| Literature DB >> 35959483 |
Devon S Conway1, Robert A Bermel1, Sarah M Planchon1.
Abstract
Background: Processing speed decline is a common manifestation of multiple sclerosis (MS). The processing speed test (PST) is a validated electronic cognitive assessment based on the Symbol-Digit Modalities Test, which is routinely administered as part of the multi-institutional Multiple Sclerosis Partners Advancing Technology and Health Solutions (MS PATHS) initiative. The longitudinal relationship between education, processing speed, and employment is unclear.Entities:
Keywords: Cognition; multiple sclerosis
Year: 2022 PMID: 35959483 PMCID: PMC9358587 DOI: 10.1177/20552173221118309
Source DB: PubMed Journal: Mult Scler J Exp Transl Clin ISSN: 2055-2173
Characteristics of MS PATHS cohort with PST data.
| Characteristic | Baseline
( | 1 Year
( | 2 Years
( | 3 Years
( |
|---|---|---|---|---|
| Age, mean (SD) | 49.2 (12.4) | 49.2 (12.0) | 49.6 (11.6) | 49.6 (11.1) |
| Gender, | ||||
| Male | 3670 (26.7) | 1578 (26.4) | 958 (27.5) | 166 (26.2) |
| Female | 10,062 (73.3) | 4389 (73.6) | 2526 (72.5) | 467 (73.8) |
| Disease duration, mean (SD) | 13.9 (9.6) | 13.7 (9.2) | 14.3 (8.9) | 14.1 (8.7) |
| MS phenotype, | ||||
| Relapsing–remitting | 8684 (63.2) | 3907 (65.5) | 2268 (65.1) | 436 (68.9) |
| Secondary progressive | 2433 (17.7) | 1070 (17.9) | 646 (18.5) | 113 (17.9) |
| Primary progressive | 1055 (7.7) | 446 (7.5) | 246 (7.1) | 34 (5.4) |
| Progressive relapsing | 1171 (8.5) | 482 (8.1) | 290 (8.3) | 48 (7.6) |
| Clinically isolated syndrome | 389 (2.8) | 62 (1.0) | 34 (1.0) | 2 (0.3) |
| PDDS (categorical) | ||||
| No to moderate disability | 8951 (65.2) | 4000 (67.0) | 2242 (64.4) | 395 (62.4) |
| Early gait dysfunction | 3511 (25.6) | 1397 (23.4) | 900 (25.8) | 167 (26.4) |
| Bilateral support or wheelchair | 1270 (9.2) | 570 (9.6) | 342 (9.8) | 71 (11.2) |
| PDDS (numerical), median (IQR) | 1.0 (0, 3.0) | 1.00 (0, 3.0) | 1.00 (0, 3.0) | 1.00 (0, 3.0) |
| Years of education, mean (SD) | 14.3 (3.1) | 14.2 (3.2) | 14.4 (3.1) | 14.6 (2.7) |
| Categorical education, | ||||
| No high school diploma | 1498 (10.9) | 714 (12.0) | 355 (10.2) | 18 (2.8) |
| High school diploma or some college | 6398 (46.6) | 2750 (46.1) | 1920 (55.1) | 334 (52.8) |
| College degree or some graduate school | 3249 (23.7) | 1386 (23.2) | 866 (24.9) | 164 (25.9) |
| Graduate degree | 2587 (18.8) | 1117 (18.7) | 704 (20.2) | 117 (18.5) |
| Employment status, | ||||
| Employed | 7831 (57.0) | 3414 (57.2) | 1920 (55.1) | 337 (53.2) |
| Unemployed | 1532 (11.2) | 551 (9.2) | 316 (9.1) | 75 (11.8) |
| Retired | 1619 (11.8) | 804 (13.5) | 474 (13.6) | 57 (9.0) |
| Disability | 2750 (20.0) | 1198 (20.1) | 774 (22.2) | 164 (25.9) |
| PST number correct, mean (SD) | 46.8 (13.1) | 49.0 (13.6) | 49.6 (13.7) | 50.5 (13.7) |
| PST change, | ||||
| Improved | NA | 2204 (36.9) | 1436 (41.2) | 240 (37.9) |
| Stable | NA | 2631 (44.1) | 1419 (40.7) | 275 (43.4) |
| Worsened | NA | 1132 (19.0) | 629 (18.1) | 240 (37.9) |
| Employment outcome, | ||||
| Good | NA | 3337 (55.9) | 1863 (53.5) | 328 (51.8) |
| Bad | NA | 1259 (21.1) | 805 (23.1) | 178 (28.1) |
| Can't analyze | NA | 1371 (23.0) | 816 (23.4) | 127 (20.1) |
MS PATHS: Multiple Sclerosis Partners Advancing Technology and Health Solutions; MS: multiple sclerosis; PST: processing speed test; SD: standard deviation; PDDS: Patient Determined Disease Steps; IQR: interquartile range; SD: standard deviation.
