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UROTHELIAL CANCER - Interactive survival scatter ploti
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.
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 median 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 FPKM
5842.7
Number of samples
406
Samples
Sample
Description
FPKM
TCGA-CF-A3MF-01A
34 years, male, asian, stage:iii, alive, 383 days
56586.6
TCGA-DK-A1A7-01A
67 years, female, white, stage:iv, alive, 560 days
49197.0
TCGA-CF-A3MI-01A
62 years, male, asian, stage:ii, alive, 370 days
34299.9
TCGA-CF-A8HX-01A
55 years, female, asian, stage:ii, alive, 345 days
30241.6
TCGA-E7-A8O8-01A
59 years, male, asian, stage:ii, alive, 13 days
23763.7
TCGA-CF-A47Y-01A
55 years, male, asian, stage:ii, alive, 373 days
23645.1
TCGA-DK-A3X1-01A
78 years, female, white, stage:iii, alive, 2009 days
21764.1
TCGA-ZF-A9R9-01A
58 years, male, white, stage:iv, dead, 864 days
21500.9
TCGA-XF-A8HG-01A
69 years, male, white, stage:iii, dead, 467 days
19852.4
TCGA-CF-A9FF-01A
52 years, male, asian, stage:ii, alive, 361 days
19264.9
TCGA-FJ-A3Z7-01A
76 years, male, white, stage:iv, alive, 945 days
19174.3
TCGA-E7-A3Y1-01A
57 years, male, white, stage:ii, alive, 163 days
17794.8
TCGA-DK-A3IK-01A
87 years, male, white, stage:iv, dead, 146 days
17713.0
TCGA-XF-A9SH-01A
65 years, female, asian, stage:ii, dead, 1971 days
17229.8
TCGA-KQ-A41N-01A
73 years, male, black or african american, stage:iii, alive, 1604 days
17012.4
TCGA-ZF-A9R0-01A
82 years, male, white, stage:iii, dead, 680 days
17001.2
TCGA-GV-A3QK-01B
56 years, female, white, stage:iv, alive, 832 days
16740.1
TCGA-KQ-A41R-01A
80 years, female, white, stage:ii, alive, 1350 days
16643.9
TCGA-E7-A4XJ-01A
66 years, male, asian, stage:ii, dead, 68 days
16618.8
TCGA-FD-A5BV-01A
47 years, female, white, stage:iii, dead, 163 days
16063.2
TCGA-DK-A3IL-01A
79 years, female, white, stage:iv, dead, 413 days
15805.9
TCGA-E7-A7PW-01A
63 years, male, asian, stage:iii, alive, 416 days
15659.8
TCGA-CF-A7I0-01A
54 years, male, asian, stage:ii, alive, 368 days
14774.7
TCGA-UY-A9PF-01A
78 years, male, white, stage:iv, alive, 117 days
14708.5
TCGA-DK-A6B6-01A
57 years, male, white, stage:ii, alive, 1115 days
14616.1
TCGA-XF-A8HC-01A
79 years, male, asian, stage:iv, dead, 200 days
14388.4
TCGA-CU-A3YL-01A
67 years, male, white, stage:iii, alive, 906 days
14099.5
TCGA-KQ-A41P-01A
76 years, male, white, stage:iv, alive, 1094 days
13823.8
TCGA-G2-AA3B-01A
75 years, female, white, stage:ii, alive, 2008 days
13549.0
TCGA-KQ-A41S-01A
87 years, female, white, stage:iii, alive, 35 days
13132.4
TCGA-DK-A6AW-01A
70 years, male, white, stage:ii, alive, 1621 days
12851.2
TCGA-KQ-A41O-01A
84 years, male, stage:iv, alive, 1538 days
12786.8
TCGA-GD-A76B-01A
86 years, female, white, stage:ii, dead, 224 days
12752.8
TCGA-CF-A47X-01A
60 years, male, asian, stage:ii, alive, 384 days
12664.8
TCGA-FJ-A3Z9-01A
72 years, male, white, dead, 385 days
12642.9
TCGA-MV-A51V-01A
75 years, male, white, stage:iii, alive, 410 days
12315.5
TCGA-H4-A2HO-01A
53 years, male, white, stage:iii, alive, 46 days
12305.7
TCGA-S5-AA26-01A
46 years, male, black or african american, stage:iii, alive, 503 days
12083.8
TCGA-CF-A9FL-01A
85 years, male, asian, stage:iii, dead, 565 days
12076.8
TCGA-CF-A47T-01A
58 years, female, asian, stage:ii, dead, 385 days
12061.1
TCGA-CU-A0YO-01A
84 years, male, white, stage:iv, dead, 149 days
11890.5
TCGA-G2-A2EC-01A
58 years, female, black or african american, stage:ii, dead, 696 days
11772.7
TCGA-XF-A8HF-01A
80 years, male, white, stage:iii, dead, 2954 days
11482.9
TCGA-DK-A2I1-01A
73 years, female, white, stage:ii, alive, 546 days
11256.8
TCGA-CF-A47S-01A
41 years, male, asian, stage:ii, alive, 333 days
10986.9
TCGA-BT-A42E-01A
74 years, male, white, stage:iii, alive, 1108 days
10837.2
TCGA-E7-A7DU-01A
