test_radiomic_signature: Test radiomic signature by Cox regression model

Description Usage Arguments Value Author(s)

View source: R/stats_functions.R

Description

Test radiomic signature by Cox regression model

Usage

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test_radiomic_signature(
  rdr = NULL,
  surv_obj = NULL,
  signature = NULL,
  signature_rdr = NULL,
  which_data = "scaled"
)

Arguments

rdr

A RadAR object (class SummarizedExperiment).

surv_obj

An object of class Surv.

signature

(character) vector of radiomic features defining the signature.

signature_rdr

RadAR object (class SummarizedExperiment) obtained by do_feature_selection. Required to test a model generated using glmnet-cox or glmnet-binom.

which_data

(character) Which data use to compute concordance index. It can be one of the following: "normal", "scaled", "normalized".

Value

In case of mRMR, hcl and pca methods, the function returns the results of the cox regression model, including the concordance index. In case of glmnet-cox method, the function returns a list of two elements, including 1) the prediction of the glmnet model on the new data and 2) the computation of concordance index.

Author(s)

Matteo Benelli (matteo.benelli@uslcentro.toscana.it)


cgplab/RadAR documentation built on Nov. 10, 2021, 1:32 a.m.