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Relating Onset of Health Conditions to Changes in Tobacco/Nicotine Use — Analyses based on the U.S. PATH Study * Cover

Relating Onset of Health Conditions to Changes in Tobacco/Nicotine Use — Analyses based on the U.S. PATH Study *

By: Peter N. Lee and  John S. Fry  
Open Access
|Mar 2023

Figures & Tables

Changes in tobacco/nicotine product use between Waves 1 and 4 in relation to onset of health condition in Waves 2 or 3a_ Note that initiation and quitting of cigarettes is regardless of e-cigarette use, and that initiation of e-cigarettes is regardless of smoking habits_

Change in product use in relation to onset of health conditionOR for main analysisbOR excluding other tobacco/nicotine product userscOR controlling for three more variablesd
Initiation of smoking
Any major respiratory condition1.11 (0.85–1.44)0.91 (0.65–1.27)1.01 (0.78–1.32)
Asthma1.14 (0.84–1.56)0.95 (0.63–1.43)1.08 (0.79–1.48)
Any respiratory condition1.05 (0.86–1.28)0.82 (0.63–1.07)0.98 (0.80–1.19)
Any cardiovascular condition1.65 (1.31–2.08)1.96 (1.49–2.59)1.61 (1.27–2.04)
High blood pressure1.34 (1.13–1.58)1.23 (0.99–1.52)1.28 (1.08–1.52)
High cholesterol1.05 (0.89–1.23)0.88 (0.71–1.08)1.03 (0.87–1.22)
Diabetes1.15 (0.95–1.38)1.17 (0.93–1.47)1.11 (0.92–1.33)
Cancer1.41 (0.96–2.05)1.55 (0.98–2.46)1.34 (0.92–1.97)
Any major smoking-related condition1.35 (1.12–1.62)1.51 (1.20–1.89)1.28 (1.06–1.54)
Quitting of smoking
Any major respiratory condition0.97 (0.75–1.24)1.86 (1.22–2.83)1.07 (0.83–1.39)
Asthma0.90 (0.64–1.27)0.96 (0.50–1.82)0.96 (0.68–1.36)
Any respiratory condition1.06 (0.86–1.32)1.47 (1.00–2.17)1.16 (0.93–1.44)
Any cardiovascular condition1.16 (0.87–1.54)0.98 (0.56–1.74)1.27 (0.95–1.69)
High blood pressure1.09 (0.87–1.37)1.84 (1.20–2.83)1.16 (0.92–1.45)
High cholesterol1.29 (1.02–1.62)1.75 (1.17–2.62)1.34 (1.06–1.70)
Diabetes1.08 (0.82–1.42)1.37 (0.86–2.18)1.17 (0.89–1.54)
Cancer0.77 (0.47–1.25)1.38 (0.59–3.23)0.81 (0.50–1.33)
Any major smoking-related condition1.05 (0.84–1.30)1.73 (1.18–2.56)1.16 (0.93–1.44)
Initiation of e-cigarettes
Any major respiratory condition2.86 (2.10–3.90)3.36 (1.76–6.42)2.02 (1.47–2.79)
Asthma1.57 (1.05–2.35)1.78 (0.75–4.22)1.29 (0.85–1.95)
Any respiratory condition2.08 (1.61–2.68)1.41 (0.71–2.83)1.67 (1.28–2.18)
Any cardiovascular condition1.67 (1.16–2.42)2.21 (1.08–4.55)1.42 (0.98–2.08)
High blood pressure1.55 (1.19–2.01)1.38 (0.74–2.57)1.28 (0.98–1.67)
High cholesterol1.33 (1.01–1.75)1.38 (0.76–2.49)1.33 (1.00–1.77)
Diabetes1.74 (1.31–2.32)2.32 (1.37–3.92)1.61 (1.20–2.16)
Cancer2.51 (1.52–4.14)3.67 (1.48–9.13)2.14 (1.27–3.60)
Any major smoking-related condition1.94 (1.48–2.55)2.61 (1.50–4.51)1.55 (1.17–2.06)

Other changes in tobacco/nicotine habits between Waves 1 and 4 in relation to onset of health conditions in Waves 2 or 3 (main analyses)a_