73 years, male, white, stage:iii, alive, 28 days
10781.3
TCGA-DK-A1AD-01A
69 years, male, white, stage:iv, alive, 3420 days
10694.6
TCGA-E7-A97Q-01A
60 years, female, white, stage:iv, dead, 246 days
10665.2
TCGA-FD-A3SL-01A
60 years, male, white, stage:iv, dead, 712 days
10629.5
TCGA-DK-A1AE-01A
84 years, male, white, stage:iii, alive, 491 days
10584.7
TCGA-UY-A8OD-01A
67 years, female, black or african american, stage:ii, alive, 3432 days
10468.6
TCGA-KQ-A41Q-01A
89 years, male, white, stage:iii, alive, 1429 days
10468.4
TCGA-DK-AA6S-01A
60 years, male, white, stage:iii, alive, 5050 days
10389.8
TCGA-GV-A3QF-01A
79 years, male, white, stage:iv, dead, 617 days
10358.4
TCGA-ZF-A9R7-01A
76 years, female, white, stage:ii, alive, 665 days
10338.3
TCGA-G2-A2EK-01A
57 years, male, white, stage:ii, alive, 485 days
10280.1
TCGA-FD-A62O-01A
74 years, male, white, stage:iv, dead, 216 days
10161.4
TCGA-DK-AA6T-01A
63 years, male, white, stage:ii, alive, 572 days
9867.8
TCGA-E7-A4IJ-01A
56 years, male, asian, stage:ii, dead, 674 days
9860.8
TCGA-LT-A5Z6-01A
56 years, male, white, stage:ii, alive, 474 days
9859.5
TCGA-GD-A2C5-01A
53 years, female, white, stage:iv, alive, 812 days
9761.8
TCGA-ZF-AA51-01A
69 years, female, white, stage:ii, alive, 1714 days
9528.2
TCGA-UY-A9PE-01A
87 years, male, white, stage:iv, alive, 189 days
9509.0
TCGA-BT-A20W-01A
71 years, male, white, stage:ii, dead, 254 days
9415.8
TCGA-XF-AAN0-01A
68 years, male, white, stage:iv, dead, 1718 days
9407.4
TCGA-G2-A3IE-01A
52 years, male, white, stage:ii, dead, 612 days
9383.2
TCGA-C4-A0F6-01A
82 years, female, stage:iii, alive, 700 days
9219.5
TCGA-CF-A5U8-01A
59 years, male, asian, stage:ii, alive, 399 days
9164.8
TCGA-FJ-A3ZF-01A
73 years, male, white, stage:iii, alive, 524 days
8934.7
TCGA-FD-A6TI-01A
73 years, male, white, stage:iv, dead, 294 days
8739.2
TCGA-ZF-A9RL-01A
61 years, male, white, stage:ii, alive, 2703 days
8677.3
TCGA-G2-AA3D-01A
60 years, male, white, stage:iv, alive, 2139 days
8640.9
TCGA-CF-A47V-01A
52 years, male, asian, stage:ii, alive, 379 days
8591.4
TCGA-FD-A3SS-01A
66 years, male, white, stage:iv, dead, 391 days
8559.8
TCGA-GU-AATP-01A
74 years, male, white, stage:iv, alive, 1003 days
8500.1
TCGA-XF-A9SV-01A
82 years, male, white, stage:iv, dead, 388 days
8334.3
TCGA-CF-A1HR-01A
62 years, male, asian, stage:iii, alive, 389 days
8306.5
TCGA-XF-AAMJ-01A
70 years, male, asian, stage:iii, dead, 1670 days
8205.4
TCGA-4Z-AA83-01A
52 years, male, white, stage:ii, alive, 2024 days
8167.0
TCGA-DK-AA6P-01A
72 years, female, white, stage:ii, alive, 457 days
8142.2
TCGA-BL-A0C8-01A
73 years, male, white, stage:i, alive, 1219 days
8063.8
TCGA-LT-A8JT-01A
69 years, female, white, stage:ii, alive, 641 days
8037.9
TCGA-XF-A9SP-01A
59 years, male, white, stage:iii, dead, 454 days
8012.9
TCGA-4Z-AA7O-01A
64 years, male, black or african american, stage:ii, alive, 512 days
8001.0
TCGA-CF-A27C-01A
52 years, male, asian, stage:iii, alive, 425 days
7965.8
TCGA-4Z-AA84-01A
61 years, male, white, stage:iv, alive, 460 days
7919.5
TCGA-ZF-AA4X-01A
56 years, male, white, stage:ii, alive, 2044 days
7916.5
TCGA-2F-A9KQ-01A
69 years, male, white, stage:iii, alive, 2886 days
7898.3
TCGA-DK-AA75-01A
82 years, male, white, stage:iii, dead, 340 days
7873.2
TCGA-GV-A6ZA-01A
54 years, male, white, stage:ii, alive, 691 days
7828.7
TCGA-ZF-AA5P-01A
65 years, male, white, stage:iv, alive, 372 days
7760.5
TCGA-GC-A3RD-01A
83 years, female, white, stage:iii, alive, 428 days
7734.4
TCGA-XF-A8HH-01A
61 years, female, white, stage:iv, dead, 57 days
7716.0
TCGA-GV-A3QH-01A
67 years, male, white, stage:ii, dead, 258 days
7699.0
TCGA-4Z-AA7M-01A
65 years, male, white, stage:iii, alive, 495 days
7470.7
TCGA-G2-AA3F-01A
77 years, male, white, stage:iv, alive, 893 days
7385.9
TCGA-CU-A0YR-01A
84 years, male, white, stage:iv, dead, 460 days
7385.6
TCGA-XF-AAN1-01A
