SOCR EduMaterials AnalysesCommandLineFDR Correction

Analyses Command-Line - False Discovery Rate (FDR) Corection

This page includes the information on how to use the SOCR Analyses library for the purpose of computing the False Discovery Rate (FDR) correction for multiple testing in volumetric and shape-based analyses. Access is provided via shell-based command-line interface on local machines. More information about other SOCR Analyses command-line interfaces is available here.

Introduction

In addition to the graphical user interfaces, via a web-browser, all SOCR Analyses allow command-line shell execution on local systems. See the references below for more information on FDR.

FDR Usage

• Get the latest SOCR JAR files from the SOCR page (http://socr.ucla.edu/htmls/jars/).
• Generic Setting:

java -ms500m -mx1000m -cp /ifs/ccb/CCB_SW_Tools/others/Statistics/SOCR_Statistics/bin/SOCR_core.jar:/ifs/ccb/CCB_SW_Tools/others/Statistics/SOCR_Statistics/bin/SOCR_plugin.jar edu.ucla.stat.SOCR.analyses.command.volume.Test_FDR -input Input_PValues_File -output Output_PValuesCorrected_File [-type type] [-fdr_rate q] -number integer -byteorder string

• Options:
  • -help: prints usage
  • -v: verbose mode (will print all input/output data in standard output stream.
  • -input [InputFileName]: specify a file-name for an ASCII or binary file containing the raw p-values.
  • -output [OutputFileName]: specify a file-name for the corresponfing output file that will contain the FDR-corrected p-values.
  • -type [0,1]: Type=0 is for ASCII text input file type, Type=1 is for binary 4Byte=Float Input file;
  • -fdr_rate [double]: the False Discovery Rate level (e.g., 0.05)
  • -number [int]: enter the number of P-values stored in the input file (output file will have the same number of floats).
  • -byteorder string: string is one of {big, little, other}.
    • big = BIG_ENDIAN processor
    • little = LITTLE_ENDIAN processor
    • other = default processor (java.nio.ByteOrder.nativeOrder())

Shape-based p-Value FDR correction example

Edit a new file (FDR_Correction.csh) using any editor and paste this inside (make sure the file has executable permissions). Some operating systems/platforms may require variants of this (C-shell) script.

Results of FDR thresholding (right) the raw p-values (left) of comparing the local shape measures for hippocampal models for 2 groups

#!/bin/csh

date

java -ms500m -mx1000m -cp /ifs/ccb/CCB_SW_Tools/others/Statistics/SOCR_Statistics/bin/SOCR_core.jar:/ifs/ccb/CCB_SW_Tools/others/Statistics/SOCR_Statistics/bin/SOCR_plugin.jar edu.ucla.stat.SOCR.analyses.command.volume.Test_FDR -input /ifs/ccb/CCB_SW_Tools/Statistics/SOCR_Statistics/SOCR_CSV_test_Scripts_Data/FDR_Test_Input_PValues.txt -output /ifs/ccb/CCB_SW_Tools/Statistics/SOCR_Statistics/SOCR_CSV_test_Scripts_Data/FDR_Test_PValuesCorrected_Output.txt -type 0 -fdr_rate 0.05 -number 1000 -byteorder little

date

exit

Volume-based p-Value FDR correction example

Edit a new file (FDR_Correction.csh) using any editor and paste this inside (make sure the file has executable permissions). Some operating systems/platforms may require variants of this (C-shell) script.

Results of volumetric FDR thresholding (right) the raw p-values (left) obtained by comparing the Jacobians of the displacement fields of registering 2 groups of 3D MRI scans in a common anatomical atlas-space.

#!/bin/csh

date

java -ms500m -mx1000m -cp /ifs/ccb/CCB_SW_Tools/others/Statistics/SOCR_Statistics/bin/SOCR_core.jar:/ifs/ccb/CCB_SW_Tools/others/Statistics/SOCR_Statistics/bin/SOCR_plugin.jar edu.ucla.stat.SOCR.analyses.command.volume.Test_FDR -input P_Value_mask_New_Reg_GROUP.img -output P_Value_mask_New_Reg_GROUP_FDRcorrected.img -type 1 -fdr_rate 0.05 -number 10648000 -byteorder little

date

exit

Example

The table below shows the results of applying FDR-correction to the P_values obtained by non-parametric statistical test comparing the hippocampi surfaces (consisting of 1,00 vertices) of 2 groups of subject(AD and MCI). The FDR-corrected p-values were obtained by the command line included above.

