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Predictors of adverse smoking outcomes in the Prostate, Lung, Colorectal and Ovarian Cancer Screening Trial.

Publication ,  Journal Article
Barry, SA; Tammemagi, MC; Penek, S; Kassan, EC; Dorfman, CS; Riley, TL; Commin, J; Taylor, KL
Published in: J Natl Cancer Inst
November 7, 2012

BACKGROUND: The impact of lung cancer screening on smoking behavior is unclear. The aims of this ancillary study of the Prostate Lung Colorectal and Ovarian Cancer Screening Trial were to produce risk prediction models to identify individuals at risk of relapse or continued smoking and to evaluate whether cancer-screening variables affect long-term smoking outcomes. METHODS: Participants completed a baseline questionnaire at trial enrollment and a supplemental questionnaire 4-14 years after enrollment, which assessed several cancer-related variables, including family history of cancer, comorbidities, and tobacco use. Multivariable logistic regression models were used to predict smoking status at completion of the supplemental questionnaire. The models' predictive performances were evaluated by assessing discrimination via the receiver operator characteristic area under the curve (ROC AUC) and calibration. Models were internally validated using bootstrap methods. RESULTS: Of the 31 694 former smokers on the baseline questionnaire, 1042 (3.3%) had relapsed (ie, reported being a current smoker on the supplemental questionnaire). Of the 6807 current smokers on the baseline questionnaire, 4439 (65.2%) reported continued smoking on the supplemental questionnaire. Relapse was associated with multiple demographic, medical, and tobacco-related characteristics. This model had a bootstrap median ROC AUC of 0.862 (95% confidence interval [CI] = 0.858 to 0.866) and a calibration slope of 1.004 (95% CI = 0.978 to 1.029), indicating excellent discrimination and calibration. Predictors of continued smoking also included multiple demographic, medical, and tobacco-related characteristics. This model had an ROC AUC of 0.611 (95% CI = 0.605 to 0.614) and a slope of 1.006 (95% CI = 0.962 to 1.041), indicating modest discrimination. Neither the trial arm nor the lung-screening result was statistically significantly associated with smoking outcomes. CONCLUSION: These models, if validated externally, may have public health utility in identifying individuals at risk for adverse smoking outcomes, who may benefit from relapse prevention and smoking cessation interventions.

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Published In

J Natl Cancer Inst

DOI

EISSN

1460-2105

Publication Date

November 7, 2012

Volume

104

Issue

21

Start / End Page

1647 / 1659

Location

United States

Related Subject Headings

  • United States
  • Surveys and Questionnaires
  • Smoking Cessation
  • Smoking
  • Recurrence
  • ROC Curve
  • Prostatic Neoplasms
  • Predictive Value of Tests
  • Ovarian Neoplasms
  • Oncology & Carcinogenesis
 

Citation

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Barry, S. A., Tammemagi, M. C., Penek, S., Kassan, E. C., Dorfman, C. S., Riley, T. L., … Taylor, K. L. (2012). Predictors of adverse smoking outcomes in the Prostate, Lung, Colorectal and Ovarian Cancer Screening Trial. J Natl Cancer Inst, 104(21), 1647–1659. https://doi.org/10.1093/jnci/djs398
Barry, Samantha A., Martin C. Tammemagi, Sofiya Penek, Elisabeth C. Kassan, Caroline S. Dorfman, Thomas L. Riley, John Commin, and Kathryn L. Taylor. “Predictors of adverse smoking outcomes in the Prostate, Lung, Colorectal and Ovarian Cancer Screening Trial.J Natl Cancer Inst 104, no. 21 (November 7, 2012): 1647–59. https://doi.org/10.1093/jnci/djs398.
Barry SA, Tammemagi MC, Penek S, Kassan EC, Dorfman CS, Riley TL, et al. Predictors of adverse smoking outcomes in the Prostate, Lung, Colorectal and Ovarian Cancer Screening Trial. J Natl Cancer Inst. 2012 Nov 7;104(21):1647–59.
Barry, Samantha A., et al. “Predictors of adverse smoking outcomes in the Prostate, Lung, Colorectal and Ovarian Cancer Screening Trial.J Natl Cancer Inst, vol. 104, no. 21, Nov. 2012, pp. 1647–59. Pubmed, doi:10.1093/jnci/djs398.
Barry SA, Tammemagi MC, Penek S, Kassan EC, Dorfman CS, Riley TL, Commin J, Taylor KL. Predictors of adverse smoking outcomes in the Prostate, Lung, Colorectal and Ovarian Cancer Screening Trial. J Natl Cancer Inst. 2012 Nov 7;104(21):1647–1659.
Journal cover image

Published In

J Natl Cancer Inst

DOI

EISSN

1460-2105

Publication Date

November 7, 2012

Volume

104

Issue

21

Start / End Page

1647 / 1659

Location

United States

Related Subject Headings

  • United States
  • Surveys and Questionnaires
  • Smoking Cessation
  • Smoking
  • Recurrence
  • ROC Curve
  • Prostatic Neoplasms
  • Predictive Value of Tests
  • Ovarian Neoplasms
  • Oncology & Carcinogenesis