75 years, female, stage:iii, dead, 941 days
7311.5
TCGA-DK-AA6X-01A
63 years, male, white, stage:ii, alive, 467 days
7270.3
TCGA-K4-A3WS-01A
66 years, male, white, stage:iii, alive, 761 days
7260.8
TCGA-E7-A6MD-01A
66 years, male, white, stage:iv, alive, 129 days
7255.9
TCGA-UY-A78O-01A
74 years, female, white, stage:ii, alive, 2312 days
7245.7
TCGA-K4-A83P-01A
77 years, male, white, stage:iv, alive, 495 days
7237.2
TCGA-XF-A8HI-01A
57 years, female, white, stage:iv, dead, 544 days
7191.9
TCGA-GD-A3OP-01A
84 years, female, white, stage:iv, alive, 64 days
7104.9
TCGA-4Z-AA7R-01A
73 years, male, black or african american, stage:iv, dead, 522 days
7058.3
TCGA-ZF-A9RC-01A
77 years, male, white, stage:iii, alive, 2868 days
7028.7
TCGA-CF-A3MH-01A
75 years, male, asian, stage:ii, alive, 398 days
7011.0
TCGA-FD-A6TG-01A
73 years, male, white, stage:iv, dead, 93 days
6979.4
TCGA-ZF-AA4T-01A
65 years, male, white, stage:iv, dead, 599 days
6934.2
TCGA-DK-AA76-01A
64 years, female, white, stage:ii, alive, 366 days
6929.1
TCGA-SY-A9G0-01A
82 years, male, white, stage:iv, dead, 1008 days
6878.5
TCGA-DK-A2I6-01A
81 years, male, white, stage:iv, alive, 2656 days
6864.7
TCGA-FD-A43X-01A
84 years, male, white, stage:ii, alive, 110 days
6845.1
TCGA-E7-A85H-01A
64 years, male, asian, stage:iii, alive, 394 days
6836.5
TCGA-4Z-AA7N-01A
66 years, male, white, stage:iii, dead, 1367 days
6833.2
TCGA-FD-A5BR-01A
57 years, male, white, stage:ii, alive, 813 days
6785.2
TCGA-BT-A20T-01A
63 years, male, white, stage:iv, dead, 453 days
6590.7
TCGA-CF-A47W-01A
42 years, male, asian, stage:ii, alive, 368 days
6550.1
TCGA-4Z-AA7Q-01A
79 years, male, white, stage:iii, dead, 510 days
6512.5
TCGA-GV-A3JV-01A
66 years, male, white, stage:iv, dead, 434 days
6494.1
TCGA-FD-A3SJ-01A
59 years, male, white, stage:iv, dead, 739 days
6487.1
TCGA-GU-A42R-01A
68 years, male, white, stage:iv, dead, 577 days
6415.8
TCGA-XF-AAMY-01A
78 years, male, white, stage:iii, alive, 3011 days
6277.2
TCGA-UY-A9PH-01A
73 years, male, white, stage:ii, alive, 1561 days
6238.9
TCGA-DK-AA6U-01A
64 years, male, white, stage:ii, alive, 578 days
6175.6
TCGA-FD-A43N-01A
76 years, male, white, stage:iii, alive, 230 days
6164.9
TCGA-YC-A8S6-01A
71 years, male, white, stage:ii, alive, 293 days
6133.8
TCGA-LC-A66R-01A
78 years, male, white, stage:iv, alive, 466 days
6083.4
TCGA-FD-A3SN-01A
79 years, male, white, stage:iii, alive, 887 days
6070.0
TCGA-GV-A3JW-01A
74 years, male, white, stage:ii, alive, 649 days
6053.5
TCGA-K4-AAQO-01A
56 years, male, white, stage:iii, alive, 359 days
6027.5
TCGA-GV-A3JZ-01A
55 years, male, white, stage:iv, alive, 603 days
6021.8
TCGA-CU-A72E-01A
76 years, male, white, stage:iv, dead, 413 days
5967.7
TCGA-BT-A42C-01A
64 years, male, white, stage:ii, alive, 873 days
5965.9
TCGA-2F-A9KO-01A
63 years, male, white, stage:iv, dead, 734 days
5963.2
TCGA-BT-A2LB-01A
73 years, female, white, stage:iii, dead, 492 days
5927.7
TCGA-XF-A9SU-01A
74 years, female, white, stage:iv, dead, 182 days
5891.6
TCGA-G2-A2EL-01A
77 years, male, white, stage:ii, dead, 819 days
5873.1
TCGA-K4-A4AB-01B
76 years, male, white, stage:iii, alive, 84 days
5840.8
TCGA-FJ-A3ZE-01A
65 years, male, white, stage:iv, dead, 324 days
5772.2
TCGA-E5-A2PC-01A
61 years, female, white, stage:iv, alive, 1326 days
5758.6
TCGA-YF-AA3L-01A
47 years, female, stage:ii, alive, 364 days
5743.0
TCGA-ZF-AA52-01A
70 years, male, white, stage:iii, dead, 1077 days
5719.9
TCGA-DK-A3IT-01A
62 years, male, white, stage:iii, alive, 648 days
5666.9
TCGA-UY-A78N-01A
79 years, male, white, stage:iv, dead, 2641 days
5652.9
TCGA-DK-A1AA-01A
57 years, male, white, stage:iii, alive, 578 days
5597.4
TCGA-GU-A767-01A
81 years, male, white, stage:iv, dead, 144 days
5597.2
TCGA-BT-A20R-01A
79 years, female, white, stage:iv, dead, 154 days
5556.9
TCGA-CU-A5W6-01A
