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1.
Semin Cell Dev Biol ; 123: 115-123, 2022 03.
Artículo en Inglés | MEDLINE | ID: mdl-33958284

RESUMEN

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.


Asunto(s)
Cromotripsis , Mieloma Múltiple , Humanos , Mieloma Múltiple/diagnóstico , Mieloma Múltiple/genética , Mieloma Múltiple/patología , Secuenciación Completa del Genoma
2.
Am J Hematol ; 98(2): 264-271, 2023 02.
Artículo en Inglés | MEDLINE | ID: mdl-36588407

RESUMEN

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.


Asunto(s)
Gammopatía Monoclonal de Relevancia Indeterminada , Mieloma Múltiple , Paraproteinemias , Niño , Humanos , Gammopatía Monoclonal de Relevancia Indeterminada/diagnóstico , Paraproteinemias/genética , Paraproteinemias/complicaciones , Mieloma Múltiple/patología , Pronóstico , Aberraciones Cromosómicas
3.
Haematologica ; 106(3): 736-745, 2021 03 01.
Artículo en Inglés | MEDLINE | ID: mdl-32079689

RESUMEN

Disruption of the normal splicing patterns of RNA is a major factor in the pathogenesis of a number of diseases. Increasingly research has shown the strong influence that splicing patterns can have on cancer progression. Multiple Myeloma is a molecularly heterogeneous disease classified by the presence of key translocations, gene expression profiles and mutations but the splicing patterns in MM remains largely unexplored. We take a multifaceted approach to define the extent and impact of alternative splicing in MM. We look at the spliceosome component, SF3B1, with hotspot mutations (K700E and K666T/Q) shown to result in an increase in alternative splicing in other cancers. We discovered a number of differentially spliced genes in comparison of the SF3B1 mutant and wild type samples that included, MZB1, DYNLL1, TMEM14C and splicing related genes DHX9, CLASRP, and SNRPE. We identified a broader role for abnormal splicing showing clear differences in the extent of novel splice variants in the different translocation groups. We show that a high number of novel splice loci is associated with adverse survival and an ultra-high risk group. The enumeration of patterns of alternative splicing has the potential to refine MM classification and to aid in the risk stratification of patients.


Asunto(s)
Mieloma Múltiple , Empalme Alternativo , Humanos , Mieloma Múltiple/genética , Mutación , Fosfoproteínas/genética , Empalme del ARN , Factores de Empalme de ARN/genética , Factores de Empalme de ARN/metabolismo , Factores de Empalme Serina-Arginina , Empalmosomas/genética
4.
Eur J Haematol ; 106(2): 230-240, 2021 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-33107092

RESUMEN

Circulating cell-free DNA (cfDNA) has the potential to capture spatial genetic heterogeneity in myeloma (MM) patients. We assessed whether cfDNA levels vary according to risk status defined by the 70 gene expression profile (GEP70). cfDNA levels in 77 patients were significantly higher in the GEP70 high-risk (HR) group compared to the low-risk (LR) group and correlated weakly with clinical markers including lactate dehydrogenase, ß2 -microglobulin, and ISS. Patients with high cfDNA levels were associated with a worse PFS (hazard ratio 6.4; 95% CI of ratio 1.9-22) and OS (hazard ratio 4.4; 95% CI of ratio 1.2-15.7). Circulating tumor DNA (ctDNA) was elevated in the HR group and ctDNA correlated strongly with GEP70 risk score (Spearman r = .69, P = .0027). cfDNA concentrations were significantly elevated between days 3-5 after chemotherapy before falling back to baseline levels. ctDNA in two patients showed a similar spike in levels between days 3 and 5 after chemotherapy with a concomitant increase in allele fraction of KRAS mutations. We assessed cfDNA levels in 25 patients with smoldering myeloma with serial samples and showed increased allele fraction of mutated KRAS at progression in cfDNA. Our study shows that cfDNA is a dynamic tool to capture genetic events in myeloma.


