Merge columns, dplyr
0
0
Entering edit mode
4.5 years ago
innyus ▴ 40

Hi!

I am sure there is a pretty simple way to do this but can not figure it out. My data is a csv file with header (patient id; time to relapse (months); time to transformation (in months). One row/patient. Lymphoma cohort.

I want to create a swimmer plot where one can see relapse and/or transformation.

I need to transform data to this format, eg

ID Response Time (months) 1. Relapse. 10 1 Relapse. 17 1 Transf. 25 1 Censored 56

I only need the ”start” time of relapse and/or transformation. I have seen the swimmer plot tutorial, so as long as I can create this format I will be able to create the plot.

R • 1.0k views
ADD COMMENT
0
Entering edit mode

It is not entirely clear for me what you want to do. So if I understand correctly, what you have is the following :

           id      time_to_relapse      time_to_transformation
p1      001      xx                            yy
p2      002      xx1                          yy

can you please post another clear example of what you want the data to look like after transforming?

ADD REPLY
0
Entering edit mode

sorry, I was very unclear.

So, in my "raw" file I have columns: ID, State1 (relapse/transformation), Time1 (time in months from diagnosis to State1), State2 (relapse / transformation), Time2 (time from diagnosis in months to State 2), State3 (death/ censored), Time3 (time from diagnosis to censoring / death), Status (dead / censored at last follow-up), OS (time from diagnosis to last follow-up or death)

I want to merge the State columns together for each patient in one column, same for Time

The end result would be 3 column: ID, State, Time

I dont know no how to post e.g. data frame example but e.g. Patient_ID1 would have State1 = Relapse Time1 = 10, State2 = Transformation, Time2 = 20, State3 = Death Time3=40 on so on for other patients

ADD REPLY
1
Entering edit mode

this is also not super informative, sorry. Roughly speaking - you have 3 columns (for state and time) and you want to merge them into one? and then delete the individual 3 columns?

I will make an attempt, lets say your data is in data frame patient_data and you want to perform the operations on columns state_1, state_2 & state_3 and time_1, time_2 & time_3 and merge them into column state and time , then you can do :

patient_data$state = paste(patient_data$state_1,patient_data$state_2,patient_data$state_3 ,sep=" ") #any value within " " will be how your 3 *states* will be seperated 

#same for time

#now your patient_data has 11 columns, to keep only 3 of them you can use this trick:
col_names = c("ID", "state", "time")
patient_data_spliced = patient_data[,col_names]

Sources: 1) for combining columns - https://stackoverflow.com/questions/18115550/combine-two-or-more-columns-in-a-dataframe-into-a-new-column-with-a-new-name 2) for splicing certain columns in dataframe - https://stackoverflow.com/questions/10085806/extracting-specific-columns-from-a-data-frame

ADD REPLY
0
Entering edit mode

Thank you for this! I actually figured it out on my own and my swimmer plot look fine now :) I just did not (do not) know how to post questions so that one can see it like R dataframe

ADD REPLY
0
Entering edit mode

Instead of all those textual descriptions please simply provide representative inout and desired output examples.

ADD REPLY
0
Entering edit mode

I would if I only knew how...sorry, beginner.

ADD REPLY

Login before adding your answer.

Traffic: 2617 users visited in the last hour
Help About
FAQ
Access RSS
API
Stats

Use of this site constitutes acceptance of our User Agreement and Privacy Policy.

Powered by the version 2.3.6