70 years, male, white, stage:iii, dead, 56 days
5535.7
TCGA-BT-A3PK-01A
80 years, male, white, stage:ii, dead, 303 days
5490.3
TCGA-ZF-A9R2-01A
75 years, male, white, stage:ii, alive, 642 days
5487.5
TCGA-BT-A20P-01A
81 years, female, white, stage:iii, dead, 544 days
5477.1
TCGA-XF-A9SL-01A
69 years, male, white, stage:iv, dead, 2020 days
5454.4
TCGA-ZF-A9R3-01A
53 years, female, white, stage:ii, dead, 949 days
5432.0
TCGA-CF-A1HS-01A
75 years, female, asian, stage:iii, alive, 382 days
5401.0
TCGA-DK-A6B0-01A
61 years, male, white, stage:ii, alive, 2330 days
5397.0
TCGA-FD-A43U-01A
70 years, male, white, stage:iv, alive, 636 days
5251.5
TCGA-CU-A3QU-01A
58 years, male, white, stage:iv, alive, 158 days
5237.2
TCGA-C4-A0F7-01A
77 years, male, stage:iv, dead, 62 days
5235.5
TCGA-XF-AAMG-01A
49 years, male, white, stage:iii, alive, 3364 days
5228.7
TCGA-E7-A519-01A
72 years, male, white, stage:ii, alive, 508 days
5211.9
TCGA-4Z-AA82-01A
59 years, male, black or african american, stage:iv, dead, 1556 days
5209.3
TCGA-GU-A42P-01A
72 years, male, white, stage:iv, dead, 332 days
5177.5
TCGA-GC-A3OO-01A
79 years, male, white, stage:ii, alive, 481 days
5138.0
TCGA-DK-AA6W-01A
79 years, male, white, stage:ii, dead, 415 days
5095.2
TCGA-FD-A6TB-01A
82 years, male, white, stage:iii, alive, 572 days
5082.8
TCGA-DK-A6AV-01A
82 years, female, asian, stage:ii, alive, 1952 days
5056.3
TCGA-GC-A3I6-01A
45 years, male, white, stage:iii, dead, 630 days
4974.7
TCGA-2F-A9KW-01A
67 years, female, white, stage:iii, dead, 254 days
4941.9
TCGA-YC-A89H-01A
78 years, female, white, stage:ii, alive, 573 days
4930.8
TCGA-XF-AAMX-01A
87 years, female, black or african american, stage:iii, dead, 206 days
4881.7
TCGA-BL-A3JM-01A
63 years, male, white, stage:iii, dead, 205 days
4842.1
TCGA-K4-A3WU-01B
88 years, male, white, stage:iii, alive, 105 days
4835.0
TCGA-E7-A6MF-01A
37 years, male, asian, stage:ii, alive, 750 days
4825.4
TCGA-XF-AAMZ-01A
81 years, female, white, stage:iv, dead, 1348 days
4805.7
TCGA-FD-A3SM-01A
70 years, male, white, stage:iv, dead, 547 days
4685.0
TCGA-K4-A6MB-01A
64 years, male, white, stage:iv, alive, 469 days
4601.5
TCGA-GC-A3YS-01A
61 years, male, white, stage:iv, alive, 758 days
4595.3
TCGA-ZF-A9R4-01A
83 years, male, white, stage:ii, alive, 921 days
4586.7
TCGA-DK-A3IV-01A
60 years, male, white, stage:ii, dead, 294 days
4582.6
TCGA-BT-A20Q-01A
73 years, male, white, stage:iv, dead, 593 days
4565.4
TCGA-GV-A3JX-01A
59 years, male, white, stage:iii, alive, 581 days
4563.3
TCGA-FD-A62P-01A
76 years, male, white, stage:ii, dead, 191 days
4560.2
TCGA-4Z-AA7S-01A
66 years, male, black or african american, stage:iii, dead, 1064 days
4548.6
TCGA-DK-A1AG-01A
66 years, male, white, stage:iii, alive, 475 days
4537.0
TCGA-2F-A9KP-01A
66 years, male, white, stage:iv, dead, 364 days
4529.0
TCGA-E7-A5KE-01A
78 years, female, asian, stage:ii, alive, 17 days
4525.4
TCGA-E7-A8O7-01A
52 years, male, asian, stage:ii, alive, 466 days
4510.7
TCGA-FD-A6TE-01A
54 years, male, white, stage:iv, alive, 376 days
4497.9
TCGA-XF-AAME-01A
64 years, female, white, stage:ii, dead, 2828 days
4478.6
TCGA-UY-A78M-01A
81 years, female, asian, stage:iv, dead, 690 days
4426.5
TCGA-GC-A3BM-01A
70 years, male, white, stage:ii, dead, 651 days
4419.7
TCGA-GV-A3QI-01A
47 years, male, white, stage:iii, alive, 1110 days
4397.2
TCGA-XF-A9SW-01A
85 years, male, white, stage:iv, dead, 362 days
4395.8
TCGA-C4-A0F1-01A
71 years, male, stage:iii, alive, 89 days
4383.5
TCGA-E7-A541-01A
66 years, male, white, stage:ii, dead, 778 days
4370.3
TCGA-XF-A9SJ-01A
83 years, male, white, stage:iv, dead, 98 days
4360.1
TCGA-GU-A764-01A
66 years, male, white, stage:ii, alive, 610 days
4343.5
TCGA-DK-A6B2-01A
70 years, male, white, stage:iv, alive, 477 days
4317.1
TCGA-FT-A61P-01A
76 years, male, white, stage:iv, alive, 337 days
4287.6
TCGA-DK-A3IN-01A
