Validation of an algorithm for identifying MS cases in administrative health claims datasets
To develop a valid algorithm for identifying multiple sclerosis (MS) cases in administrative health claims (AHC) datasets. We used 4 AHC datasets from the Veterans Administration (VA), Kaiser Permanente Southern California (KPSC), Manitoba (Canada), and Saskatchewan (Canada). In the VA, KPSC, and Ma...
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| Published in | Neurology Vol. 92; no. 10; p. e1016 |
|---|---|
| Main Authors | , , , , , , , , , , , , , |
| Format | Journal Article |
| Language | English |
| Published |
United States
05.03.2019
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| Subjects | |
| Online Access | Get full text |
| ISSN | 1526-632X 0028-3878 1526-632X |
| DOI | 10.1212/WNL.0000000000007043 |
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| Abstract | To develop a valid algorithm for identifying multiple sclerosis (MS) cases in administrative health claims (AHC) datasets.
We used 4 AHC datasets from the Veterans Administration (VA), Kaiser Permanente Southern California (KPSC), Manitoba (Canada), and Saskatchewan (Canada). In the VA, KPSC, and Manitoba, we tested the performance of candidate algorithms based on inpatient, outpatient, and disease-modifying therapy (DMT) claims compared to medical records review using sensitivity, specificity, positive and negative predictive values, and interrater reliability (Youden J statistic) both overall and stratified by sex and age. In Saskatchewan, we tested the algorithms in a cohort randomly selected from the general population.
The preferred algorithm required ≥3 MS-related claims from any combination of inpatient, outpatient, or DMT claims within a 1-year time period; a 2-year time period provided little gain in performance. Algorithms including DMT claims performed better than those that did not. Sensitivity (86.6%-96.0%), specificity (66.7%-99.0%), positive predictive value (95.4%-99.0%), and interrater reliability (Youden J = 0.60-0.92) were generally stable across datasets and across strata. Some variation in performance in the stratified analyses was observed but largely reflected changes in the composition of the strata. In Saskatchewan, the preferred algorithm had a sensitivity of 96%, specificity of 99%, positive predictive value of 99%, and negative predictive value of 96%.
The performance of each algorithm was remarkably consistent across datasets. The preferred algorithm required ≥3 MS-related claims from any combination of inpatient, outpatient, or DMT use within 1 year. We recommend this algorithm as the standard AHC case definition for MS. |
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| AbstractList | To develop a valid algorithm for identifying multiple sclerosis (MS) cases in administrative health claims (AHC) datasets.
We used 4 AHC datasets from the Veterans Administration (VA), Kaiser Permanente Southern California (KPSC), Manitoba (Canada), and Saskatchewan (Canada). In the VA, KPSC, and Manitoba, we tested the performance of candidate algorithms based on inpatient, outpatient, and disease-modifying therapy (DMT) claims compared to medical records review using sensitivity, specificity, positive and negative predictive values, and interrater reliability (Youden J statistic) both overall and stratified by sex and age. In Saskatchewan, we tested the algorithms in a cohort randomly selected from the general population.
The preferred algorithm required ≥3 MS-related claims from any combination of inpatient, outpatient, or DMT claims within a 1-year time period; a 2-year time period provided little gain in performance. Algorithms including DMT claims performed better than those that did not. Sensitivity (86.6%-96.0%), specificity (66.7%-99.0%), positive predictive value (95.4%-99.0%), and interrater reliability (Youden J = 0.60-0.92) were generally stable across datasets and across strata. Some variation in performance in the stratified analyses was observed but largely reflected changes in the composition of the strata. In Saskatchewan, the preferred algorithm had a sensitivity of 96%, specificity of 99%, positive predictive value of 99%, and negative predictive value of 96%.
