| Literature DB >> 32741033 |
X Jiang1,2, T Olsson1, J Hillert1, I Kockum1, L Alfredsson1,3,4.
Abstract
BACKGROUND ANDEntities:
Keywords: association study; epidemiology; major life changes; multiple sclerosis; negative events; risk; sex disparity; stress
Mesh:
Year: 2020 PMID: 32741033 PMCID: PMC7692913 DOI: 10.1111/ene.14458
Source DB: PubMed Journal: Eur J Neurol ISSN: 1351-5101 Impact factor: 6.089
Characteristics of the MS cases and controls
| Exposure | MS cases | Controls |
|---|---|---|
| Age at onset | 34.6 (10.6) | 34.6 (10.7) |
| Body mass index, mean (SD) | 25.1 (4.8) | 24.9 (4.3) |
| Sex | ||
| Female (%) | 2105 (0.72) | 4401 (0.71) |
| Male (%) | 825 (0.28) | 1769 (0.29) |
| Smoking status | ||
| Ever (%) | 1603 (0.55) | 2730 (0.45) |
| Never (%) | 1296 (0.45) | 3366 (0.55) |
| Pack‐years of smoking (SD) | 8.1 (9.3) | 7.2 (8.6) |
| Higher education | ||
| Yes (%) | 1323 (0.45) | 2786 (0.45) |
| No (%) | 1601 (0.55) | 3360 (0.55) |
| Alcohol consumption | ||
| Ever | 2562 (0.88) | 5329 (0.87) |
| Never | 351 (0.12) | 774 (0.13) |
| Median consumption (g) | 29.6 (0–60) | 30.0 (0–64.7) |
Controls do not have an age of onset but rather the index year received from their matched cases.
Figure 1The correlation and dissimilarity structure amongst 10 life events. (a) Correlation matrix of the 10 life events. Spearman’s rank correlation coefficients for each event with all other events were calculated and these pairwise coefficients were mapped into a heat map. The color of each checker represents the magnitude of correlation. A darker color represents stronger correlation. (b) Dissimilarity structure of the 10 life events. Agglomerative hierarchical cluster analysis was performed (using complete linkage) to identify subgroups of the 10 life events. The y‐axis represents the dissimilarity (1 – correlation)
The association between clustered life events and risk of multiple sclerosis, stratified by sex
| Event | Population | Exposure | MS cases | Controls | OR (95% CI) |
|
|
|---|---|---|---|---|---|---|---|
| Cluster 1: Death of a close friend or relative | Overall | No event | 1555 (0.70) | 2951 (0.69) | 1.00 ref | ||
| Any event | 661 (0.30) | 1351 (0.31) | 0.90 (0.80–1.01) | 0.08 | 0.89 | ||
| Female | No event | 1113 (0.7) | 2085 (0.68) | 1.00 ref | |||
| Any event | 479 (0.3) | 975 (0.32) | 0.89 (0.78–1.02) | 0.10 | NA | ||
| Male | No event | 442 (0.71) | 866 (0.7) | 1.00 ref | |||
| Any event | 182 (0.29) | 376 (0.3) | 0.90 (0.72–1.13) | 0.36 | NA | ||
| Cluster 2: Sickness, accident or death of a spouse, partner or child | Overall | No event | 2255 (0.88) | 4792 (0.91) | 1.00 ref | ||
| Any event | 302 (0.12) | 503 (0.09) | 1.26 (1.08–1.47) |
| 0.06 | ||
| Female | No event | 1578 (0.87) | 3360 (0.9) | 1.00 ref | |||
| Any event | 239 (0.13) | 373 (0.1) | 1.37 (1.14–1.63) |
| NA | ||
| Male | No event | 677 (0.91) | 1432 (0.92) | 1.00 ref | |||
| Any event | 63 (0.09) | 130 (0.08) | 0.98 (0.70–1.36) | 0.90 | NA | ||
| Cluster 3: Serious conflict with a spouse or partner, divorce, marriage | Overall | No event | 1191 (0.52) | 2515 (0.56) | 1.00 ref | ||
| Any event | 1105 (0.48) | 1989 (0.44) | 1.14 (1.03–1.27) |
| 0.61 | ||
| Female | No event | 823 (0.5) | 1753 (0.54) | 1.00 ref | |||
| Any event | 822 (0.5) | 1480 (0.46) | 1.16 (1.03–1.32) |
| NA | ||
| Male | No event | 368 (0.57) | 762 (0.6) | 1.00 ref | |||
| Any event | 283 (0.43) | 509 (0.4) | 1.09 (0.89–1.34) | 0.39 | NA | ||
| Cluster 4: Conflict at work, conflict with a close relative or friend, unemployment, poor economy | Overall | No event | 1188 (0.56) | 2561 (0.61) | 1.00 ref | ||
| Any event | 921 (0.44) | 1637 (0.39) | 1.16 (1.04–1.30) |
| 0.81 | ||
| Female | No event | 791 (0.53) | 1699 (0.57) | 1.00 ref | |||
| Any event | 711 (0.47) | 1269 (0.43) | 1.15 (1.01–1.31) |
| NA | ||
| Male | No event | 397 (0.65) | 862 (0.7) | 1.00 ref | |||
| Any event | 210 (0.35) | 368 (0.3) | 1.19 (0.96–1.47) | 0.12 | NA |
CI, confidence interval; OR, odds ratio.
