Conclusions: This study indicates that the effect of radiation dose on the local lung damage may be partially detected already during RT using CBCT image analysis. If a high LuRa value is shown to be a good surrogate endpoint for clinical toxicity and the results of the current investigational study are validated, the proposed response models may provide an assay for identifying a subgroup of low-responsive patients as potential candidates for safe dose escalation.