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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
6138.1
Number of samples
406
Samples
Sample
Description
FPKM
TCGA-DK-A1A7-01A
67 years, female, white, stage:iv, alive, 560 days
37831.7
TCGA-CF-A47Y-01A
55 years, male, asian, stage:ii, alive, 373 days
31434.4
TCGA-ZF-A9R9-01A
58 years, male, white, stage:iv, dead, 864 days
31129.4
TCGA-FJ-A3Z7-01A
76 years, male, white, stage:iv, alive, 945 days
29652.6
TCGA-CF-A3MF-01A
34 years, male, asian, stage:iii, alive, 383 days
28143.6
TCGA-XF-A8HF-01A
80 years, male, white, stage:iii, dead, 2954 days
26463.5
TCGA-ZF-A9R0-01A
82 years, male, white, stage:iii, dead, 680 days
25315.6
TCGA-XF-A9SH-01A
65 years, female, asian, stage:ii, dead, 1971 days
24439.9
TCGA-KQ-A41P-01A
76 years, male, white, stage:iv, alive, 1094 days
23541.4
TCGA-KQ-A41R-01A
80 years, female, white, stage:ii, alive, 1350 days
22735.7
TCGA-CF-A3MI-01A
62 years, male, asian, stage:ii, alive, 370 days
21893.6
TCGA-DK-A3X1-01A
78 years, female, white, stage:iii, alive, 2009 days
20982.3
TCGA-E7-A8O8-01A
59 years, male, asian, stage:ii, alive, 13 days
19535.1
TCGA-CF-A8HX-01A
55 years, female, asian, stage:ii, alive, 345 days
19425.3
TCGA-G2-AA3D-01A
60 years, male, white, stage:iv, alive, 2139 days
18558.2
TCGA-G2-A2EK-01A
57 years, male, white, stage:ii, alive, 485 days
18358.8
TCGA-E7-A519-01A
72 years, male, white, stage:ii, alive, 508 days
18261.1
TCGA-XF-A8HG-01A
69 years, male, white, stage:iii, dead, 467 days
18202.6
TCGA-GV-A3QK-01B
56 years, female, white, stage:iv, alive, 832 days
17598.0
TCGA-FD-A5BV-01A
47 years, female, white, stage:iii, dead, 163 days
17361.3
TCGA-CF-A9FF-01A
52 years, male, asian, stage:ii, alive, 361 days
17094.2
TCGA-CF-A47S-01A
41 years, male, asian, stage:ii, alive, 333 days
16650.2
TCGA-CF-A7I0-01A
54 years, male, asian, stage:ii, alive, 368 days
15965.8
TCGA-G2-AA3B-01A
75 years, female, white, stage:ii, alive, 2008 days
15791.0
TCGA-UY-A9PF-01A
78 years, male, white, stage:iv, alive, 117 days
15331.8
TCGA-CU-A0YO-01A
84 years, male, white, stage:iv, dead, 149 days
15004.3
TCGA-DK-A3IK-01A
87 years, male, white, stage:iv, dead, 146 days
14367.6
TCGA-CU-A3YL-01A
67 years, male, white, stage:iii, alive, 906 days
14328.5
TCGA-G2-A2EC-01A
58 years, female, black or african american, stage:ii, dead, 696 days
13887.6
TCGA-FD-A5BR-01A
57 years, male, white, stage:ii, alive, 813 days
13839.8
TCGA-GU-A764-01A
66 years, male, white, stage:ii, alive, 610 days
13596.1
TCGA-ZF-AA51-01A
69 years, female, white, stage:ii, alive, 1714 days
13509.7
TCGA-CF-A47X-01A
60 years, male, asian, stage:ii, alive, 384 days
13033.9
TCGA-DK-A2I1-01A
73 years, female, white, stage:ii, alive, 546 days
12983.9
TCGA-H4-A2HO-01A
53 years, male, white, stage:iii, alive, 46 days
12758.8
TCGA-E7-A4XJ-01A
66 years, male, asian, stage:ii, dead, 68 days
12663.6
TCGA-MV-A51V-01A
75 years, male, white, stage:iii, alive, 410 days
12605.8
TCGA-DK-A6AW-01A
70 years, male, white, stage:ii, alive, 1621 days
12594.6
TCGA-E7-A7DU-01A
73 years, male, white, stage:iii, alive, 28 days
12464.7
TCGA-E7-A97Q-01A
60 years, female, white, stage:iv, dead, 246 days
12376.6
TCGA-CF-A9FL-01A
85 years, male, asian, stage:iii, dead, 565 days
12349.3
TCGA-XF-A8HH-01A
61 years, female, white, stage:iv, dead, 57 days
12108.8
TCGA-CF-A5U8-01A
59 years, male, asian, stage:ii, alive, 399 days
12105.2
TCGA-XF-A9SP-01A
59 years, male, white, stage:iii, dead, 454 days
