| Literature DB >> 30462234 |
Valentina Gallo1,2,3, Paolo Vineis2, Mariagrazia Cancellieri1,4,5, Paolo Chiodini6, Roger A Barker7, Carol Brayne7, Neil Pearce3, Roel Vermeulen8,9, Salvatore Panico10, Bas Bueno-de-Mesquita2,11,12,13, Nicola Vanacore14, Lars Forsgren15, Silvia Ramat16, Eva Ardanaz17,18, Larraitz Arriola18,19,20, Jesper Peterson21, Oskar Hansson22, Diana Gavrila18,23, Carlotta Sacerdote24,25, Sabina Sieri26, Tilman Kühn27, Verena A Katzke27, Yvonne T van der Schouw8, Andreas Kyrozis28,29, Giovanna Masala30, Amalia Mattiello10, Robert Perneczky2,31,32,33, Lefkos Middleton2, Rodolfo Saracci34, Elio Riboli2.
Abstract
BACKGROUND: The aim of this paper is to investigate the causality of the inverse association between cigarette smoking and Parkinson's disease (PD). The main suggested alternatives include a delaying effect of smoking, reverse causality or an unmeasured confounding related to a low-risk-taking personality trait.Entities:
Keywords: EPIC; NeuroEPIC4PD; Parkinson’s disease; causal inference; cohort study; passive smoking; smoking; smoking patterns
Mesh:
Substances:
Year: 2019 PMID: 30462234 PMCID: PMC6659366 DOI: 10.1093/ije/dyy230
Source DB: PubMed Journal: Int J Epidemiol ISSN: 0300-5771 Impact factor: 7.196
Figure 1.Direct Acyclic Graphs (DAGs) showing the hypotheses on the observed association between cigarette smoking and Parkinson’s disease. (A) Smoking protects against PD (causal effect); (B) smoking delays PD onset; (C) subjects with a specific personality trait are both less likely to smoke and more susceptible to PD (confounding effect); (D) subtle dopaminergic changes before disease onset make quitting smoking easier (reverse causality).
Demographic characteristics and smoking habits among men and women with and without PD at recruitment in the EPIC Study
| Total | Men | Women | ||||
|---|---|---|---|---|---|---|
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| PD | Cohort | PD | Cohort | PD | Cohort | |
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| 61.4 (8.3) | 53.0 (10.0) | 61.7 (8.3) | 53.1 (10.1) | 61.3 (8.3) | 53.0 (9.9) |
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| 67.5 (7.9) | 67.6 (7.8) | 67.3 (8.0) | |||
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| Never smoker, % | 402 (56.2) | 101 958 (47.7) | 149 (40.7) | 26 969 (33.7) | 253 (72.5) | 74 989 (56.1) |
| Former smoker, % | 232 (32.5) | 59 653 (27.9) | 165 (45.1) | 29 976 (37.5) | 67 (19.2) | 29 677 (22.2) |
| Current smoker, % | 81 (11.3) | 52 207 (24.4) | 52 (14.2) | 23 078 (28.8) | 29 (8.3) | 29 129 (21.8) |
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| <20 years, % | 92 (32.4) | 36 243 (33.8) | 57 (28.6) | 15 013 (29.6) | 35 (41.2) | 21 230 (37.6) |
| 20–29 years, % | 69 (24.3) | 32 425 (30.2) | 47 (23.6) | 15 171 (29.9) | 22 (25.9) | 17 254 (30.5) |
| 30+ years, % | 123 (43.3) | 38 601 (36.0) | 95 (47.7) | 20 551 (40.5) | 28 (32.9) | 18 050 (31.9) |
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| <12 cigarettes/day, % | 91 (50.3) | 35 132 (47.8) | 56 (41.5) | 11 085 (31.2) | 35 (76.1) | 24 047 (63.4) |
| 12+ cigarettes/day, % | 90 (49.7) | 38 370 (52.2) | 79 (58.5) | 24 478 (68.8) | 11 (23.9) | 13 892 (36.6) |
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| 19+ years, % | 110 (50.7) | 19 737 (34.4) | 82 (52.9) | 10 151 (35.3) | 28 (45.2) | 9586 (33.5) |
