--- a +++ b/README.md @@ -0,0 +1,25 @@ +# ctDNA-dynamic-prediction-lung-cancer +Reference scripts for study 'Circulating tumor DNA as markers of dynamic recurrence risk and adjuvant chemotherapy benefit in resected non-small cell lung cancer' + +## run +All analysis are running under R version 4.0.2 + +load_requred_package.R -- To install packages used in this analysis. + +run_joint_model_analysis.R -- To run the model construction and evaluation analysis. + +run_survival_analysis.R -- To run the main survuval analysis in the study. + +## data +Joint_model_data.csv -- data used for model construction and evaluation. + +splits.RDS, split.AD.RDS -- splits for cross validation used in the study. + +Survival_analysis_data.csv -- data used for survival analysis. + +## functions +cross_validation.R -- To construct and evaluate joint model and Cox models by cross validation. +plot_evaluation.R -- To visualize the results of cross validation. +leaveoneout.R -- To construct and evaluate joint model and Cox models by leave one out cross validation. +reliability_diagram.R -- To apply the Hosmer-Lemeshow (H-L) test and draw the reliability diagrams. +get_survival_plot.R -- To draw the customized Kaplan Meier plot.