Index	Raw P-Values	FDR-Corrected P-values
1.00000000	0.00041800	0.00041800
2.00000000	0.00060500	0.00060500
3.00000000	0.06424300	0.00000000
4.00000000	0.14547100	0.00000000
5.00000000	0.78607900	0.00000000
6.00000000	0.08867100	0.00000000
7.00000000	0.38782900	0.00000000
8.00000000	0.04057200	0.00000000
9.00000000	0.07980900	0.00000000
10.00000000	0.00072400	0.00072400
11.00000000	0.53734700	0.00000000
12.00000000	0.38782900	0.00000000
13.00000000	0.00060500	0.00060500
14.00000000	0.00715900	0.00000000
15.00000000	0.33592200	0.00000000
16.00000000	0.78607900	0.00000000
17.00000000	0.20827100	0.00000000
18.00000000	0.33592200	0.00000000
19.00000000	0.00530200	0.00000000
20.00000000	0.00829000	0.00000000
21.00000000	0.01104300	0.00000000
22.00000000	0.01458000	0.00000000
23.00000000	0.01270300	0.00000000
24.00000000	0.94099500	0.00000000
25.00000000	0.07980900	0.00000000
26.00000000	0.00013100	0.00013100
27.00000000	0.94099500	0.00000000
28.00000000	0.05127400	0.00000000
29.00000000	0.00122800	0.00000000
30.00000000	0.19098200	0.00000000
31.00000000	0.28871400	0.00000000
32.00000000	0.00060500	0.00060500
33.00000000	0.07980900	0.00000000
34.00000000	0.00389200	0.00000000
35.00000000	0.00086600	0.00086600
36.00000000	0.36129100	0.00000000
37.00000000	0.00023700	0.00023700
38.00000000	0.03182800	0.00000000
39.00000000	0.28871400	0.00000000
40.00000000	0.36129100	0.00000000
41.00000000	0.12008600	0.00000000
42.00000000	0.03597400	0.00000000
43.00000000	0.14547100	0.00000000
44.00000000	0.00019500	0.00019500
45.00000000	0.00007100	0.00007100
46.00000000	0.14547100	0.00000000
47.00000000	0.00389200	0.00000000
48.00000000	0.00715900	0.00000000
49.00000000	0.44435000	0.00000000
50.00000000	0.00389200	0.00000000
51.00000000	0.22666800	0.00000000
52.00000000	0.00530200	0.00000000
53.00000000	0.00829000	0.00000000
54.00000000	0.00240700	0.00000000
55.00000000	0.78607900	0.00000000
56.00000000	0.00530200	0.00000000
57.00000000	0.19098200	0.00000000
58.00000000	0.86287800	0.00000000
59.00000000	0.07980900	0.00000000
60.00000000	0.05127400	0.00000000
61.00000000	0.03597400	0.00000000
62.00000000	0.63921900	0.00000000
63.00000000	0.26687300	0.00000000
64.00000000	0.78607900	0.00000000
65.00000000	0.67489200	0.00000000
66.00000000	0.36129100	0.00000000
67.00000000	0.74839900	0.00000000
68.00000000	0.09831000	0.00000000
69.00000000	0.00023700	0.00023700
70.00000000	0.00172700	0.00000000
71.00000000	0.31172900	0.00000000
72.00000000	0.02809800	0.00000000
73.00000000	0.01104300	0.00000000
74.00000000	0.00122800	0.00000000
75.00000000	0.17477300	0.00000000
76.00000000	0.17477300	0.00000000
77.00000000	0.00283200	0.00000000
78.00000000	0.00530200	0.00000000
79.00000000	0.00204100	0.00000000
80.00000000	0.36129100	0.00000000
81.00000000	0.01669800	0.00000000
82.00000000	0.94099500	0.00000000
83.00000000	0.53734700	0.00000000
84.00000000	0.17477300	0.00000000
85.00000000	0.00013100	0.00013100
86.00000000	0.00028700	0.00028700
87.00000000	0.00454800	0.00000000
88.00000000	0.00957900	0.00000000
89.00000000	0.13230700	0.00000000
90.00000000	0.02809800	0.00000000
91.00000000	0.00204100	0.00000000
92.00000000	0.20827100	0.00000000
93.00000000	0.05127400	0.00000000
94.00000000	0.74839900	0.00000000
95.00000000	0.41552200	0.00000000
96.00000000	0.03597400	0.00000000
97.00000000	0.07980900	0.00000000
98.00000000	0.00023700	0.00023700
99.00000000	0.00829000	0.00000000
100.00000000	0.36129100	0.00000000
101.00000000	0.41552200	0.00000000
102.00000000	0.98031600	0.00000000
103.00000000	0.12008600	0.00000000
104.00000000	0.14547100	0.00000000
105.00000000	0.08867100	0.00000000
106.00000000	0.20827100	0.00000000
107.00000000	0.00389200	0.00000000
108.00000000	0.00023700	0.00023700
109.00000000	0.00034700	0.00034700
110.00000000	0.98031600	0.00000000
111.00000000	0.00086600	0.00086600
112.00000000	0.01908100	0.00000000
113.00000000	0.14547100	0.00000000
114.00000000	0.00332400	0.00000000
115.00000000	0.00034700	0.00034700
116.00000000	0.00103200	0.00000000
117.00000000	0.19098200	0.00000000
118.00000000	0.10876800	0.00000000
119.00000000	0.05127400	0.00000000
120.00000000	0.00060500	0.00060500
121.00000000	0.00204100	0.00000000
122.00000000	0.60436300	0.00000000
123.00000000	0.07168000	0.00000000
124.00000000	0.00389200	0.00000000
125.00000000	0.07980900	0.00000000
126.00000000	0.01908100	0.00000000
127.00000000	0.24619500	0.00000000
128.00000000	0.00389200	0.00000000
129.00000000	0.00616800	0.00000000
130.00000000	0.00103200	0.00000000
131.00000000	0.00122800	0.00000000
132.00000000	0.08867100	0.00000000
133.00000000	0.24619500	0.00000000
134.00000000	0.15961400	0.00000000
135.00000000	0.00060500	0.00060500
136.00000000	0.28871400	0.00000000
137.00000000	0.02175600	0.00000000
138.00000000	0.02175600	0.00000000
139.00000000	0.05745500	0.00000000
140.00000000	0.31172900	0.00000000
141.00000000	0.00103200	0.00000000
142.00000000	0.10876800	0.00000000
143.00000000	0.14547100	0.00000000
144.00000000	0.71131000	0.00000000
145.00000000	0.02809800	0.00000000
146.00000000	0.00240700	0.00000000
