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2.
J Clin Oncol ; 42(11): 1229-1240, 2024 Apr 10.
Artigo em Inglês | MEDLINE | ID: mdl-38194610

RESUMO

PURPOSE: Outcomes for patients with newly diagnosed multiple myeloma (NDMM) are heterogenous, with overall survival (OS) ranging from months to over 10 years. METHODS: To decipher and predict the molecular and clinical heterogeneity of NDMM, we assembled a series of 1,933 patients with available clinical, genomic, and therapeutic data. RESULTS: Leveraging a comprehensive catalog of genomic drivers, we identified 12 groups, expanding on previous gene expression-based molecular classifications. To build a model predicting individualized risk in NDMM (IRMMa), we integrated clinical, genomic, and treatment variables. To correct for time-dependent variables, including high-dose melphalan followed by autologous stem-cell transplantation (HDM-ASCT), and maintenance therapy, a multi-state model was designed. The IRMMa model accuracy was significantly higher than all comparator prognostic models, with a c-index for OS of 0.726, compared with International Staging System (ISS; 0.61), revised-ISS (0.572), and R2-ISS (0.625). Integral to model accuracy was 20 genomic features, including 1q21 gain/amp, del 1p, TP53 loss, NSD2 translocations, APOBEC mutational signatures, and copy-number signatures (reflecting the complex structural variant chromothripsis). IRMMa accuracy and superiority compared with other prognostic models were validated on 256 patients enrolled in the GMMG-HD6 (ClinicalTrials.gov identifier: NCT02495922) clinical trial. Individualized patient risks were significantly affected across the 12 genomic groups by different treatment strategies (ie, treatment variance), which was used to identify patients for whom HDM-ASCT is particularly effective versus patients for whom the impact is limited. CONCLUSION: Integrating clinical, demographic, genomic, and therapeutic data, to our knowledge, we have developed the first individualized risk-prediction model enabling personally tailored therapeutic decisions for patients with NDMM.


Assuntos
Transplante de Células-Tronco Hematopoéticas , Mieloma Múltiplo , Humanos , Mieloma Múltiplo/genética , Mieloma Múltiplo/terapia , Mieloma Múltiplo/diagnóstico , Prognóstico , Melfalan , Transplante de Células-Tronco Hematopoéticas/efeitos adversos , Genômica , Transplante Autólogo , Estudos Retrospectivos
3.
Clin Cancer Res ; 30(3): 575-585, 2024 02 01.
Artigo em Inglês | MEDLINE | ID: mdl-37939148

RESUMO

PURPOSE: Whole-genome sequencing (WGS) of patients with newly diagnosed multiple myeloma (NDMM) has shown recurrent structural variant (SV) involvement in distinct regions of the genome (i.e., hotspots) and causing recurrent copy-number alterations. Together with canonical immunoglobulin translocations, these SVs are recognized as "recurrent SVs." More than half of SVs were not involved in recurrent events. The significance of these "rare SVs" has not been previously examined. EXPERIMENTAL DESIGN: In this study, we utilize 752 WGS and 591 RNA sequencing data from patients with NDMM to determine the role of rare SVs in myeloma pathogenesis. RESULTS: Ninety-four percent of patients harbored at least one rare SV event. Rare SVs showed an SV class-specific enrichment within genes and superenhancers associated with outlier gene expression. Furthermore, known myeloma driver genes recurrently impacted by point mutations were dysregulated by rare SVs. CONCLUSIONS: Overall, we demonstrate the association of rare SVs with aberrant gene expression supporting a potential driver role in myeloma pathogenesis.


Assuntos
Mieloma Múltiplo , Humanos , Mieloma Múltiplo/diagnóstico , Mieloma Múltiplo/genética , Genoma Humano , Variações do Número de Cópias de DNA , Sequenciamento Completo do Genoma , Translocação Genética
4.
Nat Cancer ; 4(12): 1660-1674, 2023 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-37945755

