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Risk Table of KM plot on JMP?

doraemengs
Level III

According to https://community.jmp.com/t5/Discussions/Displaying-at-risk-tables-under-kaplan-meier/m-p/55338/high... , Could you please provide the method for generating a risk table underneath the KM plot? I tried to follow the script from the comment but it was closed to be solved. 

dt = Current Data Table ();
minT = 0;
maxT = 25;
stepT = 1;

Summarize( lv = by( :group) );
obj = Survival(
	Y( :time ),
	Censor( :"reject"n ),
	Grouping( :group ),
	Failure Plot( 0 ),
	SendToReport(
		Dispatch(
			{"Survival Plot"},
			"1",
			ScaleBox,
			{Min( 0 ), Max( 25 ), Inc( 1 ), Minor Ticks( 1 )}
		),
		Dispatch(
			{"Survival Plot"},
			"time",
			TextEditBox,
			{Set Text( "Times(years)" )}
		)
	)
) << report;
obj[List Box( 2 )] << append( Table Box( String Col Box( "No at Risk | Year", lv ) ) );
Tab1 = (obj[lv[1]][Table Box( 1 )] << get);
Tab2 = (obj[lv[2]][Table Box( 1 )] << get);
For( T = minT, T <= maxT, T += stepT,
	lp = Max( Loc( Matrix( Tab1 [years] ) <= T ) );
	AR1 = Tab1["At Risk"][lp];
	lp = Max( Loc( Matrix( Tab2 [years]) <= T ) );
	AR2 = Tab2["At Risk"][lp];
	obj[List Box( 2 )][Table Box( 1 )] << append( Number Col Box( Char( T ), {AR1, AR2} ) );
);

the out put showed as the attachment picture. Could you please to correct the script?

 

Thank you

1 ACCEPTED SOLUTION

Accepted Solutions
jthi
Super User


Re: Risk Table of KM plot on JMP?

I attempted to parametrize the code a bit further, does this do what you are looking for if you change minT, maxT, stepT, ycol, grouping and use your table

Names Default To Here(1);

dt = Open("$SAMPLE_DATA/Rats.jmp");

minT = 100;
maxT = 350;
stepT = 50;
ycol = "days";
grouping = "Group";

Summarize(dt, groups = by(Eval(grouping)));

obj = dt << Survival(
	Y(Eval(ycol)),
	Censor(:Censor),
	Grouping(Eval(grouping)),
	Show Points(1),
	SendToReport(
		Dispatch({"Survival Plot"}, "1", ScaleBox,
			{Min(minT), Max(maxT), Inc(stepT), Minor Ticks(1)}
		),

	)
);

rep = Report(obj);

rep[List Box(2)] << append(tb = Table Box(String Col Box("No at Risk ("||ycol||")", groups)));
rep[List Box(2)] << Append(Spacer Box(Size(0,20)));

tabs = {};
For Each({group}, groups,
	Insert Into(tabs, Eval List({rep[OutlineBox(group), Table Box(1)] << get}));
);


For(T = minT, T <= maxT, T += stepT,
	
	ARs = {};
	For Each({tab}, tabs,
		lp = Max(Loc(Matrix(tab[ycol]) <= T));
		Insert Into(ARS, tab["At Risk"][lp])
	);
		
	tb << append(Number Col Box(Char(T), ARs));
);

Edit: small fixes

-Jarmo

View solution in original post

9 REPLIES 9
jthi
Super User


Re: Risk Table of KM plot on JMP?

I attempted to parametrize the code a bit further, does this do what you are looking for if you change minT, maxT, stepT, ycol, grouping and use your table

Names Default To Here(1);

dt = Open("$SAMPLE_DATA/Rats.jmp");

minT = 100;
maxT = 350;
stepT = 50;
ycol = "days";
grouping = "Group";

Summarize(dt, groups = by(Eval(grouping)));

obj = dt << Survival(
	Y(Eval(ycol)),
	Censor(:Censor),
	Grouping(Eval(grouping)),
	Show Points(1),
	SendToReport(
		Dispatch({"Survival Plot"}, "1", ScaleBox,
			{Min(minT), Max(maxT), Inc(stepT), Minor Ticks(1)}
		),

	)
);

rep = Report(obj);

rep[List Box(2)] << append(tb = Table Box(String Col Box("No at Risk ("||ycol||")", groups)));
rep[List Box(2)] << Append(Spacer Box(Size(0,20)));

tabs = {};
For Each({group}, groups,
	Insert Into(tabs, Eval List({rep[OutlineBox(group), Table Box(1)] << get}));
);


For(T = minT, T <= maxT, T += stepT,
	
	ARs = {};
	For Each({tab}, tabs,
		lp = Max(Loc(Matrix(tab[ycol]) <= T));
		Insert Into(ARS, tab["At Risk"][lp])
	);
		
	tb << append(Number Col Box(Char(T), ARs));
);

Edit: small fixes

-Jarmo
doraemengs
Level III


Re: Risk Table of KM plot on JMP?

Hi Jarmo, Thank you for your help. It worked!