12101.1
TCGA-GU-A42R-01A
68 years, male, white, stage:iv, dead, 577 days
11849.4
TCGA-XF-A9SU-01A
74 years, female, white, stage:iv, dead, 182 days
11835.4
TCGA-C4-A0F6-01A
82 years, female, stage:iii, alive, 700 days
11745.1
TCGA-CF-A47T-01A
58 years, female, asian, stage:ii, dead, 385 days
11739.4
TCGA-DK-A3IL-01A
79 years, female, white, stage:iv, dead, 413 days
11627.0
TCGA-KQ-A41O-01A
84 years, male, stage:iv, alive, 1538 days
11623.0
TCGA-LT-A5Z6-01A
56 years, male, white, stage:ii, alive, 474 days
11453.0
TCGA-5N-A9KM-01A
73 years, female, white, stage:iii, dead, 530 days
11349.8
TCGA-DK-AA6T-01A
63 years, male, white, stage:ii, alive, 572 days
11247.9
TCGA-DK-AA6X-01A
63 years, male, white, stage:ii, alive, 467 days
11119.3
TCGA-E7-A3Y1-01A
57 years, male, white, stage:ii, alive, 163 days
10943.0
TCGA-DK-AA75-01A
82 years, male, white, stage:iii, dead, 340 days
10713.6
TCGA-E7-A7PW-01A
63 years, male, asian, stage:iii, alive, 416 days
10690.3
TCGA-FD-A43U-01A
70 years, male, white, stage:iv, alive, 636 days
10672.3
TCGA-GD-A76B-01A
86 years, female, white, stage:ii, dead, 224 days
10551.5
TCGA-ZF-AA52-01A
70 years, male, white, stage:iii, dead, 1077 days
10549.1
TCGA-E7-A541-01A
66 years, male, white, stage:ii, dead, 778 days
10511.2
TCGA-GU-AATP-01A
74 years, male, white, stage:iv, alive, 1003 days
10317.4
TCGA-KQ-A41N-01A
73 years, male, black or african american, stage:iii, alive, 1604 days
10161.5
TCGA-ZF-A9R7-01A
76 years, female, white, stage:ii, alive, 665 days
10042.7
TCGA-XF-AAMJ-01A
70 years, male, asian, stage:iii, dead, 1670 days
10030.8
TCGA-YF-AA3L-01A
47 years, female, stage:ii, alive, 364 days
9847.1
TCGA-UY-A78P-01A
78 years, female, white, stage:ii, alive, 2380 days
9615.7
TCGA-E5-A2PC-01A
61 years, female, white, stage:iv, alive, 1326 days
9591.4
TCGA-XF-A8HE-01A
47 years, male, white, stage:iii, alive, 3817 days
9403.4
TCGA-CF-A47W-01A
42 years, male, asian, stage:ii, alive, 368 days
9207.6
TCGA-UY-A8OD-01A
67 years, female, black or african american, stage:ii, alive, 3432 days
9200.9
TCGA-4Z-AA7O-01A
64 years, male, black or african american, stage:ii, alive, 512 days
9147.2
TCGA-DK-AA6S-01A
60 years, male, white, stage:iii, alive, 5050 days
9145.0
TCGA-KQ-A41Q-01A
89 years, male, white, stage:iii, alive, 1429 days
9126.0
TCGA-CU-A0YR-01A
84 years, male, white, stage:iv, dead, 460 days
9122.5
TCGA-DK-A6B6-01A
57 years, male, white, stage:ii, alive, 1115 days
9079.9
TCGA-XF-A9SV-01A
82 years, male, white, stage:iv, dead, 388 days
9066.6
TCGA-K4-A4AC-01A
83 years, male, white, stage:ii, dead, 278 days
9021.3
TCGA-CF-A27C-01A
52 years, male, asian, stage:iii, alive, 425 days
8930.0
TCGA-XF-A9SW-01A
85 years, male, white, stage:iv, dead, 362 days
8840.3
TCGA-XF-A8HC-01A
79 years, male, asian, stage:iv, dead, 200 days
8817.1
TCGA-DK-A6B0-01A
61 years, male, white, stage:ii, alive, 2330 days
8811.0
TCGA-4Z-AA83-01A
52 years, male, white, stage:ii, alive, 2024 days
8713.8
TCGA-LT-A8JT-01A
69 years, female, white, stage:ii, alive, 641 days
8662.3
TCGA-GD-A2C5-01A
53 years, female, white, stage:iv, alive, 812 days
8637.8
TCGA-GV-A6ZA-01A
54 years, male, white, stage:ii, alive, 691 days
8617.4
TCGA-CF-A5UA-01A
67 years, male, asian, stage:ii, alive, 365 days
8587.9
TCGA-GD-A3OP-01A
84 years, female, white, stage:iv, alive, 64 days
8555.8
TCGA-BL-A0C8-01A
73 years, male, white, stage:i, alive, 1219 days
8499.1
TCGA-XF-A9SJ-01A
83 years, male, white, stage:iv, dead, 98 days
8475.3
TCGA-DK-A6AV-01A