| 9–18 years, % | 58 (26.7) | 19 295 (33.6) | 40 (25.8) | 9773 (33.9) | 18 (29.0) | 9522 (33.2) |
| <9 years, % | 49 (22.6) | 18 415 (32.1) | 33 (21.3) | 8874 (30.8) | 16 (25.8) | 9541 (33.0) |
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| <33 years, % | 54 (24.9) | 18 330 (31.9) | 44 (28.4) | 8 354 (29.0) | 10 (16.1) | 9 976 (34.8) |
| 33–43 years, % | 53 (24.4) | 19 086 (33.2) | 33 (21.3) | 9809 (34.1) | 20 (32.3) | 9277 (32.4) |
| 44+ years, % | 110 (50.7) | 20 031 (34.9) | 78 (50.3) | 10 635 (369) | 32 (51.6) | 9396 (32.8) |
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| 20+ years, % | 136 (46.0) | 43 194 (36.7) | 75 (36.1) | 17 192 (33.3) | 61 (69.3) | 26 002 (45.4) |
| 17–19 years, % | 74 (25.0) | 31 984 (29.4) | 61 (29.3) | 14 975 (29.0) | 13 (14.8) | 17 009 (29.7) |
| <16 years, % | 86 (29.1) | 33 688 (30.9) | 72 (34.6) | 19 458 (37.7) | 14 (15.9) | 14 230 (24.9) |
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| None/primary, % | 389 (56.1) | 94 988 (44.8) | 192 (54.1) | 33 823 (42.7) | 197 (58.3) | 61 165 (46.1) |
| Technical, % | 148 (21.4) | 46 407 (21.9) | 73 (20.6) | 18 173 (22.9) | 75 (22.2) | 28 234 (21.3) |
| Secondary, % | 69 (10.0) | 33 145 (15.7) | 38 (10.7) | 11 788 (14.9) | 31 (9.2) | 21 357 (16.1) |
| University or above, % | 87 (12.6) | 37 275 (17.6) | 52 (14.7) | 15 463 (19.5) | 35 (10.4) | 21 812 (16.5) |
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| In childhood | 100 (64.1) | 42 491 (71.8) | 36 (67.9) | 8101 (66.4) | 64 (62.1) | 34 390 (73.2) |
| At home or at work | 86 (62.3) | 27 941 (68.7) | 34 (63.0) | 9102 (74.6) | 52 (61.9) | 18 839 (66.1) |
233 missing values (138 men and 85 women).
Calculated on ever smokers only, 4620 missing values.
Calculated on ever smokers only after excluding Swedish subjects (N = 53 291), 10 876 missing values.
Calculated on former smokers only, 2221 missing values.
Calculated on ever smokers only, 3011 missing values.
Not including 2025 subjects with undetermined educational level.
Available for 59 329 individuals only.
Available for 40 816 individuals only.
Cox-regression analyses showing hazard ratios (HRs) [and relative 95% confidence intervals (CIs)] and using as reference category never smokers or the appropriate category for each variable and HRs (and 95% CIs) for competing-risk models using mortality as competing risk
| PD cases | HR (95% CI) | HR (95% CI) | Competing-risk HR (95% CI)a | |
|---|---|---|---|---|
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| Never smokers | 402 | 1.00 | 1.00 | |
| Former smokers | 232 | 0.79 (0.66–0.94) | 0.75 (0.63–0.89) | |
| Current smokers | 81 | 0.49 (0.38–0.63) | 0.44 (0.35–0.57) | |
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| Never smokers | 402 | 1.00 | 1.00 | |
| <20 years | 92 | 0.84 (0.67–1.07) | 1.00 | 0.81 (0.64–1.02) |
| 20–29 years | 69 | 0.73 (0.56–0.96) | 0.87 (0.63–1.19) | 0.67 (0.51–0.87) |
| 30+ years | 123 | 0.54 (0.43–0.66) | 0.61 (0.46–0.80) | 0.49 (0.40–0.61) |
| <0.001 | <0.001 | <0.001 | ||
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| Never smokers | 284 | 1.00 | 1.00 | |
| <12 cigarettes/day | 91 | 0.80 (0.62–1.02) | 1.00 | 0.77 (0.60–0.98) |
| 12+ cigarettes/day | 90 | 0.54 (0.42–0.71) | 0.69 (0.50–0.94) | 0.49 (0.38–0.64) |
| <0.001 | 0.020 | <0.001 | ||
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| Never smokers | 402 | 1.00 | 1.00 | |
