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. 2018 Nov 22;16(4):1559325818806402.
doi: 10.1177/1559325818806402. eCollection 2018 Oct-Dec.

Cancer Risk Assessment and the Biostatistical Revolution of the 1970s-A Reflection

Affiliations

Cancer Risk Assessment and the Biostatistical Revolution of the 1970s-A Reflection

Kenny Crump. Dose Response. .

Abstract

Before around 1960, assessment of risk from exposure to toxic substances, including risk of cancer, was generally implemented using the NOAEL-safety factor approach that essentially assumed that an exposure threshold existed and exposures below the threshold carried no risk. In the 1970s there came a realization that cancer could develop from a mutation in a single cell and consequently it was unlikely that a threshold existed for substances that could cause such mutations, and that risk could increase linearly with exposure. During this time the Environmental Protection Agency (EPA) was formed and charged with protecting the public from a perceived high risk of environmental cancer. Faced with this difficult task, EPA decided to assess cancer risk by fitting a statistical model to dose-response cancer data and extrapolating to low dose using the fitted model. After some early experimentation EPA selected the Linearized Multistage Model for this fitting, which predicted risk increased linearly with exposure at low exposures. This approach led to an increased emphasis on statistical issues in risk assessment. Today, cancer risk assessment guidelines allow for different approaches depending upon the understanding of a substance's mode of action. However, a review of EPA's experience with current guidelines indicates that most cancer risk assessments still follow procedures similar to those initiated more than 40 years ago.

Keywords: LNT; dose–response; risk assessment; single-hit response; threshold.

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Conflict of interest statement

Declaration of Conflicting Interests: The author(s) declared no potential conflicts of interest with respect to the research, authorship, and/or publication of this article.

Figures

Figure 1.
Figure 1.
A, Illustration of the Mantel-Bryan (1961) dose–response extrapolation model fit to data shown (dose, #tumors/#animals): (0, 5/50), (25, 4/50), (50, 7/50), (100, 35/50), with 95% confidence intervals shown for the response at each dose. Solid curve is the Mantel-Bryan maximum likelihood curve. Dotted curve is the Mantel-Bryan upper confidence limit curve. B, Same as A except showing only the upper confidence limit curve at very low doses.
Figure 2.
Figure 2.
Illustration of Carcinogen Assessment Group’s (CAG) original linear extrapolation approach using same data as in Figure 1. A straight line was drawn from the response at zero dose to the response at the lowest dose that was significantly greater than the response at zero dose.
Figure 3.
Figure 3.
Fit of the one-hit model to same data as in Figure 1.
Figure 4.
Figure 4.
Solid curve is the fit of the multistage model to same data as in Figure 1. Dotted curve is the linearized multistage model (LMS) that determines the 95% upper confidence limit on added risk at low dose.
Figure 5.
Figure 5.
Graphs of the multistage, the linearized multistage, and the upper bound Mantel-Bryan model at low dose, all based on data shown in Figure 4.
Figure 6.
Figure 6.
Illustration of low-dose cancer risk assessment under Environmental Protection Agency’s (EPA) 2005 guidelines using the same data as in Figure 1.

References

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