 

Best, Theerachai

jthi
Super User


Re: Risk Table of KM plot on JMP?

Here is also a script which can be used basically on Survivor report. It might work in most of the cases but  not sure if it will as I'm not that familiar with this JMP Platform or analysis. I also modified the calculations so they might not be exactly correct

 

First you have to have Survivor report open

jthi_1-1722445639973.png

then you can run the script and it will ask for few things

jthi_0-1722445470437.png

Fill in those and press OK

jthi_2-1722445724506.png

It will then add the table to your existing report

jthi_3-1722445739773.png

 

Script below (and also attached). Use at your own risk, the calculations have not been checked

 

View more...
/*""" Add risk table to Survival platform

Author: jthi
Creation Date: 2024-07-31
Creation JMP Version: JMP Pro 18.0.1

Description: Based on
	https://community.jmp.com/t5/Discussions/Displaying-at-risk-tables-under-kaplan-meier/m-p/305898/highlight/true#M56162

Todo:
    * Show steps to user before pressing OK
    * Remove modal window
    * Turn into add-in / proper script
    * Add instructions / title to UI
    * Add utility modal
	
"""*/

Names Default To Here(1);

ask_steps = function({}, {Default Local},
	nw = New Window("Fill in Time to Event Steps", << Type("Modal Dialog"), << Return Result,
		H List Box(
			Panel Box("Fill in steps",
				Lineup Box(N Col(2),
					Text Box("Min Time"),
					neb_min = Number Edit Box(.),
					Text Box("Max Time"),
					neb_max = Number Edit Box(.),
					Text Box("Step Time"),
					neb_step = Number Edit Box(.),
					Text Box("Interpolate last"),
					cb_interpolate = Check Box({""}, << Set All(1))
				)
			),
			Spacer Box(Size(20, 0)),
			Panel Box("Actions",
				Button Box("OK"),
				Button Box("Cancel")
			)
		)
		, << Set Window Icon("Survival")
	);
	
	If(nw["Button"] != 1,
		Throw("Cancelled");
	);
	
	min_t = nw["neb_min"];
	max_t = nw["neb_max"];
	step_t = nw["neb_step"];

	If(Any(Is Missing(min_t), Is Missing(max_t), Is Missing(step_t)),
		Throw("Steps not filled in");
	);
	
	interpolate_last = N Items(nw["cb_interpolate"]);

	return(Eval List({min_t, max_t, step_t, interpolate_last}));
);

add_risk_table = function({platform_ref, min_t, max_t, step_t, interpolate_last}, {Default Local},

	rep = Report(platform_ref);
	dt = platform_ref << Get Data Table;
	
	ycol = ((rep << XPath("//TextBox[text()='Time to event: ']"))[1] << sib) << get text;
	grouping_col = ((rep << XPath("//TextBox[text()='Grouped by ']"))[1] << sib) << get text;
	Summarize(dt, groups = by(Eval(grouping_col)));

	steps = min_t::max_t::step_t;
	vals = steps;
	
	For Each({group}, groups,
		m_tb = rep[OutlineBox(group), Table Box(1)] << get as matrix;
		
		times = m_tb[0, 1];
		atrisk = m_tb[0, N Cols(m_tb)];
		cur_steps = Step(steps, times, atrisk); // Last one isn't assumed in this
		
		If(interpolate_last,
			If(times[N Rows(times), 1] < max_t & Is Missing(cur_steps[N Cols(cur_steps)]),
				cur_steps[N Cols(cur_steps)] = atrisk[N Rows(times), 1];
			);			
		);
		vals = vals |/ cur_steps;
	);


	pb = Panel Box("Risk Table", tb_results = Table Box(
		String Col Box(Eval Insert("No at Risk (^ycol^)"), groups),
	));


	For(i = 1, i <= N Cols(vals), i++,
		cur_vals = vals[0, i];
		
		title = Char(Remove From(cur_vals, 1)[1]);
		
		tb_results << Append(Number Col Box(title, cur_vals));
	);

	rep[List Box(2)] << Append(pb);
	rep[List Box(2)] << Append(Spacer Box(Size(0, 10)));
);



cur_rep = Current Report();
If(Is Empty(cur_rep),
	Throw("No reports open");
);

ob_ref = cur_rep << XPath("//OutlineBox[@helpKey='Surv']");

If(N Items(ob_ref) == 0,
	Throw("No Surv platform found");
);

Try(
	{min_t, max_t, step_t, interpolate_last} = ask_steps();

	platform_ref = ob_ref[1] << get scriptable object;

	add_risk_table(platform_ref, min_t, max_t, step_t, interpolate_last);
,
	Throw("Other issues: " || char(exception_msg));
);


Write();

 

 

-Jarmo


Re: Risk Table of KM plot on JMP?

Thanks for this script! I really like it. When I generate multiple survival curves at once using the set up below ("Grouping" and "By" specified), the at risk table is only added to the first plot. Is there a way to have it added to all of them? 

PanelWildcat806_0-1740534582505.png

 

jthi
Super User


Re: Risk Table of KM plot on JMP?