| 19+ years | 110 | 0.87 (0.69–1.09) | 1.00 | 0.85 (0.68–1.06) |
| 9–18 years | 58 | 0.71 (0.53–0.95) | 0.81 (0.58–1.12) | 0.65 (0.49–0.87) |
| <9 years | 49 | 0.68 (0.50–0.93) | 0.80 (0.56–1.14) | 0.65 (0.48–0.88) |
| 0.002 | 0.173 | <0.001 | ||
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| Never smokers | 402 | 1.00 | 1.00 | |
| <33 years | 54 | 0.94 (0.70–1.26) | 1.00 | 0.90 (0.67–1.20) |
| 34–43 years | 53 | 0.71 (0.52–0.95) | 0.76 (0.52–1.12) | 0.69 (0.51–0.93) |
| 44+ years | 110 | 0.74 (0.59–0.93) | 0.78 (0.55–1.11) | 0.69 (0.55–0.87) |
| 0.003 | 0.217 | <0.001 | ||
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| Never smokers | 402 | 1.00 | 1.00 | |
| 20+ years | 136 | 0.74 (0.61–0.91) | 1.00 | 0.70 (0.57–0.85) |
| 17–19 years | 74 | 0.59 (0.45–0.76) | 0.76 (0.56–1.03) | 0.56 (0.44–0.72) |
| <16 years | 86 | 0.63 (0.49–0.81) | 0.78 (0.58–1.05) | 0.57 (0.45–0.73) |
| <0.001 | 0.095 | <0.001 | ||
|
| 56 | 1.00 | 1.00 | |
| 100 | 0.99 (0.71–1.40) | 0.97 (0.69–1.36) | ||
| 0.995 | 0.862 | |||
|
| 52 | 1.00 | 1.00 | |
| 86 | 0.70 (0.49–0.99) | 0.71 (0.50–1.01) | ||
| 0.047 | 0.059 | |||
Restricted to the whole cohort except Sweden.
Calculated after excluding 4620 (of which 29 PD) missing values.
Calculated after excluding 10 876 missing values (of which 55 PD cases).
Calculated after excluding 54 509 (of which 96 PD cases) missing values.
Calculated after excluding 3011 (of which 17 PD cases) missing values.
Hazard ratios (HRs) and relative 95% confidence intervals (CIs) from Cox-regression models investigating smoking variables in relation to PD onset in men and women separately and sensitivity analysis including only definite and very likely PD cases
| Men | Women | All | ||||
|---|---|---|---|---|---|---|
| PD cases | HR (95% CI) | PD cases | HR (95% CI) | Definite and very likely PD cases | HR (95% CI) | |
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| Never smokers | 149 | 1.00 | 253 | 1.00 | 228 | 1.00 |
| Former smokers | 165 | 0.77 (0.62–0.97) | 67 | 0.80 (0.60–1.07) | 121 | 0.85 (0.66–1.08) |
| Current smokers | 52 | 0.49 (0.35–0.67) | 29 | 0.46 (0.31–0.69) | 40 | 0.42 (0.29–0.59) |
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| Never smokers | 149 | 1.00 | 253 | 1.00 | 228 | 1.00 |
| <20 years | 57 | 0.83 (0.61–1.14) | 35 | 0.83 (0.58–1.21) | 55 | 0.98 (0.72–1.34) |
| 20–29 years | 47 | 0.76 (0.54–1.06) | 22 | 0.68 (0.43–1.07) | 33 | 0.64 (0.44–0.94) |
| 30+ years | 95 | 0.55 (0.42–0.72) | 28 | 0.45 (0.30–0.67) | 64 | 0.52 (0.39–0.70) |
| Trend | <0.001 | Trend | <0.001 | Trend | <0.001 | |
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| Never smokers | 149 | 1.00 | 253 | 1.00 | 228 | 1.00 |
| <12 cigarettes/day | 56 | 0.79 (0.57–1.10) | 35 | 0.83 (0.58–1.25) | 51 | 0.85 (0.61–1.19) |
| 12+ cigarettes/day | 79 | 0.56 (0.42–0.76) | 11 | 0.53 (0.28–0.99) | 46 | 0.47 (0.33–0.68) |
| Trend | <0.001 | Trend | 0.043 | Trend | <0.001 | |
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| Never smoker | 149 | 1.00 | 253 | 1.00 | 228 | 1.00 |
| 19+ years | 82 | 0.89 (0.67–1.18) | 28 | 0.79 (0.53–1.19) | 58 | 1.05 (0.77–1.44) |
| 9–18 years | 40 | 0.68 (0.48–0.97) | 18 | 0.78 (0.48–1.27) | 28 | 0.67 (0.45–1.01) |
| <9 years | 33 | 0.66 (0.45–0.97) | 16 | 0.73 (0.44–1.23) | 30 | 0.75 (0.50–1.11) |
| Trend | 0.008 | Trend | 0.106 | Trend | 0.046 | |