Results of adjusted linear regression model predicting baseline PST scores. Adjusted R2 = 0.41.
| Covariate | Baseline ( | ||
|---|---|---|---|
| Beta value | 95% CI | ||
| Education (reference group: HS diploma) | |||
| No HS diploma | −4.88 | −5.45 to −4.32 | <0.001* |
| College degree or some graduate school | 3.69 | 3.26 to 4.12 | <0.001* |
| Graduate degree | 5.17 | 4.70 to 5.63 | <0.001* |
| Female | 2.02 | 2.40 to 1.63 | <0.001* |
| Age | −0.35 | −0.37 to −0.34 | <0.001* |
| Disease duration | −0.17 | −0.19 to −0.15 | <0.001* |
| PDDS (reference group: low or no disability) | |||
| Early gait dysfunction | −4.44 | −4.88 to −4.00 | <0.001* |
| Bilateral support or wheelchair | −8.13 | −8.80 to −7.45 | <0.001* |
| Phenotype (reference group: relapsing–remitting MS) | |||
| Secondary progressive MS | −2.58 | −3.08 to −2.07 | <0.001* |
| Primary progressive MS | −3.66 | −4.35 to −2.97 | <0.001* |
| Progressive relapsing MS | −4.82 | −5.46 to −4.18 | <0.001* |
| Clinically isolated syndrome | −1.52 | −2.54 to −0.49 | 0.004* |
* denotes a significant P-value of <0.05. PST: processing speed test; CI: confidence interval; HS: high school; PDDS: patient determined disease steps; MS: multiple sclerosis.
Results of adjusted logistic regression models predicting worsening of PST performance by year.
| 1 year ( | 2 years ( | 3 years ( | ||||
|---|---|---|---|---|---|---|
| Covariate | Odds ratio | Odds ratio | Odds ratio | |||
| Education (reference group: HS diploma) | ||||||
| No HS diploma | 1.05 | 0.617 | 0.92 | 0.582 | 2.02 | 0.192 |
| College degree or some graduate school | 0.95 | 0.534 | 0.85 | 0.138 | 1.12 | 0.651 |
| Graduate degree | 0.83 | 0.044* | 0.77 | 0.037* | 0.83 | 0.520 |
| Female | 1.12 | 0.124 | 1.10 | 0.331 | 1.09 | 0.707 |
| Age | 1.01 | 0.017* | 1.01 | 0.003* | 1.01 | 0.223 |
| Disease duration | 1.01 | 0.011* | 1.00 | 0.696 | 0.98 | 0.156 |
| PDDS (reference group: low or no disability) | ||||||
| Early gait dysfunction | 1.27 | 0.005* | 1.28 | 0.025* | 1.66 | 0.042* |
| Bilateral support or wheelchair | 1.09 | 0.510 | 1.59 | 0.003 | 2.67 | 0.007* |
| Phenotype (reference group: RRMS) | ||||||
| Secondary progressive MS | 1.00 | 0.970 | 1.07 | 0.560 | 0.96 | 0.901 |
| Primary progressive MS | 1.37 | 0.013* | 0.97 | 0.884 | 0.48 | 0.183 |
| Progressive relapsing MS | 1.02 | 0.870 | 1.33 | 0.064* | 1.22 | 0.599 |
| Clinically isolated syndrome | 1.22 | 0.522 | 1.02 | 0.969 | 0.00 | 0.983 |
* denotes a significant P-value of <0.05. PST: processing speed test; HS: high school; PDDS: patient determined disease steps; RRMS: relapsing–remitting multiple sclerosis; MS: multiple sclerosis.
