make_data_multi_state | R Documentation |
Takes as input an individual-level dataset including data on both
progression and death time (jointly) and manipulates it using
dplyr
functions to create a full "multi-state" dataset, in
which all the transitions are tracked. This can then be used
to fit survival models and compute all the estimates for the
whole set of transition probabilities
make_data_multi_state(
data,
id = "id",
prog = "prog",
death = "death",
prog_t = "prog_t",
death_t = "death_t",
keep = NULL,
...
)
data |
dataset containing the full ILD with information on both progression and death. Can be a data.frame or a tibble |
id |
The column with the individual identifier. Can be NULL (in which case, it will be created from scratch) |
prog |
The progression indicator: takes value 1 if the individual has progressed and 0 otherwise. Defaults to the column named 'prog' in the dataset |
death |
The death indicator: takes value 1 if the individual has died and 0 otherwise. Defaults to the column named 'death' in the dataset |
prog_t |
The progression time. Defaults to the column named 'prog_t' in the dataset |
death_t |
The death time. Defaults to the column named 'death_t' in the dataset |
keep |
A vector of strings with the names of the additional variables from the original dataset to keep into the multistate dataset. If 'NULL' (default), then keeps all |
... |
additional arguments. |
A tibble containing the event history for each individual and with the following variables: id = Patients ID; from = Initial state (1=Pre-progression, 2=Progression, 3=Death); to = End state (1=Pre-progression, 2=Progression, 3=Death); trans = Transition ID: 1=Pre-progression -> Progression; 2=Pre-Progression -> Death; 3=Progression -> Death; Tstart = Entry time (either entry or progression); Tstop = Exit time (time of event or censoring time); status = Event indicator (1=yes, 0=censored), for the specific event under consideration; treat = Treatment indicator All the other original variables are appended to these, but can be removed
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Gianluca Baio
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