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The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
SRP9 is not prognostic in Bladder Urothelial Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
153.5
Number of samples
169
Samples
Sample
Description
TPM
TCGA-G2-A2EL-01A
77 years, male, white, stage:Stage II, dead, 819 days
474.3
TCGA-BT-A20N-01A
72 years, male, stage:Stage III, dead, 795 days
424.5
TCGA-C4-A0EZ-01A
69 years, female, stage:Stage IV, dead, 273 days
424.1
TCGA-BL-A3JM-01A
62 years, male, white, stage:Stage III, dead, 205 days
378.4
TCGA-ZF-A9RN-01A
67 years, female, white, stage:Stage III, dead, 615 days
344.9
TCGA-FJ-A3ZE-01A
65 years, male, white, stage:Stage IV, dead, 324 days
324.0
TCGA-DK-AA6W-01A
78 years, male, white, stage:Stage II, dead, 415 days
313.5
TCGA-ZF-A9R3-01A
53 years, female, white, stage:Stage II, dead, 949 days
288.8
TCGA-E7-A3X6-01A
70 years, male, white, stage:Stage II, dead, 904 days
286.1
TCGA-XF-A8HI-01A
57 years, female, white, stage:Stage IV, dead, 544 days
280.2
TCGA-GU-A42R-01A
68 years, male, white, stage:Stage IV, dead, 577 days
280.1
TCGA-CU-A5W6-01A
70 years, male, white, stage:Stage III, dead, 56 days
279.1
TCGA-XF-AAML-01A
75 years, male, white, stage:Stage II, dead, 232 days
278.0
TCGA-FD-A3SJ-01A
59 years, male, white, stage:Stage IV, dead, 739 days
276.6
TCGA-FD-A3SM-01A
70 years, male, white, stage:Stage IV, dead, 547 days
265.0
TCGA-4Z-AA82-01A
59 years, male, black or african american, stage:Stage IV, dead, 1556 days
264.7
TCGA-2F-A9KP-01A
66 years, male, white, stage:Stage IV, dead, 364 days
259.1
TCGA-DK-A1A3-01A
60 years, male, white, stage:Stage IV, dead, 665 days
255.7
TCGA-UY-A78K-01A
60 years, male, white, stage:Stage IV, dead, 536 days
247.4
TCGA-E5-A4TZ-01A
64 years, male, white, stage:Stage IV, dead, 467 days
247.4
TCGA-4Z-AA7R-01A
73 years, male, black or african american, stage:Stage IV, dead, 522 days
243.2
TCGA-FD-A3SQ-01A
62 years, male, white, stage:Stage IV, dead, 1423 days
236.7
TCGA-BT-A20W-01A
71 years, male, white, stage:Stage II, dead, 254 days
227.2
TCGA-FD-A3SS-01A
66 years, male, white, stage:Stage IV, dead, 391 days
224.1
TCGA-XF-AAN7-01A
60 years, male, white, stage:Stage IV, dead, 565 days
223.9
TCGA-5N-A9KM-01A
73 years, female, white, stage:Stage III, dead, 530 days
220.8
TCGA-UY-A78N-01A
80 years, male, white, stage:Stage IV, dead, 2641 days
215.5
TCGA-DK-A1A5-01A
79 years, male, white, stage:Stage II, dead, 65 days
214.0
TCGA-FD-A3N5-01A
69 years, male, black or african american, stage:Stage II, dead, 685 days
213.2
TCGA-K4-A5RI-01A
67 years, female, white, stage:Stage III, dead, 356 days
208.2
TCGA-ZF-A9RD-01A
75 years, female, white, stage:Stage IV, dead, 408 days
208.0
TCGA-DK-AA6Q-01A
61 years, female, white, stage:Stage IV, dead, 413 days
207.3
TCGA-BT-A0S7-01A
75 years, male, white, stage:Stage III, dead, 200 days
207.3
TCGA-GC-A3BM-01A
70 years, male, white, stage:Stage II, dead, 651 days
206.1
TCGA-BT-A2LB-01A
73 years, female, white, stage:Stage III, dead, 492 days
203.0
TCGA-BT-A3PH-01A
76 years, male, white, stage:Stage IV, dead, 142 days
202.6
TCGA-E7-A97P-01A
73 years, male, asian, stage:Stage II, dead, 437 days
201.1
TCGA-C4-A0F7-01A
77 years, male, stage:Stage IV, dead, 62 days
199.3
TCGA-HQ-A5ND-01A
78 years, male, stage:Stage IV, dead, 274 days
197.3
TCGA-CF-A9FL-01A
85 years, male, asian, stage:Stage III, dead, 565 days
194.0
TCGA-5N-A9KI-01A