Figure 1.PST scores over time by educational attainment.
Figure 2.Employment outcomes by year among individuals whose PST score worsened from baseline.
Results of adjusted logistic regression models predicting a negative employment outcome in individuals with PST worsening from baseline.
| 1 year ( | 2 years ( | 3 years ( | ||||
|---|---|---|---|---|---|---|
| Covariate | Odds ratio | Odds ratio | Odds ratio | |||
| Education (reference group: HS diploma) | ||||||
| No HS diploma | 1.00 | 0.973 | 0.93 | 0.314 | 1.00 | 0.985 |
| College degree or some graduate school | 0.86 | <0.001* | 0.86 | 0.003* | 0.75 | 0.010* |
| Graduate degree | 0.80 | <0.001* | 0.79 | <0.001* | 0.64 | 0.001* |
| Female | 1.06 | 0.040* | 1.02 | 0.683 | 0.93 | 0.472 |
| Age | 1.00 | 0.347 | 1.00 | 0.033* | 1.00 | 0.993 |
| Disease duration | 1.00 | 0.009* | 1.00 | 0.079 | 1.00 | 0.648 |
| PDDS (reference group: low or no disability) | ||||||
| Early gait dysfunction | 1.50 | <0.001* | 1.32 | <0.001* | 1.20 | 0.083 |
| Bilateral support or wheelchair | 1.77 | <0.001* | 1.63 | <0.001* | 1.72 | <0.001* |
| Phenotype (reference group: RRMS) | ||||||
| Secondary progressive MS | 1.07 | 0.092 | 1.16 | 0.005* | 0.90 | 0.413 |
| Primary progressive MS | 1.10 | 0.069 | 1.11 | 0.166 | 1.11 | 0.618 |
| Progressive relapsing MS | 1.22 | <0.001* | 1.13 | 0.074 | 1.34 | 0.077 |
| Clinically isolated syndrome | 0.91 | 0.456 | 1.30 | 0.288 | NA | NA |
* denotes a significant P-value of <0.05. PST: processing speed test; HS: high school; PDDS: patient determined disease steps; RRMS: relapsing–remitting multiple sclerosis; MS: multiple sclerosis.
Figure 3.Employment outcomes by year among individuals whose PST score improved from baseline.
Results of adjusted logistic regression models predicting a negative employment outcome in individuals with PST improvement from baseline.
| 1 year ( | 2 years ( | 3 years ( | ||||
|---|---|---|---|---|---|---|
| Covariate | Odds ratio | Odds ratio | Odds ratio | |||
| Education (reference group: HS diploma) | ||||||
| No high school diploma | 0.96 | 0.083 | 1.01 | 0.678 | 0.89 | 0.395 |
| College degree or some graduate school | 0.88 | <0.001* | 0.88 | <0.001* | 0.90 | 0.030* |
| Graduate degree | 0.83 | <0.001* | 0.84 | <0.001* | 0.84 | <0.001* |
| Female | 1.04 | 0.006* | 1.06 | 0.002* | 0.99 | 0.771 |
| Age | 1.00 | <0.001* | 1.00 | 0.003* | 1.00 | 0.089* |
| Disease duration | 1.00 | <0.001* | 1.00 | 0.001* | 1.00 | 0.868 |
| PDDS (reference group: low or no disability) | ||||||
| Early gait dysfunction | 1.37 | <0.001* | 1.33 | <0.001* | 1.42 | <0.001* |
| Bilateral support or wheelchair | 1.69 | <0.001* | 1.77 | <0.001* | 1.76 | <0.001* |
| Phenotype (reference group: RRMS) | ||||||
| Secondary progressive MS | 1.14 | <0.001* | 1.11 | <0.001* | 1.20 | 0.001* |
| Primary progressive MS | 1.06 | 0.020* | 1.02 | 0.503 | 1.19 | 0.062 |
| Progressive relapsing MS | 1.12 | <0.001* | 1.15 | <0.001* | 1.05 | 0.518 |
| Clinically isolated syndrome | 1.04 | 0.517 | 0.90 | 0.292 | 0.80 | 0.570 |
* denotes a significant P-value of <0.05. PST: processing speed test; HS: high school; PDDS: patient determined disease steps; RRMS: relapsing–remitting multiple sclerosis; MS: multiple sclerosis.