82 years, female, asian, stage:ii, alive, 1952 days
8439.1
TCGA-ZF-A9RC-01A
77 years, male, white, stage:iii, alive, 2868 days
8397.6
TCGA-FD-A62O-01A
74 years, male, white, stage:iv, dead, 216 days
8395.6
TCGA-FD-A3SS-01A
66 years, male, white, stage:iv, dead, 391 days
8369.8
TCGA-E5-A4U1-01A
72 years, male, stage:ii, alive, 1181 days
8316.0
TCGA-CF-A8HY-01A
59 years, male, asian, stage:ii, alive, 345 days
8212.3
TCGA-CF-A1HR-01A
62 years, male, asian, stage:iii, alive, 389 days
8157.3
TCGA-FD-A3SL-01A
60 years, male, white, stage:iv, dead, 712 days
8143.8
TCGA-FD-A43S-01A
71 years, female, white, stage:iii, alive, 455 days
8104.4
TCGA-K4-A3WS-01A
66 years, male, white, stage:iii, alive, 761 days
7991.3
TCGA-UY-A9PE-01A
87 years, male, white, stage:iv, alive, 189 days
7972.2
TCGA-G2-A3IE-01A
52 years, male, white, stage:ii, dead, 612 days
7936.9
TCGA-DK-A1AD-01A
69 years, male, white, stage:iv, alive, 3420 days
7907.5
TCGA-XF-A9SL-01A
69 years, male, white, stage:iv, dead, 2020 days
7867.3
TCGA-S5-A6DX-01A
83 years, male, white, stage:iv, dead, 56 days
7788.1
TCGA-FJ-A3ZF-01A
73 years, male, white, stage:iii, alive, 524 days
7762.9
TCGA-E7-A678-01A
55 years, male, asian, stage:iii, alive, 798 days
7733.1
TCGA-E7-A5KE-01A
78 years, female, asian, stage:ii, alive, 17 days
7681.2
TCGA-FJ-A3Z9-01A
72 years, male, white, dead, 385 days
7587.6
TCGA-4Z-AA7N-01A
66 years, male, white, stage:iii, dead, 1367 days
7565.5
TCGA-2F-A9KQ-01A
69 years, male, white, stage:iii, alive, 2886 days
7480.8
TCGA-UY-A78O-01A
74 years, female, white, stage:ii, alive, 2312 days
7472.7
TCGA-DK-AA76-01A
64 years, female, white, stage:ii, alive, 366 days
7466.6
TCGA-FD-A43N-01A
76 years, male, white, stage:iii, alive, 230 days
7376.4
TCGA-ZF-A9RL-01A
61 years, male, white, stage:ii, alive, 2703 days
7376.1
TCGA-K4-A3WU-01B
88 years, male, white, stage:iii, alive, 105 days
7353.6
TCGA-XF-AAMZ-01A
81 years, female, white, stage:iv, dead, 1348 days
7304.1
TCGA-K4-AAQO-01A
56 years, male, white, stage:iii, alive, 359 days
7185.1
TCGA-S5-AA26-01A
46 years, male, black or african american, stage:iii, alive, 503 days
7183.1
TCGA-FD-A6TB-01A
82 years, male, white, stage:iii, alive, 572 days
7109.8
TCGA-ZF-AA4T-01A
65 years, male, white, stage:iv, dead, 599 days
7001.1
TCGA-XF-AAN1-01A
75 years, female, stage:iii, dead, 941 days
6880.0
TCGA-XF-AAMY-01A
78 years, male, white, stage:iii, alive, 3011 days
6838.9
TCGA-CF-A47V-01A
52 years, male, asian, stage:ii, alive, 379 days
6763.9
TCGA-GU-A767-01A
81 years, male, white, stage:iv, dead, 144 days
6690.8
TCGA-FJ-A3ZE-01A
65 years, male, white, stage:iv, dead, 324 days
6647.1
TCGA-XF-A8HI-01A
57 years, female, white, stage:iv, dead, 544 days
6617.3
TCGA-BT-A42E-01A
74 years, male, white, stage:iii, alive, 1108 days
6516.0
TCGA-E7-A6MD-01A
66 years, male, white, stage:iv, alive, 129 days
6480.6
TCGA-K4-A6MB-01A
64 years, male, white, stage:iv, alive, 469 days
6461.8
TCGA-BT-A2LB-01A
73 years, female, white, stage:iii, dead, 492 days
6449.8
TCGA-XF-AAMX-01A
87 years, female, black or african american, stage:iii, dead, 206 days
6421.6
TCGA-GC-A3RD-01A
83 years, female, white, stage:iii, alive, 428 days
6409.2
TCGA-4Z-AA84-01A
61 years, male, white, stage:iv, alive, 460 days
6333.6
TCGA-BT-A3PH-01A
76 years, male, white, stage:iv, dead, 142 days
6279.1
TCGA-UY-A9PD-01A
81 years, male, white, stage:iii, alive, 542 days
6271.3
TCGA-XF-AAMG-01A
49 years, male, white, stage:iii, alive, 3364 days
