Development of a Multivariable Model to Predict the Need for Bone Marrow Sampling in Persons With Monoclonal Gammopathy of Undetermined SignificanceA Cohort Study Nested in a Clinical Trial

被引:2
作者
Eythorsson, Elias [1 ,2 ,6 ]
Rognvaldsson, Saemundur [1 ,2 ]
Thorsteinsdottir, Sigrun [3 ,4 ]
Long, Thorir Einarsson [3 ]
Reed, Elin Ruth [5 ]
Sigurdardottir, Gudrun Asta [5 ]
Vidarsson, Brynjar [6 ]
Onundarson, Pall Torfi [1 ,2 ]
Agnarsson, Bjarni A. [1 ,2 ]
Sigurdardottir, Margret [6 ]
Olafsson, Isleifur [6 ]
Thorsteinsdottir, Ingunn [6 ]
Sveinsdottir, Signy Vala [6 ]
Sigurdsson, Fridbjorn [6 ]
Thordardottir, Asdis Rosa [5 ]
Palsson, Runolfur [1 ,2 ]
Indridason, Olafur Skuli [1 ,2 ]
Jonsson, Asbjorn [7 ]
Gislason, Gauti Kjartan [5 ]
Olafsson, Andri [5 ]
Sigurdsson, Jon [5 ]
Steingrimsdottir, Hlif [6 ]
Hultcrantz, Malin [8 ]
Durie, Brian G. M. [9 ]
Harding, Stephen [10 ]
Landgren, Ola [11 ]
Aspelund, Thor [12 ]
Love, Thorvardur Jon [5 ]
Kristinsson, Sigurdur Yngvi [1 ,2 ]
机构
[1] Univ Iceland, Landspitali Natl Univ Hosp Iceland, Reykjavik, Iceland
[2] Univ Iceland, Fac Med, Reykjavik, Iceland
[3] Univ Iceland, Fac Med, Reykjavik, Iceland
[4] Rigshosp, Dept Hematol, Denmark (ST ), Copenhagen, Denmark
[5] Univ Iceland, Fac Med, Reykjavik, Iceland
[6] Landspitali Natl Univ Hosp Iceland, Reykjavik, Iceland
[7] Akureyri Hosp, Akureyri, Iceland
[8] Mem Sloan Kettering Canc Ctr, Myeloma Serv, New York, NY USA
[9] Cedars Sinai Samuel Oschin Canc Ctr, Los Angeles, CA USA
[10] Binding Site, Birmingham, W Midlands, England
[11] Univ Miami, Sylvester Comprehens Canc Ctr, Miami, FL USA
[12] Univ Iceland, Ctr Publ Hlth Sci, Reykjavik, Iceland
基金
欧洲研究理事会;
关键词
MULTIPLE-MYELOMA; FOLLOW-UP; SIGNIFICANCE MGUS; LONG-TERM; RISK; PROGRESSION; DIAGNOSIS; PROGNOSIS; PREVALENCE;
D O I
10.7326/M23-2540
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background: Monoclonal gammopathy of undetermined significance (MGUS) and smoldering multiple myeloma (SMM) are asymptomatic precursor conditions to multiple myeloma and related disorders. Smoldering multiple myeloma is distinguished from MGUS by 10% or greater bone marrow plasma cells (BMPC) on sampling, has a higher risk for progression, and requires specialist management. Objective: To develop a multivariable prediction model that predicts the probability that a person with presumed MGUS has 10% or greater BMPC (SMM or worse by bone marrow criteria) to inform the decision to obtain a bone marrow sample and compare its performance to the Mayo Clinic risk stratification model. Design: iStopMM (Iceland Screens, Treats or Prevents Multiple Myeloma), a prospective population-based screening study of MGUS. (ClinicalTrials.gov: NCT03327597) Setting: Icelandic population of adults aged 40 years or older. Patients: 1043 persons with IgG, IgA, light-chain, and biclonal MGUS detected by screening and an interpretable bone marrow sample. Measurements: Monoclonal gammopathy of undetermined significance isotype; monoclonal protein concentration; free light-chain ratio; and total IgG, IgM, and IgA concentrations were used as predictors. Bone marrow plasma cells were categorized as 0% to 4%, 5% to 9%, 10% to 14%, or 15% or greater. Results: The c-statistic for SMM or worse was 0.85 (95% CI, 0.82 to 0.88), and calibration was excellent (intercept, -0.07; slope, 0.95). At a threshold of 10% predicted risk for SMM or worse, sensitivity was 86%, specificity was 67%, positive predictive value was 32%, and negative predictive value was 96%. Compared with the Mayo Clinic model, the net benefit for the decision to refer for sampling was between 0.13 and 0.30 higher over a range of plausible low-risk thresholds. Limitation: The prediction model will require external validation. Conclusion: This accurate prediction model for SMM or worse was developed in a population-based cohort of persons with presumed MGUS and may be used to defer bone marrow sampling and referral to hematology.
