Measurement of the effects of radiosensitising drugs and evaluation of their statistical significance - PDF version
Despite advances in radiotherapy delivery, which permit dose escalation for many tumours, the intrinsic radio-resistance of cancer cells often remains a barrier to curative treatment. Accordingly, much effort is being invested into the development of drugs that are capable of selectively disarming the defences used by cancer cells, with a view to administering them alongside radiotherapy. The identification of promising radiosensitising drugs depends upon robust pre-clinical experimentation and careful interpretation of the findings.
The gold standard in vitro method used to measure radiosensitisation is the clonogenic assay, in which long-term survival and clonogenicity following exposure to radiation is compared between experimental conditions. The response of cells treated with radiation can be described using an elegant mathematical relationship: the linear quadratic (LQ) equation. Analysis of LQ-derived parameters enhances robustness by reducing the influence of experimental noise that is associated with comparison of individual data points. The ability to analyse these models downstream is therefore a great advantage to our field of research.
Accordingly, LQ-derived parameters are widely used to quantify the activity of candidate radiosensitisers. Most methods use the LQ models that are determined for drug- and control-treated cells to calculate a ratio, and this provides a numerical representation of the additional killing mediated by the interaction of drug and radiation. Ratios are commonly computed for iso-effective doses of radiation (dose-modifying ratio, DMR) or as the ratio of surviving fractions that result from a given dose (iso-dose, radiation-enhancement ratio, RER). Values >1 indicate radiosensitisation.
However, this field has suffered greatly from a lack of consensus among scientists over the naming of the parameters of radiosensitisation. More importantly, iso-effect and iso-dose measures that vary with response level are often reported in the literature at only a single level, disregarding International Commission on Radiation Units and Measurements (ICRU) guidance.
To improve on this situation, we strongly recommend adoption of the nomenclature and approach reviewed by Subiel et al (2016). Furthermore, we specifically advocate use of the sensitiser-enhancement ratio (SER) to quantify the magnitude of radiosensitisation. This parameter, determined from the ratio of the mean inactivation dose of each LQ model, captures the size of the radiosensitising effect in a single, objective value. Adoption of the SER method by experimental scientists has been limited, however. We speculate that this lack of uptake might be exacerbated by the requirement for advanced mathematical operations (i.e. integration of the LQ equation), which cannot be performed by widely used software packages such as Excel and GraphPad. More advanced mathematical or statistical packages such as ‘R’ or MatLab are well suited to the SER methodology but require some knowledge of programming languages.
Also, while extremely informative, the article by Subiel et al does not address the challenge of calculating the statistical significance of radiosensitisation effects. As always, replicated experiments must be combined to account for biological variability. But determining a single ratio from the mean of replicated data precludes statistical comparison of radiosensitisation. At the same time, taking the mean of the ratios obtained for each biological replicate is statistically problematic, because of the (usually incorrect) assumption that data are paired. When dealing with the natural scale, one must remember that ‘the mean of the ratios’ and ‘the ratio of the means’ are not equivalent.
To overcome both these issues, we are currently developing a statistically robust methodology for the determination of radiosensitisation parameters such as SER from replicated biological data. The methodology applies a ratio-specific statistical test to replicate measures of radiosensitivity, and our aim is to create a user-friendly, freely available web-based application into which any radiobiology researcher could enter data to generate plots and statistical parameters suitable for publication.
As radiation biologists we proudly proclaim the clonogenic assay as the ‘gold-standard’, which indeed it is, but only if the subsequent data processing and interpretation is executed to the same high standard.
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)
DMR0.37 1.49 RER2Gy 1.58 SER 1.48
DMR0.10 1.44 RER4Gy 3.74
Mark Jackson & Anthony Chalmers
Institute of Cancer Sciences
University of Glasgow, UK
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)
Mark Jackson
![](data:image/png;base64,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)
Anthony Chalmers
References:
Subiel A, Ashmore R, Schettino G, Theranostics. 2016; 6(10): 1651–1671
NB. In this paper, the analytical form for determination of SER given by equation (4) is incorrect. Numerical computation of the mean inactivation doses is the method of choice, as implemented in our forthcoming application.