6265.1
TCGA-FD-A6TI-01A
73 years, male, white, stage:iv, dead, 294 days
6223.0
TCGA-ZF-AA5P-01A
65 years, male, white, stage:iv, alive, 372 days
6189.0
TCGA-4Z-AA7Q-01A
79 years, male, white, stage:iii, dead, 510 days
6136.6
TCGA-UY-A78M-01A
81 years, female, asian, stage:iv, dead, 690 days
6049.3
TCGA-DK-A2I2-01A
63 years, female, white, stage:iv, dead, 237 days
6042.7
TCGA-4Z-AA7R-01A
73 years, male, black or african american, stage:iv, dead, 522 days
6005.3
TCGA-GV-A3QH-01A
67 years, male, white, stage:ii, dead, 258 days
5970.9
TCGA-DK-A1AE-01A
84 years, male, white, stage:iii, alive, 491 days
5965.1
TCGA-DK-A3IT-01A
62 years, male, white, stage:iii, alive, 648 days
5949.3
TCGA-CF-A3MH-01A
75 years, male, asian, stage:ii, alive, 398 days
5920.1
TCGA-GC-A3YS-01A
61 years, male, white, stage:iv, alive, 758 days
5869.4
TCGA-UY-A9PH-01A
73 years, male, white, stage:ii, alive, 1561 days
5794.9
TCGA-SY-A9G0-01A
82 years, male, white, stage:iv, dead, 1008 days
5789.6
TCGA-ZF-A9R5-01A
59 years, male, white, stage:iii, alive, 1090 days
5777.8
TCGA-DK-A6B2-01A
70 years, male, white, stage:iv, alive, 477 days
5762.9
TCGA-FD-A62P-01A
76 years, male, white, stage:ii, dead, 191 days
5710.2
TCGA-BT-A42C-01A
64 years, male, white, stage:ii, alive, 873 days
5683.3
TCGA-BT-A20R-01A
79 years, female, white, stage:iv, dead, 154 days
5682.3
TCGA-GU-A763-01A
72 years, male, white, stage:iii, alive, 997 days
5641.8
TCGA-BL-A3JM-01A
63 years, male, white, stage:iii, dead, 205 days
5637.1
TCGA-YC-A8S6-01A
71 years, male, white, stage:ii, alive, 293 days
5592.5
TCGA-GV-A3QF-01A
79 years, male, white, stage:iv, dead, 617 days
5550.3
TCGA-FD-A3SM-01A
70 years, male, white, stage:iv, dead, 547 days
5517.3
TCGA-2F-A9KW-01A
67 years, female, white, stage:iii, dead, 254 days
5470.2
TCGA-FD-A43X-01A
84 years, male, white, stage:ii, alive, 110 days
5466.0
TCGA-2F-A9KR-01A
59 years, female, stage:iii, dead, 3183 days
5455.2
TCGA-BT-A20T-01A
63 years, male, white, stage:iv, dead, 453 days
5373.7
TCGA-BT-A2LD-01A
78 years, female, white, stage:iv, dead, 623 days
5358.6
TCGA-XF-A9SK-01A
65 years, male, white, stage:iv, dead, 486 days
5341.5
TCGA-XF-AAN0-01A
68 years, male, white, stage:iv, dead, 1718 days
5340.3
TCGA-GD-A6C6-01A
64 years, male, white, stage:iii, alive, 67 days
5330.0
TCGA-DK-AA6P-01A
72 years, female, white, stage:ii, alive, 457 days
5312.5
TCGA-XF-AAN5-01A
61 years, female, white, stage:iii, alive, 2293 days
5307.9
TCGA-K4-A83P-01A
77 years, male, white, stage:iv, alive, 495 days
5307.3
TCGA-ZF-A9R3-01A
53 years, female, white, stage:ii, dead, 949 days
5304.4
TCGA-FD-A6TG-01A
73 years, male, white, stage:iv, dead, 93 days
5293.7
TCGA-E7-A8O7-01A
52 years, male, asian, stage:ii, alive, 466 days
5286.3
TCGA-XF-A9T0-01A
69 years, male, white, stage:iii, alive, 799 days
5254.8
TCGA-FD-A3SN-01A
79 years, male, white, stage:iii, alive, 887 days
5232.8
TCGA-BT-A42F-01A
64 years, male, white, stage:iv, alive, 864 days
5153.3
TCGA-E7-A85H-01A
64 years, male, asian, stage:iii, alive, 394 days
5149.5
TCGA-DK-A1AA-01A
57 years, male, white, stage:iii, alive, 578 days
5096.3
TCGA-GV-A3JZ-01A
55 years, male, white, stage:iv, alive, 603 days
5077.5
TCGA-XF-A9ST-01A
68 years, male, white, stage:iii, dead, 128 days
5054.8
TCGA-FD-A3SJ-01A
59 years, male, white, stage:iv, dead, 739 days
5044.8
TCGA-HQ-A5NE-01A
56 years, male, stage:iii, dead, 370 days
5042.7
TCGA-XF-AAN8-01A
74 years, female, white, stage:iii, dead, 118 days
5001.4