72 years, male, white, stage:iii, dead, 250 days
4280.3
TCGA-GC-A3WC-01A
80 years, female, white, stage:iii, alive, 540 days
4280.3
TCGA-BT-A20X-01A
56 years, male, white, stage:iv, dead, 251 days
4270.8
TCGA-UY-A9PD-01A
81 years, male, white, stage:iii, alive, 542 days
4265.1
TCGA-FT-A3EE-01A
80 years, female, white, stage:iii, dead, 99 days
4149.1
TCGA-GU-AATQ-01A
69 years, male, white, stage:iii, dead, 213 days
4127.6
TCGA-FD-A3NA-01A
60 years, male, white, stage:ii, alive, 1845 days
4108.6
TCGA-UY-A78K-01A
60 years, male, white, stage:iv, dead, 536 days
4091.2
TCGA-ZF-AA4R-01A
67 years, male, white, stage:iv, dead, 1036 days
4071.8
TCGA-XF-A8HE-01A
47 years, male, white, stage:iii, alive, 3817 days
4034.1
TCGA-K4-A4AC-01A
83 years, male, white, stage:ii, dead, 278 days
4006.1
TCGA-XF-A9ST-01A
68 years, male, white, stage:iii, dead, 128 days
4001.0
TCGA-DK-A3WX-01A
67 years, female, white, stage:iii, dead, 321 days
3985.0
TCGA-GU-A763-01A
72 years, male, white, stage:iii, alive, 997 days
3969.1
TCGA-4Z-AA87-01A
72 years, male, black or african american, stage:iii, alive, 1454 days
3959.1
TCGA-E7-A678-01A
55 years, male, asian, stage:iii, alive, 798 days
3936.1
TCGA-E5-A4U1-01A
72 years, male, stage:ii, alive, 1181 days
3931.5
TCGA-BL-A5ZZ-01A
80 years, female, white, stage:iii, alive, 377 days
3910.9
TCGA-YF-AA3M-01A
57 years, male, stage:ii, alive, 415 days
3892.0
TCGA-XF-AAN5-01A
61 years, female, white, stage:iii, alive, 2293 days
3888.8
TCGA-GV-A40G-01A
77 years, male, white, stage:ii, alive, 580 days
3863.3
TCGA-XF-A8HD-01A
77 years, male, white, stage:iii, alive, 2964 days
3775.9
TCGA-2F-A9KR-01A
59 years, female, stage:iii, dead, 3183 days
3734.7
TCGA-K4-A6FZ-01A
75 years, female, white, stage:iii, alive, 55 days
3732.4
TCGA-XF-A9T3-01A
69 years, female, white, stage:iv, alive, 68 days
3726.9
TCGA-ZF-A9R5-01A
59 years, male, white, stage:iii, alive, 1090 days
3718.7
TCGA-DK-A1AF-01A
84 years, female, white, stage:iv, alive, 536 days
3705.2
TCGA-XF-A9T5-01A
78 years, female, white, stage:iv, alive, 2027 days
3705.0
TCGA-XF-AAN4-01A
77 years, female, white, stage:iii, dead, 823 days
3657.8
TCGA-CF-A9FM-01A
50 years, male, asian, stage:i, alive, 398 days
3654.5
TCGA-BT-A0YX-01A
70 years, female, white, stage:iii, dead, 400 days
3638.6
TCGA-5N-A9KM-01A
73 years, female, white, stage:iii, dead, 530 days
3626.1
TCGA-XF-A9T0-01A
69 years, male, white, stage:iii, alive, 799 days
3614.9
TCGA-BT-A3PH-01A
76 years, male, white, stage:iv, dead, 142 days
3612.2
TCGA-DK-A3IQ-01A
74 years, male, white, stage:iii, dead, 539 days
3599.1
TCGA-FD-A43S-01A
71 years, female, white, stage:iii, alive, 455 days
3576.5
TCGA-E7-A677-01A
81 years, male, asian, stage:ii, alive, 820 days
3548.5
TCGA-XF-AAMT-01A
75 years, female, white, stage:iv, dead, 90 days
3541.9
TCGA-YC-A9TC-01A
72 years, male, white, stage:iv, dead, 20 days
3501.2
TCGA-XF-A9SK-01A
65 years, male, white, stage:iv, dead, 486 days
3499.2
TCGA-FD-A5BZ-01A
77 years, female, white, stage:iv, dead, 835 days
3492.4
TCGA-DK-A2I2-01A
63 years, female, white, stage:iv, dead, 237 days
3480.5
TCGA-G2-A2ES-01A
85 years, male, white, stage:ii, dead, 1004 days
3476.7
TCGA-ZF-AA4N-01A
74 years, male, white, stage:ii, dead, 88 days
3464.6
TCGA-E7-A3X6-01A
70 years, male, white, stage:ii, dead, 904 days
3451.1
TCGA-UY-A78P-01A
78 years, female, white, stage:ii, alive, 2380 days
3428.6
TCGA-FD-A43P-01A
74 years, male, black or african american, stage:ii, alive, 832 days
3394.3
TCGA-BT-A20J-01A
75 years, male, white, stage:ii, dead, 579 days
3392.1
TCGA-XF-AAN8-01A
74 years, female, white, stage:iii, dead, 118 days
3331.1
TCGA-FD-A3SP-01A
60 years, male, white, stage:iii, alive, 783 days
3314.2
TCGA-FD-A6TA-01A
58 years, male, white, stage:iv, alive, 1912 days
3303.9
TCGA-ZF-A9RE-01A
78 years, female, white, stage:ii, dead, 106 days
3282.6
TCGA-CU-A0YN-01A