Results adjusted for age, sex (for overall population), residential area, pack‐years of smoking, alcohol consumption in grams, levels of education. P values for interaction present P values for the event‐by‐sex interaction calculated in the overall population by adding an interaction term to the logistic model. Bold values indicate results with statistical significance, that is, a P‐value <0.05
Figure 2The effect size of clustered life events on MS. Blue diamonds and horizontal bars represent the odds ratios and confidence intervals of each cluster with the risk of MS. Effect sizes in females and males are presented by circles and squares, respectively
The association between each component event and risk of multiple sclerosis, stratified by sex
| Cluster | Component event | Population | Exposure | MS cases | Controls | OR (95% CI) |
|
|
|---|---|---|---|---|---|---|---|---|
| Cluster 2 | Sickness or accident of a spouse, partner or child | Overall | No event | 2278 (0.89) | 4843 (0.91) | 1.00 ref |
| 0.02 |
| Any event | 286 (0.11) | 480 (0.09) | 1.25 (1.06–1.46) | |||||
| Female | No event | 1593 (0.87) | 3405 (0.91) | 1.00 ref |
| NA | ||
| Any event | 229 (0.13) | 354 (0.09) | 1.38 (1.15–1.65) | |||||
| Male | No event | 685 (0.92) | 1438 (0.92) | 1.00 ref | 0.53 | NA | ||
| Any event | 57 (0.08) | 126 (0.08) | 0.90 (0.63–1.26) | |||||
| Death of a spouse, partner or child | Overall | No event | 2864 (0.99) | 5998 (0.99) | 1.00 ref | 0.24 | 0.17 | |
| Any event | 24 (0.01) | 40 (0.01) | 1.36 (0.82–2.28) | |||||
| Female | No event | 2053 (0.99) | 4266 (0.99) | 1.00 ref | 0.83 | NA | ||
| Any event | 15 (0.01) | 32 (0.01) | 1.07 (0.58–1.99) | |||||
| Male | No event | 811 (0.99) | 1732 (1.00) | 1.00 ref | 0.051 | NA | ||
| Any event | 9 (0.01) | 8 (0.00) | 2.67 (1.00–7.13) | |||||
| Cluster 3 | Serious conflict with a spouse or partner | Overall | No event | 1974 (0.78) | 4135 (0.81) | 1.00 ref |
| 0.91 |
| Any event | 543 (0.22) | 939 (0.19) | 1.18 (1.05–1.34) | |||||
| Female | No event | 1376 (0.77) | 2887 (0.80) | 1.00 ref |
| NA | ||
| Any event | 413 (0.23) | 717 (0.20) | 1.19 (1.03–1.37) | |||||
| Male | No event | 598 (0.82) | 1248 (0.85) | 1.00 ref | 0.21 | NA | ||
| Any event | 130 (0.18) | 222 (0.15) | 1.17 (0.91–1.50) | |||||
| Divorce or equivalent | Overall | No event | 2221 (0.84) | 4805 (0.87) | 1.00 ref |
| 0.85 | |
| Any event | 417 (0.16) | 691 (0.13) | 1.28 (1.12–1.47) | |||||
| Female | No event | 1558 (0.83) | 3376 (0.86) | 1.00 ref |
| NA | ||
| Any event | 322 (0.17) | 533 (0.14) | 1.29 (1.10–1.50) | |||||
| Male | No event | 663 (0.87) | 1429 (0.90) | 1.00 ref | 0.15 | NA | ||
| Any event | 95 (0.13) | 158 (0.10) | 1.23 (0.93–1.63) | |||||
| Marriage or equivalent | Overall | No event | 1628 (0.68) | 3441 (0.72) | 1.00 ref |
| 0.16 | |