Health conditionORs for change in tobacco/nicotine habits
Re-initiating cigarettesInitiating cigarettes in never e-cig usersQuitting cigarettes in never e-cig usersRe-initiating cigarettes in never e-cig usersInitiating e-cigarettes in never smokersSmokers becoming dual users
Any major respiratory condition1.22 (0.57–2.61)1.08 (0.83–1.41)0.97 (0.74–1.27)1.14 (0.48–2.70)3.36 (1.57–7.16)1.49 (0.98–2.27)
Asthma0.95 (0.41–2.30)1.15 (0.84–1.57)0.77 (0.52–1.14)0.93 (0.36–2.38)1.96 (0.79–4.83)0.65 (0.32–1.33)
Any respiratory condition0.98 (0.54–1.76)1.03 (0.85–1.26)1.06 (0.84–1.34)0.89 (0.45–1.76)1.99 (1.02–3.88)1.53 (1.06–2.21)
Any cardiovascular condition0.73 (0.35–1.51)1.64 (1.30–2.07)1.12 (0.82–1.52)0.60 (0.25–1.41)1.82 (0.77–4.32)1.42 (0.83–2.42)
High blood pressure1.17 (0.73–1.88)1.32 (1.11–1.57)0.97 (0.75–1.25)0.99 (0.57–1.73)1.33 (0.76–2.33)0.91 (0.58–1.42)
High cholesterol1.18 (0.76–1.84)1.04 (0.88–1.23)1.24 (0.96–1.59)1.29 (0.80–2.09)1.21 (0.65–2.25)1.45 (0.94–2.23)
Diabetes1.80 (1.09–2.98)1.14 (0.95–1.38)1.05 (0.78–1.41)2.02 (1.18–3.46)4.23 (2.45–7.29)1.02 (0.60–1.75)
Cancer0.81 (0.25–2.64)1.39 (0.94–2.05)0.66 (0.38–1.15)0.86 (0.24–3.12)2.36 (0.63–8.78)0.57 (0.19–1.74)
Any major smoking-related condition0.95 (0.52–1.74)1.33 (1.11–1.61)1.03 (0.81–1.31)0.94 (0.48–1.84)2.20 (1.17–4.14)0.95 (0.62–1.46)

Change in amount smoked (cigs/day) between Waves 1 and 4 in relation to onset of health conditions in Waves 2 or 3_

Health conditionChange (95% CI)a with 95% confidence interval and coded probability valuesb
Additional analysis E in continuing smokers at Waves 1 and 4Additional analysis F in smokers at Wave 1 (allowing for quitting only)cAdditional analysis G in the whole Wave 1 population (allowing for quitting and relapse)c
Any major respiratory condition−0.29 (−1.18 to +0.60)−0.77 (−1.69 to +0.14)−0.36 (−0.71 to −0.02) *
Asthma−0.13 (−1.38 to +1.11)+0.08 (−1.19 to +1.34)−0.05 (−0.51 to +0.41)
Any respiratory condition+0.06 (−0.71 to +0.84)−0.43 (−1.21 to +0.36)−0.23 (−0.51 to +0.04)
Any cardiovascular condition−2.24 (−3.31 to −1.16) ***−2.32 (−3.40 to −1.23) ***−0.39 (−0.73 to −0.05) *
High blood pressure−1.08 (−1.94 to −0.22) *−1.03 (−1.88 to −0.17) *−0.13 (−0.39 to +0.14)
High cholesterol−0.48 (−1.35 to +0.39)−0.64 (−1.52 to +0.24)−0.11 (−0.37 to +0.15)
Diabetes−0.43 (−1.43 to +0.56)−0.21 (−1.22 to +0.79)−0.07 (−0.37 to +0.23)
Cancer+0.12 (−1.63 to +1.88)+0.37 (−1.43 to +2.18)+0.00 (−0.61 to +0.61)
Any major smoking-related condition−0.36 (−1.16 to +0.44)−1.18 (−1.99 to −0.36) **−0.21 (−0.47 to +0.06)