76 years, female, white, stage:Stage III, dead, 76 days
193.0
TCGA-FD-A5C0-01A
61 years, male, white, stage:Stage IV, dead, 550 days
190.6
TCGA-BL-A13J-01A
65 years, male, white, stage:Stage IV, dead, 81 days
190.0
TCGA-XF-AAN0-01A
68 years, male, white, stage:Stage IV, dead, 1718 days
189.7
TCGA-CU-A0YR-01A
83 years, male, white, stage:Stage IV, dead, 460 days
189.4
TCGA-XF-A9SZ-01A
79 years, male, white, stage:Stage IV, dead, 859 days
189.0
TCGA-4Z-AA7S-01A
66 years, male, black or african american, stage:Stage III, dead, 1064 days
188.4
TCGA-DK-A1AB-01A
74 years, female, white, stage:Stage IV, dead, 508 days
187.1
TCGA-GU-AATQ-01A
68 years, male, white, stage:Stage III, dead, 213 days
185.2
TCGA-YC-A9TC-01A
71 years, male, white, stage:Stage IV, dead, 20 days
184.0
TCGA-G2-A2ES-01A
85 years, male, white, stage:Stage II, dead, 1004 days
183.1
TCGA-CU-A0YN-01A
60 years, male, white, stage:Stage III, dead, 393 days
182.0
TCGA-ZF-AA54-01A
71 years, male, white, stage:Stage III, dead, 590 days
179.3
TCGA-BT-A20V-01A
59 years, female, black or african american, stage:Stage IV, dead, 154 days
177.6
TCGA-BT-A0YX-01A
70 years, female, white, stage:Stage III, dead, 400 days
176.3
TCGA-HQ-A5NE-01A
57 years, male, stage:Stage III, dead, 370 days
175.5
TCGA-FD-A6TI-01A
73 years, male, white, stage:Stage IV, dead, 294 days
175.0
TCGA-ZF-AA4U-01A
70 years, male, white, stage:Stage III, dead, 262 days
174.6
TCGA-FD-A5BV-01A
47 years, female, white, stage:Stage III, dead, 163 days
172.6
TCGA-GV-A3JV-01A
66 years, male, white, stage:Stage IV, dead, 434 days
171.3
TCGA-ZF-AA56-01A
79 years, female, white, stage:Stage III, dead, 259 days
168.0
TCGA-FD-A3B4-01A
55 years, female, black or african american, stage:Stage III, dead, 510 days
167.7
TCGA-XF-AAN1-01A
75 years, female, stage:Stage III, dead, 941 days
166.2
TCGA-GV-A3QF-01A
79 years, male, white, stage:Stage IV, dead, 617 days
166.2
TCGA-XF-AAN2-01A
73 years, male, white, stage:Stage II, dead, 1869 days
165.6
TCGA-G2-A2EC-01A
58 years, female, black or african american, stage:Stage II, dead, 696 days
165.4
TCGA-GU-AATO-01A
75 years, male, white, stage:Stage IV, dead, 324 days
164.5
TCGA-G2-A2EO-01A
69 years, male, white, stage:Stage III, dead, 1804 days
163.8
TCGA-XF-AAMW-01A
79 years, female, white, stage:Stage IV, dead, 253 days
163.5
TCGA-BT-A20Q-01A
73 years, male, white, stage:Stage IV, dead, 593 days
162.8
TCGA-CU-A72E-01A
76 years, male, white, stage:Stage IV, dead, 413 days
161.9
TCGA-G2-A3IB-01A
66 years, male, black or african american, stage:Stage II, dead, 220 days
161.7
TCGA-GV-A3QH-01A
67 years, male, white, stage:Stage II, dead, 258 days
161.1
TCGA-FD-A6TD-01A
77 years, male, white, stage:Stage III, dead, 386 days
160.7
TCGA-FJ-A3Z9-01A
72 years, male, white, stage:'--, dead, 385 days
160.5
TCGA-DK-A2I2-01A
63 years, female, white, stage:Stage IV, dead, 237 days
160.3
TCGA-ZF-AA4N-01A
74 years, male, white, stage:Stage II, dead, 88 days
159.8
TCGA-FJ-A871-01A
49 years, male, white, stage:Stage III, dead, 272 days
155.4
TCGA-GU-A42Q-01A
67 years, male, white, stage:Stage III, dead, 344 days
154.7
TCGA-FD-A3B6-01A
75 years, male, white, stage:Stage II, dead, 1005 days
152.3
TCGA-BT-A20X-01A
56 years, male, white, stage:Stage IV, dead, 251 days
152.1
TCGA-FD-A43Y-01A
65 years, male, white, stage:Stage III, dead, 474 days
150.4
TCGA-UY-A78M-01A
81 years, female, asian, stage:Stage IV, dead, 690 days
148.8
TCGA-FD-A6TG-01A
