大数据基于SAS的时间序列分析SAS统计软件学习

SAS 色弱有好的瀑布图

2019-08-23  本文已影响2人  不连续小姐

SAS Day 44:
Last time, we showed an example of Spider Plot for subjects response over time. Waterfall plot visualizes the best overall response in tumor size in each participating subjects oncology studies. Each of the bars in the plot describes the percentage of change (growth or reduction) in the target lesions as compared to the baseline measurements for each subject.

image

Sample Response Dataset:

The data of Waterfall has been sorted in descending order of the variable Percent_change. This shows the responses with respect to tumor growth or shrinkage in the order of magnitude of treatment response.

image

Sample Waterfall Plot:

image

Sample Code:

proc sort data=f; by descending pchg;
run;

ods results;
proc sgplot data=f noautolegend;
styleattrs datacolors=(blue green) datacontrastcolors=(black);
Vbar n1/ response=pchg transparency=0.2 name="resp"
group=group groupdisplay=cluster

nooutline datalabel=group datalabelattrs=(weight=bold size=9)datalabelpos=bottom;
xaxis display=none;
yaxis label="Maximum %Change from Baseline" labelattrs=(weight=bold size=9)
values=(-100 to 100 by 20) max=120;
Title "Sample Waterfall Plot";
*keylegend"resp"/noborder title="" location= inside position=top down=4;
refline 20-30 / axisy=y lineattrs=(color=red);
run;

Note:

we use the Red Line to represent the Recisist Algorithm, (Progression Disease, Partial Response, Complete Response, Stable Disease)

**Recisit 1.1 Criteria **

PD: Tumor Size Increase by 20% from baseline or more
PR: Tumor Size Decrease by 30% from baseline or more
CR: Tumor disappear
SD: Neither PD Nor PR

🌈Bonus Color Trick:

The color Scheme Blue and Yellow is to be color-blind friendly. ☺
Avoid these Color Combination in order to be Color-blind friendly(为了让有色弱的朋友也能有很好的看图体验,我们尽量不要用这几种配色)

Thanks to wei zhao for sharing this considerate thought with me.

Summary:

The waterfall plot clearly demonstrated Group A patients have a better response rate than Group B patients because the tumor size shrank 6/7 patient in Group A. Hopefully, scientists can develop the drug to cure cancer soon!

Reference:

https://www.researchgate.net/publication/264010059_Understanding_Waterfall_Plots

https://venngage.com/blog/color-blind-friendly-palette/

https://www.pharmasug.org/proceedings/2012/DG/PharmaSUG-2012-DG13.pdf

Happy SAS Coding!

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