Asunto(s)
Biomarcadores de Tumor , ADN Tumoral Circulante , Mieloma Múltiple/genética , Alelos , Protocolos de Quimioterapia Combinada Antineoplásica/efectos adversos , Protocolos de Quimioterapia Combinada Antineoplásica/uso terapéutico , Médula Ósea , Biología Computacional/métodos , Progresión de la Enfermedad , Variación Genética , Secuenciación de Nucleótidos de Alto Rendimiento , Humanos , Biopsia Líquida , Mieloma Múltiple/sangre , Mieloma Múltiple/diagnóstico , Mieloma Múltiple/terapia , Pronóstico , Mieloma Múltiple Quiescente/sangre , Mieloma Múltiple Quiescente/diagnóstico , Mieloma Múltiple Quiescente/genética , Mieloma Múltiple Quiescente/terapia , Resultado del Tratamiento , Carga Tumoral , Proteínas ras/genética
5.
BMC Bioinformatics ; 21(1): 144, 2020 Apr 15.
Artículo en Inglés | MEDLINE | ID: mdl-32293247

RESUMEN

BACKGROUND: The study of cancer genomics continually matures as the number of patient samples sequenced increases. As more data is generated, oncogenic drivers for specific cancer types are discovered along with their associated risks. This in turn leads to potential treatment strategies that pave the way to precision medicine. However, significant financial and analytical barriers make it infeasible to sequence the entire genome of every patient. In contrast, targeted sequencing panels give reliable information on relevant portions of the genome at a fiscally responsible cost. Therefore, we have created the Targeted Panel (TarPan) Viewer, a software tool, to investigate this type of data. RESULTS: TarPan Viewer helps investigators understand data from targeted sequencing data by displaying the information through a web browser interface. Through this interface, investigators can easily observe copy number changes, mutations, and structural events in cancer samples. The viewer runs in R Shiny with a robust SQLite backend and its input is generated from bioinformatic algorithms reliably described in the literature. Here we show the results from using TarPan Viewer on publicly available follicular lymphoma, breast cancer, and multiple myeloma data. In addition, we have tested and utilized the viewer internally, and this data has been used in high-impact peer-reviewed publications. CONCLUSIONS: We have designed a flexible, simple to setup viewer that is easily adaptable to any type of cancer targeted sequencing, and has already proven its use in a research laboratory environment. Further, we believe with deeper sequencing and/or more targeted application it could be of use in the clinic in conjunction with an appropriate targeted sequencing panel as a cost-effective diagnostic test, especially in cancers such as acute leukemia or diffuse large B-cell lymphoma that require rapid interventions.


Asunto(s)
Secuenciación de Nucleótidos de Alto Rendimiento/métodos , Neoplasias/genética , Programas Informáticos , Algoritmos , Neoplasias de la Mama/genética , Femenino , Dosificación de Gen , Genoma Humano , Genómica , Humanos , Linfoma Folicular/genética , Mieloma Múltiple/genética , Mutación , Medicina de Precisión , Navegador Web
6.
Br J Haematol ; 187(3): 319-327, 2019 11.
Artículo en Inglés | MEDLINE | ID: mdl-31218679

RESUMEN

Single agent daratumumab has shown clinical activity in relapsed, refractory multiple myeloma (RRMM). The Intergroupe Francophone du Myélome 2014-04 trial was designed to further investigate daratumumab in combination with dexamethasone in triple RRMM patients. Patients received daratumumab infusions in combination with weekly dexamethasone until disease progression or unacceptable toxicity. Fifty-seven patients were included in the trial and evaluable for response. The overall response rate and the clinical benefit rate were 33% (n = 19) and 48% (n = 27), respectively. Five (8·8%) patients achieved a very good partial response or better. The median time to response was 4 weeks. For responding patients, the median progression-free survival was 6·6 months, compared to 3·7 months (3·0-5·5) for those with a minimal or stable disease. The median overall survival (OS) for all patients was 16·7 months (11·2-24·0). For responding patients, the median OS was 23·23 months, whereas that of patients with progressive disease was 2·97 months. The incidence of infusion-related reactions was 37%; all cases were manageable and did not lead to dose reduction or permanent treatment discontinuation. These data demonstrate that treatment with daratumumab and dexamethasone results in a meaningful long-term benefit with an acceptable safety profile for patients with triple RRMM.


Asunto(s)
Protocolos de Quimioterapia Combinada Antineoplásica/administración & dosificación , Mieloma Múltiple/tratamiento farmacológico , Adulto , Anciano , Anciano de 80 o más Años , Anticuerpos Monoclonales/administración & dosificación , Anticuerpos Monoclonales/efectos adversos , Protocolos de Quimioterapia Combinada Antineoplásica/efectos adversos , Dexametasona/administración & dosificación , Dexametasona/efectos adversos , Supervivencia sin Enfermedad , Femenino , Humanos , Masculino , Persona de Mediana Edad , Mieloma Múltiple/mortalidad , Tasa de Supervivencia
7.
Mod Pathol ; 31(3): 452-462, 2018 03.
Artículo en Inglés | MEDLINE | ID: mdl-29052601