147.00000000	0.03597400	0.00000000
148.00000000	0.44435000	0.00000000
149.00000000	0.00122800	0.00000000
150.00000000	0.19098200	0.00000000
151.00000000	0.00060500	0.00060500
152.00000000	0.00007100	0.00007100
153.00000000	0.63921900	0.00000000
154.00000000	0.47428600	0.00000000
155.00000000	0.78607900	0.00000000
156.00000000	0.50529900	0.00000000
157.00000000	0.00616800	0.00000000
158.00000000	0.13230700	0.00000000
159.00000000	0.00829000	0.00000000
160.00000000	0.08867100	0.00000000
161.00000000	0.94099500	0.00000000
162.00000000	0.98031600	0.00000000
163.00000000	0.36129100	0.00000000
164.00000000	0.00016000	0.00016000
165.00000000	0.00145800	0.00000000
166.00000000	0.00023700	0.00023700
167.00000000	0.38782900	0.00000000
168.00000000	0.98031600	0.00000000
169.00000000	0.20827100	0.00000000
170.00000000	0.28871400	0.00000000
171.00000000	0.01669800	0.00000000
172.00000000	0.02475100	0.00000000
173.00000000	0.10876800	0.00000000
174.00000000	0.00072400	0.00072400
175.00000000	0.33592200	0.00000000
176.00000000	0.74839900	0.00000000
177.00000000	0.38782900	0.00000000
178.00000000	0.36129100	0.00000000
179.00000000	0.01908100	0.00000000
180.00000000	0.74839900	0.00000000
181.00000000	0.02475100	0.00000000
182.00000000	0.01270300	0.00000000
183.00000000	0.00028700	0.00028700
184.00000000	0.63921900	0.00000000
185.00000000	0.00240700	0.00000000
186.00000000	0.00715900	0.00000000
187.00000000	0.24619500	0.00000000
188.00000000	0.00715900	0.00000000
189.00000000	0.00240700	0.00000000
190.00000000	0.00616800	0.00000000
191.00000000	0.00957900	0.00000000
192.00000000	0.57038600	0.00000000
193.00000000	0.00829000	0.00000000
194.00000000	0.14547100	0.00000000
195.00000000	0.00122800	0.00000000
196.00000000	0.41552200	0.00000000
197.00000000	0.00332400	0.00000000
198.00000000	0.00010700	0.00010700
199.00000000	0.12008600	0.00000000
200.00000000	0.07168000	0.00000000
201.00000000	0.19098200	0.00000000
202.00000000	0.04565900	0.00000000
203.00000000	0.94099500	0.00000000
204.00000000	0.12008600	0.00000000
205.00000000	0.02809800	0.00000000
206.00000000	0.00103200	0.00000000
207.00000000	0.20827100	0.00000000
208.00000000	0.31172900	0.00000000
209.00000000	0.74839900	0.00000000
210.00000000	0.20827100	0.00000000
211.00000000	0.36129100	0.00000000
212.00000000	0.57038600	0.00000000
213.00000000	0.17477300	0.00000000
214.00000000	0.82426800	0.00000000
215.00000000	0.14547100	0.00000000
216.00000000	0.00060500	0.00060500
217.00000000	0.02809800	0.00000000
218.00000000	0.00005800	0.00005800
219.00000000	0.05127400	0.00000000
220.00000000	0.82426800	0.00000000
221.00000000	0.01908100	0.00000000
222.00000000	0.00389200	0.00000000
223.00000000	0.01669800	0.00000000
224.00000000	0.00616800	0.00000000
225.00000000	0.63921900	0.00000000
226.00000000	0.01458000	0.00000000
227.00000000	0.07168000	0.00000000
228.00000000	0.94099500	0.00000000
229.00000000	0.74839900	0.00000000
230.00000000	0.17477300	0.00000000
231.00000000	0.00103200	0.00000000
232.00000000	0.00957900	0.00000000
233.00000000	0.24619500	0.00000000
234.00000000	0.44435000	0.00000000
235.00000000	0.00050300	0.00050300
236.00000000	0.50529900	0.00000000
237.00000000	0.00957900	0.00000000
238.00000000	0.60436300	0.00000000
239.00000000	0.14547100	0.00000000
240.00000000	0.00145800	0.00000000
241.00000000	0.02809800	0.00000000
242.00000000	0.36129100	0.00000000
243.00000000	0.63921900	0.00000000
244.00000000	0.19098200	0.00000000
245.00000000	0.04057200	0.00000000
246.00000000	0.00103200	0.00000000
247.00000000	0.00204100	0.00000000
248.00000000	0.00041800	0.00041800
249.00000000	0.00060500	0.00060500
250.00000000	0.71131000	0.00000000
251.00000000	0.00204100	0.00000000
252.00000000	0.05745500	0.00000000
253.00000000	0.00028700	0.00028700
254.00000000	0.01908100	0.00000000
255.00000000	0.86287800	0.00000000
256.00000000	0.04565900	0.00000000
257.00000000	0.00050300	0.00050300
258.00000000	0.63921900	0.00000000
259.00000000	0.00389200	0.00000000
260.00000000	0.50529900	0.00000000
261.00000000	0.07980900	0.00000000
262.00000000	0.90181700	0.00000000
263.00000000	0.01270300	0.00000000
264.00000000	0.01458000	0.00000000
265.00000000	0.98031600	0.00000000
266.00000000	0.02809800	0.00000000
267.00000000	0.20827100	0.00000000
268.00000000	0.00389200	0.00000000
269.00000000	0.38782900	0.00000000
270.00000000	0.08867100	0.00000000
271.00000000	0.15961400	0.00000000
272.00000000	0.00013100	0.00013100
273.00000000	0.01270300	0.00000000
274.00000000	0.00332400	0.00000000
275.00000000	0.00957900	0.00000000
276.00000000	0.05745500	0.00000000
277.00000000	0.60436300	0.00000000
278.00000000	0.98031600	0.00000000
279.00000000	0.63921900	0.00000000
280.00000000	0.71131000	0.00000000
281.00000000	0.01908100	0.00000000
282.00000000	0.01908100	0.00000000
283.00000000	0.08867100	0.00000000
284.00000000	0.00086600	0.00086600
285.00000000	0.06424300	0.00000000
286.00000000	0.00086600	0.00086600
287.00000000	0.00240700	0.00000000
288.00000000	0.02175600	0.00000000
289.00000000	0.00530200	0.00000000
290.00000000	0.28871400	0.00000000