60 years, male, white, stage:iii, dead, 393 days
3270.0
TCGA-4Z-AA81-01A
80 years, male, white, stage:ii, dead, 1270 days
3262.3
TCGA-H4-A2HQ-01A
64 years, female, black or african american, stage:iv, alive, 590 days
3249.1
TCGA-FD-A3B8-01A
56 years, male, white, stage:ii, alive, 384 days
3229.6
TCGA-DK-A1A3-01A
60 years, male, white, stage:iv, dead, 665 days
3211.5
TCGA-ZF-A9RM-01A
70 years, male, white, stage:ii, alive, 1455 days
3191.0
TCGA-DK-AA6Q-01A
61 years, female, white, stage:iv, dead, 413 days
3187.9
TCGA-HQ-A2OE-01A
male, alive, 1174 days
3161.2
TCGA-DK-A3IM-01A
77 years, male, white, stage:iii, dead, 248 days
3150.6
TCGA-DK-A3IS-01A
68 years, male, white, stage:ii, alive, 1529 days
3148.3
TCGA-XF-AAMR-01A
48 years, male, white, stage:iii, alive, 2790 days
3139.2
TCGA-BL-A13J-01A
65 years, male, white, stage:iv, dead, 81 days
3136.0
TCGA-DK-A1AB-01A
74 years, female, white, stage:iv, dead, 508 days
3101.1
TCGA-CF-A5UA-01A
67 years, male, asian, stage:ii, alive, 365 days
3098.5
TCGA-FD-A3B7-01A
66 years, male, black or african american, stage:iii, dead, 122 days
3094.8
TCGA-BT-A0S7-01A
75 years, male, white, stage:iii, dead, 200 days
3094.5
TCGA-ZF-A9R1-01A
81 years, male, white, stage:iv, alive, 773 days
3050.4
TCGA-BT-A20N-01A
72 years, male, stage:iii, dead, 795 days
3034.9
TCGA-FD-A3SO-01A
68 years, male, white, stage:iv, dead, 168 days
2972.4
TCGA-CF-A3MG-01A
48 years, male, asian, stage:ii, alive, 369 days
2961.3
TCGA-BT-A2LD-01A
78 years, female, white, stage:iv, dead, 623 days
2959.0
TCGA-FD-A3B5-01A
86 years, male, black or african american, stage:iv, dead, 272 days
2943.5
TCGA-ZF-AA5H-01A
60 years, female, white, stage:iv, alive, 897 days
2894.2
TCGA-DK-A6B1-01A
67 years, male, white, stage:ii, alive, 2049 days
2892.4
TCGA-UY-A8OB-01A
64 years, male, white, stage:iv, alive, 2109 days
2884.3
TCGA-R3-A69X-01A
70 years, male, white, stage:iii, alive, 433 days
2863.3
TCGA-E7-A6ME-01A
75 years, male, asian, stage:ii, alive, 731 days
2843.1
TCGA-ZF-A9RF-01A
74 years, male, white, stage:ii, alive, 1949 days
2832.8
TCGA-FD-A6TF-01A
80 years, female, white, stage:iv, dead, 69 days
2781.8
TCGA-UY-A8OC-01A
90 years, male, white, stage:iv, dead, 92 days
2779.1
TCGA-UY-A78L-01A
62 years, male, white, stage:iv, alive, 1127 days
2721.6
TCGA-GD-A3OS-01A
54 years, female, white, stage:ii, alive, 638 days
2708.1
TCGA-4Z-AA80-01A
73 years, male, white, stage:ii, dead, 19 days
2703.7
TCGA-FD-A6TD-01A
77 years, male, white, stage:iii, dead, 386 days
2673.7
TCGA-E5-A4TZ-01A
64 years, male, white, stage:iv, dead, 467 days
2671.4
TCGA-GU-A766-01A
62 years, male, white, stage:ii, alive, 480 days
2659.7
TCGA-BT-A20V-01A
59 years, female, black or african american, stage:iv, dead, 154 days
2650.0
TCGA-XF-A9T8-01A
64 years, male, white, stage:iii, dead, 418 days
2646.5
TCGA-FD-A3B3-01A
74 years, female, white, stage:iii, dead, 974 days
2643.5
TCGA-GU-A42Q-01A
67 years, male, white, stage:iii, dead, 344 days
2638.9
TCGA-2F-A9KT-01A
83 years, male, white, stage:ii, alive, 3314 days
2637.2
TCGA-XF-A9SY-01A
60 years, female, white, stage:iv, alive, 640 days
2629.8
TCGA-DK-A1A6-01A
53 years, male, white, stage:iv, alive, 2020 days
2610.0
TCGA-DK-A3IU-01A
58 years, male, white, stage:ii, dead, 706 days
2600.1
TCGA-DK-A6B5-01A
45 years, male, white, stage:iv, alive, 1542 days
2578.9
TCGA-DK-A1AC-01A
72 years, male, white, stage:iii, alive, 3981 days
2571.9
TCGA-ZF-AA4U-01A
70 years, male, white, stage:iii, dead, 262 days
2548.9
TCGA-XF-AAN7-01A
60 years, male, white, stage:iv, dead, 565 days
2547.2
TCGA-E7-A7XN-01A
67 years, male, asian, stage:iii, alive, 428 days
2489.3
TCGA-DK-A2I4-01A
79 years, male, white, stage:iii, alive, 4343 days
2474.4
TCGA-FD-A3B6-01A
75 years, male, white, stage:ii, dead, 1005 days
2458.0
TCGA-DK-A3X2-01A
85 years, male, white, stage:iv, dead, 547 days
2424.7
TCGA-BT-A42F-01A