73 years, male, white, stage:Stage IV, dead, 93 days
145.4
TCGA-XF-AAMT-01A
75 years, female, white, stage:Stage IV, dead, 90 days
144.3
TCGA-BT-A2LD-01A
78 years, female, white, stage:Stage IV, dead, 623 days
143.9
TCGA-4Z-AA7N-01A
65 years, male, white, stage:Stage III, dead, 1367 days
142.9
TCGA-DK-AA6L-01A
48 years, male, white, stage:Stage IV, dead, 1163 days
141.5
TCGA-XF-A8HH-01A
61 years, female, white, stage:Stage IV, dead, 57 days
140.2
TCGA-FD-A6TH-01A
63 years, male, white, stage:Stage IV, dead, 131 days
139.4
TCGA-K4-A4AC-01A
83 years, male, white, stage:Stage II, dead, 278 days
138.8
TCGA-CU-A0YO-01A
84 years, male, white, stage:Stage IV, dead, 149 days
137.9
TCGA-4Z-AA86-01A
66 years, male, black or african american, stage:Stage IV, dead, 311 days
134.9
TCGA-4Z-AA80-01A
73 years, male, white, stage:Stage II, dead, 19 days
133.3
TCGA-XF-A9SK-01A
65 years, male, white, stage:Stage IV, dead, 486 days
133.1
TCGA-DK-A3IQ-01A
74 years, male, white, stage:Stage III, dead, 539 days
132.4
TCGA-ZF-AA4T-01A
65 years, male, white, stage:Stage IV, dead, 599 days
130.8
TCGA-FD-A62O-01A
74 years, male, white, stage:Stage IV, dead, 216 days
130.7
TCGA-FD-A62P-01A
76 years, male, white, stage:Stage II, dead, 191 days
130.5
TCGA-DK-AA75-01A
82 years, male, white, stage:Stage III, dead, 340 days
129.5
TCGA-FD-A6TF-01A
80 years, female, white, stage:Stage IV, dead, 69 days
128.7
TCGA-4Z-AA7Q-01A
79 years, male, white, stage:Stage III, dead, 510 days
125.6
TCGA-ZF-AA52-01A
70 years, male, white, stage:Stage III, dead, 1077 days
125.3
TCGA-FD-A3B3-01A
74 years, female, white, stage:Stage III, dead, 974 days
124.9
TCGA-2F-A9KW-01A
67 years, female, white, stage:Stage III, dead, 254 days
122.4
TCGA-XF-A8HG-01A
69 years, male, white, stage:Stage III, dead, 467 days
121.6
TCGA-2F-A9KO-01A
63 years, male, white, stage:Stage IV, dead, 734 days
121.3
TCGA-FD-A3B5-01A
86 years, male, black or african american, stage:Stage IV, dead, 272 days
121.2
TCGA-XF-A8HC-01A
79 years, male, asian, stage:Stage IV, dead, 200 days
119.7
TCGA-XF-A9SH-01A
65 years, female, asian, stage:Stage II, dead, 1971 days
115.9
TCGA-ZF-AA5N-01A
62 years, female, white, stage:Stage IV, dead, 168 days
115.4
TCGA-FD-A3B7-01A
66 years, male, black or african american, stage:Stage III, dead, 122 days
114.0
TCGA-BT-A3PK-01A
80 years, male, white, stage:Stage II, dead, 303 days
113.5
TCGA-E7-A541-01A
66 years, male, white, stage:Stage II, dead, 778 days
111.5
TCGA-XF-A9SX-01A
63 years, female, white, stage:Stage IV, dead, 719 days
109.7
TCGA-XF-A9SP-01A
59 years, male, white, stage:Stage III, dead, 454 days
109.5
TCGA-BT-A20J-01A
75 years, male, white, stage:Stage II, dead, 579 days
109.4
TCGA-GU-A762-01A
87 years, male, white, stage:Stage IV, dead, 232 days
107.8
TCGA-XF-A8HF-01A
80 years, male, white, stage:Stage III, dead, 2954 days
106.5
TCGA-ZF-A9R0-01A
82 years, male, white, stage:Stage III, dead, 680 days
104.3
TCGA-DK-A3IU-01A
58 years, male, white, stage:Stage II, dead, 706 days
103.7
TCGA-XF-A9SV-01A
82 years, male, white, stage:Stage IV, dead, 388 days
102.4
TCGA-CF-A47T-01A
58 years, female, asian, stage:Stage II, dead, 385 days
101.7
TCGA-XF-A9SL-01A
69 years, male, white, stage:Stage IV, dead, 2020 days
101.2
TCGA-E7-A4XJ-01A
66 years, male, asian, stage:Stage II, dead, 68 days
101.1
TCGA-XF-AAMX-01A
87 years, female, black or african american, stage:Stage III, dead, 206 days
95.8
TCGA-XF-AAME-01A