TCGA-E7-A6MF-01A
37 years, male, asian, stage:ii, alive, 750 days
4914.8
TCGA-XF-AAME-01A
64 years, female, white, stage:ii, dead, 2828 days
4878.3
TCGA-ZF-A9R1-01A
81 years, male, white, stage:iv, alive, 773 days
4875.2
TCGA-XF-AAN4-01A
77 years, female, white, stage:iii, dead, 823 days
4855.6
TCGA-DK-AA6W-01A
79 years, male, white, stage:ii, dead, 415 days
4851.5
TCGA-BL-A5ZZ-01A
80 years, female, white, stage:iii, alive, 377 days
4807.2
TCGA-DK-AA6U-01A
64 years, male, white, stage:ii, alive, 578 days
4806.2
TCGA-XF-A8HB-01A
50 years, female, stage:ii, alive, 1370 days
4798.1
TCGA-BT-A3PK-01A
80 years, male, white, stage:ii, dead, 303 days
4741.3
TCGA-YC-A89H-01A
78 years, female, white, stage:ii, alive, 573 days
4714.4
TCGA-DK-A3IV-01A
60 years, male, white, stage:ii, dead, 294 days
4697.8
TCGA-GC-A6I3-01A
90 years, female, black or african american, stage:iv, alive, 423 days
4697.0
TCGA-DK-A6B5-01A
45 years, male, white, stage:iv, alive, 1542 days
4668.9
TCGA-K4-A4AB-01B
76 years, male, white, stage:iii, alive, 84 days
4664.6
TCGA-GV-A40G-01A
77 years, male, white, stage:ii, alive, 580 days
4655.3
TCGA-ZF-AA53-01A
60 years, male, white, stage:ii, alive, 1761 days
4643.7
TCGA-BT-A20J-01A
75 years, male, white, stage:ii, dead, 579 days
4611.0
TCGA-C4-A0F7-01A
77 years, male, stage:iv, dead, 62 days
4574.0
TCGA-CU-A72E-01A
76 years, male, white, stage:iv, dead, 413 days
4536.1
TCGA-4Z-AA7M-01A
65 years, male, white, stage:iii, alive, 495 days
4477.4
TCGA-ZF-AA4X-01A
56 years, male, white, stage:ii, alive, 2044 days
4434.3
TCGA-BT-A20P-01A
81 years, female, white, stage:iii, dead, 544 days
4421.7
TCGA-UY-A78K-01A
60 years, male, white, stage:iv, dead, 536 days
4421.7
TCGA-CU-A5W6-01A
70 years, male, white, stage:iii, dead, 56 days
4339.6
TCGA-ZF-AA4R-01A
67 years, male, white, stage:iv, dead, 1036 days
4332.0
TCGA-FD-A6TF-01A
80 years, female, white, stage:iv, dead, 69 days
4296.0
TCGA-DK-A3IQ-01A
74 years, male, white, stage:iii, dead, 539 days
4291.6
TCGA-DK-A2I6-01A
81 years, male, white, stage:iv, alive, 2656 days
4288.1
TCGA-YC-A9TC-01A
72 years, male, white, stage:iv, dead, 20 days
4282.1
TCGA-XF-A9T6-01A
88 years, female, white, stage:iii, alive, 64 days
4277.9
TCGA-KQ-A41S-01A
87 years, female, white, stage:iii, alive, 35 days
4277.8
TCGA-UY-A78N-01A
79 years, male, white, stage:iv, dead, 2641 days
4184.2
TCGA-4Z-AA87-01A
72 years, male, black or african american, stage:iii, alive, 1454 days
4171.5
TCGA-XF-A8HD-01A
77 years, male, white, stage:iii, alive, 2964 days
4156.8
TCGA-BT-A20W-01A
71 years, male, white, stage:ii, dead, 254 days
4138.3
TCGA-BT-A0S7-01A
75 years, male, white, stage:iii, dead, 200 days
4105.6
TCGA-GU-AATQ-01A
69 years, male, white, stage:iii, dead, 213 days
4095.2
TCGA-FT-A3EE-01A
80 years, female, white, stage:iii, dead, 99 days
4085.2
TCGA-FD-A5BZ-01A
77 years, female, white, stage:iv, dead, 835 days
4046.6
TCGA-C4-A0F0-01A
60 years, male, stage:ii, alive, 59 days
3996.9
TCGA-R3-A69X-01A
70 years, male, white, stage:iii, alive, 433 days
3994.9
TCGA-XF-A9T3-01A
69 years, female, white, stage:iv, alive, 68 days
3982.2
TCGA-ZF-A9R2-01A
75 years, male, white, stage:ii, alive, 642 days
3976.7
TCGA-XF-AAMT-01A
75 years, female, white, stage:iv, dead, 90 days
3952.6
TCGA-FD-A5BS-01A
68 years, male, white, stage:iii, alive, 1639 days
3946.5
TCGA-FD-A6TE-01A
54 years, male, white, stage:iv, alive, 376 days
3910.9
TCGA-E7-A4IJ-01A
56 years, male, asian, stage:ii, dead, 674 days
3886.2