64 years, male, white, stage:iv, alive, 864 days
2422.1
TCGA-K4-A3WV-01A
77 years, female, white, stage:ii, alive, 646 days
2420.4
TCGA-HQ-A5NE-01A
56 years, male, stage:iii, dead, 370 days
2419.2
TCGA-G2-A2EF-01A
50 years, male, white, stage:ii, alive, 1884 days
2404.9
TCGA-5N-A9KI-01A
76 years, female, white, stage:iii, dead, 76 days
2386.2
TCGA-K4-A5RI-01A
67 years, female, white, stage:iii, dead, 356 days
2379.6
TCGA-DK-A2HX-01A
80 years, female, white, stage:iv, dead, 1420 days
2373.8
TCGA-FD-A3SQ-01A
62 years, male, white, stage:iv, dead, 1423 days
2371.2
TCGA-E7-A97P-01A
73 years, male, asian, stage:ii, dead, 437 days
2358.9
TCGA-FD-A43Y-01A
65 years, male, white, stage:iii, dead, 474 days
2358.7
TCGA-GV-A40E-01A
75 years, male, white, stage:ii, dead, 261 days
2353.8
TCGA-XF-AAMW-01A
79 years, female, white, stage:iv, dead, 253 days
2335.1
TCGA-ZF-AA53-01A
60 years, male, white, stage:ii, alive, 1761 days
2296.3
TCGA-FD-A62S-01A
60 years, female, black or african american, stage:iii, dead, 406 days
2285.9
TCGA-FD-A6TC-01A
79 years, female, white, stage:iii, alive, 187 days
2278.2
TCGA-G2-A3VY-01A
66 years, male, asian, stage:ii, alive, 536 days
2272.2
TCGA-ZF-AA4V-01A
66 years, male, white, stage:iii, alive, 1806 days
2269.2
TCGA-XF-A8HB-01A
50 years, female, stage:ii, alive, 1370 days
2211.2
TCGA-FD-A6TK-01A
60 years, male, white, stage:iii, alive, 330 days
2181.6
TCGA-DK-AA71-01A
71 years, male, white, stage:ii, alive, 415 days
2179.9
TCGA-ZF-AA4W-01A
56 years, male, white, stage:iii, alive, 1830 days
2140.8
TCGA-UY-A9PA-01A
48 years, male, white, stage:iii, alive, 119 days
2140.7
TCGA-BT-A20O-01A
75 years, male, white, stage:iii, dead, 370 days
2131.3
TCGA-DK-A3WY-01A
67 years, female, white, stage:iii, alive, 4967 days
2099.4
TCGA-SY-A9G5-01A
66 years, male, white, stage:iii, alive, 1186 days
2085.6
TCGA-K4-A54R-01A
59 years, male, white, stage:ii, alive, 842 days
2074.3
TCGA-S5-A6DX-01A
83 years, male, white, stage:iv, dead, 56 days
2065.6
TCGA-FD-A5BS-01A
68 years, male, white, stage:iii, alive, 1639 days
2057.9
TCGA-GD-A3OQ-01A
48 years, male, white, stage:iv, alive, 95 days
2056.9
TCGA-XF-A9T2-01A
54 years, male, white, stage:iii, dead, 575 days
2053.6
TCGA-BT-A2LA-01A
54 years, male, white, stage:iii, alive, 522 days
2029.0
TCGA-FD-A3N6-01A
43 years, female, black or african american, stage:ii, alive, 851 days
2015.2
TCGA-FD-A5C0-01A
61 years, male, white, stage:iv, dead, 550 days
1991.8
TCGA-GC-A4ZW-01A
71 years, male, white, stage:iii, alive, 15 days
1976.5
TCGA-FD-A62N-01A
69 years, male, asian, stage:iii, alive, 82 days
1968.5
TCGA-G2-A2EO-01A
69 years, male, white, stage:iii, dead, 1804 days
1966.7
TCGA-4Z-AA7Y-01A
60 years, male, white, stage:ii, alive, 1522 days
1959.2
TCGA-XF-A9SZ-01A
79 years, male, white, stage:iv, dead, 859 days
1944.6
TCGA-4Z-AA89-01A
61 years, male, white, stage:iv, alive, 902 days
1943.1
TCGA-BT-A3PJ-01A
76 years, male, white, stage:iii, alive, 789 days
1935.0
TCGA-G2-A3IB-01A
66 years, male, black or african american, stage:ii, dead, 220 days
1924.6
TCGA-XF-AAN3-01A
76 years, male, white, stage:iv, alive, 2625 days
1906.4
TCGA-GC-A3RB-01A
54 years, male, white, stage:iii, alive, 582 days
1882.5
TCGA-CF-A8HY-01A
59 years, male, asian, stage:ii, alive, 345 days
1870.9
TCGA-ZF-A9RN-01A
67 years, female, white, stage:iii, dead, 615 days
1822.9
TCGA-DK-AA6R-01A
69 years, male, white, stage:iv, alive, 5041 days
1810.9
TCGA-XF-A9SM-01A
76 years, male, white, stage:iii, alive, 1048 days
1775.7
TCGA-BT-A20U-01A
70 years, female, white, stage:iii, dead, 455 days
1758.4
TCGA-CU-A3KJ-01A
75 years, male, white, stage:iii, alive, 562 days
1755.6
TCGA-GC-A6I3-01A
90 years, female, black or african american, stage:iv, alive, 423 days
1740.1
TCGA-ZF-AA56-01A
79 years, female, white, stage:iii, dead, 259 days
1738.9
TCGA-GC-A3RC-01A