Comparison of original results (adjusted for sex and age group) with those avoiding reverse causation (see footnote)_ Results not shown for analysis or combined analysis where number of changes following onset of the condition is less than 2_

Health conditionTobacco/nicotine habit change Original resultsAdditional analysis CAdditional analysis DAdditional analyses C + D
Any major respiratory conditionInitiating smokingOR1.11 (0.85–1.44)1.22 (0.78–1.89)
n28611380193
Quitting smokingOR0.97 (0.75–1.24)0.75 (0.47–1.20)1.78 (1.12–2.83)1.16 (0.84–1.61)
n459218181399
Initiating e-cigarettesOR2.86 (2.10–3.90)3.92 (2.39–6.45)1.74 (0.48–6.32)3.53 (2.22–5.61)
n656321255576
Any respiratory conditionInitiating smokingOR1.05 (0.86–1.28)1.15 (0.82–1.60)1.01 (0.32–3.20)1.14 (0.83–1.57)
n553237163400
Quitting smokingOR1.06 (0.86–1.32)0.83 (0.57–1.23)1.56 (1.01–2.42)1.09 (0.82–1.46)
n639310234544
Initiating e-cigarettesOR2.08 (1.61–2.68)2.64 (1.73–4.05)2.18 (0.96–4.99)2.54 (1.74–3.70)
n1092543437980
Any cardio-vascular conditionInitiating smokingOR1.65 (1.31–2.08)2.29 (1.63–3.22)0.93 (0.16–5.57)2.22 (1.59–3.10)
n27911766183
Quitting smokingOR1.16 (0.87–1.54)0.97 (0.57–1.64)1.22 (0.63–2.35)1.06 (0.70–1.60)
n331150123273
Initiating e-cigarettesOR1.67 (1.16–2.42)1.83 (0.95–3.53)1.26 (0.28–5.75)1.72 (0.94–3.15)
n587287248535
Any major smoking-related conditionInitiating smokingOR1.35 (1.12–1.62)2.03 (1.55–2.65)0.95 (0.24–3.87)1.98 (1.52–2.57)
n521219139358
Quitting smokingOR1.05 (0.84–1.30)0.79 (0.53–1.19)1.61 (1.05–2.49)1.10 (0.82–1.48)
n606286227513
Initiating e-cigarettesOR1.94 (1.48–2.55)2.22 (1.39–3.55)0.93 (0.26–3.42)2.01 (1.29–3.12)
n1048526412938

Selection of health conditions for analysis and rules used for excluding individuals for analysis_

Health condition considered initiallyReason for excluding conditions from analyses presentedIndividuals excluded on the basis of health conditions present at Wave 1
1COPDNot clearly distinct from 2 or 3
2Chronic bronchitisNot clearly distinct from 1 or 3
3EmphysemaNot clearly distinct from 1 or 2
4Any major respiratory disease (i.e., conditions 1, 2 or 3)IncludedAny of 1, 2 or 3
5AsthmaIncluded5 only
6Other lung/respiratory conditionNot clearly defined
7Any respiratory condition (i.e. conditions 1, 2, 3, 5 or 6)IncludedAny of 1, 2, 3, 5 or 6
8Congestive heart failureFew changes
9StrokeFew changes
10Heart attackFew changes
11Some other heart conditionNot clearly defined
12Any cardiovascular condition (i.e. conditions 8, 9, 10 or 11)IncludedAny of 8, 9, 10 or 11
13High blood pressureIncluded13 only
14High cholesterolIncluded14 only
15Diabetes (sugar or borderline)Included15 only
16CancerIncluded16 only
17Tobacco-related cancerFew changes
18Any major smoking-related condition (i.e., conditions 4, 7 or 12)IncludedAny of 4, 7 or 12
Language: English
Page range: 1 - 10
Submitted on: Oct 6, 2022
Accepted on: Jan 10, 2023
Published on: Mar 13, 2023
Published by: Institut für Tabakforschung GmbH
In partnership with: Paradigm Publishing Services
Publication frequency: 4 issues per year

© 2023 Peter N. Lee, John S. Fry, published by Institut für Tabakforschung GmbH
This work is licensed under the Creative Commons Attribution-NonCommercial-ShareAlike 4.0 License.