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. 2020 Jun 1;128(6):067003. doi: 10.1289/EHP6174

Table 5.

Replication of previously reported EWAS signals for long-term exposure to NO2 and PM2.5, in the SAPALDIA study, single- and multiexposure models.

Air pollutant; Cohort (Reference) CpG ID CHR Location Gene Beta SE p-Value SAPALDIA (single-exposure model) SE p-Value SAPALDIA (multiexposure model) SE p-Value
Beta Beta
NO2; LifeLines, de FC Lichtenfels et al. 2018 cg04908668 6 32823941 PSMB9 0.012 0.002 7.94×109 0.0003 0.0003 0.333 0.0004 0.0004 0.322
cg14938677 7 127231698 ARF5 0.023 0.004 1.05×108 0.0004 0.001 0.619 0.0004 0.001 0.663
cg00344801 22 46685728 TTC38 0.028 0.005 2.38×108 0.001 0.001 0.209 0.001 0.001 0.282
cg18379295 14 52326155 GNG2 0.020 0.004 3.50×108 0.001 0.001 0.204 0.001 0.001 0.367
cg25769469 5 71643841 PTCD2 0.035 0.006 3.69×108 0.001 0.002 0.547 0.002 0.002 0.237
cg02234653 2 224625080 AP1S3 0.017 0.003 4.70×108 0.0005 0.001 0.553 0.0003 0.001 0.752
cg08500171a 6 31590674 BAT2 0.024 0.004 9.81×108 0.002 0.001 0.042 0.003 0.001 0.019
NO2; EPIC-ITALY, Plusquin et al. 2017 cg08120023 1 116947203 C1orf203 0.003 0.0005 0.001 0.001 0.586 0.002 0.001 0.179
cg22856765 8 42693384 THAP1 0.008 0.001 4.27×109 0.00001 0.0002 0.960 0.00001 0.0002 0.930
cg18164357 11 77534497 C11orf67 0.009 0.001 9.61×109 0.0005 0.0003 0.042 0.001 0.0003 0.016
cg13918628 9 35610380 CD72 0.012 0.002 1.02×108 0.0003 0.0002 0.184 0.0005 0.0003 0.074
cg03870188 13 113717830 MCF2L 0.004 0.001 1.02×108 0.0001 0.0003 0.670 0.0001 0.0003 0.650
cg20939320 3 132563279 NCRNA00119 0.006 0.001 3.49×108 0.001 0.001 0.091 0.001 0.001 0.185
cg13420207 7 81666278 CACNA2D1 0.010 0.002 5.56×108 0.00004 0.001 0.947 0.00003 0.001 0.973
cg04914283 1 23181832 EPHB2 0.005 0.001 5.85×108 0.001 0.001 0.298 0.001 0.001 0.118
cg21156210 4 100485208 RG9MTD2 0.010 0.002 6.03×108 0.00002 0.0002 0.941 0.0001 0.0003 0.731
cg16205861 12 54146572 NA 0.004 0.001 6.57×108 0.0001 0.0005 0.788 0.0001 0.0005 0.882
cg12790758 15 37369914 MEIS2 0.004 0.001 7.06×108 0.0006 0.0005 0.287 0.0001 0.001 0.898
cg18201392 1 185023741 RNF2 0.005 0.001 8.02×108 0.0002 0.0001 0.118 0.0002 0.0001 0.133
NO2; Korean COPD Cohort, Lee et al. 2019 cg05171937 12 27396765 STK38L 0.010 0.002 1.10×108 0.003 0.001 0.068 0.002 0.002 0.125
cg06226567 20 22559676 C20orf56 0.003 0.001 3.50×108 0.00002 0.0001 0.863 0.0001 0.0002 0.514
cg26583725 13 110397643 NA 0.001 2.34 4.90×108 0.0001 0.0001 0.183 0.0001 0.0001 0.228
PM2.5; EPIC-ITALY, Plusquin et al. 2017 cg23890774 19 36618841 NA 0.078 0.014 1.98×108 0.0001 0.0003 0.704 0.0003 0.0003 0.263
PM2.5; EPIC-NL never-smokers, Plusquin et al. 2017b cg12575202 10 133331128 NA 0.467 0.080 5.40×109 0.001 0.003 0.786 0.002 0.003 0.529
cg08630381 13 100612277 NA 0.461 0.073 2.58×1010 0.001 0.001 0.415 0.001 0.001 0.394
cg17629796a 13 30707265 NA 0.563 0.094 2.11×108 0.002 0.001 0.076 0.003 0.001 0.033
cg07084345 15 61972967 NA 0.512 0.075 7.26×1012 0.002 0.008 0.816 0.002 0.008 0.769
cg04319606 2 26785290 C2orf70 0.261 0.068 1.31×107 0.0002 0.002 0.893 0.00002 0.002 0.989
cg09568355 2 45228633 NA 0.261 0.049 1.41×107 0.003 0.002 0.286 0.004 0.003 0.179
cg03513315 2 30988383 PES1 0.307 0.058 1.35×107 0.0003 0.001 0.631 0.0001 0.001 0.837
cg25489413 7 44794343 ZMIZ2 0.365 0.068 6.48×108 0.001 0.002 0.712 0.0002 0.002 0.933
cg00005622 8 145180403 NA 0.398 0.064 5.16×1010 0.004 0.001 0.109 0.004 0.003 0.136

Note: Beta coefficients represent increase or decrease in DNA methylation in relation to NO2 or PM2.5 exposure. In a preliminary step, DNA methylation β-values were regressed on the Illumina control probe-derived first 30 principal components to correct for correlation structures and technical bias, and residuals of these regressions covering 430,477 CpGs were used as the technical bias-corrected methylation level at the CpG sites. Extreme values of the residuals (lying beyond three times the interquartile range below the first quartile and above the third quartile at each CpG site) were replaced with their corresponding detection threshold value (“modified winsorization”). The “winsorized” data were then used as the dependent variables in the present EWAS. The multiexposure model contained all five exposures at same time. All SAPALDIA estimates were derived from linear mixed-effects EWAS models, with random intercept at the level of participant, adjusted for age; sex; educational level; area; neighborhood socioeconomic status; greenness index; smoking status; smoking pack-years; exposure to passive smoke; consumption of fruits, vegetables, and alcohol; nested study; asthma status; noise truncation indicators; survey; and leukocyte composition. Multiexposure model included all five exposures (Aircraft, railway, road traffic Lden and respective truncation indicators, NO2 and PM2.5) at the same time. CHR, chromosome; COPD, chronic obstructive pulmonary disease; CpG, Cytosine-phosphate-Guanine; EPIC, European Prospective Investigation into Cancer and Nutrition; EWAS, epigenome-wide association study; N.A., not annotated; NL, Netherlands; NO2, nitrogen dioxide; PM2.5, particulate matter with aerodynamic diameter <2.5μm; SAPALDIA, Swiss Cohort Study on Air Pollution and Lung and Heart Diseases in Adults; SE, standard error.

a

Validated in the SAPALDIA study.

b

SAPALDIA estimates derived from never-smoker sample comparable to the EPIC-NL never-smoker estimates.