TCGA-H4-A2HQ-01A
64 years, female, black or african american, stage:iv, alive, 590 days
3883.6
TCGA-ZF-AA4W-01A
56 years, male, white, stage:iii, alive, 1830 days
3871.9
TCGA-CF-A9FM-01A
50 years, male, asian, stage:i, alive, 398 days
3868.4
TCGA-HQ-A2OE-01A
male, alive, 1174 days
3866.1
TCGA-BT-A20Q-01A
73 years, male, white, stage:iv, dead, 593 days
3820.9
TCGA-2F-A9KO-01A
63 years, male, white, stage:iv, dead, 734 days
3800.7
TCGA-FD-A6TA-01A
58 years, male, white, stage:iv, alive, 1912 days
3795.6
TCGA-FT-A61P-01A
76 years, male, white, stage:iv, alive, 337 days
3751.3
TCGA-BT-A0YX-01A
70 years, female, white, stage:iii, dead, 400 days
3741.3
TCGA-4Z-AA81-01A
80 years, male, white, stage:ii, dead, 1270 days
3723.8
TCGA-DK-A3IS-01A
68 years, male, white, stage:ii, alive, 1529 days
3678.4
TCGA-DK-A3WY-01A
67 years, female, white, stage:iii, alive, 4967 days
3677.1
TCGA-FD-A3NA-01A
60 years, male, white, stage:ii, alive, 1845 days
3641.7
TCGA-BT-A20N-01A
72 years, male, stage:iii, dead, 795 days
3605.3
TCGA-G2-AA3F-01A
77 years, male, white, stage:iv, alive, 893 days
3533.3
TCGA-LC-A66R-01A
78 years, male, white, stage:iv, alive, 466 days
3523.4
TCGA-DK-A1A3-01A
60 years, male, white, stage:iv, dead, 665 days
3449.2
TCGA-UY-A8OC-01A
90 years, male, white, stage:iv, dead, 92 days
3427.5
TCGA-CF-A1HS-01A
75 years, female, asian, stage:iii, alive, 382 days
3425.1
TCGA-E7-A677-01A
81 years, male, asian, stage:ii, alive, 820 days
3418.0
TCGA-5N-A9KI-01A
76 years, female, white, stage:iii, dead, 76 days
3414.0
TCGA-C4-A0F1-01A
71 years, male, stage:iii, alive, 89 days
3400.1
TCGA-GU-A766-01A
62 years, male, white, stage:ii, alive, 480 days
3390.9
TCGA-2F-A9KP-01A
66 years, male, white, stage:iv, dead, 364 days
3327.9
TCGA-GU-A42P-01A
72 years, male, white, stage:iv, dead, 332 days
3314.5
TCGA-G2-A2EO-01A
69 years, male, white, stage:iii, dead, 1804 days
3283.2
TCGA-DK-A1AG-01A
66 years, male, white, stage:iii, alive, 475 days
3256.4
TCGA-G2-A3VY-01A
66 years, male, asian, stage:ii, alive, 536 days
3234.5
TCGA-GV-A3JW-01A
74 years, male, white, stage:ii, alive, 649 days
3224.9
TCGA-E7-A7XN-01A
67 years, male, asian, stage:iii, alive, 428 days
3217.0
TCGA-UY-A9PA-01A
48 years, male, white, stage:iii, alive, 119 days
3204.5
TCGA-CF-A3MG-01A
48 years, male, asian, stage:ii, alive, 369 days
3201.1
TCGA-GC-A3OO-01A
79 years, male, white, stage:ii, alive, 481 days
3183.4
TCGA-XF-AAMR-01A
48 years, male, white, stage:iii, alive, 2790 days
3165.1
TCGA-FD-A5BX-01A
82 years, male, white, stage:iv, dead, 173 days
3159.3
TCGA-ZF-A9R4-01A
83 years, male, white, stage:ii, alive, 921 days
3047.8
TCGA-E7-A3X6-01A
70 years, male, white, stage:ii, dead, 904 days
3029.7
TCGA-FD-A43P-01A
74 years, male, black or african american, stage:ii, alive, 832 days
3028.7
TCGA-ZF-A9RN-01A
67 years, female, white, stage:iii, dead, 615 days
3020.8
TCGA-GC-A3I6-01A
45 years, male, white, stage:iii, dead, 630 days
3020.2
TCGA-GV-A3JV-01A
66 years, male, white, stage:iv, dead, 434 days
3008.6
TCGA-FD-A5C0-01A
61 years, male, white, stage:iv, dead, 550 days
3001.7
TCGA-ZF-AA4N-01A
74 years, male, white, stage:ii, dead, 88 days
2997.9
TCGA-DK-A3IN-01A
72 years, male, white, stage:iii, dead, 250 days
2958.8
TCGA-2F-A9KT-01A
83 years, male, white, stage:ii, alive, 3314 days
2954.5
TCGA-XF-AAMW-01A
79 years, female, white, stage:iv, dead, 253 days
2936.7
TCGA-BL-A13J-01A
65 years, male, white, stage:iv, dead, 81 days
2914.0
TCGA-FD-A6TD-01A