The performance of each algorithm was remarkably consistent across datasets. The preferred algorithm required ≥3 MS-related claims from any combination of inpatient, outpatient, or DMT use within 1 year. We recommend this algorithm as the standard AHC case definition for MS. |
| Author | Campbell, Jonathan D Evans, Charity Marrie, Ruth Ann Kaye, Wendy E LaRocca, Nicholas G Nelson, Lorene M Yao, Shenzhen Leung, Stella Culpepper, William J Wagner, Laurie Tremlett, Helen Chen, Lie H Langer-Gould, Annette Wallin, Mitchell T |
| Author_xml | – sequence: 1 givenname: William J orcidid: 0000-0002-8520-7400 surname: Culpepper fullname: Culpepper, William J email: William.Culpepper@va.gov organization: From the Department of Veterans Affairs Post Deployment Health Services (W.J.C., M.T.W.), Multiple Sclerosis Center of Excellence; University of Maryland (W.J.C.), Baltimore; Departments of Internal Medicine and Community Health Sciences (R.A.M., S.L.), Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, Canada; Neurology Department (A.L.-G., L.H.C.), Kaiser Permanente Southern California, Los Angeles; Georgetown University School of Medicine (M.T.W.), Washington, DC; University of Colorado (J.C.), Denver; Stanford University School of Medicine (L.M.N.), CA; McKing Consulting Corp (W.E.K., L.W.), Atlanta, GA; Faculty of Medicine (Neurology) and Centre for Brain Health (H.T.), University of British Columbia, Vancouver; College of Pharmacy and Nutrition (C.E.), University of Saskatchewan; Health Quality Council (Saskatchewan) (S.Y.), Saskatoon, Canada; and National Multiple Sclerosis Society (N.G.L.), New York, NY. William.Culpepper@va.gov – sequence: 2 givenname: Ruth Ann surname: Marrie fullname: Marrie, Ruth Ann organization: From the Department of Veterans Affairs Post Deployment Health Services (W.J.C., M.T.W.), Multiple Sclerosis Center of Excellence; University of Maryland (W.J.C.), Baltimore; Departments of Internal Medicine and Community Health Sciences (R.A.M., S.L.), Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, Canada; Neurology Department (A.L.-G., L.H.C.), Kaiser Permanente Southern California, Los Angeles; Georgetown University School of Medicine (M.T.W.), Washington, DC; University of Colorado (J.C.), Denver; Stanford University School of Medicine (L.M.N.), CA; McKing Consulting Corp (W.E.K., L.W.), Atlanta, GA; Faculty of Medicine (Neurology) and Centre for Brain Health (H.T.), University of British Columbia, Vancouver; College of Pharmacy and Nutrition (C.E.), University of Saskatchewan; Health Quality Council (Saskatchewan) (S.Y.), Saskatoon, Canada; and National Multiple Sclerosis Society (N.G.L.), New York, NY – sequence: 3 givenname: Annette surname: Langer-Gould fullname: Langer-Gould, Annette organization: From the Department of Veterans Affairs Post Deployment Health Services (W.J.C., M.T.W.), Multiple Sclerosis Center of Excellence; University of Maryland (W.J.C.), Baltimore; Departments of Internal Medicine and Community Health Sciences (R.A.M., S.L.), Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, Canada; Neurology Department (A.L.-G., L.H.C.), Kaiser Permanente Southern California, Los Angeles; Georgetown University School of Medicine (M.T.W.), Washington, DC; University of Colorado (J.C.), Denver; Stanford University School of Medicine (L.M.N.), CA; McKing Consulting Corp (W.E.K., L.W.), Atlanta, GA; Faculty of Medicine (Neurology) and Centre for Brain Health (H.T.), University of British Columbia, Vancouver; College of Pharmacy and Nutrition (C.E.), University of Saskatchewan; Health Quality Council (Saskatchewan) (S.Y.), Saskatoon, Canada; and National Multiple Sclerosis Society (N.G.L.), New York, NY – sequence: 4 givenname: Mitchell T surname: Wallin fullname: Wallin, Mitchell T organization: From the Department of Veterans Affairs Post Deployment Health Services (W.J.C., M.T.W.), Multiple Sclerosis Center of Excellence; University of Maryland (W.J.C.), Baltimore; Departments of Internal Medicine and Community Health Sciences (R.A.M., S.L.), Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, Canada; Neurology Department (A.L.