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Macaron G, Moss BP, Li H, Baldassari LE, Rao SM, Schindler D, Alberts JL, Weber M, Ayers M, Bethoux F, Boissy A, Chizmadia D, Conway DS, Fink C, Fox RJ, Gales S, Green B, Hara-Cleaver C, Jordan N, Mahajan KR, McGinley MP, Miller DM, Namey M, Rae-Grant A, Rensel M, Young H, Willis MA, Ontaneda D, Cohen JA, Bermel RA. Technology-enabled assessments to enhance multiple sclerosis clinical care and research. Neurol Clin Pract 2020; 10:222-231. [PMID: 32642324 PMCID: PMC7292568 DOI: 10.1212/cpj.0000000000000710] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2019] [Accepted: 06/19/2019] [Indexed: 11/15/2022]
Abstract
BACKGROUND Comprehensive and efficient assessments are necessary for clinical care and research in chronic diseases. Our objective was to assess the implementation of a technology-enabled tool in MS practice. METHOD We analyzed prospectively collected longitudinal data from routine multiple sclerosis (MS) visits between September 2015 and May 2018. The MS Performance Test, comprising patient-reported outcome measures (PROMs) and neuroperformance tests (NPTs) self-administered using a tablet, was integrated into routine care. Descriptive statistics, Spearman correlations, and linear mixed-effect models were used to examine the implementation process and relationship between patient characteristics and completion of assessments. RESULTS A total of 8022 follow-up visits from 4199 patients (median age 49.9 [40.2-58.8] years, 32.1% progressive course, and median disease duration 13.6 [5.9-22.3] years) were analyzed. By the end of integration, the tablet version of the Timed 25-Foot Walk was obtained in 89.0% of patients and the 9-Hole Peg Test in 94.8% compared with 74.2% and 64.3%, respectively before implementation. The greatest increase in data capture occurred in processing speed and low-contrast acuity assessments (0% prior vs 78.4% and 36.7%, respectively, following implementation). Four PROMs were administered in 41%-98% of patients compared with a single depression questionnaire with a previous capture rate of 70.6%. Completion rates and time required to complete each NPT improved with subsequent visits. Younger age and lower disability scores were associated with shorter completion time and higher completion rates. CONCLUSIONS Integration of technology-enabled data capture in routine clinical practice allows acquisition of comprehensive standardized data for use in patient care and clinical research.
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Affiliation(s)
- Gabrielle Macaron
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Brandon P Moss
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Hong Li
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Laura E Baldassari
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Stephen M Rao
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - David Schindler
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Jay L Alberts
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Malory Weber
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Malissa Ayers
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - François Bethoux
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Adrienne Boissy
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Desiree Chizmadia
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Devon S Conway
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Charlene Fink
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Robert J Fox
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Shauna Gales
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Bethany Green
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Claire Hara-Cleaver
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Neal Jordan
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Kedar R Mahajan
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Marisa P McGinley
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Deborah M Miller
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Marie Namey
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Alexander Rae-Grant
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Mary Rensel
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Hilary Young
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Mary A Willis
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Daniel Ontaneda
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Jeffrey A Cohen
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Robert A Bermel
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
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