59 years, male, white, stage:ii, alive, 484 days
1735.0
TCGA-HQ-A5ND-01A
78 years, male, stage:iv, dead, 274 days
1702.8
TCGA-FJ-A871-01A
49 years, male, white, stage:iii, dead, 272 days
1698.8
TCGA-DK-A1A5-01A
79 years, male, white, stage:ii, dead, 65 days
1696.9
TCGA-XF-AAMQ-01A
59 years, female, white, stage:ii, alive, 2177 days
1692.2
TCGA-XF-A9T6-01A
88 years, female, white, stage:iii, alive, 64 days
1685.0
TCGA-XF-A9SI-01A
73 years, female, asian, stage:ii, alive, 2423 days
1678.7
TCGA-K4-A5RJ-01A
75 years, male, white, stage:ii, alive, 539 days
1651.5
TCGA-E7-A5KF-01A
67 years, male, asian, stage:ii, alive, 20 days
1592.3
TCGA-DK-AA6M-01A
64 years, female, white, stage:ii, alive, 1582 days
1589.7
TCGA-FD-A6TH-01A
63 years, male, white, stage:iv, dead, 131 days
1559.1
TCGA-ZF-A9RD-01A
75 years, female, white, stage:iv, dead, 408 days
1538.3
TCGA-G2-AA3C-01A
66 years, male, white, stage:iv, dead, 211 days
1538.0
TCGA-BL-A13I-01A
57 years, female, white, stage:iii, dead, 223 days
1534.0
TCGA-FD-A5BU-01A
76 years, female, black or african american, stage:ii, alive, 588 days
1494.5
TCGA-G2-A2EJ-01A
56 years, female, white, stage:ii, alive, 1460 days
1482.0
TCGA-C4-A0EZ-01A
69 years, female, stage:iv, dead, 273 days
1476.0
TCGA-FD-A5BX-01A
82 years, male, white, stage:iv, dead, 173 days
1467.1
TCGA-XF-AAML-01A
75 years, male, white, stage:ii, dead, 232 days
1457.3
TCGA-XF-AAMH-01A
80 years, male, white, stage:iv, dead, 344 days
1449.7
TCGA-ZF-AA58-01A
61 years, female, white, stage:iv, alive, 1649 days
1429.5
TCGA-K4-A5RH-01A
69 years, male, white, stage:iii, alive, 276 days
1378.1
TCGA-XF-A9SX-01A
63 years, female, white, stage:iv, dead, 719 days
1364.5
TCGA-C4-A0F0-01A
60 years, male, stage:ii, alive, 59 days
1299.2
TCGA-XF-A9T4-01A
48 years, male, white, stage:iv, dead, 495 days
1291.6
TCGA-GU-A762-01A
87 years, male, white, stage:iv, dead, 232 days
1274.8
TCGA-DK-AA77-01A
61 years, male, white, stage:ii, alive, 618 days
1248.6
TCGA-4Z-AA86-01A
67 years, male, black or african american, stage:iv, dead, 311 days
1239.6
TCGA-XF-AAN2-01A
73 years, male, white, stage:ii, dead, 1869 days
1204.6
TCGA-HQ-A2OF-01A
52 years, female, stage:iii, alive, 1947 days
1158.2
TCGA-DK-AA74-01A
75 years, male, white, stage:iii, alive, 1708 days
1157.7
TCGA-FD-A5C1-01A
61 years, female, white, stage:iii, alive, 1792 days
1142.2
TCGA-FD-A3B4-01A
55 years, female, black or african american, stage:iii, dead, 510 days
1134.9
TCGA-ZF-AA5N-01A
62 years, female, white, stage:iv, dead, 168 days
1120.7
TCGA-GU-AATO-01A
75 years, male, white, stage:iv, dead, 324 days
1077.3
TCGA-DK-AA6L-01A
48 years, male, white, stage:iv, dead, 1163 days
1047.0
TCGA-FD-A5BY-01A
63 years, female, white, stage:iii, alive, 251 days
1015.0
TCGA-PQ-A6FN-01A
78 years, female, white, stage:iii, alive, 507 days
1013.8
TCGA-GD-A6C6-01A
64 years, male, white, stage:iii, alive, 67 days
961.1
TCGA-FD-A5BT-01A
84 years, male, white, stage:iii, dead, 328 days
898.4
TCGA-FD-A3N5-01A
69 years, male, black or african american, stage:ii, dead, 685 days
888.3
TCGA-GC-A6I1-01A
90 years, female, white, stage:ii, dead, 272 days
829.5
TCGA-E7-A7DV-01A
44 years, male, white, stage:iv, alive, 37 days
806.9
TCGA-FD-A3SR-01A
68 years, male, white, stage:iv, dead, 602 days
802.2
TCGA-4Z-AA7W-01A
55 years, male, white, stage:ii, alive, 840 days
723.0
TCGA-DK-A3WW-01A
57 years, male, white, stage:iii, alive, 633 days
687.8
TCGA-UY-A9PB-01A
49 years, male, white, stage:iii, alive, 899 days
465.8
TCGA-ZF-AA54-01A
71 years, male, white, stage:iii, dead, 590 days
442.4
TCGA-PQ-A6FI-01A
70 years, male, white, stage:ii, alive, 372 days
378.0
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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.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high. This score is based on the staining intensity and fraction of stained cells.