It should be possible but will require modifications to the script. You can try if this version works for you:

 

View more...
Names Default To Here(1);

ask_steps = function({}, {Default Local},
	nw = New Window("Fill in Time to Event Steps", << Type("Modal Dialog"), << Return Result,
		H List Box(
			Panel Box("Fill in steps",
				Lineup Box(N Col(2),
					Text Box("Min Time"),
					neb_min = Number Edit Box(.),
					Text Box("Max Time"),
					neb_max = Number Edit Box(.),
					Text Box("Step Time"),
					neb_step = Number Edit Box(.),
					Text Box("Interpolate last"),
					cb_interpolate = Check Box({""}, << Set All(1))
				)
			),
			Spacer Box(Size(20, 0)),
			Panel Box("Actions",
				Button Box("OK"),
				Button Box("Cancel")
			)
		)
		, << Set Window Icon("Survival")
	);
	
	If(nw["Button"] != 1,
		Throw("Cancelled");
	);
	
	min_t = nw["neb_min"];
	max_t = nw["neb_max"];
	step_t = nw["neb_step"];

	If(Any(Is Missing(min_t), Is Missing(max_t), Is Missing(step_t)),
		Throw("Steps not filled in");
	);
	
	interpolate_last = N Items(nw["cb_interpolate"]);

	return(Eval List({min_t, max_t, step_t, interpolate_last}));
);

add_risk_table = function({platform_ref, min_t, max_t, step_t, interpolate_last}, {Default Local},

	rep = Report(platform_ref);
	dt = platform_ref << Get Data Table;
	
	ycol = ((rep << XPath("//TextBox[text()='Time to event: ']"))[1] << sib) << get text;
	grouping_col = ((rep << XPath("//TextBox[text()='Grouped by ']"))[1] << sib) << get text;
	Summarize(dt, groups = by(Eval(grouping_col)));

	steps = min_t::max_t::step_t;
	vals = steps;
	
	For Each({group}, groups,
		m_tb = rep[OutlineBox(group), Table Box(1)] << get as matrix;
		
		times = m_tb[0, 1];
		atrisk = m_tb[0, N Cols(m_tb)];
		cur_steps = Step(steps, times, atrisk); // Last one isn't assumed in this
		
		If(interpolate_last,
			If(times[N Rows(times), 1] < max_t & Is Missing(cur_steps[N Cols(cur_steps)]),
				cur_steps[N Cols(cur_steps)] = atrisk[N Rows(times), 1];
			);			
		);
		vals = vals |/ cur_steps;
	);


	pb = Panel Box("Risk Table", tb_results = Table Box(
		String Col Box(Eval Insert("No at Risk (^ycol^)"), groups),
	));


	For(i = 1, i <= N Cols(vals), i++,
		cur_vals = vals[0, i];
		
		title = Char(Remove From(cur_vals, 1)[1]);
		
		tb_results << Append(Number Col Box(title, cur_vals));
	);

	rep[List Box(2)] << Append(pb);
	rep[List Box(2)] << Append(Spacer Box(Size(0, 10)));
);



cur_rep = Current Report();
If(Is Empty(cur_rep),
	Throw("No reports open");
);

ob_refs = cur_rep << XPath("//OutlineBox[@helpKey='Surv']");

If(N Items(ob_refs) == 0,
	Throw("No Surv platform found");
);

Try(
	{min_t, max_t, step_t, interpolate_last} = ask_steps();
	
	For Each({ob_ref}, ob_refs,
		platform_ref = ob_ref << get scriptable object;

		add_risk_table(platform_ref, min_t, max_t, step_t, interpolate_last);		
	);

,
	Throw("Other issues: " || char(exception_msg));
);


Write();

There are only few changes I did to the end of script, I basically just added one for each loop (and changed one variable name).

 

 

 

 

 

 

-Jarmo


Re: Risk Table of KM plot on JMP?

Thanks for the quick reply! I am getting this message though?

PanelWildcat806_0-1740594852451.png

 

jthi
Super User


Re: Risk Table of KM plot on JMP?

One s is missing  from line 100

jthi_0-1740595131358.png

I edited my earlier post to fix the issue

-Jarmo


Re: Risk Table of KM plot on JMP?

Thank you again! It works now! 

 

To QC the output, I just re-made a reference figure (see below JMP vs reference) and noticed a few details. Starting from the left, at time = 0, the number at risk, 40, is correct, however, subsequent timepoints are inflated by 1. The exception is when the true number is zero, which the script accurately lists. Lastly, there is a 1 at the last timepoint, which should not be there. I could fix this in Excel but would be amazing if there was a scripting fix!

 

PanelWildcat806_2-1740600954048.png

 

 

 

 

jthi
Super User


Re: Risk Table of KM plot on JMP?

Not sure which calculation is incorrect. If it is in my script, you can most likely fix it somewhere here

jthi_0-1740633522054.png

I would need example dataset with correct answers to know what the results should be (the interpolate option in my script doesn't seem to work correctly though).

-Jarmo

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