RESUMEN

Light chain cast nephropathy is the most common form of kidney disease in patients with multiple myeloma. Light chain casts may occasionally show amyloid staining properties, that is, green birefringence after Congo red staining. The frequency and clinical significance of this intratubular amyloid are poorly understood. Here, we retrospectively assessed the clinicopathological features of 60 patients with histologically proven light chain cast nephropathy with a specific emphasis on intratubular amyloid, especially, its association with extrarenal systemic light chain amyloidosis. We found intratubular amyloid in 17 cases (17/60, 28%) and it was more frequent in patients with λ light chain gammopathy (13/17 in the 'intratubular amyloid' group vs 19/43 in the 'no intratubular amyloid' group, P=0.02). Pathological examination of extrarenal specimens showed that intratubular amyloid was significantly associated with the occurrence of systemic light chain amyloidosis (5/13 in the 'intratubular amyloid' group vs 0/30 in the 'no intratubular amyloid' group, P=0.001). Our results indicate that first, intratubular amyloid is not a rare finding in kidney biopsies of patients with light chain cast nephropathy, and, second, it reflects an amyloidogenic capacity of light chains that can manifest as systemic light chain amyloidosis. Thus, intratubular amyloid should be systematically screened for in kidney biopsies from patients with light chain cast nephropathy and, if detected, should prompt a work-up for associated systemic light chain amyloidosis.


Asunto(s)
Amiloide/análisis , Amiloidosis de Cadenas Ligeras de las Inmunoglobulinas/epidemiología , Enfermedades Renales/epidemiología , Enfermedades Renales/patología , Túbulos Renales/química , Túbulos Renales/patología , Adulto , Anciano , Anciano de 80 o más Años , Femenino , Humanos , Amiloidosis de Cadenas Ligeras de las Inmunoglobulinas/patología , Masculino , Persona de Mediana Edad , Estudios Retrospectivos , Factores de Riesgo
9.
Blood ; 125(5): 831-40, 2015 Jan 29.
Artículo en Inglés | MEDLINE | ID: mdl-25428216

RESUMEN

The acquisition of the cytogenetic abnormalities hyperdiploidy or translocations into the immunoglobulin gene loci are considered as initiating events in the pathogenesis of myeloma and were often assumed to be mutually exclusive. These lesions have clinical significance; hyperdiploidy or the presence of the t(11;14) translocation is associated with a favorable outcome, whereas t(4;14), t(14;16), and t(14;20) are unfavorable. Poor outcomes are magnified when lesions occur in association with other high-risk features, del17p and +1q. Some patients have coexistence of both good and poor prognostic lesions, and there has been no consensus on their risk status. To address this, we have investigated their clinical impact using cases in the Myeloma IX study (ISRCTN68454111) and shown that the coexistence of hyperdiploidy or t(11;14) does not abrogate the poor prognosis associated with adverse molecular lesions, including translocations. We have also used single-cell analysis to study cases with coexistent translocations and hyperdiploidy to determine how these lesions cosegregate within the clonal substructure, and we have demonstrated that hyperdiploidy may precede IGH translocation in a proportion of patients. These findings have important clinical and biological implications, as we conclude patients with coexistence of adverse lesions and hyperdiploidy should be considered high risk and treated accordingly.


Asunto(s)
Protocolos de Quimioterapia Combinada Antineoplásica , Diploidia , Regulación Neoplásica de la Expresión Génica , Cadenas Pesadas de Inmunoglobulina/genética , Mieloma Múltiple/tratamiento farmacológico , Mieloma Múltiple/genética , Translocación Genética , Anciano , Cromosomas Humanos Par 11 , Cromosomas Humanos Par 14 , Cromosomas Humanos Par 16 , Cromosomas Humanos Par 20 , Cromosomas Humanos Par 4 , Análisis Citogenético , Femenino , Humanos , Cadenas Pesadas de Inmunoglobulina/inmunología , Hibridación Fluorescente in Situ , Masculino , Persona de Mediana Edad , Mieloma Múltiple/inmunología , Mieloma Múltiple/mortalidad , Pronóstico , Transducción de Señal , Análisis de la Célula Individual , Análisis de Supervivencia
10.
Haematologica ; 102(9): 1617-1625, 2017 09.
Artículo en Inglés | MEDLINE | ID: mdl-28550183