77 years, male, white, stage:iii, dead, 386 days
2884.2
TCGA-GU-A42Q-01A
67 years, male, white, stage:iii, dead, 344 days
2879.3
TCGA-DK-AA6Q-01A
61 years, female, white, stage:iv, dead, 413 days
2869.9
TCGA-4Z-AA82-01A
59 years, male, black or african american, stage:iv, dead, 1556 days
2847.1
TCGA-GC-A3BM-01A
70 years, male, white, stage:ii, dead, 651 days
2833.5
TCGA-K4-A6FZ-01A
75 years, female, white, stage:iii, alive, 55 days
2818.1
TCGA-DK-A3IM-01A
77 years, male, white, stage:iii, dead, 248 days
2803.0
TCGA-K4-A5RI-01A
67 years, female, white, stage:iii, dead, 356 days
2787.6
TCGA-ZF-A9RE-01A
78 years, female, white, stage:ii, dead, 106 days
2783.0
TCGA-ZF-AA4V-01A
66 years, male, white, stage:iii, alive, 1806 days
2771.0
TCGA-G2-A2EL-01A
77 years, male, white, stage:ii, dead, 819 days
2764.6
TCGA-FD-A6TK-01A
60 years, male, white, stage:iii, alive, 330 days
2743.0
TCGA-GU-A762-01A
87 years, male, white, stage:iv, dead, 232 days
2726.5
TCGA-ZF-AA4U-01A
70 years, male, white, stage:iii, dead, 262 days
2725.6
TCGA-DK-A3WX-01A
67 years, female, white, stage:iii, dead, 321 days
2720.7
TCGA-ZF-AA5H-01A
60 years, female, white, stage:iv, alive, 897 days
2719.4
TCGA-XF-A9SX-01A
63 years, female, white, stage:iv, dead, 719 days
2712.7
TCGA-YF-AA3M-01A
57 years, male, stage:ii, alive, 415 days
2711.3
TCGA-GC-A3WC-01A
80 years, female, white, stage:iii, alive, 540 days
2703.5
TCGA-FD-A5BT-01A
84 years, male, white, stage:iii, dead, 328 days
2656.4
TCGA-K4-A3WV-01A
77 years, female, white, stage:ii, alive, 646 days
2644.9
TCGA-DK-A1AF-01A
84 years, female, white, stage:iv, alive, 536 days
2638.8
TCGA-GV-A3JX-01A
59 years, male, white, stage:iii, alive, 581 days
2613.0
TCGA-DK-AA74-01A
75 years, male, white, stage:iii, alive, 1708 days
2599.3
TCGA-SY-A9G5-01A
66 years, male, white, stage:iii, alive, 1186 days
2553.4
TCGA-XF-AAMH-01A
80 years, male, white, stage:iv, dead, 344 days
2552.7
TCGA-FD-A5C1-01A
61 years, female, white, stage:iii, alive, 1792 days
2549.2
TCGA-BT-A20X-01A
56 years, male, white, stage:iv, dead, 251 days
2544.9
TCGA-G2-A2ES-01A
85 years, male, white, stage:ii, dead, 1004 days
2541.9
TCGA-4Z-AA7S-01A
66 years, male, black or african american, stage:iii, dead, 1064 days
2537.5
TCGA-GU-AATO-01A
75 years, male, white, stage:iv, dead, 324 days
2523.9
TCGA-GV-A40E-01A
75 years, male, white, stage:ii, dead, 261 days
2518.7
TCGA-E5-A4TZ-01A
64 years, male, white, stage:iv, dead, 467 days
2489.6
TCGA-FD-A3SQ-01A
62 years, male, white, stage:iv, dead, 1423 days
2457.8
TCGA-BT-A2LA-01A
54 years, male, white, stage:iii, alive, 522 days
2451.0
TCGA-G2-AA3C-01A
66 years, male, white, stage:iv, dead, 211 days
2422.5
TCGA-CU-A0YN-01A
60 years, male, white, stage:iii, dead, 393 days
2413.5
TCGA-DK-A1A6-01A
53 years, male, white, stage:iv, alive, 2020 days
2407.2
TCGA-ZF-AA58-01A
61 years, female, white, stage:iv, alive, 1649 days
2400.2
TCGA-CU-A3QU-01A
58 years, male, white, stage:iv, alive, 158 days
2394.8
TCGA-FD-A3B7-01A
66 years, male, black or african american, stage:iii, dead, 122 days
2379.8
TCGA-GV-A3QI-01A
47 years, male, white, stage:iii, alive, 1110 days
2372.3
TCGA-ZF-A9RF-01A
74 years, male, white, stage:ii, alive, 1949 days
2369.7
TCGA-XF-A9SZ-01A
79 years, male, white, stage:iv, dead, 859 days
2357.7
TCGA-XF-A9SI-01A
73 years, female, asian, stage:ii, alive, 2423 days
2349.5
TCGA-DK-A3WW-01A
57 years, male, white, stage:iii, alive, 633 days
2347.3
TCGA-XF-A9T5-01A
78 years, female, white, stage:iv, alive, 2027 days
