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1.
Mult Scler Relat Disord ; 63: 103920, 2022 Jul.
Article in English | MEDLINE | ID: mdl-35661567

ABSTRACT

BACKGROUND: The rising costs associated with multiple sclerosis (MS) disease modifying therapies (DMTs) creates challenges for patients and the healthcare system in the United States (U.S.). Within a specialty medicine waste project, we quantified the magnitude of unused medications and corresponding value, the primary factors driving treatment switches, and explored reasons for discontinuations by race and ethnicity. METHODS: Over one calendar year, MS DMTs were recovered from new and existing patients from a single neuroimmunologist within a tertiary MS care center. Baseline demographic and clinical information, including reasons for medication discontinuation or transitions were captured. Patients were stratified into three treatment transition categories: (i) non-medical, (ii) medical, or (iii) tolerability reasons. Cause-specific Cox proportional hazard functions were fit for possible causes for treatment changes. RESULTS: A total of 422 patients (female: 73.2%, median age at diagnosis: 32.9 years (y)) comprised of 86.3% Whites, 11.6% Black or African Americans, 1.4% Asians, and 0.7% Native Americans were included, representing 23% of patients evaluated within 2018, with a mean disease duration of 12.8 years (y) (standard deviation (SD): 8.2) and treatment duration of 2.9y (3.4). Women were more likely to switch due to injection fatigue or desire for an oral DMT when compared to men (95% CI [0.26, 0.78], p = 0.01). Being Black or African American people with MS increased the hazard of switching treatment due to injection fatigue and desire for an oral medication relative to White patients with MS by 91% (95% CI [1.07, 3.42], p = 0.03) and switching to a new DMT based on the subjective report of a perceived lack of efficacy was 221% greater (95% CI [1.04, 4.70], p = 0.04), but not in relation to side effects, being 50% less likely to switch (95% CI [0.28, 0.90], p = 0.02). In the passive recruitment phase over a single calendar year, DMTs with a retail value of $5.2 million (Average Wholesale Price (AWP)) were recovered. In the 1-month active recruitment phase within the same year involving 49 people with MS, unused MS DMTs of $1.1 million (AWP) were acquired. Of the 471 patients studied, 56.2% reported transitions in DMTs for reasons other than adequate disease control and tolerability at one point in their treatment history, underscoring the need for individualized therapy selections that enhance persistence and increase the likelihood of reducing further neurological disability. CONCLUSION: The magnitude of unused and wasted MS DMTs is staggering and these findings allude to a larger, more pervasive problem within the healthcare system with financial resources being applied to therapies that go unused.


Subject(s)
Multiple Sclerosis , Fatigue , Female , Financial Stress , Humans , Male , Multiple Sclerosis/drug therapy , United States
2.
Sci Rep ; 10(1): 19560, 2020 11 11.
Article in English | MEDLINE | ID: mdl-33177565

ABSTRACT

The accurate recognition of multiple sclerosis (MS) lesions is challenged by the high sensitivity and imperfect specificity of MRI. To examine whether longitudinal changes in volume, surface area, 3-dimensional (3D) displacement (i.e. change in lesion position), and 3D deformation (i.e. change in lesion shape) could inform on the origin of supratentorial brain lesions, we prospectively enrolled 23 patients with MS and 11 patients with small vessel disease (SVD) and performed standardized 3-T 3D brain MRI studies. Bayesian linear mixed effects regression models were constructed to evaluate associations between changes in lesion morphology and disease state. A total of 248 MS and 157 SVD lesions were studied. Individual MS lesions demonstrated significant decreases in volume < 3.75mm3 (p = 0.04), greater shifts in 3D displacement by 23.4% with increasing duration between MRI time points (p = 0.007), and greater transitions to a more non-spherical shape (p < 0.0001). If 62.2% of lesions within a given MRI study had a calculated theoretical radius > 2.49 based on deviation from a perfect 3D sphere, a 92.7% in-sample and 91.2% out-of-sample accuracy was identified for the diagnosis of MS. Longitudinal 3D shape evolution and displacement characteristics may improve lesion classification, adding to MRI techniques aimed at improving lesion specificity.


Subject(s)
Image Processing, Computer-Assisted/methods , Magnetic Resonance Imaging/methods , Multiple Sclerosis/diagnostic imaging , Adult , Cerebral Small Vessel Diseases/diagnostic imaging , Female , Humans , Image Processing, Computer-Assisted/classification , Imaging, Three-Dimensional/classification , Imaging, Three-Dimensional/methods , Male , Middle Aged , Migraine Disorders/diagnostic imaging , Multiple Sclerosis/drug therapy
3.
Mult Scler Relat Disord ; 45: 102429, 2020 Oct.
Article in English | MEDLINE | ID: mdl-32805478