64 years, female, white, stage:Stage II, dead, 2828 days
94.8
TCGA-4Z-AA81-01A
80 years, male, white, stage:Stage II, dead, 1270 days
94.5
TCGA-ZF-A9RE-01A
78 years, female, white, stage:Stage II, dead, 106 days
94.3
TCGA-GV-A40E-01A
75 years, male, white, stage:Stage II, dead, 261 days
93.7
TCGA-2F-A9KR-01A
59 years, female, stage:Stage III, dead, 3183 days
93.2
TCGA-XF-AAMH-01A
80 years, male, white, stage:Stage IV, dead, 344 days
92.4
TCGA-FD-A3SR-01A
68 years, male, white, stage:Stage IV, dead, 602 days
92.0
TCGA-FD-A5BX-01A
82 years, male, white, stage:Stage IV, dead, 173 days
91.7
TCGA-FD-A3SO-01A
68 years, male, white, stage:Stage IV, dead, 168 days
89.6
TCGA-DK-A3X2-01A
85 years, male, white, stage:Stage IV, dead, 547 days
85.6
TCGA-GU-A42P-01A
72 years, male, white, stage:Stage IV, dead, 332 days
84.2
TCGA-G2-AA3C-01A
66 years, male, white, stage:Stage IV, dead, 211 days
81.4
TCGA-BL-A13I-01A
57 years, female, white, stage:Stage III, dead, 223 days
80.6
TCGA-GC-A3I6-01A
45 years, male, white, stage:Stage III, dead, 630 days
79.6
TCGA-FD-A3SL-01A
60 years, male, white, stage:Stage IV, dead, 712 days
79.0
TCGA-XF-A9ST-01A
68 years, male, white, stage:Stage III, dead, 128 days
78.5
TCGA-XF-AAN4-01A
77 years, female, white, stage:Stage III, dead, 823 days
78.2
TCGA-XF-A9SU-01A
74 years, female, white, stage:Stage IV, dead, 182 days
75.5
TCGA-FD-A5BZ-01A
77 years, female, white, stage:Stage IV, dead, 835 days
75.5
TCGA-XF-AAN8-01A
74 years, female, white, stage:Stage III, dead, 118 days
74.9
TCGA-ZF-AA4R-01A
67 years, male, white, stage:Stage IV, dead, 1036 days
74.4
TCGA-DK-A3IL-01A
79 years, female, white, stage:Stage IV, dead, 413 days
72.4
TCGA-XF-AAMZ-01A
81 years, female, white, stage:Stage IV, dead, 1348 days
70.5
TCGA-XF-A9SJ-01A
83 years, male, white, stage:Stage IV, dead, 98 days
69.2
TCGA-DK-A3IK-01A
87 years, male, white, stage:Stage IV, dead, 146 days
68.6
TCGA-BT-A20T-01A
63 years, male, white, stage:Stage IV, dead, 453 days
67.6
TCGA-XF-A9SW-01A
85 years, male, white, stage:Stage IV, dead, 362 days
66.5
TCGA-XF-A9T8-01A
64 years, male, white, stage:Stage III, dead, 418 days
65.7
TCGA-GU-A767-01A
81 years, male, white, stage:Stage IV, dead, 144 days
62.5
TCGA-G2-A3IE-01A
51 years, male, white, stage:Stage II, dead, 612 days
60.3
TCGA-DK-A3IN-01A
72 years, male, white, stage:Stage III, dead, 250 days
60.2
TCGA-XF-A9T2-01A
54 years, male, white, stage:Stage III, dead, 575 days
59.8
TCGA-FD-A62S-01A
60 years, female, black or african american, stage:Stage III, dead, 406 days
49.5
TCGA-BT-A20O-01A
75 years, male, white, stage:Stage III, dead, 370 days
47.9
TCGA-XF-AAMJ-01A
70 years, male, asian, stage:Stage III, dead, 1670 days
47.2
TCGA-DK-A2HX-01A
80 years, female, white, stage:Stage IV, dead, 1420 days
41.1
TCGA-BT-A20P-01A
81 years, female, white, stage:Stage III, dead, 544 days
34.9
TCGA-SY-A9G0-01A
82 years, male, white, stage:Stage IV, dead, 1008 days
34.8
TCGA-FD-A5BT-01A
84 years, male, white, stage:Stage III, dead, 328 days
34.0
TCGA-ZF-A9R9-01A
58 years, male, white, stage:Stage IV, dead, 864 days
32.2
TCGA-DK-A3IM-01A
76 years, male, white, stage:Stage III, dead, 248 days
30.4
TCGA-S5-A6DX-01A
83 years, male, white, stage:Stage IV, dead, 56 days
23.1
TCGA-BT-A20U-01A
70 years, female, white, stage:Stage III, dead, 455 days
16.2
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UROTHELIAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.