291.00000000	0.07168000	0.00000000
292.00000000	0.03597400	0.00000000
293.00000000	0.00016000	0.00016000
294.00000000	0.04565900	0.00000000
295.00000000	0.38782900	0.00000000
296.00000000	0.00008700	0.00008700
297.00000000	0.20827100	0.00000000
298.00000000	0.00204100	0.00000000
299.00000000	0.00145800	0.00000000
300.00000000	0.00172700	0.00000000
301.00000000	0.26687300	0.00000000
302.00000000	0.02175600	0.00000000
303.00000000	0.00240700	0.00000000
304.00000000	0.00530200	0.00000000
305.00000000	0.01270300	0.00000000
306.00000000	0.01458000	0.00000000
307.00000000	0.44435000	0.00000000
308.00000000	0.08867100	0.00000000
309.00000000	0.33592200	0.00000000
310.00000000	0.00829000	0.00000000
311.00000000	0.00041800	0.00041800
312.00000000	0.03597400	0.00000000
313.00000000	0.04565900	0.00000000
314.00000000	0.00283200	0.00000000
315.00000000	0.06424300	0.00000000
316.00000000	0.01104300	0.00000000
317.00000000	0.28871400	0.00000000
318.00000000	0.15961400	0.00000000
319.00000000	0.00028700	0.00028700
320.00000000	0.00829000	0.00000000
321.00000000	0.28871400	0.00000000
322.00000000	0.20827100	0.00000000
323.00000000	0.57038600	0.00000000
324.00000000	1.00000000	0.00000000
325.00000000	0.86287800	0.00000000
326.00000000	0.19098200	0.00000000
327.00000000	0.10876800	0.00000000
328.00000000	0.00283200	0.00000000
329.00000000	0.02475100	0.00000000
330.00000000	0.03182800	0.00000000
331.00000000	0.05127400	0.00000000
332.00000000	0.22666800	0.00000000
333.00000000	0.10876800	0.00000000
334.00000000	0.02175600	0.00000000
335.00000000	0.15961400	0.00000000
336.00000000	0.01270300	0.00000000
337.00000000	0.01908100	0.00000000
338.00000000	0.00008700	0.00008700
339.00000000	0.00072400	0.00072400
340.00000000	0.38782900	0.00000000
341.00000000	0.02809800	0.00000000
342.00000000	0.82426800	0.00000000
343.00000000	0.00103200	0.00000000
344.00000000	0.00034700	0.00034700
345.00000000	0.00010700	0.00010700
346.00000000	0.00616800	0.00000000
347.00000000	0.08867100	0.00000000
348.00000000	0.01104300	0.00000000
349.00000000	0.17477300	0.00000000
350.00000000	0.98031600	0.00000000
351.00000000	0.20827100	0.00000000
352.00000000	0.53734700	0.00000000
353.00000000	0.53734700	0.00000000
354.00000000	0.00103200	0.00000000
355.00000000	0.00028700	0.00028700
356.00000000	0.10876800	0.00000000
357.00000000	0.00050300	0.00050300
358.00000000	0.24619500	0.00000000
359.00000000	0.00041800	0.00041800
360.00000000	0.60436300	0.00000000
361.00000000	0.00086600	0.00086600
362.00000000	0.26687300	0.00000000
363.00000000	0.00086600	0.00086600
364.00000000	0.33592200	0.00000000
365.00000000	0.15961400	0.00000000
366.00000000	0.00829000	0.00000000
367.00000000	0.00145800	0.00000000
368.00000000	0.04057200	0.00000000
369.00000000	0.00086600	0.00086600
370.00000000	0.22666800	0.00000000
371.00000000	0.00829000	0.00000000
372.00000000	0.00122800	0.00000000
373.00000000	0.01270300	0.00000000
374.00000000	0.00122800	0.00000000
375.00000000	0.01669800	0.00000000
376.00000000	0.53734700	0.00000000
377.00000000	0.02809800	0.00000000
378.00000000	0.90181700	0.00000000
379.00000000	0.98031600	0.00000000
380.00000000	0.00283200	0.00000000
381.00000000	0.33592200	0.00000000
382.00000000	0.33592200	0.00000000
383.00000000	0.00034700	0.00034700
384.00000000	0.00389200	0.00000000
385.00000000	0.50529900	0.00000000
386.00000000	0.00829000	0.00000000
387.00000000	0.00172700	0.00000000
388.00000000	0.00034700	0.00034700
389.00000000	0.13230700	0.00000000
390.00000000	0.50529900	0.00000000
391.00000000	0.04565900	0.00000000
392.00000000	0.00034700	0.00034700
393.00000000	0.00072400	0.00072400
394.00000000	0.00283200	0.00000000
395.00000000	0.01104300	0.00000000
396.00000000	0.00072400	0.00072400
397.00000000	0.07980900	0.00000000
398.00000000	0.15961400	0.00000000
399.00000000	0.10876800	0.00000000
400.00000000	0.00332400	0.00000000
401.00000000	0.07980900	0.00000000
402.00000000	0.00283200	0.00000000
403.00000000	0.00616800	0.00000000
404.00000000	0.05745500	0.00000000
405.00000000	0.05745500	0.00000000
406.00000000	0.38782900	0.00000000
407.00000000	0.38782900	0.00000000
408.00000000	0.90181700	0.00000000
409.00000000	0.24619500	0.00000000
410.00000000	0.00028700	0.00028700
411.00000000	0.00957900	0.00000000
412.00000000	0.47428600	0.00000000
413.00000000	0.44435000	0.00000000
414.00000000	0.24619500	0.00000000
415.00000000	0.00172700	0.00000000
416.00000000	0.00240700	0.00000000
417.00000000	0.00204100	0.00000000
418.00000000	0.00034700	0.00034700
419.00000000	0.00013100	0.00013100
420.00000000	0.31172900	0.00000000
421.00000000	0.00072400	0.00072400
422.00000000	0.00086600	0.00086600
423.00000000	0.00060500	0.00060500
424.00000000	0.10876800	0.00000000
425.00000000	0.57038600	0.00000000
426.00000000	0.17477300	0.00000000
427.00000000	0.01104300	0.00000000
428.00000000	0.05127400	0.00000000
429.00000000	0.00008700	0.00008700
430.00000000	0.00019500	0.00019500
431.00000000	0.63921900	0.00000000
432.00000000	0.12008600	0.00000000
433.00000000	0.10876800	0.00000000
434.00000000	0.50529900	0.00000000