RESUMEN

Monoclonal gammopathy of undetermined significance is a pre-malignant precursor of multiple myeloma with a 1% risk of progression per year. Although targeted analyses have shown the presence of specific genetic abnormalities such as IGH translocations, RB1 deletion, 1q gain, hyperdiploidy or RAS gene mutations, little is known about the molecular mechanism of malignant transformation. We performed whole exome sequencing together with comparative genomic hybridization plus single nucleotide polymorphism array analysis in 33 flow-cytometry-separated abnormal plasma cell samples from patients with monoclonal gammopathy of undetermined significance to describe somatic gene mutations and chromosome changes at the genome-wide level. Non-synonymous mutations and copy-number alterations were present in 97.0% and in 60.6% of cases, respectively. Importantly, the number of somatic mutations was significantly lower in monoclonal gammopathy of undetermined significance than in myeloma (P<10-4) and we identified six genes that were significantly mutated in myeloma (KRAS, NRAS, DIS3, HIST1H1E, EGR1 and LTB) within the monoclonal gammopathy of undetermined significance dataset. We also found a positive correlation with increasing chromosome changes and somatic gene mutations. IGH translocations, comprising t(4;14), t(11;14), t(14;16) and t(14;20), were present in 27.3% of cases and in a similar frequency to myeloma, consistent with the primary lesion hypothesis. MYC translocations and TP53 deletions or mutations were not detected in samples from patients with monoclonal gammopathy of undetermined significance, indicating that they may be drivers of progression to myeloma. Data from this study show that monoclonal gammopathy of undetermined significance is genetically similar to myeloma, however overall genetic abnormalities are present at significantly lower levels in monoclonal gammopathy of undetermined significant than in myeloma.


Asunto(s)
Cromosomas Humanos/genética , Gammopatía Monoclonal de Relevancia Indeterminada/genética , Mieloma Múltiple/genética , Proteínas de Neoplasias/genética , Translocación Genética , Femenino , Citometría de Flujo , Humanos , Masculino , Gammopatía Monoclonal de Relevancia Indeterminada/patología , Mieloma Múltiple/patología
14.
Genes Chromosomes Cancer ; 54(2): 91-8, 2015 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-25287954

RESUMEN

Risk stratification in myeloma requires an accurate assessment of the presence of a range of molecular abnormalities including the differing IGH translocations and the recurrent copy number abnormalities that can impact clinical behavior. Currently, interphase fluorescence in situ hybridization is used to detect these abnormalities. High failure rates, slow turnaround, cost, and labor intensiveness make it difficult and expensive to use in routine clinical practice. Multiplex ligation-dependent probe amplification (MLPA), a molecular approach based on a multiplex polymerase chain reaction method, offers an alternative for the assessment of copy number changes present in the myeloma genome. Here, we provide evidence showing that MLPA is a powerful tool for the efficient detection of copy number abnormalities and when combined with expression assays, MLPA can detect all of the prognostically relevant molecular events which characterize presenting myeloma. This approach opens the way for a molecular diagnostic strategy that is efficient, high throughput, and cost effective.


Asunto(s)
Biomarcadores de Tumor/genética , Mieloma Múltiple/genética , Adulto , Anciano , Anciano de 80 o más Años , Detección Precoz del Cáncer/métodos , Femenino , Humanos , Hibridación Fluorescente in Situ , Masculino , Persona de Mediana Edad , Mieloma Múltiple/diagnóstico , Reacción en Cadena de la Polimerasa Multiplex , Valor Predictivo de las Pruebas
17.
Cancer ; 120(24): 3952-7, 2014 Dec 15.
Artículo en Inglés | MEDLINE | ID: mdl-25116271

RESUMEN

BACKGROUND: Accurate quantification of immunoglobulin A (IgA) monoclonal immunoglobulins by serum protein electrophoresis (SPEP) can be difficult and can impact the assessment of response among patients with multiple myeloma (MM). Therefore, there is a need to identify new assays that better reflect disease burden and response to treatment, and correlate with patient outcome. IgA Hevylite (HLC) measures IgA kappa and IgA lambda separately and provides precise quantitative measurements of the monoclonal IgA expression and polyclonal-isotype matched suppression. In the current study, the authors assessed the usefulness of these assays in the diagnosis of IgA MM and sought to comment on the prognostic value of the assays. METHODS: A study of 157 patients with IgA MM for whom diagnostic samples were available was performed. HLC measurements were performed on a nephelometer and the results were compared with those of electrophoresis. RESULTS: All presentation sera (100 IgA kappa specimens and 57 IgA lambda specimens) were found to have abnormal IgA HLC ratios (IgA kappa median ratio: 336.2 [range, 8.2-7353] and IgA lambda ratio: 0.011 [range, 0.0003-0.45]). In comparison, SPEP bands were quantifiable in only 105 of 157 samples (67%) (median, 28.5 g/L [range, 2.2 g/L-98 g/L]). Of the total of 157 patients, 12 patients (8%) presented with oligosecretory myeloma (<10 g/L; including 4 patients with nonquantifiable SPEP bands). HLC uniquely allows for the measurement of isotype paired suppression, which was found to be associated with shortened overall survival in the current study. CONCLUSIONS: In the current study, IgA HLC ratios were found to be abnormal in all patients and the assay was able to produce quantifiable results in more MM sera than either SPEP or total IgA, potentially representing a solution to the issue of comigration and oligosecretory MM. These preliminary data require confirmation in larger prospective trials to validate the usefulness of IgA HLC.


