Multiple Myeloma/diagnostic imaging , Multiple Myeloma/metabolism , Male , Female , Middle Aged , Bone Marrow/diagnostic imaging , Bone Marrow/metabolism , Aged , Prognosis , Adult , Aged, 80 and over , Survival Analysis , Image Processing, Computer-Assisted
19.
Adv Ther ; 41(4): 1576-1593, 2024 Apr.
Article in English | MEDLINE | ID: mdl-38402374

ABSTRACT

INTRODUCTION: Talquetamab, a bispecific antibody targeting GPRC5D × CD3, is approved for the treatment of patients with triple-class -exposed (TCE) relapsed/refractory multiple myeloma (RRMM) on the basis of the results from the phase I/II MonumenTAL-1 trial. The relative effectiveness of talquetamab vs. real-world physician's choice of therapy (RWPC) was assessed using adjusted comparisons. METHODS: An external control arm for MonumenTAL-1 (subcutaneously administered talquetamab 0.4 mg/kg weekly [QW] and 0.8 mg/kg every other week [Q2W]) was created from two observational real-world studies: LocoMMotion and MoMMent. Imbalances in baseline covariates were adjusted using inverse probability weighting. The relative effectiveness of talquetamab vs. RWPC was estimated for overall response rate (ORR), ≥ very good partial response (VGPR), and ≥ complete response (CR); odds ratios and relative response ratios (RRs) were derived from weighted logistic regression. Hazard ratios (HRs) for duration of response (DOR), progression-free survival (PFS), time to next treatment (TTNT), and overall survival (OS) were estimated using a weighted Cox proportional hazards model. RESULTS: After reweighting, baseline characteristics were balanced across cohorts. In adjusted comparisons, patients treated with talquetamab QW (n = 143) had significantly improved outcomes vs. RWPC; RRs were ORR 2.67, p < 0.0001; ≥ VGPR 4.70, p < 0.0001; ≥ CR 78.05, p = 0.0002; and HRs were PFS 0.52, p < 0.0001; TTNT 0.48, p < 0.0001; OS 0.36, p < 0.0001. Patients treated with talquetamab Q2W (n = 145) also had significantly improved outcomes vs. RWPC; RRs were ORR 2.62, p < 0.0001; ≥ VGPR 5.04, p < 0.0001; ≥ CR 101.14, p = 0.0002; and HRs were PFS 0.40, p < 0.0001; TTNT 0.39, p < 0.0001; OS 0.37, p < 0.0001. CONCLUSION: Effectiveness of talquetamab for both schedules was significantly better than RWPC for ORR, ≥ VGPR, ≥ CR, PFS, OS, and TTNT, highlighting its clinical benefit for patients with TCE RRMM. TRIAL REGISTRATION: MonumenTAL-1, ClinicalTrials.gov identifier NCT03399799/NCT04634552; LocoMMotion, ClinicalTrials.gov identifier NCT04035226; MoMMent, ClinicalTrials.gov identifier NCT05160584.


Subject(s)
Multiple Myeloma , Humans , Multiple Myeloma/drug therapy , Antineoplastic Combined Chemotherapy Protocols/therapeutic use
20.
Hematology ; 29(1): 2320006, 2024 Dec.
Article in English | MEDLINE | ID: mdl-38407192

ABSTRACT

OBJECTIVES: The seroprevalence of antibodies against Cytomegalovirus (CMV) is an established poor prognostic factor for patients receiving an allogeneic stem cell transplantation. However, the impact of CMV serology on outcome after autologous stem cell transplantation remains unknown. METHODS: Here, we analyzed the CMV immunoglobulin (Ig) serology of 446 newly-diagnosed multiple myeloma (MM) patients of the GMMG-MM5 phase III trial with a median follow-up of 58 months. RESULTS: CMV IgG and IgM positivity was seen in 51% and 6% of the patients, respectively. In multivariate analysis CMV IgG and CMV IgM serology show an age-depending effect for PFS. We identified positive CMV IgG/positive CMV IgM serology as an age-depending beneficial factor on PFS. DISCUSSION: Younger patients with a positive CMV IgG/positive CMV IgM serology experienced a favorable effect on PFS, whereas a positive CMV IgG/positive CMV IgM serology at older age has a disadvantageous effect on PFS.


Subject(s)
Cytomegalovirus Infections , Hematopoietic Stem Cell Transplantation , Multiple Myeloma , Humans , Cytomegalovirus , Multiple Myeloma/diagnosis , Multiple Myeloma/therapy , Prevalence , Seroepidemiologic Studies , Transplantation, Autologous , Immunoglobulins, Intravenous , Antibodies, Viral , Immunoglobulin G , Cytomegalovirus Infections/epidemiology , Immunoglobulin M
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