435.00000000	0.01104300	0.00000000
436.00000000	0.02475100	0.00000000
437.00000000	0.02475100	0.00000000
438.00000000	0.00086600	0.00086600
439.00000000	0.67489200	0.00000000
440.00000000	0.19098200	0.00000000
441.00000000	0.38782900	0.00000000
442.00000000	0.20827100	0.00000000
443.00000000	0.57038600	0.00000000
444.00000000	0.07168000	0.00000000
445.00000000	0.01908100	0.00000000
446.00000000	0.26687300	0.00000000
447.00000000	0.00086600	0.00086600
448.00000000	0.01669800	0.00000000
449.00000000	0.01669800	0.00000000
450.00000000	0.04565900	0.00000000
451.00000000	0.41552200	0.00000000
452.00000000	0.00103200	0.00000000
453.00000000	0.12008600	0.00000000
454.00000000	0.01270300	0.00000000
455.00000000	0.00072400	0.00072400
456.00000000	0.00172700	0.00000000
457.00000000	0.19098200	0.00000000
458.00000000	0.03597400	0.00000000
459.00000000	0.38782900	0.00000000
460.00000000	0.00616800	0.00000000
461.00000000	0.05127400	0.00000000
462.00000000	0.74839900	0.00000000
463.00000000	0.00957900	0.00000000
464.00000000	0.19098200	0.00000000
465.00000000	0.86287800	0.00000000
466.00000000	0.00957900	0.00000000
467.00000000	0.00028700	0.00028700
468.00000000	0.08867100	0.00000000
469.00000000	0.53734700	0.00000000
470.00000000	0.03182800	0.00000000
471.00000000	0.00145800	0.00000000
472.00000000	0.24619500	0.00000000
473.00000000	0.24619500	0.00000000
474.00000000	0.03182800	0.00000000
475.00000000	0.00122800	0.00000000
476.00000000	0.00829000	0.00000000
477.00000000	0.13230700	0.00000000
478.00000000	0.82426800	0.00000000
479.00000000	0.05745500	0.00000000
480.00000000	0.01270300	0.00000000
481.00000000	0.14547100	0.00000000
482.00000000	0.60436300	0.00000000
483.00000000	0.09831000	0.00000000
484.00000000	0.03182800	0.00000000
485.00000000	0.00454800	0.00000000
486.00000000	0.01270300	0.00000000
487.00000000	0.09831000	0.00000000
488.00000000	0.38782900	0.00000000
489.00000000	0.82426800	0.00000000
490.00000000	0.05745500	0.00000000
491.00000000	0.05127400	0.00000000
492.00000000	0.08867100	0.00000000
493.00000000	0.38782900	0.00000000
494.00000000	0.00172700	0.00000000
495.00000000	0.00829000	0.00000000
496.00000000	0.00204100	0.00000000
497.00000000	0.01270300	0.00000000
498.00000000	0.01908100	0.00000000
499.00000000	0.98031600	0.00000000
500.00000000	0.00957900	0.00000000
501.00000000	1.00000000	0.00000000
502.00000000	0.71131000	0.00000000
503.00000000	0.06424300	0.00000000
504.00000000	0.00028700	0.00028700
505.00000000	0.94099500	0.00000000
506.00000000	0.00086600	0.00086600
507.00000000	0.67489200	0.00000000
508.00000000	0.00389200	0.00000000
509.00000000	0.31172900	0.00000000
510.00000000	0.28871400	0.00000000
511.00000000	0.00454800	0.00000000
512.00000000	0.41552200	0.00000000
513.00000000	0.63921900	0.00000000
514.00000000	0.12008600	0.00000000
515.00000000	0.00616800	0.00000000
516.00000000	0.04565900	0.00000000
517.00000000	0.10876800	0.00000000
518.00000000	0.12008600	0.00000000
519.00000000	0.00283200	0.00000000
520.00000000	0.31172900	0.00000000
521.00000000	0.74839900	0.00000000
522.00000000	0.82426800	0.00000000
523.00000000	0.41552200	0.00000000
524.00000000	0.94099500	0.00000000
525.00000000	0.44435000	0.00000000
526.00000000	0.00530200	0.00000000
527.00000000	0.36129100	0.00000000
528.00000000	0.44435000	0.00000000
529.00000000	0.00389200	0.00000000
530.00000000	0.33592200	0.00000000
531.00000000	0.26687300	0.00000000
532.00000000	0.00122800	0.00000000
533.00000000	0.08867100	0.00000000
534.00000000	0.20827100	0.00000000
535.00000000	0.06424300	0.00000000
536.00000000	0.33592200	0.00000000
537.00000000	0.24619500	0.00000000
538.00000000	0.33592200	0.00000000
539.00000000	0.14547100	0.00000000
540.00000000	0.90181700	0.00000000
541.00000000	0.00010700	0.00010700
542.00000000	0.60436300	0.00000000
543.00000000	0.00028700	0.00028700
544.00000000	0.17477300	0.00000000
545.00000000	0.44435000	0.00000000
546.00000000	0.00530200	0.00000000
547.00000000	0.00050300	0.00050300
548.00000000	0.94099500	0.00000000
549.00000000	0.71131000	0.00000000
550.00000000	0.50529900	0.00000000
551.00000000	0.01908100	0.00000000
552.00000000	0.00332400	0.00000000
553.00000000	0.22666800	0.00000000
554.00000000	0.00086600	0.00086600
555.00000000	0.00028700	0.00028700
556.00000000	0.05127400	0.00000000
557.00000000	0.00008700	0.00008700
558.00000000	0.00204100	0.00000000
559.00000000	0.04565900	0.00000000
560.00000000	0.67489200	0.00000000
561.00000000	0.00715900	0.00000000
562.00000000	0.00616800	0.00000000
563.00000000	0.00041800	0.00041800
564.00000000	0.57038600	0.00000000
565.00000000	0.82426800	0.00000000
566.00000000	0.01270300	0.00000000
567.00000000	0.00957900	0.00000000
568.00000000	0.00028700	0.00028700
569.00000000	0.00172700	0.00000000
570.00000000	0.08867100	0.00000000
571.00000000	0.20827100	0.00000000
572.00000000	0.26687300	0.00000000
573.00000000	0.10876800	0.00000000
574.00000000	0.02475100	0.00000000
575.00000000	0.00454800	0.00000000
576.00000000	0.74839900	0.00000000
577.00000000	0.17477300	0.00000000