ABSTRACT

OBJECTIVE: To compare the temporal changes in the 3-dimensional (3D) structure of the medulla-upper cervical spinal cord region in African American (AA) and white multiple sclerosis (MS) patients to identify early patterns of anatomical change prior to progressive symptom development. METHODS: Standardized 3-Tesla 3D brain MRI studies were performed at two time points on AA and white MS patients along with controls. Longitudinal changes in volume, surface area, tissue compliance, and surface texture measured in total and within ventral and dorsal compartments were studied. Independent regression models were constructed to evaluate differences between groups. RESULTS: Thirty-five individuals were studied, 10 AA with MS (female (F): 8; median age [IQR]=33.8 years (y) [10.9], median disease duration: 11.8y [11.3]), 20 white MS patients (F: 10; 35.6y [17.4], 7.23y [8.83], and 5 controls (F: 2, 51.8y [10.2]). Expanded Disability Status Scale scores were 0.0 at baseline and at the second MRI time point. Within the medulla-upper cervical spinal cord, AA versus white MS patients exhibited greater rates of atrophy in total (p<0.0001) and within the ventral (p<0.0001) and dorsal (p<0.0001) compartments, reduced surface area (p<0.0001), and reduced tissue compliance in the ventral (p=0.002) and dorsal (p=0.0005) compartments. The rate of change at the dorsal surface, but not the ventral surface, between MRI time points was also greater in AA relative to white MS patients (p<0.0001). CONCLUSION: Structural changes in distinct anatomical regions of the medulla-upper cervical spinal cord may be reflective of early and disproportionate neurodegeneration in AA MS as compared to whites.


Subject(s)
Cervical Cord , Multiple Sclerosis , Adult , Black or African American , Atrophy/pathology , Brain/pathology , Cervical Cord/diagnostic imaging , Cervical Cord/pathology , Female , Humans , Magnetic Resonance Imaging , Multiple Sclerosis/diagnostic imaging , Multiple Sclerosis/pathology , Spinal Cord/diagnostic imaging , Spinal Cord/pathology
4.
Neurol Neuroimmunol Neuroinflamm ; 4(6): e397, 2017 Nov.
Article in English | MEDLINE | ID: mdl-28959705

ABSTRACT

OBJECTIVE: To examine the temporal profile of absolute and lymphocyte subset data from dimethyl fumarate (DMF) start and relationships to disease behavior. METHODS: A retrospective study performed on patients with an existing diagnosis of MS and a history of DMF exposure from a single MS center. Demographic, laboratory, and corresponding clinical relapse and MRI data were recorded from baseline and in 3-4-month intervals after treatment initiation extending to 3 years. The Spearman rank coefficient and mixed-effects models were used to assess longitudinal correlations between cell counts and measures of disease activity. RESULTS: A total of 292 patients with MS (228 women; median age at DMF initiation: 40.6 years, range: 16.1-66.7 years) were identified. An increased risk of disease activity was associated with higher absolute lymphocyte count (ALC) values at 3 months (p = 0.001, OR: 1.82) and at 6 months (p = 0.032, hazard ratio: 1.73). A reduced risk of disease evolution in patients with lower ALC values < 1,200 cells/µL compared with midtier (1,210-1,800 cells/µL) and the highest tertile (>1,810 cells/µL) was observed (p = 0.01). CONCLUSIONS: Reductions in ALC values at months 3 and 6 after treatment initiation appear to be associated with improved clinical and radiologic outcomes. These data alone may help to provide a better understanding of both the safety and efficacy of DMF.

5.
J Neuroimaging ; 27(6): 613-619, 2017 11.
Article in English | MEDLINE | ID: mdl-28488804

ABSTRACT

BACKGROUND AND PURPOSE: There remains a need to further refine the ability of clinicians to differentiate multiple sclerosis (MS) from other disease etiologies. Here, we illustrate the value of 3-dimensional (3D) geometric shape and surface lesion characteristics between disease states. METHODS: Standardized 3-Tesla 3D brain magnetic resonance imaging studies were performed on enrolled MS and nonspecific white matter (NSWM) patients. Focal supratentorial lesions were identified, reconstructed using maximum intensity projection, manually segmented, and 3D printed. Printed 3D models were randomly evaluated by three blinded raters for selected shape and surface characteristics. Regression models adjusting for age, disease duration, and individual patient effects were applied to assess lesion characteristics between patient groups. Patient-level and latent class analyses between groups were performed. RESULTS: A total of 1,001 supratentorial lesions were analyzed (710 MS; 291 NSWM) from 30 patients (19 with confirmed MS [11 female; median age = 33.6 years, range: 26.9-54.5], median disease duration = 2.2 years [.4-19.4]), 11 with verified nonspecific white matter (NSWM) disease without MS (11 female; median age = 55.0 years, range: 27.9-66.2). Lesions originating from MS in comparison to NSWM patients demonstrated a higher percentage of asymmetry (75.9% vs. 43%; OR: 4.39 [2.37-8.12]; P < .001), complex surface morphologies (65.9% vs. 27.8%; OR: 2.3 [1.74-3.05]; P < .001), and were multilobular (11.0% vs. .3%, P < .001), and elongated (12.8% vs. 2.4%, P < .001) in shape. Spatially, these traits were of higher frequency within the juxtacortical, deep white matter, and periventricular regions. CONCLUSION: Three-dimensional lesion data may provide new biologic insights related to injury along with offering another approach for determining the origin of lesion types.


Subject(s)
Brain/diagnostic imaging , Leukoencephalopathies/diagnostic imaging , Multiple Sclerosis/diagnostic imaging , White Matter/diagnostic imaging , Adult , Brain/pathology , Diagnosis, Differential , Female , Humans , Leukoencephalopathies/pathology , Magnetic Resonance Imaging/methods , Male , Middle Aged , Multiple Sclerosis/pathology , White Matter/pathology
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