RESUMO

Despite improving outcomes, 40% of patients with newly diagnosed multiple myeloma treated with regimens containing daratumumab, a CD38-targeted monoclonal antibody, progress prematurely. By integrating tumor whole-genome and microenvironment single-cell RNA sequencing from upfront phase 2 trials using carfilzomib, lenalidomide and dexamethasone with daratumumab ( NCT03290950 ), we show how distinct genomic drivers including high APOBEC mutational activity, IKZF3 and RPL5 deletions and 8q gain affect clinical outcomes. Furthermore, evaluation of paired bone marrow profiles, taken before and after eight cycles of carfilzomib, lenalidomide and dexamethasone with daratumumab, shows that numbers of natural killer cells before treatment, high T cell receptor diversity before treatment, the disappearance of sustained immune activation (that is, B cells and T cells) and monocyte expansion over time are all predictive of sustained minimal residual disease negativity. Overall, this study provides strong evidence of a complex interplay between tumor cells and the immune microenvironment that is predictive of clinical outcome and depth of treatment response in patients with newly diagnosed multiple myeloma treated with highly effective combinations containing anti-CD38 antibodies.


Assuntos
Imunoterapia , Mieloma Múltiplo , Humanos , Dexametasona/uso terapêutico , Genômica , Lenalidomida/uso terapêutico , Mieloma Múltiplo/genética , Mieloma Múltiplo/patologia , Mieloma Múltiplo/terapia , Microambiente Tumoral/genética
5.
Clin Cancer Res ; 29(19): 3901-3913, 2023 Oct 02.
Artigo em Inglês | MEDLINE | ID: mdl-37449980

RESUMO

PURPOSE: Chromosome 1 (chr1) copy-number abnormalities (CNA) and structural variants (SV) are frequent in newly diagnosed multiple myeloma (NDMM) and are associated with a heterogeneous impact on outcomes, the drivers of which are largely unknown. EXPERIMENTAL DESIGN: A multiomic approach comprising CRISPR, gene mapping of CNAs and SVs, methylation, expression, and mutational analysis was used to document the extent of chr1 molecular variants and their impact on pathway utilization. RESULTS: We identified two distinct groups of gain(1q): focal gains associated with limited gene-expression changes and a neutral prognosis, and whole-arm gains, which are associated with substantial gene-expression changes, complex genetics, and an adverse prognosis. CRISPR identified a number of dependencies on chr1 but only limited variants associated with acquired CNAs. We identified seven regions of deletion, nine of gain, three of chromothripsis (CT), and two of templated insertion (TI), which contain a number of potential drivers. An additional mechanism involving hypomethylation of genes at 1q may contribute to the aberrant gene expression of a number of genes. Expression changes associated with whole-arm gains were substantial and gene set enrichment analysis identified metabolic processes, apoptotic resistance, signaling via the MAPK pathway, and upregulation of transcription factors as being key drivers of the adverse prognosis associated with these variants. CONCLUSIONS: Multiple layers of genetic complexity impact the phenotype associated with CNAs on chr1 to generate its associated clinical phenotype. Whole-arm gains of 1q are the critically important prognostic group that deregulate multiple pathways, which may offer therapeutic vulnerabilities.

7.
Nat Rev Clin Oncol ; 20(3): 141-142, 2023 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-36624303
8.
Am J Hematol ; 98(2): 264-271, 2023 02.
Artigo em Inglês | MEDLINE | ID: mdl-36588407

RESUMO

Familial forms of monoclonal gammopathy, defined as multiple myeloma (MM) or Monoclonal Gammopathy of Undetermined Significance (MGUS), are relatively infrequent and most series reported in the literature describe a limited number of families. MM rarely occurs in a familial context. MGUS is observed much more commonly, which can in some cases evolve toward full-blown MM. Although recurrent cytogenetic abnormalities have been described in tumor cells of sporadic cases of MM, the pathogenesis of familial MM remains largely unexplained. In order to identify genetic factors predisposing to familial monoclonal gammopathy, the Intergroupe Francophone du Myélome identified 318 families with at least two confirmed cases of monoclonal gammopathy. There were 169 families with parent/child pairs and 164 families with cases in at least two siblings, compatible with an autosomal transmission. These familial cases were compared with sporadic cases who were matched for age at diagnosis, sex and immunoglobulin isotype, with 10 sporadic cases for each familial case. The gender distribution, age and immunoglobulin subtypes of familial cases were unremarkable in comparison to sporadic cases. With a median follow-up of 7.4 years after diagnosis, the percentage of MGUS cases having evolved to MM was 3%. The median overall survival of the 148 familial MM cases was longer than that of matched sporadic cases, with projected values of 7.6 and 16.1 years in patients older and younger than 65 years, respectively. These data suggest that familial cases of monoclonal gammopathy are similar to sporadic cases in terms of clinical presentation and carry a better prognosis.