578.00000000	0.00829000	0.00000000
579.00000000	0.06424300	0.00000000
580.00000000	0.20827100	0.00000000
581.00000000	0.26687300	0.00000000
582.00000000	0.01669800	0.00000000
583.00000000	0.03182800	0.00000000
584.00000000	0.01104300	0.00000000
585.00000000	0.22666800	0.00000000
586.00000000	0.00103200	0.00000000
587.00000000	0.36129100	0.00000000
588.00000000	0.17477300	0.00000000
589.00000000	0.13230700	0.00000000
590.00000000	0.00283200	0.00000000
591.00000000	0.41552200	0.00000000
592.00000000	0.71131000	0.00000000
593.00000000	0.00172700	0.00000000
594.00000000	0.82426800	0.00000000
595.00000000	0.02175600	0.00000000
596.00000000	0.20827100	0.00000000
597.00000000	0.67489200	0.00000000
598.00000000	0.00145800	0.00000000
599.00000000	0.00103200	0.00000000
600.00000000	0.00172700	0.00000000
601.00000000	0.47428600	0.00000000
602.00000000	0.67489200	0.00000000
603.00000000	0.71131000	0.00000000
604.00000000	0.01669800	0.00000000
605.00000000	0.02175600	0.00000000
606.00000000	0.22666800	0.00000000
607.00000000	0.05745500	0.00000000
608.00000000	0.24619500	0.00000000
609.00000000	0.20827100	0.00000000
610.00000000	0.78607900	0.00000000
611.00000000	0.00530200	0.00000000
612.00000000	0.24619500	0.00000000
613.00000000	0.15961400	0.00000000
614.00000000	0.00005800	0.00005800
615.00000000	0.07168000	0.00000000
616.00000000	0.47428600	0.00000000
617.00000000	0.00103200	0.00000000
618.00000000	0.09831000	0.00000000
619.00000000	0.53734700	0.00000000
620.00000000	0.00530200	0.00000000
621.00000000	0.00072400	0.00072400
622.00000000	0.02475100	0.00000000
623.00000000	0.00715900	0.00000000
624.00000000	0.00332400	0.00000000
625.00000000	0.20827100	0.00000000
626.00000000	0.50529900	0.00000000
627.00000000	0.03597400	0.00000000
628.00000000	0.33592200	0.00000000
629.00000000	0.22666800	0.00000000
630.00000000	0.00283200	0.00000000
631.00000000	0.00050300	0.00050300
632.00000000	0.00016000	0.00016000
633.00000000	0.13230700	0.00000000
634.00000000	0.00240700	0.00000000
635.00000000	0.14547100	0.00000000
636.00000000	0.01669800	0.00000000
637.00000000	0.00715900	0.00000000
638.00000000	0.00086600	0.00086600
639.00000000	0.00957900	0.00000000
640.00000000	0.22666800	0.00000000
641.00000000	0.01270300	0.00000000
642.00000000	0.00008700	0.00008700
643.00000000	0.24619500	0.00000000
644.00000000	0.82426800	0.00000000
645.00000000	0.00010700	0.00010700
646.00000000	0.31172900	0.00000000
647.00000000	0.19098200	0.00000000
648.00000000	0.82426800	0.00000000
649.00000000	0.00715900	0.00000000
650.00000000	0.26687300	0.00000000
651.00000000	0.47428600	0.00000000
652.00000000	0.41552200	0.00000000
653.00000000	0.00010700	0.00010700
654.00000000	0.00086600	0.00086600
655.00000000	0.63921900	0.00000000
656.00000000	0.00616800	0.00000000
657.00000000	0.01908100	0.00000000
658.00000000	0.00616800	0.00000000
659.00000000	0.28871400	0.00000000
660.00000000	0.08867100	0.00000000
661.00000000	0.00957900	0.00000000
662.00000000	0.00530200	0.00000000
663.00000000	0.00240700	0.00000000
664.00000000	0.12008600	0.00000000
665.00000000	0.00007100	0.00007100
666.00000000	0.00957900	0.00000000
667.00000000	0.00050300	0.00050300
668.00000000	0.00389200	0.00000000
669.00000000	0.12008600	0.00000000
670.00000000	0.01908100	0.00000000
671.00000000	0.15961400	0.00000000
672.00000000	0.12008600	0.00000000
673.00000000	0.50529900	0.00000000
674.00000000	0.01669800	0.00000000
675.00000000	0.05745500	0.00000000
676.00000000	0.00050300	0.00050300
677.00000000	0.90181700	0.00000000
678.00000000	0.00172700	0.00000000
679.00000000	0.15961400	0.00000000
680.00000000	0.00172700	0.00000000
681.00000000	0.78607900	0.00000000
682.00000000	0.00086600	0.00086600
683.00000000	0.00454800	0.00000000
684.00000000	0.02175600	0.00000000
685.00000000	0.41552200	0.00000000
686.00000000	0.01458000	0.00000000
687.00000000	0.94099500	0.00000000
688.00000000	0.00122800	0.00000000
689.00000000	0.00172700	0.00000000
690.00000000	0.90181700	0.00000000
691.00000000	0.00103200	0.00000000
692.00000000	0.17477300	0.00000000
693.00000000	0.33592200	0.00000000
694.00000000	0.50529900	0.00000000
695.00000000	0.01908100	0.00000000
696.00000000	0.01458000	0.00000000
697.00000000	0.00829000	0.00000000
698.00000000	0.90181700	0.00000000
699.00000000	0.00389200	0.00000000
700.00000000	0.09831000	0.00000000
701.00000000	0.12008600	0.00000000
702.00000000	0.02175600	0.00000000
703.00000000	0.78607900	0.00000000
704.00000000	0.98031600	0.00000000
705.00000000	0.00086600	0.00086600
706.00000000	0.44435000	0.00000000
707.00000000	0.08867100	0.00000000
708.00000000	0.78607900	0.00000000
709.00000000	0.22666800	0.00000000
710.00000000	0.17477300	0.00000000
711.00000000	0.00715900	0.00000000
712.00000000	0.08867100	0.00000000
713.00000000	0.38782900	0.00000000
714.00000000	0.01908100	0.00000000
715.00000000	0.47428600	0.00000000
716.00000000	0.00010700	0.00010700
717.00000000	0.14547100	0.00000000
718.00000000	0.01669800	0.00000000
719.00000000	0.20827100	0.00000000
720.00000000	0.33592200	0.00000000
721.00000000	0.00041800	0.00041800