-G., L.H.C.), Kaiser Permanente Southern California, Los Angeles; Georgetown University School of Medicine (M.T.W.), Washington, DC; University of Colorado (J.C.), Denver; Stanford University School of Medicine (L.M.N.), CA; McKing Consulting Corp (W.E.K., L.W.), Atlanta, GA; Faculty of Medicine (Neurology) and Centre for Brain Health (H.T.), University of British Columbia, Vancouver; College of Pharmacy and Nutrition (C.E.), University of Saskatchewan; Health Quality Council (Saskatchewan) (S.Y.), Saskatoon, Canada; and National Multiple Sclerosis Society (N.G.L.), New York, NY – sequence: 5 givenname: Jonathan D surname: Campbell fullname: Campbell, Jonathan D organization: From the Department of Veterans Affairs Post Deployment Health Services (W.J.C., M.T.W.), Multiple Sclerosis Center of Excellence; University of Maryland (W.J.C.), Baltimore; Departments of Internal Medicine and Community Health Sciences (R.A.M., S.L.), Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, Canada; Neurology Department (A.L.-G., L.H.C.), Kaiser Permanente Southern California, Los Angeles; Georgetown University School of Medicine (M.T.W.), Washington, DC; University of Colorado (J.C.), Denver; Stanford University School of Medicine (L.M.N.), CA; McKing Consulting Corp (W.E.K., L.W.), Atlanta, GA; Faculty of Medicine (Neurology) and Centre for Brain Health (H.T.), University of British Columbia, Vancouver; College of Pharmacy and Nutrition (C.E.), University of Saskatchewan; Health Quality Council (Saskatchewan) (S.Y.), Saskatoon, Canada; and National Multiple Sclerosis Society (N.G.L.), New York, NY – sequence: 6 givenname: Lorene M surname: Nelson fullname: Nelson, Lorene M organization: From the Department of Veterans Affairs Post Deployment Health Services (W.J.C., M.T.W.), Multiple Sclerosis Center of Excellence; University of Maryland (W.J.C.), Baltimore; Departments of Internal Medicine and Community Health Sciences (R.A.M., S.L.), Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, Canada; Neurology Department (A.L.-G., L.H.C.), Kaiser Permanente Southern California, Los Angeles; Georgetown University School of Medicine (M.T.W.), Washington, DC; University of Colorado (J.C.), Denver; Stanford University School of Medicine (L.M.N.), CA; McKing Consulting Corp (W.E.K., L.W.), Atlanta, GA; Faculty of Medicine (Neurology) and Centre for Brain Health (H.T.), University of British Columbia, Vancouver; College of Pharmacy and Nutrition (C.E.), University of Saskatchewan; Health Quality Council (Saskatchewan) (S.Y.), Saskatoon, Canada; and National Multiple Sclerosis Society (N.G.L.), New York, NY – sequence: 7 givenname: Wendy E surname: Kaye fullname: Kaye, Wendy E organization: From the Department of Veterans Affairs Post Deployment Health Services (W.J.C., M.T.W.), Multiple Sclerosis Center of Excellence; University of Maryland (W.J.C.), Baltimore; Departments of Internal Medicine and Community Health Sciences (R.A.M., S.L.), Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, Canada; Neurology Department (A.L.-G., L.H.C.), Kaiser Permanente Southern California, Los Angeles; Georgetown University School of Medicine (M.T.W.), Washington, DC; University of Colorado (J.C.), Denver; Stanford University School of Medicine (L.M.N.), CA; McKing Consulting Corp (W.E.K., L.W.), Atlanta, GA; Faculty of Medicine (Neurology) and Centre for Brain Health (H.T.), University of British Columbia, Vancouver; College of Pharmacy and Nutrition (C.E.), University of Saskatchewan; Health Quality Council (Saskatchewan) (S.Y.), Saskatoon, Canada; and National Multiple Sclerosis Society (N.G.L.), New York, NY – sequence: 8 givenname: Laurie surname: Wagner fullname: Wagner, Laurie organization: From the Department of Veterans Affairs Post Deployment Health Services (W.J.C., M.T.W.), Multiple Sclerosis Center of Excellence; University of Maryland (W.J.C.), Baltimore; Departments of Internal Medicine and Community Health Sciences (R.A.M., S.L.), Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, Canada; Neurology Department (A.L.