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. 2024 Jan;132(1):17005.
doi: 10.1289/EHP13380. Epub 2024 Jan 18.

Lung Cancer Risks Associated with Occupational Exposure to Pairs of Five Lung Carcinogens: Results from a Pooled Analysis of Case-Control Studies (SYNERGY)

Affiliations

Lung Cancer Risks Associated with Occupational Exposure to Pairs of Five Lung Carcinogens: Results from a Pooled Analysis of Case-Control Studies (SYNERGY)

Ann Olsson et al. Environ Health Perspect. 2024 Jan.

Abstract

Background: While much research has been done to identify individual workplace lung carcinogens, little is known about joint effects on risk when workers are exposed to multiple agents.

Objectives: We investigated the pairwise joint effects of occupational exposures to asbestos, respirable crystalline silica, metals (i.e., nickel, chromium-VI), and polycyclic aromatic hydrocarbons (PAH) on lung cancer risk, overall and by major histologic subtype, while accounting for cigarette smoking.

Methods: In the international 14-center SYNERGY project, occupational exposures were assigned to 16,901 lung cancer cases and 20,965 control subjects using a quantitative job-exposure matrix (SYN-JEM). Odds ratios (ORs) and 95% confidence intervals (CIs) were computed for ever vs. never exposure using logistic regression models stratified by sex and adjusted for study center, age, and smoking habits. Joint effects among pairs of agents were assessed on multiplicative and additive scales, the latter by calculating the relative excess risk due to interaction (RERI).

Results: All pairwise joint effects of lung carcinogens in men were associated with an increased risk of lung cancer. However, asbestos/metals and metals/PAH resulted in less than additive effects; while the chromium-VI/silica pair showed marginally synergistic effect in relation to adenocarcinoma (RERI: 0.24; CI: 0.02, 0.46; p = 0.05). In women, several pairwise joint effects were observed for small cell lung cancer including exposure to PAH/silica (OR = 5.12; CI: 1.77, 8.48), and to asbestos/silica (OR = 4.32; CI: 1.35, 7.29), where exposure to PAH/silica resulted in a synergistic effect (RERI: 3.45; CI: 0.10, 6.8).

Discussion: Small or no deviation from additive or multiplicative effects was observed, but co-exposure to the selected lung carcinogens resulted generally in higher risk than exposure to individual agents, highlighting the importance to reduce and control exposure to carcinogens in workplaces and the general environment. https://doi.org/10.1289/EHP13380.