722.00000000	0.04057200	0.00000000
723.00000000	0.00072400	0.00072400
724.00000000	0.60436300	0.00000000
725.00000000	0.94099500	0.00000000
726.00000000	0.01270300	0.00000000
727.00000000	0.01104300	0.00000000
728.00000000	0.17477300	0.00000000
729.00000000	0.00283200	0.00000000
730.00000000	0.01270300	0.00000000
731.00000000	0.07980900	0.00000000
732.00000000	0.00023700	0.00023700
733.00000000	0.00008700	0.00008700
734.00000000	0.00103200	0.00000000
735.00000000	0.04565900	0.00000000
736.00000000	0.63921900	0.00000000
737.00000000	0.00172700	0.00000000
738.00000000	0.41552200	0.00000000
739.00000000	0.00145800	0.00000000
740.00000000	0.00072400	0.00072400
741.00000000	0.17477300	0.00000000
742.00000000	0.94099500	0.00000000
743.00000000	0.00005800	0.00005800
744.00000000	0.01908100	0.00000000
745.00000000	0.33592200	0.00000000
746.00000000	0.05745500	0.00000000
747.00000000	0.03597400	0.00000000
748.00000000	0.28871400	0.00000000
749.00000000	0.00204100	0.00000000
750.00000000	0.01270300	0.00000000
751.00000000	0.00023700	0.00023700
752.00000000	0.19098200	0.00000000
753.00000000	0.03597400	0.00000000
754.00000000	0.10876800	0.00000000
755.00000000	0.17477300	0.00000000
756.00000000	0.22666800	0.00000000
757.00000000	0.00050300	0.00050300
758.00000000	0.00957900	0.00000000
759.00000000	0.20827100	0.00000000
760.00000000	0.24619500	0.00000000
761.00000000	0.00050300	0.00050300
762.00000000	0.09831000	0.00000000
763.00000000	0.15961400	0.00000000
764.00000000	0.67489200	0.00000000
765.00000000	0.02809800	0.00000000
766.00000000	0.07980900	0.00000000
767.00000000	1.00000000	0.00000000
768.00000000	0.00530200	0.00000000
769.00000000	1.00000000	0.00000000
770.00000000	0.01458000	0.00000000
771.00000000	0.00957900	0.00000000
772.00000000	0.57038600	0.00000000
773.00000000	0.00086600	0.00086600
774.00000000	0.00122800	0.00000000
775.00000000	0.06424300	0.00000000
776.00000000	1.00000000	0.00000000
777.00000000	0.05745500	0.00000000
778.00000000	0.02809800	0.00000000
779.00000000	0.00103200	0.00000000
780.00000000	0.09831000	0.00000000
781.00000000	0.01669800	0.00000000
782.00000000	0.00204100	0.00000000
783.00000000	0.05745500	0.00000000
784.00000000	0.00050300	0.00050300
785.00000000	0.41552200	0.00000000
786.00000000	0.31172900	0.00000000
787.00000000	0.53734700	0.00000000
788.00000000	0.09831000	0.00000000
789.00000000	0.00103200	0.00000000
790.00000000	0.33592200	0.00000000
791.00000000	0.28871400	0.00000000
792.00000000	0.57038600	0.00000000
793.00000000	0.00172700	0.00000000
794.00000000	0.94099500	0.00000000
795.00000000	0.00008700	0.00008700
796.00000000	0.00957900	0.00000000
797.00000000	0.00060500	0.00060500
798.00000000	0.47428600	0.00000000
799.00000000	0.24619500	0.00000000
800.00000000	0.00204100	0.00000000
801.00000000	0.41552200	0.00000000
802.00000000	0.94099500	0.00000000
803.00000000	0.04565900	0.00000000
804.00000000	0.57038600	0.00000000
805.00000000	0.07980900	0.00000000
806.00000000	0.33592200	0.00000000
807.00000000	0.00240700	0.00000000
808.00000000	0.60436300	0.00000000
809.00000000	0.00715900	0.00000000
810.00000000	0.71131000	0.00000000
811.00000000	0.01104300	0.00000000
812.00000000	0.13230700	0.00000000
813.00000000	0.01669800	0.00000000
814.00000000	0.09831000	0.00000000
815.00000000	0.08867100	0.00000000
816.00000000	0.14547100	0.00000000
817.00000000	0.00283200	0.00000000
818.00000000	0.01669800	0.00000000
819.00000000	0.02475100	0.00000000
820.00000000	0.02475100	0.00000000
821.00000000	0.15961400	0.00000000
822.00000000	0.50529900	0.00000000
823.00000000	0.15961400	0.00000000
824.00000000	0.00715900	0.00000000
825.00000000	0.00019500	0.00019500
826.00000000	0.20827100	0.00000000
827.00000000	0.90181700	0.00000000
828.00000000	0.04057200	0.00000000
829.00000000	0.00454800	0.00000000
830.00000000	0.06424300	0.00000000
831.00000000	0.74839900	0.00000000
832.00000000	0.47428600	0.00000000
833.00000000	0.00122800	0.00000000
834.00000000	0.57038600	0.00000000
835.00000000	0.24619500	0.00000000
836.00000000	0.57038600	0.00000000
837.00000000	0.00530200	0.00000000
838.00000000	0.00050300	0.00050300
839.00000000	0.47428600	0.00000000
840.00000000	0.08867100	0.00000000
841.00000000	0.00829000	0.00000000
842.00000000	0.19098200	0.00000000
843.00000000	0.90181700	0.00000000
844.00000000	0.94099500	0.00000000
845.00000000	0.86287800	0.00000000
846.00000000	0.28871400	0.00000000
847.00000000	0.07980900	0.00000000
848.00000000	0.53734700	0.00000000
849.00000000	0.04565900	0.00000000
850.00000000	0.26687300	0.00000000
851.00000000	0.01669800	0.00000000
852.00000000	0.28871400	0.00000000
853.00000000	0.10876800	0.00000000
854.00000000	0.00145800	0.00000000
855.00000000	0.78607900	0.00000000
856.00000000	0.00530200	0.00000000
857.00000000	0.98031600	0.00000000
858.00000000	0.00086600	0.00086600
859.00000000	0.44435000	0.00000000
860.00000000	0.13230700	0.00000000
861.00000000	0.00715900	0.00000000
862.00000000	0.67489200	0.00000000
863.00000000	0.50529900	0.00000000
864.00000000	0.00060500	0.00060500
865.00000000	0.05745500	0.00000000