Assuntos
Gamopatia Monoclonal de Significância Indeterminada , Mieloma Múltiplo , Paraproteinemias , Criança , Humanos , Gamopatia Monoclonal de Significância Indeterminada/diagnóstico , Paraproteinemias/genética , Paraproteinemias/complicações , Mieloma Múltiplo/patologia , Prognóstico , Aberrações Cromossômicas
9.
bioRxiv ; 2023 Jan 03.
Artigo em Inglês | MEDLINE | ID: mdl-36711679

RESUMO

Whole genome sequencing (WGS) of newly diagnosed multiple myeloma patients (NDMM) has shown recurrent structural variant (SV) involvement in distinct regions of the genome (i.e. hotspots) and causing recurrent copy number alterations. Together with canonical immunoglobulin translocations, these SVs are recognized as "recurrent SVs". More than half SVs were not involved in recurrent events. The significance of these "rare SVs" has not been previously examined. In this study, we utilize 752 WGS and 591 RNA-seq data from NDMM patients to determine the role of rare SVs in myeloma pathogenesis. 94% of patients harbored at least one rare SV event. Rare SVs showed an SV-class specific enrichment within genes and superenhancers associated with outlier gene expression. Furthermore, known myeloma driver genes recurrently impacted by point mutations were dysregulated by rare SVs. Overall, we demonstrate the association of rare SVs with aberrant gene expression supporting a driver role in myeloma pathogenesis. SIGNIFICANCE: Characterization of multiple myeloma genome revealed that more than half structural variants are not involved in recurrent events. Here, we demonstrate that these rare SVs hold potential for myeloma pathogenesis through their gene expression impact. Rare SVs contribute to MM heterogeneity and have implications for development of individualized treatment.

10.
Physiother Theory Pract ; : 1-17, 2022 Nov 04.
Artigo em Inglês | MEDLINE | ID: mdl-36331383

RESUMO

BACKGROUND: Low back pain (LBP) clinical practice guidelines recommend referral for patients with persistent LBP however discordance persists between recommended care and implementation in practice. Understanding patient experiences of referral practices and physiotherapy care could be important for optimizing LBP management in primary care settings. PURPOSE: This study explored referral experiences of people with nonspecific LBP in Australian primary care and their knowledge and experience of physiotherapy. METHODS: An interpretive descriptive qualitative framework was used with 17 participants interviewed from community-based physiotherapy practices. RESULTS: Four themes described the participants' experiences of referrals in primary care settings: 1) Referral practices ranged from formal to informal to non-existent; 2) Fragmented inter-and intra-professional LBP care management; 3) Patient perceived differences in the roles of physiotherapists and specialist physiotherapists; and 4) Patient nominated barriers and facilitators to optimal referral practices. CONCLUSION: Physiotherapists support people with LBP to improve strength and function, whereas the specialist physiotherapist's role was seen as more holistic. Referral pathways that align to clinical guideline recommendations for non-surgical management and treatment remain underdeveloped. Improved referral pathways to clinicians such as physiotherapists with additional credentialed skills and competence in musculoskeletal care could improve people's experiences of care and health outcomes.

11.
Musculoskelet Sci Pract ; 62: 102657, 2022 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-36058010

RESUMO

BACKGROUND: Low back pain (LBP) care pathways aim to enhance health outcomes through patient-clinician mutual decision-making and care coordination. However, challenges to successful translation into practice include patients' understanding, expectation, and acceptance of treatment and management strategies for LBP. This study explored patients' perspectives and/or experience of care pathways and their involvement in decision-making in primary care. METHODS: A qualitative descriptive design was adopted. Semi-structured interviews were conducted with 14 participants with LBP recruited from the community. Inductive thematic analysis of the qualitative data was conducted within the design framework to enable a systematic comparison of experiences across participants and within individual cases. RESULTS: Five themes described participant perspectives and understanding of care pathways: i) care pathways can guide decision-making; ii) familiarity with no and/or stepped care pathway, but preference for matched or blend of care pathways; iii) engaging in shared decision-making; iv) patient-related barriers to implementation; v) patient-related facilitators to implementation. CONCLUSIONS: Participants felt that existing care pathways did not meet their needs when pain persisted. Participants preferred matched or hybrid care pathways and suggested that implementation of such pathways should focus on addressing an individual's needs. Adopting a holistic approach, and clarity in shared decision-making, were deemed crucial for effective implementation of LBP pathways in practice. Consumer (patient) engagement in the design of LBP care pathways is recommended.