Asunto(s)
Inmunoglobulina A/sangre , Cadenas Pesadas de Inmunoglobulina/sangre , Cadenas kappa de Inmunoglobulina/sangre , Cadenas lambda de Inmunoglobulina/sangre , Mieloma Múltiple/diagnóstico , Mieloma Múltiple/terapia , Francia , Humanos , Inmunoglobulina A/química , Cadenas Ligeras de Inmunoglobulina/sangre , Mieloma Múltiple/sangre , Mieloma Múltiple/mortalidad , Proyectos Piloto , Valor Predictivo de las Pruebas , Pronóstico , Estudios Retrospectivos
18.
Br J Haematol ; 167(4): 506-13, 2014 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-25160558

RESUMEN

Bing-Neel syndrome (BNS), a rare neurological syndrome associated with Waldenström macroglobulinaemia (WM), is a direct involvement of the central nervous system by lymphoplasmacytoid cells characterized with an adverse prognostic. The MYD88 L265P mutation has been identified in the vast majority of patients with WM. The diagnosis of BNS is often challenging because of the variety of clinical presentations associated with difficult histological techniques. We hypothesized that identification of MYD88 L265P mutation in the cerebrospinal fluid (CSF) would contribute to the diagnosis of BNS in addition to imaging, flow cytometry and cytology. We identified MYD88 L265P mutation in the CSF and the bone marrow of all cases of BNS using quantitative polymerase chain reaction qPCR and Sanger sequencing. Copy neutral loss of heterozygosity including MYD88 was observed in one case. No mutation of CXCR4, CD79A and CD79B was observed in parallel. We further showed that monitoring the quantitative expression of MYD88 L265P mutation might be a useful molecular tool to monitor response to chemotherapy using qPCR. In conclusion, identification of MYD88 L265P mutation might be a new molecular-based biomarker tool to add to the diagnostic and monitoring armamentarium for BNS.


Asunto(s)
Heterocigoto , Mutación Missense , Factor 88 de Diferenciación Mieloide/genética , Proteínas de Neoplasias/genética , Enfermedades del Sistema Nervioso/diagnóstico , Enfermedades del Sistema Nervioso/genética , Macroglobulinemia de Waldenström/genética , Adulto , Anciano , Médula Ósea/metabolismo , Médula Ósea/patología , Humanos , Masculino , Persona de Mediana Edad , Factor 88 de Diferenciación Mieloide/metabolismo , Proteínas de Neoplasias/metabolismo , Enfermedades del Sistema Nervioso/líquido cefalorraquídeo , Enfermedades del Sistema Nervioso/patología , Estudios Prospectivos , Síndrome , Macroglobulinemia de Waldenström/líquido cefalorraquídeo , Macroglobulinemia de Waldenström/patología
19.
Clin Cancer Res ; 30(3): 575-585, 2024 02 01.
Artículo en Inglés | MEDLINE | ID: mdl-37939148

RESUMEN

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.


Asunto(s)
Mieloma Múltiple , Humanos , Mieloma Múltiple/diagnóstico , Mieloma Múltiple/genética , Genoma Humano , Variaciones en el Número de Copia de ADN , Secuenciación Completa del Genoma , Translocación Genética
20.
J Clin Oncol ; 42(11): 1229-1240, 2024 Apr 10.
Artículo en Inglés | MEDLINE | ID: mdl-38194610

RESUMEN

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.


Asunto(s)
Trasplante de Células Madre Hematopoyéticas , Mieloma Múltiple , Humanos , Mieloma Múltiple/genética , Mieloma Múltiple/terapia , Mieloma Múltiple/diagnóstico , Pronóstico , Melfalán , Trasplante de Células Madre Hematopoyéticas/efectos adversos , Genómica , Trasplante Autólogo , Estudios Retrospectivos
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