866.00000000	0.00389200	0.00000000
867.00000000	0.01458000	0.00000000
868.00000000	0.09831000	0.00000000
869.00000000	0.14547100	0.00000000
870.00000000	0.08867100	0.00000000
871.00000000	0.00028700	0.00028700
872.00000000	0.44435000	0.00000000
873.00000000	0.01908100	0.00000000
874.00000000	0.44435000	0.00000000
875.00000000	0.78607900	0.00000000
876.00000000	0.82426800	0.00000000
877.00000000	0.00122800	0.00000000
878.00000000	0.00145800	0.00000000
879.00000000	0.44435000	0.00000000
880.00000000	0.38782900	0.00000000
881.00000000	0.04565900	0.00000000
882.00000000	0.00240700	0.00000000
883.00000000	0.00332400	0.00000000
884.00000000	0.00060500	0.00060500
885.00000000	0.00122800	0.00000000
886.00000000	0.00122800	0.00000000
887.00000000	0.00283200	0.00000000
888.00000000	0.19098200	0.00000000
889.00000000	0.13230700	0.00000000
890.00000000	0.05127400	0.00000000
891.00000000	0.00019500	0.00019500
892.00000000	0.00023700	0.00023700
893.00000000	0.07980900	0.00000000
894.00000000	0.05127400	0.00000000
895.00000000	0.08867100	0.00000000
896.00000000	0.00530200	0.00000000
897.00000000	0.00010700	0.00010700
898.00000000	0.01908100	0.00000000
899.00000000	0.00240700	0.00000000
900.00000000	0.05127400	0.00000000
901.00000000	0.05745500	0.00000000
902.00000000	0.19098200	0.00000000
903.00000000	0.00086600	0.00086600
904.00000000	0.12008600	0.00000000
905.00000000	0.00283200	0.00000000
906.00000000	0.19098200	0.00000000
907.00000000	0.03182800	0.00000000
908.00000000	0.53734700	0.00000000
909.00000000	0.82426800	0.00000000
910.00000000	0.24619500	0.00000000
911.00000000	0.15961400	0.00000000
912.00000000	0.00122800	0.00000000
913.00000000	0.01908100	0.00000000
914.00000000	0.60436300	0.00000000
915.00000000	0.20827100	0.00000000
916.00000000	0.03182800	0.00000000
917.00000000	0.00715900	0.00000000
918.00000000	0.08867100	0.00000000
919.00000000	0.00530200	0.00000000
920.00000000	0.19098200	0.00000000
921.00000000	0.00957900	0.00000000
922.00000000	0.82426800	0.00000000
923.00000000	0.00050300	0.00050300
924.00000000	0.38782900	0.00000000
925.00000000	0.60436300	0.00000000
926.00000000	0.17477300	0.00000000
927.00000000	0.22666800	0.00000000
928.00000000	0.03182800	0.00000000
929.00000000	0.00145800	0.00000000
930.00000000	0.00019500	0.00019500
931.00000000	0.12008600	0.00000000
932.00000000	0.33592200	0.00000000
933.00000000	0.00034700	0.00034700
934.00000000	0.02475100	0.00000000
935.00000000	0.00145800	0.00000000
936.00000000	0.05745500	0.00000000
937.00000000	0.67489200	0.00000000
938.00000000	0.00145800	0.00000000
939.00000000	0.01669800	0.00000000
940.00000000	0.02809800	0.00000000
941.00000000	0.47428600	0.00000000
942.00000000	0.00072400	0.00072400
943.00000000	0.33592200	0.00000000
944.00000000	0.01270300	0.00000000
945.00000000	0.00283200	0.00000000
946.00000000	0.00072400	0.00072400
947.00000000	0.00283200	0.00000000
948.00000000	0.00034700	0.00034700
949.00000000	0.17477300	0.00000000
950.00000000	0.04057200	0.00000000
951.00000000	0.02175600	0.00000000
952.00000000	0.00715900	0.00000000
953.00000000	0.15961400	0.00000000
954.00000000	0.20827100	0.00000000
955.00000000	0.78607900	0.00000000
956.00000000	0.00145800	0.00000000
957.00000000	0.00016000	0.00016000
958.00000000	0.07168000	0.00000000
959.00000000	0.22666800	0.00000000
960.00000000	0.03182800	0.00000000
961.00000000	0.47428600	0.00000000
962.00000000	0.00103200	0.00000000
963.00000000	0.00829000	0.00000000
964.00000000	0.06424300	0.00000000
965.00000000	0.00008700	0.00008700
966.00000000	0.00389200	0.00000000
967.00000000	0.60436300	0.00000000
968.00000000	0.01458000	0.00000000
969.00000000	0.00016000	0.00016000
970.00000000	0.00172700	0.00000000
971.00000000	0.00060500	0.00060500
972.00000000	0.00283200	0.00000000
973.00000000	0.00028700	0.00028700
974.00000000	0.00028700	0.00028700
975.00000000	0.01270300	0.00000000
976.00000000	0.00034700	0.00034700
977.00000000	0.02475100	0.00000000
978.00000000	0.33592200	0.00000000
979.00000000	0.05745500	0.00000000
980.00000000	0.00122800	0.00000000
981.00000000	0.00530200	0.00000000
982.00000000	0.02175600	0.00000000
983.00000000	0.41552200	0.00000000
984.00000000	0.63921900	0.00000000
985.00000000	0.00389200	0.00000000
986.00000000	0.00028700	0.00028700
987.00000000	0.00332400	0.00000000
988.00000000	0.07168000	0.00000000
989.00000000	0.06424300	0.00000000
990.00000000	0.00103200	0.00000000
991.00000000	0.00028700	0.00028700
992.00000000	0.02475100	0.00000000
993.00000000	0.15961400	0.00000000
994.00000000	0.05745500	0.00000000
995.00000000	0.03597400	0.00000000
996.00000000	0.06424300	0.00000000
997.00000000	0.28871400	0.00000000
998.00000000	0.36129100	0.00000000
999.00000000	0.01104300	0.00000000
1000.00000000	0.00829000	0.00000000

Supplementary information

• False Discovery Rate (FDR)
• FDR Tutorial

---

---

Translate this page:

(default)	Deutsch	Español	Français	Italiano	Português	日本語	България	الامارات العربية المتحدة	Suomi	इस भाषा में	Norge
한국어	中文	繁体中文	Русский	Nederlands	Ελληνικά	Hrvatska	Česká republika	Danmark	Polska	România	Sverige