| Any event | 761 (0.32) | 1344 (0.28) | 1.17 (1.05–1.31) | |||||
| Female | No event | 1147 (0.67) | 2452 (0.71) | 1.00 ref |
| NA | ||
| Any event | 567 (0.33) | 978 (0.29) | 1.23 (1.08–1.41) | |||||
| Male | No event | 481 (0.71) | 989 (0.73) | 1.00 ref | 0.78 | NA | ||
| Any event | 194 (0.29) | 366 (0.27) | 1.03 (0.83–1.28) | |||||
| Cluster 4 | Serious conflict with a close relative or friend | Overall | No event | 2176 (0.85) | 4634 (0.88) | 1.00 ref |
| 0.87 |
| Any event | 374 (0.15) | 614 (0.12) | 1.23 (1.07–1.42) | |||||
| Female | No event | 1490 (0.83) | 3179 (0.86) | 1.00 ref |
| NA | ||
| Any event | 310 (0.17) | 506 (0.14) | 1.23 (1.05–1.45) | |||||
| Male | No event | 686 (0.91) | 1455 (0.93) | 1.00 ref | 0.27 | NA | ||
| Any event | 64 (0.09) | 108 (0.07) | 1.21 (0.86–1.69) | |||||
| Poor economy | Overall | No event | 2115 (0.86) | 4529 (0.88) | 1.00 ref |
| 0.53 | |
| Any event | 346 (0.14) | 598 (0.12) | 1.19 (1.03–1.38) | |||||
| Female | No event | 1484 (0.85) | 3174 (0.87) | 1.00 ref | 0.079 | NA | ||
| Any event | 255 (0.15) | 458 (0.13) | 1.16 (0.98–1.38) | |||||
| Male | No event | 631 (0.87) | 1355 (0.91) | 1.00 ref | 0.12 | NA | ||
| Any event | 91 (0.13) | 140 (0.09) | 1.26 (0.94–1.69) | |||||
| Conflict at work | Overall | No event | 2125 (0.86) | 4461 (0.89) | 1.00 ref |
| 0.42 | |
| Any event | 349 (0.14) | 565 (0.11) | 1.30 (1.12–1.50) | |||||
| Female | No event | 1489 (0.84) | 3135 (0.88) | 1.00 ref |
| NA | ||
| Any event | 274 (0.16) | 430 (0.12) | 1.33 (1.12–1.57) | |||||
| Male | No event | 636 (0.89) | 1326 (0.91) | 1.00 ref | 0.26 | NA | ||
| Any event | 75 (0.11) | 135 (0.09) | 1.19 (0.88–1.63) | |||||
| Unemployed | Overall | No event | 2242 (0.88) | 4733 (0.89) | 1.00 ref | 0.17 | 0.98 | |
| Any event | 313 (0.12) | 579 (0.11) | 1.11 (0.96–1.29) | |||||
| Female | No event | 1599 (0.88) | 3371 (0.89) | 1.00 ref | 0.27 | NA | ||
| Any event | 224 (0.12) | 418 (0.11) | 1.10 (0.93–1.32) | |||||
| Male | No event | 643 (0.88) | 1362 (0.89) | 1.00 ref | 0.46 | NA | ||
| Any event | 89 (0.12) | 161 (0.11) | 1.11 (0.84–1.49) |
CI, confidence interval; OR, odds ratio.
Results adjusted for age, sex (for overall population), residential area, pack‐years of smoking, alcohol consumption in grams, levels of education. P values for interaction present P values for the event‐by‐sex interaction calculated in the overall population by adding an interaction term to the logistic model. Bold values indicate results with statistical significance, that is, a P‐value <0.05
Figure 3The effect size of individual life events on MS. Blue diamonds and horizontal bars represent the odds ratios and confidence intervals of each individual life event with the risk of MS. Effect sizes in females and males are presented by circles and squares, respectively