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Figures

Figure 1 is a set of two stacked bar graphs titled Men and Women, plotting prevalence (percentage), ranging from 0 to 20 in increments of 10 (y-axis) across occupational exposures, ranging as asbestos, silica, P A H, chromium-6, and Nickel; and P A H, Asbestos, Silica, Chromium-6, and Nickel (x-axis), respectively.
Figure 1.
Prevalence of occupational exposure to asbestos, silica, PAH, chromium-VI, and nickel among SYNERGY study participants with one or two exposures (n=12,398 men, n=2,073 women). The total of the columns represents the overall—individual plus co-exposed—prevalence of each exposure, while within the column the proportion of “co-exposure” to each of the other exposures is also shown. Percentages lower than 0.4% are not displayed because of lack of visibility. Note: PAH, polycyclic aromatic hydrocarbons.
Figure 2 is a set of nine error bar graphs titled Asbestos slash Chromium-6, Asbestos slash Nickel, Asbestos slash P A H, chromium-6 slash P A H, Nickel slash P A H, Asbestos slash Silica, Chromium-6 slash Silica, Nickel slash Silica, and P A H slash Silica, plotting Individual or Joint effects, ranging from 0.5 to 2.0 in increments of 0.5 (y-axis) across occupational exposures in relation to lung cancer risk in SYNERGY, for men, including R E R I, C I, lowercase p multiple interaction (x-axis) for Asbestos, Chromiun-6, and a combination of Asbestos and Chromiun-6; Asbestos, Nickel, and a combination of Asbestos and Nickel; Asbestos, P A H, and a combination of Asbestos and P A H; Chromiun-6, P A H, and a combination of Chromiun-6 and P A H; Nickel, P A H, and a combination of Nickel and P A H; Asbestos, Silica, and a combination of Asbestos and Silica; Chromiun-6, Silica, and a combination of Chromiun-6 and Silica; Nickel, Silica, and a combination of Nickel and Silica, respectively.
Figure 2.
Individual and joint effects (ORs) of occupational exposures, RERIs, and tests for multiplicative interaction (p-values) between occupational exposures in relation to lung cancer risk in SYNERGY for men (n=13,605 lung cancer cases and 16,451 control subjects). Note: CI, confidence interval; OR, odds ratio; PAH, polycyclic aromatic hydrocarbons; RERI, relative excess risk due to interaction.
Figure 3 is a set of nine error bar graphs titled Asbestos slash Chromium-6, Asbestos slash Nickel, Asbestos slash P A H, chromium-6 slash P A H, Nickel slash P A H, Asbestos slash Silica, Chromium-6 slash Silica, Nickel slash Silica, and P A H slash Silica, plotting Individual or Joint effects, ranging from 0.5 to 2.5 in increments of 0.5 (y-axis) across Adenocarcinoma, Squamous cell carcinoma, and Small cell carcinoma, each with R E R I, C I, lowercase p multiple interaction (x-axis) for Asbestos, Chromiun-6, and a combination of Asbestos and Chromiun-6; Asbestos, Nickel, and a combination of Asbestos and Nickel; Asbestos, P A H, and a combination of Asbestos and P A H; Chromiun-6, P A H, and a combination of Chromiun-6 and P A H; Nickel, P A H, and a combination of Nickel and P A H; Chromiun-6, Silica, and a combination of Chromiun-6 and Silica; Nickel, Silica, and a combination of Nickel and Silica; and P A H, Silica, and a combination of PA H and Silica, respectively.
Figure 3.
Individual and joint effects (ORs) of occupational exposures, RERIs, and tests for multiplicative interaction (p-values) between occupational exposures in relation to major histological subtypes of lung cancer in SYNERGY for men (n=11,353 lung cancer cases and n=16,451 control subjects). Note: CI, confidence interval; OR, odds ratio; PAH, polycyclic aromatic hydrocarbons; RERI, relative excess risk due to interaction.
Figure 4 is a set of nine error bar graphs titled Asbestos slash Chromium-6, Asbestos slash Nickel, Asbestos slash P A H, chromium-6 slash P A H, Nickel slash P A H, Asbestos slash Silica, Chromium-6 slash Silica, Nickel slash Silica, and P A H slash Silica, plotting Individual or Joint effects, ranging from 0.5 to 2.5 in increments of 0.5 (y-axis) across occupational exposures in relation to lung cancer risk in SYNERGY, for women, including R E R I, C I, lowercase p multiple interaction (x-axis) for Asbestos, Chromiun-6, and a combination of Asbestos and Chromiun-6; Asbestos, Nickel, and a combination of Asbestos and Nickel; Asbestos, P A H, and a combination of Asbestos and P A H; Chromiun-6, P A H, and a combination of Chromiun-6 and P A H; Nickel, P A H, and a combination of Nickel and P A H; Asbestos, Silica, and a combination of Asbestos and Silica; Chromiun-6, Silica, and a combination of Chromiun-6 and Silica; Nickel, Silica, and a combination of Nickel and Silica; P A H, Silica, and a combination of PA H and Silica, respectively.
Figure 4.
Individual and joint effects (ORs) of occupational exposures, RERIs, and tests for multiplicative interaction (p-values) between occupational exposures in relation to lung cancer risk in SYNERGY for women (n=3,296 lung cancer cases and n=4,514 control subjects). Note: CI, confidence interval; OR, odds ratio; PAH, polycyclic aromatic hydrocarbons; RERI, relative excess risk due to interaction.
Figure 5 is a set of nine error bar graphs titled Asbestos slash Chromium-6, Asbestos slash Nickel, Asbestos slash P A H, chromium-6 slash P A H, Nickel slash P A H, Asbestos slash Silica, Chromium-6 slash Silica, Nickel slash Silica, and P A H slash Silica, plotting Individual or Joint effects (log-scale), ranging from 0 to 2 in unit increments, 2 to 4 in increments of 2, and 4 to 8 in increments of 4; 0 to 2 in unit increments, 2 to 4 in increments of 2, and 4 to 8 in increments of 4; 0 to 2 in unit increments, 2 to 4 in increments of 2, and 4 to 8 in increments of 4; 0 to 2 in unit increments, 2 to 4 in increments of 2, and 4 to 8 in increments of 4; 0 to 2 in unit increments, 2 to 4 in increments of 2, and 4 to 8 in increments of 4; 0 to 2 in unit increments, 2 to 4 in increments of 2, and 4 to 8 in increments of 4; 0 to 3 in unit increments and 3 to 12 in increments of 3; 0 to 3 in unit increments and 3 to 12 in increments of 3; and 0 to 3 in unit increments and 3 to 12 in increments of 3 (y-axis) across Adenocarcinoma, Squamous cell carcinoma, and Small cell carcinoma, each with R E R I, C I, lowercase p multiple interaction (x-axis) for Asbestos, Chromiun-6, and a combination of Asbestos and Chromiun-6; Asbestos, Nickel, and a combination of Asbestos and Nickel; Asbestos, P A H, and a combination of Asbestos and P A H; Chromiun-6, P A H, and a combination of Chromiun-6 and P A H; Nickel, P A H, and a combination of Nickel and P A H; Asbestos, Silica, and a combination of Asbestos and Silica; Chromiun-6, Silica, and a combination of Chromiun-6 and Silica; Nickel, Silica, and a combination of Nickel and Silica, P A H, Silica, and a combination of PA H and Silica, respectively.
Figure 5.
Individual and joint effects (ORs) of occupational exposures, RERIs, and tests for multiplicative interaction (p-values) between occupational exposures in relation to major histological subtypes of lung cancer in SYNERGY for women (n=2,632 lung cancer cases and n=4,514 control subjects). Note: CI, confidence interval; OR, odds ratio; PAH, polycyclic aromatic hydrocarbons; RERI, relative excess risk due to interaction.
Figure 6 is a set of nine error bar graphs titled Asbestos slash Chromium-6, Asbestos slash Nickel, Asbestos slash P A H, chromium-6 slash P A H, Nickel slash P A H, Asbestos slash Silica, Chromium-6 slash Silica, Nickel slash Silica, and P A H slash Silica, plotting Individual or Joint effects, ranging from 0.0 to 2.5 in increments of 0.5 (y-axis) across never smokers, former smokers, and current smokers, each with R E R I, C I, lowercase p multiple interaction (x-axis) for Asbestos, Chromiun-6, and a combination of Asbestos and Chromiun-6; Asbestos, Nickel, and a combination of Asbestos and Nickel; Asbestos, P A H, and a combination of Asbestos and P A H; Chromiun-6, P A H, and a combination of Chromiun-6 and P A H; Nickel, P A H, and a combination of Nickel and P A H; Asbestos, Silica, and a combination of Asbestos and Silica; Chromiun-6, Silica, and a combination of Chromiun-6 and Silica; Nickel, Silica, and a combination of Nickel and Silica; and P A H, Silica, and a combination of P A H and Silica, respectively.
Figure 6.
Individual and joint effects (ORs) of occupational exposure to asbestos, chromium-VI, nickel, PAH, and silica, RERIs, and test for multiplicative interaction (p-values) among male workers (n=13,605 lung cancer cases and n=16,451 control subjects) in SYNERGY by smoking status (never, former, and current cigarette smokers). Note: CI, confidence interval; OR, odds ratio; PAH, polycyclic aromatic hydrocarbons; RERI, relative excess risk due to interaction.