-G., L.H.C.), Kaiser Permanente Southern California, Los Angeles; Georgetown University School of Medicine (M.T.W.), Washington, DC; University of Colorado (J.C.), Denver; Stanford University School of Medicine (L.M.N.), CA; McKing Consulting Corp (W.E.K., L.W.), Atlanta, GA; Faculty of Medicine (Neurology) and Centre for Brain Health (H.T.), University of British Columbia, Vancouver; 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College of Pharmacy and Nutrition (C.E.), University of Saskatchewan; Health Quality Council (Saskatchewan) (S.Y.), Saskatoon, Canada; and National Multiple Sclerosis Society (N.G.L.), New York, NY – sequence: 10 givenname: Lie H surname: Chen fullname: Chen, Lie H organization: From the Department of Veterans Affairs Post Deployment Health Services (W.J.C., M.T.W.), Multiple Sclerosis Center of Excellence; University of Maryland (W.J.C.), Baltimore; Departments of Internal Medicine and Community Health Sciences (R.A.M., S.L.), Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, Canada; Neurology Department (A.L.-G., L.H.C.), Kaiser Permanente Southern California, Los Angeles; Georgetown University School of Medicine (M.T.W.), Washington, DC; University of Colorado (J.C.), Denver; Stanford University School of Medicine (L.M.N.), CA; McKing Consulting Corp (W.E.K., L.W.), Atlanta, GA; Faculty of Medicine (Neurology) and Centre for Brain Health (H.T.), University of British Columbia, Vancouver; College of Pharmacy and Nutrition (C.E.), University of Saskatchewan; Health Quality Council (Saskatchewan) (S.Y.), Saskatoon, Canada; and National Multiple Sclerosis Society (N.G.L.), New York, NY – sequence: 11 givenname: Stella surname: Leung fullname: Leung, Stella organization: From the Department of Veterans Affairs Post Deployment Health Services (W.J.C., M.T.W.), Multiple Sclerosis Center of Excellence; University of Maryland (W.J.C.), Baltimore; Departments of Internal Medicine and Community Health Sciences (R.A.M., S.L.), Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, Canada; Neurology Department (A.L.-G., L.H.C.), Kaiser Permanente Southern California, Los Angeles; Georgetown University School of Medicine (M.T.W.), Washington, DC; University of Colorado (J.C.), Denver; Stanford University School of Medicine (L.M.N.), CA; McKing Consulting Corp (W.E.K., L.W.), Atlanta, GA; Faculty of Medicine (Neurology) and Centre for Brain Health (H.T.), University of British Columbia, Vancouver; College of Pharmacy and Nutrition (C.E.), University of Saskatchewan; Health Quality Council (Saskatchewan) (S.Y.), Saskatoon, Canada; and National Multiple Sclerosis Society (N.G.L.), New York, NY – sequence: 12 givenname: Charity surname: Evans fullname: Evans, Charity organization: From the Department of Veterans Affairs Post Deployment Health Services (W.J.C., M.T.W.), Multiple Sclerosis Center of Excellence; University of Maryland (W.J.C.), Baltimore; Departments of Internal Medicine and Community Health Sciences (R.A.M., S.L.), Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, Canada; Neurology Department (A.L.