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| Never smoker | 149 | 1.00 | 253 | 1.00 | 228 | 1.00 |
| <33 years | 44 | 1.10 (0.78–1.55) | 10 | 0.56 (0.29–1.07) | 36 | 1.25 (0.86–1.80) |
| 34–43 years | 33 | 0.60 (0.41–0.88) | 20 | 0.96 (0.60–1.53) | 28 | 0.74 (0.49–1.11) |
| 44+ years | 78 | 0.72 (0.54–0.97) | 32 | 0.77 (0.52–1.12) | 52 | 0.73 (0.53–1.01) |
| Trend | 0.006 | Trend | 0.164 | Trend | 0.032 | |
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| Never smoker | 149 | 1.00 | 253 | 1.00 | 228 | 1.00 |
| 20+ years | 75 | 0.71 (0.53–0.94) | 61 | 0.77 (0.57–1.04) | 67 | 0.70 (0.52–0.93) |
| 17–19 years | 61 | 0.70 (0.51–0.95) | 13 | 0.36 (0.20–0.64) | 38 | 0.58 (0.41–0.84) |
| <16 years | 72 | 0.63 (0.47–0.84) | 14 | 0.58 (0.33–1.02) | 52 | 0.73 (0.53–1.01) |
| Trend | 0.001 | Trend | <0.001 | Trend | 0.006 | |
|
| 53 | 1.25 (0.70–2.24) | 103 | 0.88 (0.60–1.32) | ||
|
| 54 | 0.71 (0.40–1.23) | 84 | 0.68 (0.43–1.08) | ||
Models adjusted for educational level and sex (where appropriated) and stratified by centre and age at recruitment.
Excluding Sweden (N = 53 291) and missing for 10 876 subjects who were excluded from this model.
Hazard ratios (HRs) and relative 95% confidence intervals (CIs) from Cox-regression models investigating smoking variables in relation to PD onset in each country separately and p-value for heterogeneity
| Italy | Spain | UK | The Netherlands | Greece | Germany | Sweden | ||
|---|---|---|---|---|---|---|---|---|
|
| 64/40 148 | 101/24 924 | 200/27 980 | 13/16 909 | 92/25 845 | 50/25 436 | 195/53 291 | |
|
| 1.32 | 3.08 | 5.47 | 0.73 | 3.70 | 1.74 | 2.66 | |
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| HR (95% CI) | HR (95% CI) | HR (95% CI) | HR (95% CI) | HR (95% CI) | HR (95% CI) | HR (95% CI) | p-value | |
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| Never smokers | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.099 |
| Former smokers | 1.11 (0.61–2.02) | 0.63 (0.33–1.22) | 0.91 (0.66–1.23) | 0.40 (0.11–1.48) | 0.71 (0.378–1.32) | 0.62 (0.34–1.16) | 0.74 (0.54–1.03) | |
| Current smokers | 0.75 (0.38–1.48) | 0.66 (0.36–1.21) | 0.75 (0.46–1.21) | 0.27 (0.03–2.17) | 0.34 (0.14–0.84) | 0.24 (0.07–0.81) | 0.28 (0.17–0.48) | |
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| Never | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 0.143 |
| <20 years | 1.58 (0.81–3.11) | 0.94 (0.43–2.07) | 0.74 (0.46–1.20) | 0.33 (0.04–2.62) | 0.50 (0.15–1.67) | 0.61 (0.28–1.30) | 0.89 (0.60–1.31) | |
| 20–29 years | 0.78 (0.35–1.77) | 0.67 (0.29–1.51) | 0.96 (0.59–1.57) | 0.38 (0.05–3.06) | 0.79 (0.30–2.06) | 0.76 (0.32–1.77) | 0.59 (0.35–0.97) | |
| 30+ years | 0.73 (0.37–1.45) | 0.56 (0.30–1.05) | 0.77 (0.53–1.12) | 0.38 (0.08–1.80) | 0.54–0.28–1.02) | 0.27 (0.09–0.78) | 0.31 (0.19–0.50) | |
| Trend | 0.276 | 0.060 | 0.229 | 0.158 | 0.070 | 0.015 | P<0.001 | |
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| Never | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | – | 0.397 |
| <12 cigarettes/day | 1.08 (0.57–2.06) | 0.97 (0.53–1.77) | 0.91 (0.63–1.34) | 0.40 (0.11–1.52) | 0.60 (0.25–1.46) | 0.37 (0.15–0.91) | – | |
| 12+ cigarettes/day | 0.62 (0.28–1.37) | 0.39 (0.19–0.80) | 0.68 (0.45–1.00) | – | 0.54 (0.29–1.01) | 0.59 (0.28–1.25) | – | |
| Trend | 0.297 | 0.014 | 0.062 | 0.051 | 0.051 | 0.075 | – | |
Calculated after excluding 4620 (of which 29 PD) missing values.
