Background: Outcome prediction is crucial for the effective treatment of patients with acute traumatic brain injury (TBI). However, there is still a lack of reliable and routinely available blood predictors with sufficient clinical evidence till now. This research is designed to investigate the association between red cell distribution width to platelet count ratio (RPR) and mortality risk of TBI patients, thereby providing a promising indicator for prognosis evaluation of TBI.Methods: Clinical data of 2,220 patients with TBI that extracted from two large ICU cohorts (MIMIC-III database and eICU Collaborative Research Database), were integratively analyzed using our developed method named MeDICS. The association between RPR and hospital mortality was determined using the logistic regression model and Lowess Smoothing technique. Multivariable logistic regression analyses were used to control for confounders. The receiver-operating characteristic (ROC) curve was depicted to show the prognostic performance. The stepwise backward elimination method was performed to develop a nomogram, where tenfold cross-validation was used to protect it against overfitting. Results: Higher RPR can be observed among non-survivors than survivors with TBI (p < 0.001). Besides, high RPR was associated with increased mortality, with the odds ratio (OR) increasing from RPR of 0.074-0.098 (OR: 2.13, 95% CI 1.39 to 3.28, p = 0.001) to > 0.098 (OR: 3.82, 95% CI 2.55 to 5.72, p < 0.001), using RPR of < 0.057 as the reference. RPR had a moderately good prognostic performance with an area under ROC Curve (AUC) of 0.7367, which was greater than that of Glasgow Coma Scale (GCS, AUC = 0.6022). The nomogram consisting of RPR, GCS and other risk factors can further improve the prognostic value of RPR (Harrell’s C-index = 0.8582, p value of Hosmer-Lemeshow test = 0.3159). In addition, in-vivo experiments indicated that the continuous change in RPR after TBI was attributed to the development of inflammatory response.Conclusions: As an easily accessible index, RPR is a promising predictor of mortality for acute TBI. The nomogram generated from RPR can be used in resource-limited settings, thus be proposed as a prognosis evaluation aid for patients with TBI in all levels of medical system.