-G., L.H.C.), Kaiser Permanente Southern California, Los Angeles; Georgetown University School of Medicine (M.T.W.), Washington, DC; University of Colorado (J.C.), Denver; Stanford University School of Medicine (L.M.N.), CA; McKing Consulting Corp (W.E.K., L.W.), Atlanta, GA; Faculty of Medicine (Neurology) and Centre for Brain Health (H.T.), University of British Columbia, Vancouver; College of Pharmacy and Nutrition (C.E.), University of Saskatchewan; Health Quality Council (Saskatchewan) (S.Y.), Saskatoon, Canada; and National Multiple Sclerosis Society (N.G.L.), New York, NY – sequence: 13 givenname: Shenzhen surname: Yao fullname: Yao, Shenzhen organization: From the Department of Veterans Affairs Post Deployment Health Services (W.J.C., M.T.W.), Multiple Sclerosis Center of Excellence; University of Maryland (W.J.C.), Baltimore; Departments of Internal Medicine and Community Health Sciences (R.A.M., S.L.), Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, Canada; Neurology Department (A.L.-G., L.H.C.), Kaiser Permanente Southern California, Los Angeles; Georgetown University School of Medicine (M.T.W.), Washington, DC; University of Colorado (J.C.), Denver; Stanford University School of Medicine (L.M.N.), CA; McKing Consulting Corp (W.E.K., L.W.), Atlanta, GA; Faculty of Medicine (Neurology) and Centre for Brain Health (H.T.), University of British Columbia, Vancouver; College of Pharmacy and Nutrition (C.E.), University of Saskatchewan; Health Quality Council (Saskatchewan) (S.Y.), Saskatoon, Canada; and National Multiple Sclerosis Society (N.G.L.), New York, NY – sequence: 14 givenname: Nicholas G surname: LaRocca fullname: LaRocca, Nicholas G organization: From the Department of Veterans Affairs Post Deployment Health Services (W.J.C., M.T.W.), Multiple Sclerosis Center of Excellence; University of Maryland (W.J.C.), Baltimore; Departments of Internal Medicine and Community Health Sciences (R.A.M., S.L.), Max Rady College of Medicine, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, Canada; Neurology Department (A.L.-G., L.H.C.), Kaiser Permanente Southern California, Los Angeles; Georgetown University School of Medicine (M.T.W.), Washington, DC; University of Colorado (J.C.), Denver; Stanford University School of Medicine (L.M.N.), CA; McKing Consulting Corp (W.E.K., L.W.), Atlanta, GA; Faculty of Medicine (Neurology) and Centre for Brain Health (H.T.), University of British Columbia, Vancouver; College of Pharmacy and Nutrition (C.E.), University of Saskatchewan; Health Quality Council (Saskatchewan) (S.Y.), Saskatoon, Canada; and National Multiple Sclerosis Society (N.G.L.), New York, NY |
| BackLink | https://www.ncbi.nlm.nih.gov/pubmed/30770432$$D View this record in MEDLINE/PubMed |
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| Contributor | McBurney, Robert Lo, Albert Talente, Bari Ritter, Leslie Muravov, Oleg |
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| Copyright | Copyright © 2019 The Author(s). Published by Wolters Kluwer Health, Inc. on behalf of the American Academy of Neurology. |
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| PublicationTitle | Neurology |
| PublicationTitleAlternate | Neurology |
| PublicationYear | 2019 |
| SSID | ssj0015279 |
| Score | 2.5582945 |
| Snippet | To develop a valid algorithm for identifying multiple sclerosis (MS) cases in administrative health claims (AHC) datasets.
We used 4 AHC datasets from the... |
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| SourceType | Open Access Repository Index Database |
| StartPage | e1016 |
| SubjectTerms | Adolescent Adult Aged Algorithms Databases, Factual Diagnosis, Computer-Assisted Female Humans Male Medical Records Middle Aged Multiple Sclerosis - diagnosis Multiple Sclerosis - epidemiology Observer Variation Prevalence Retrospective Studies Sensitivity and Specificity Young Adult |
| Title | Validation of an algorithm for identifying MS cases in administrative health claims datasets |
| URI | https://www.ncbi.nlm.nih.gov/pubmed/30770432 https://n.neurology.org/content/neurology/92/10/e1016.full.pdf |
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| Volume | 92 |
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