Calculated after excluding Sweden (N = 53 291) and 10 876 missing values (of which 55 PD cases).
Figure 2.Analysis of the residuals of Schoenfeld residuals to assess the proportionality assumption comparing former smokers (A) and current smokers (B) with never smokers. Figures represent plots of beta-coefficient estimates (log hazard ratios) for former smokers (A) and current smokers (B) against follow-up (time) in years. The darker (blue) line represents a smoothed curve of scaled Shoenfeld residuals with 95% confidence intervals (darker (blue) dotted lines), whereas the lighter (red) line represents a beta-coefficient estimate from a Cox-regression model.
Hazard ratios (HRs) and relative 95% confidence intervals (CIs) for Cox regressions analysing risk of PD at early and older age of onset and in tremor-dominant or akinetic-rigid forms
| Mid-age PD onset | Late PD onset | Tremor-dominant PD | Akinetic-rigid PD | |||||
|---|---|---|---|---|---|---|---|---|
| PD | HR | PD | HR | PD | HR | PD | HR | |
| ( | (95% CI) | ( | (95% CI) | ( | (95% CI) | ( | (95% CI) | |
|
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| Never smoker | 215 | 1.00 | 187 | 1.00 | 140 | 1.00 | 102 | 1.00 |
| Former smoker | 119 | 0.89 (0.70–1.14) | 113 | 0.69 (0.53–0.89) | 66 | 0.84 (0.61–0.16) | 38 | 0.66 (0.44–0.98) |
| Current smoker | 51 | 0.51 (0.37–0.69) | 30 | 0.48 (0.32–0.72) | 28 | 0.47 (0.31–0.73) | 17 | 0.39 (0.23–0.67) |
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| Never smokers | 215 | 1.00 | 187 | 1.00 | 140 | 1.00 | 102 | 1.00 |
| <20 years | 56 | 0.90 (0.67–1.23) | 36 | 0.76 (0.53–1.11) | 34 | 1.00 (0.67–1.49) | 16 | 0.64 (0.37–1.10) |
| 20–29 years | 37 | 0.68 (0.47–0.97) | 32 | 0.81 (0.55–1.21) | 25 | 0.82 (0.52–1.30) | 11 | 0.49 (0.26–0.93) |
| 30+ years | 66 | 0.60 (0.45–0.81) | 57 | 0.47 (0.34–0.64) | 31 | 0.46 (0.30–0.69) | 27 | 0.53 (0.34–0.84) |
| <0.001 | <0.001 | <0.001 | 0.002 | |||||
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| Never smokers | 154 | 1.00 | 130 | 1.00 | 91 | 1.00 | 62 | 1.00 |
| <12 cigarettes/day | 50 | 0.84 (0.60–1.18) | 41 | 0.74 (0.51–1.08) | 28 | 0.93 (0.58–1.47) | 14 | 0.58 (0.31–1.07) |
| 12+ cigarettes/day | 55 | 0.62 (0.44–0.87) | 35 | 0.46 (0.31–0.69) | 20 | 0.46 (0.27–0.78) | 18 | 0.50 (0.27–0.91) |
| 0.006 | <0.001 | 0.007 | 0.014 | |||||
Information on subtype is not available for 324 PD cases.
Restricted to the whole cohort except Sweden.
Figure 3.HRs and relative 95% CIs for smoking duration (A) and intensity (B) among former (continuous line) and current (dashed line) smokers at recruitment in the EPIC study.