引用
收藏
页码:449 / 457
页数:9
相关论文
共 26 条
  • [1] Bone marrow examination: a prospective survey on factors associated with pain
    Degen, Christian
    Christen, Susanne
    Rovo, Alicia
    Gratwohl, Alois
    [J]. ANNALS OF HEMATOLOGY, 2010, 89 (06) : 619 - 624
  • [2] Prevalence and risk of progression of light-chain monoclonal gammopathy of undetermined significance: a retrospective population-based cohort study
    Dispenzieri, Angela
    Katzmann, Jerry A.
    Kyle, Robert A.
    Larson, Dirk R.
    Melton, L. Joseph, III
    Colby, Colin L.
    Therneau, Terry M.
    Clark, Raynell
    Kumar, Shaji K.
    Bradwell, Arthur
    Fonseca, Rafael
    Jelinek, D. F.
    Rajkumar, S. Vincent
    [J]. LANCET, 2010, 375 (9727) : 1721 - 1728
  • [3] Determining the Clinical Significance of Monoclonal Gammopathy of Undetermined Significance: A SEER-Medicare Population Analysis
    Go, Ronald S.
    Gundrum, Jacob D.
    Neuner, Joan M.
    [J]. CLINICAL LYMPHOMA MYELOMA & LEUKEMIA, 2015, 15 (03) : 177 - 186
  • [4] Harrell FE, 2015, SPRINGER SER STAT, DOI 10.1007/978-3-319-19425-7
  • [5] Monoclonal gammopathy of undetermined significance (MGUS) and smoldering (asymptomatic) multiple myeloma: IMWG consensus perspectives risk factors for progression and guidelines for monitoring and management
    Kyle, R. A.
    Durie, B. G. M.
    Rajkumar, S. V.
    Landgren, O.
    Blade, J.
    Merlini, G.
    Kroeger, N.
    Einsele, H.
    Vesole, D. H.
    Dimopoulos, M.
    San Miguel, J.
    Avet-Loiseau, H.
    Hajek, R.
    Chen, W. M.
    Anderson, K. C.
    Ludwig, H.
    Sonneveld, P.
    Pavlovsky, S.
    Palumbo, A.
    Richardson, P. G.
    Barlogie, B.
    Greipp, P.
    Vescio, R.
    Turesson, I.
    Westin, J.
    Boccadoro, M.
    [J]. LEUKEMIA, 2010, 24 (06) : 1121 - 1127
  • [6] A long-term study of prognosis in monoclonal gammopathy of undetermined significance
    Kyle, RA
    Therneau, TM
    Rajkumar, SV
    Offord, JR
    Larson, DR
    Plevak, MF
    Melton, L
    [J]. NEW ENGLAND JOURNAL OF MEDICINE, 2002, 346 (08) : 564 - 569
  • [7] Prevalence of monoclonal gammopathy of undetermined significance
    Kyle, RA
    Therneau, TM
    Rajkumar, SV
    Larson, DR
    Plevak, MF
    Offord, JR
    Dispenzieri, A
    Katzmann, JA
    Melton, LJ
    [J]. NEW ENGLAND JOURNAL OF MEDICINE, 2006, 354 (13) : 1362 - 1369
  • [8] SMOLDERING MULTIPLE-MYELOMA
    KYLE, RA
    GREIPP, PR
    [J]. NEW ENGLAND JOURNAL OF MEDICINE, 1980, 302 (24) : 1347 - 1349
  • [9] Clinical course and prognosis of smoldering (asymptomatic) multiple myeloma
    Kyle, Robert A.
    Remstein, Ellen D.
    Therneau, Terry M.
    Dispenzieri, Angela
    Kurtin, Paul J.
    Hodnefield, Janice M.
    Larson, Dirk R.
    Plevak, Matthew F.
    Jelinek, Diane F.
    Fonseca, Rafael
    Melton, Lee Joseph, III
    Rajkumar, S. Vincent
    [J]. NEW ENGLAND JOURNAL OF MEDICINE, 2007, 356 (25) : 2582 - 2590
  • [10] Long-Term Follow-up of Monoclonal Gammopathy of Undetermined Significance
    Kyle, Robert A.
    Larson, Dirk R.
    Therneau, Terry M.
    Dispenzieri, Angela
    Kumar, Shaji
    Cerhan, James R.
    Rajkumar, S. Vincent
    [J]. NEW ENGLAND JOURNAL OF MEDICINE, 2018, 378 (03) : 241 - 249