Assuntos
Dor Lombar , Humanos , Dor Lombar/terapia , Procedimentos Clínicos , Pesquisa Qualitativa , Pacientes
12.
Blood Cancer Discov ; 3(4): 273-284, 2022 07 06.
Artigo em Inglês | MEDLINE | ID: mdl-35653112

RESUMO

The multiple myeloma treatment landscape has changed dramatically. This change, paralleled by an increase in scientific knowledge, has resulted in significant improvement in survival. However, heterogeneity remains in clinical outcomes, with a proportion of patients not benefiting from current approaches and continuing to have a poor prognosis. A significant proportion of the variability in outcome can be predicted on the basis of clinical and biochemical parameters and tumor-acquired genetic variants, allowing for risk stratification and a more personalized approach to therapy. This article discusses the principles that can enable the rational and effective development of therapeutic approaches for high-risk multiple myeloma.


Assuntos
Mieloma Múltiplo , Humanos , Mieloma Múltiplo/tratamento farmacológico , Prognóstico
13.
Nat Commun ; 13(1): 3449, 2022 06 15.
Artigo em Inglês | MEDLINE | ID: mdl-35705541

RESUMO

Smoldering multiple myeloma (SMM) is a precursor condition of multiple myeloma (MM) with significant heterogeneity in disease progression. Existing clinical models of progression risk do not fully capture this heterogeneity. Here we integrate 42 genetic alterations from 214 SMM patients using unsupervised binary matrix factorization (BMF) clustering and identify six distinct genetic subtypes. These subtypes are differentially associated with established MM-related RNA signatures, oncogenic and immune transcriptional profiles, and evolving clinical biomarkers. Three genetic subtypes are associated with increased risk of progression to active MM in both the primary and validation cohorts, indicating they can be used to better predict high and low-risk patients within the currently used clinical risk stratification models.


Assuntos
Mieloma Múltiplo , Mieloma Múltiplo Latente , Progressão da Doença , Humanos , Mieloma Múltiplo/genética , Fenótipo , Risco , Fatores de Risco , Mieloma Múltiplo Latente/genética
14.
Blood Cancer J ; 12(5): 85, 2022 05 30.
Artigo em Inglês | MEDLINE | ID: mdl-35637217

RESUMO

Deciphering genomic architecture is key to identifying novel disease drivers and understanding the mechanisms underlying myeloma initiation and progression. In this work, using the CoMMpass dataset, we show that structural variants (SV) occur in a nonrandom fashion throughout the genome with an increased frequency in the t(4;14), RB1, or TP53 mutated cases and reduced frequency in t(11;14) cases. By mapping sites of chromosomal rearrangements to topologically associated domains and identifying significantly upregulated genes by RNAseq we identify both predicted and novel putative driver genes. These data highlight the heterogeneity of transcriptional dysregulation occurring as a consequence of both the canonical and novel structural variants. Further, it shows that the complex rearrangements chromoplexy, chromothripsis and templated insertions are common in MM with each variant having its own distinct frequency and impact on clinical outcome. Chromothripsis is associated with a significant independent negative impact on clinical outcome in newly diagnosed cases consistent with its use alongside other clinical and genetic risk factors to identify prognosis.


