Literature DB >> 30547156

Development of an Algorithm to Distinguish Smoldering Versus Symptomatic Multiple Myeloma in Claims-Based Data Sets.

Mark A Fiala1, James Dukeman1, Sascha A Tuchman2, Matt Keller1, Ravi Vij1, Tanya M Wildes1.   

Abstract

Purpose: The distinction of patients with symptomatic multiple myeloma (MM) from those with smoldering MM poses a challenge for researchers who use administrative databases. Historically, researchers either have included all patients or used treatment receipt as the distinguishing factor; both methods have drawbacks. We present an algorithm for distinguishing between symptomatic and smoldering MM using ICD-9-CM (International Classification of Diseases, Ninth Revision, Clinical Modification) codes for the classic defining events of symptomatic MM commonly referred to as the CRAB criteria (hypercalcemia, renal impairment, anemia, and bone lesions). Patients and
Methods: SEER-Medicare-linked data from 4,187 patients with MM diagnosed between 2007 and 2011 were used for this analysis.
Results: Eighty-four percent had ICD-9-CM codes consistent with CRAB criteria, whereas only 57% received treatment. Overall survival of patients with symptomatic MM defined as receipt of treatment was 32.3 months versus 26.6 months for the overall population and 22.9 months for patients with symptomatic MM defined by CRAB criteria. Conceptually, removal of patients with smoldering MM should result in a reduction in overall survival; however, the cohort of patients who received treatment tended to be younger and healthier than the overall population, which could have skewed the results.
Conclusion: The algorithm we present resulted in a larger and more representative sample than classification by treatment status and reduced potential bias that could result from including all patients with smoldering MM in the analysis. Although this study was performed using the SEER-Medicare database, the methodology was broad enough that the algorithm could be extended to additional claims-based data sets with relative ease.

Entities:  

Year:  2017        PMID: 30547156      PMCID: PMC6289182          DOI: 10.1200/CCI.17.00089

Source DB:  PubMed          Journal:  JCO Clin Cancer Inform        ISSN: 2473-4276


  16 in total

1.  Overview of the SEER-Medicare data: content, research applications, and generalizability to the United States elderly population.

Authors:  Joan L Warren; Carrie N Klabunde; Deborah Schrag; Peter B Bach; Gerald F Riley
Journal:  Med Care       Date:  2002-08       Impact factor: 2.983

2.  Racial disparities in treatment use for multiple myeloma.

Authors:  Mark A Fiala; Tanya M Wildes
Journal:  Cancer       Date:  2017-01-13       Impact factor: 6.860

3.  A new method of classifying prognostic comorbidity in longitudinal studies: development and validation.

Authors:  M E Charlson; P Pompei; K L Ales; C R MacKenzie
Journal:  J Chronic Dis       Date:  1987

4.  Statins Are Associated With Reduced Mortality in Multiple Myeloma.

Authors:  Kristen Marie Sanfilippo; Jesse Keller; Brian F Gage; Suhong Luo; Tzu-Fei Wang; Gerald Moskowitz; Jason Gumbel; Brandon Blue; Katiuscia O'Brian; Kenneth R Carson
Journal:  J Clin Oncol       Date:  2016-09-30       Impact factor: 44.544

Review 5.  International Myeloma Working Group updated criteria for the diagnosis of multiple myeloma.

Authors:  S Vincent Rajkumar; Meletios A Dimopoulos; Antonio Palumbo; Joan Blade; Giampaolo Merlini; María-Victoria Mateos; Shaji Kumar; Jens Hillengass; Efstathios Kastritis; Paul Richardson; Ola Landgren; Bruno Paiva; Angela Dispenzieri; Brendan Weiss; Xavier LeLeu; Sonja Zweegman; Sagar Lonial; Laura Rosinol; Elena Zamagni; Sundar Jagannath; Orhan Sezer; Sigurdur Y Kristinsson; Jo Caers; Saad Z Usmani; Juan José Lahuerta; Hans Erik Johnsen; Meral Beksac; Michele Cavo; Hartmut Goldschmidt; Evangelos Terpos; Robert A Kyle; Kenneth C Anderson; Brian G M Durie; Jesus F San Miguel
Journal:  Lancet Oncol       Date:  2014-10-26       Impact factor: 41.316

6.  Development of a comorbidity index using physician claims data.

Authors:  C N Klabunde; A L Potosky; J M Legler; J L Warren
Journal:  J Clin Epidemiol       Date:  2000-12       Impact factor: 6.437

7.  Criteria for the classification of monoclonal gammopathies, multiple myeloma and related disorders: a report of the International Myeloma Working Group.

Authors: 
Journal:  Br J Haematol       Date:  2003-06       Impact factor: 6.998

8.  Clinical course and prognosis of smoldering (asymptomatic) multiple myeloma.

Authors:  Robert A Kyle; Ellen D Remstein; Terry M Therneau; Angela Dispenzieri; Paul J Kurtin; Janice M Hodnefield; Dirk R Larson; Matthew F Plevak; Diane F Jelinek; Rafael Fonseca; Lee Joseph Melton; S Vincent Rajkumar
Journal:  N Engl J Med       Date:  2007-06-21       Impact factor: 91.245

9.  Concordance between administrative claims and registry data for identifying metastasis to the bone: an exploratory analysis in prostate cancer.

Authors:  Eberechukwu Onukwugha; Candice Yong; Arif Hussain; Brian Seal; C Daniel Mullins
Journal:  BMC Med Res Methodol       Date:  2014-01-02       Impact factor: 4.615

10.  Prevalence, incidence and survival of smoldering multiple myeloma in the United States.

Authors:  A Ravindran; A C Bartley; S J Holton; W I Gonsalves; P Kapoor; M A Siddiqui; S K Hashmi; A L Marshall; A A Ashrani; A Dispenzieri; R A Kyle; S V Rajkumar; R S Go
Journal:  Blood Cancer J       Date:  2016-10-21       Impact factor: 11.037

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  3 in total

1.  The characteristics, treatment patterns, and outcomes of older adults aged 80 and over with multiple myeloma.

Authors:  Mark A Fiala; Nicole C Foley; Sonja Zweegman; Ravi Vij; Tanya M Wildes
Journal:  J Geriatr Oncol       Date:  2020-03-10       Impact factor: 3.599

2.  Symptom burden in transplant ineligible patients with newly diagnosed multiple myeloma: a population-based cohort study.

Authors:  Hira S Mian; Gregory R Pond; Tanya M Wildes; Branavan Sivapathasundaram; Jonathan Sussman; Hsien Seow
Journal:  Haematologica       Date:  2021-07-01       Impact factor: 9.941

3.  Burden of Treatment Among Older Adults With Newly Diagnosed Multiple Myeloma.

Authors:  Hira S Mian; Mark A Fiala; Tanya M Wildes
Journal:  Clin Lymphoma Myeloma Leuk       Date:  2020-10-01
  3 in total

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