References

    1. Kauppinen T, Toikkanen J, Pedersen D, Young R, Ahrens W, Boffetta P, et al. 2000. Occupational exposure to carcinogens in the European union. Occup Environ Med 57(1):10–18, PMID: , 10.1136/oem.57.1.10. - DOI - PMC - PubMed
    1. McKenzie JF, El-Zaemey S, Carey RN. 2021. Prevalence of exposure to multiple occupational carcinogens among exposed workers in Australia. Occup Environ Med 78(3):211–217, 10.1136/oemed-2020-106629. - DOI - PubMed
    1. Gustavsson P, Nyberg F, Pershagen G, Schéele P, Jakobsson R, Plato N. 2002. Low-dose exposure to asbestos and lung cancer: dose-response relations and interaction with smoking in a population-based case-referent study in Stockholm, Sweden. Am J Epidemiol 155(11):1016–1022, PMID: , 10.1093/aje/155.11.1016. - DOI - PubMed
    1. Lee PN. 2001. Relation between exposure to asbestos and smoking jointly and the risk of lung cancer. Occup Environ Med 58(3):145–153, PMID: , 10.1136/oem.58.3.145. - DOI - PMC - PubMed
    1. Berry G, Liddell FDK. 2001. The interaction of asbestos and smoking in lung cancer: a modified measure of effect. Ann Occup Hyg 48(5):459–462, PMID: , 10.1093/annhyg/meh023. - DOI - PubMed