Assuntos
Cromotripsia , Mieloma Múltiplo , Aberrações Cromossômicas , Rearranjo Gênico , Genômica , Humanos , Mieloma Múltiplo/genética
15.
Leukemia ; 36(3): 613-624, 2022 03.
Artigo em Inglês | MEDLINE | ID: mdl-35110727

RESUMO

The role of infection and chronic inflammation in plasma cell disorders (PCD) has been well-described. Despite not being a diagnostic criterion, infection is a common complication of most PCD and represents a significant cause of morbidity and mortality in this population. As immune-based therapeutic agents are being increasingly used in multiple myeloma, it is important to recognize their impact on the epidemiology of infections and to identify preventive measures to improve outcomes. This review outlines the multiple factors attributed to the high infectious risk in PCD (e.g. the underlying disease status, patient age and comorbidities, and myeloma-directed treatment), with the aim of highlighting future prophylactic and preventive strategies that could be implemented in the clinic. Beyond this, infection and pathogens as an entity are believed to also influence disease biology from initiation to response to treatment and progression through a complex interplay involving pathogen exposure, chronic inflammation, and immune response. This review will outline both the direct and indirect role played by oncogenic pathogens in PCD, highlight the requirement for large-scale studies to decipher the precise implication of the microbiome and direct pathogens in the natural history of myeloma and its precursor disease states, and understand how, in turn, pathogens shape plasma cell biology.


Assuntos
Infecções/imunologia , Inflamação/imunologia , Mieloma Múltiplo/imunologia , Imunidade Adaptativa , Animais , Humanos , Imunidade Inata , Infecções/complicações , Infecções/patologia , Inflamação/complicações , Inflamação/patologia , Mieloma Múltiplo/etiologia , Mieloma Múltiplo/patologia , Plasmócitos/imunologia , Plasmócitos/patologia
16.
Leukemia ; 36(2): 591-595, 2022 02.
Artigo em Inglês | MEDLINE | ID: mdl-34365473

RESUMO

Sequencing studies have shed some light on the pathogenesis of progression from smouldering multiple myeloma (SMM) and symptomatic multiple myeloma (MM). Given the scarcity of smouldering samples, little data are available to determine which translational programmes are dysregulated and whether the mechanisms of progression are uniform across the main molecular subgroups. In this work, we investigated 223 SMM and 1348 MM samples from the University of Arkansas for Medical Sciences (UAMS) for which we had gene expression profiling (GEP). Patients were analysed by TC-7 subgroup for gene expression changes between SMM and MM. Among the commonly dysregulated genes in each subgroup, PHF19 and EZH2 highlight the importance of the PRC2.1 complex. We show that subgroup specific differences exist even at the SMM stage of disease with different biological features driving progression within each TC molecular subgroup. These data suggest that MMSET SMM has already transformed, but that the other precursor diseases are distinct clinical entities from their symptomatic counterpart.


Assuntos
Biomarcadores Tumorais/metabolismo , Ciclo Celular , Evolução Molecular , Mieloma Múltiplo/patologia , Plasmócitos/patologia , Complexo Repressor Polycomb 2/metabolismo , Mieloma Múltiplo Latente/patologia , Biomarcadores Tumorais/genética , Progressão da Doença , Perfilação da Expressão Gênica , Humanos , Mieloma Múltiplo/genética , Mieloma Múltiplo/metabolismo , Plasmócitos/metabolismo , Complexo Repressor Polycomb 2/genética , Prognóstico , Transdução de Sinais , Mieloma Múltiplo Latente/genética , Mieloma Múltiplo Latente/metabolismo
18.
Semin Cell Dev Biol ; 123: 115-123, 2022 03.
Artigo em Inglês | MEDLINE | ID: mdl-33958284

RESUMO

Analysis of the genetic basis for multiple myeloma (MM) has informed many of our current concepts of the biology that underlies disease initiation and progression. Studying these events in further detail is predicted to deliver important insights into its pathogenesis, prognosis and treatment. Information from whole genome sequencing of structural variation is revealing the role of these events as drivers of MM. In particular, we discuss how the insights we have gained from studying chromothripsis suggest that it can be used to provide information on disease initiation and that, as a consequence, it can be used for the clinical classification of myeloma precursor diseases allowing for early intervention and prognostic determination. For newly diagnosed MM, the integration of information on the presence of chromothripsis has the potential to significantly enhance current risk prediction strategies and to better characterize patients with high-risk disease biology. In this article we summarize the genetic basis for MM and the role played by chromothripsis as a critical pathogenic factor active at early disease phases.


Assuntos
Cromotripsia , Mieloma Múltiplo , Humanos , Mieloma Múltiplo/diagnóstico , Mieloma Múltiplo/genética , Mieloma Múltiplo/patologia , Sequenciamento Completo do Genoma
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