2344.2
TCGA-UY-A8OB-01A
64 years, male, white, stage:iv, alive, 2109 days
2343.7
TCGA-XF-A9SY-01A
60 years, female, white, stage:iv, alive, 640 days
2321.1
TCGA-DK-A3IU-01A
58 years, male, white, stage:ii, dead, 706 days
2314.6
TCGA-FD-A3SO-01A
68 years, male, white, stage:iv, dead, 168 days
2309.5
TCGA-FD-A6TC-01A
79 years, female, white, stage:iii, alive, 187 days
2309.5
TCGA-FD-A3B8-01A
56 years, male, white, stage:ii, alive, 384 days
2304.6
TCGA-DK-AA6L-01A
48 years, male, white, stage:iv, dead, 1163 days
2299.7
TCGA-GD-A3OS-01A
54 years, female, white, stage:ii, alive, 638 days
2288.1
TCGA-CU-A3KJ-01A
75 years, male, white, stage:iii, alive, 562 days
2283.4
TCGA-E7-A97P-01A
73 years, male, asian, stage:ii, dead, 437 days
2282.1
TCGA-E7-A5KF-01A
67 years, male, asian, stage:ii, alive, 20 days
2279.1
TCGA-C4-A0EZ-01A
69 years, female, stage:iv, dead, 273 days
2250.8
TCGA-UY-A78L-01A
62 years, male, white, stage:iv, alive, 1127 days
2235.9
TCGA-DK-AA71-01A
71 years, male, white, stage:ii, alive, 415 days
2226.4
TCGA-4Z-AA89-01A
61 years, male, white, stage:iv, alive, 902 days
2222.2
TCGA-PQ-A6FN-01A
78 years, female, white, stage:iii, alive, 507 days
2219.3
TCGA-ZF-A9RD-01A
75 years, female, white, stage:iv, dead, 408 days
2218.7
TCGA-XF-AAN3-01A
76 years, male, white, stage:iv, alive, 2625 days
2214.7
TCGA-DK-AA6M-01A
64 years, female, white, stage:ii, alive, 1582 days
2198.2
TCGA-FD-A62N-01A
69 years, male, asian, stage:iii, alive, 82 days
2183.5
TCGA-FD-A3SP-01A
60 years, male, white, stage:iii, alive, 783 days
2180.3
TCGA-ZF-AA56-01A
79 years, female, white, stage:iii, dead, 259 days
2169.0
TCGA-GD-A3OQ-01A
48 years, male, white, stage:iv, alive, 95 days
2167.9
TCGA-BT-A20U-01A
70 years, female, white, stage:iii, dead, 455 days
2116.0
TCGA-FD-A43Y-01A
65 years, male, white, stage:iii, dead, 474 days
2088.2
TCGA-ZF-A9RM-01A
70 years, male, white, stage:ii, alive, 1455 days
2037.1
TCGA-XF-A9T2-01A
54 years, male, white, stage:iii, dead, 575 days
2036.0
TCGA-DK-AA77-01A
61 years, male, white, stage:ii, alive, 618 days
2021.6
TCGA-FJ-A871-01A
49 years, male, white, stage:iii, dead, 272 days
2009.6
TCGA-XF-A9SM-01A
76 years, male, white, stage:iii, alive, 1048 days
2008.3
TCGA-XF-AAMQ-01A
59 years, female, white, stage:ii, alive, 2177 days
2007.7
TCGA-XF-AAN7-01A
60 years, male, white, stage:iv, dead, 565 days
2006.6
TCGA-XF-AAML-01A
75 years, male, white, stage:ii, dead, 232 days
1996.5
TCGA-G2-A2EF-01A
50 years, male, white, stage:ii, alive, 1884 days
1992.5
TCGA-FD-A3B5-01A
86 years, male, black or african american, stage:iv, dead, 272 days
1986.5
TCGA-GC-A3RC-01A
59 years, male, white, stage:ii, alive, 484 days
1983.2
TCGA-DK-A1A5-01A
79 years, male, white, stage:ii, dead, 65 days
1943.4
TCGA-DK-A1AB-01A
74 years, female, white, stage:iv, dead, 508 days
1927.9
TCGA-E7-A6ME-01A
75 years, male, asian, stage:ii, alive, 731 days
1888.8
TCGA-K4-A54R-01A
59 years, male, white, stage:ii, alive, 842 days
1888.4
TCGA-BT-A20V-01A
59 years, female, black or african american, stage:iv, dead, 154 days
1869.1
TCGA-BT-A3PJ-01A
76 years, male, white, stage:iii, alive, 789 days
1868.3
TCGA-DK-A2I4-01A
79 years, male, white, stage:iii, alive, 4343 days
1866.5
TCGA-FD-A3B6-01A
75 years, male, white, stage:ii, dead, 1005 days
1857.8
TCGA-K4-A5RJ-01A
75 years, male, white, stage:ii, alive, 539 days
1830.6
TCGA-4Z-AA80-01A
73 years, male, white, stage:ii, dead, 19 days
1830.0
TCGA-FD-A3N6-01A
43 years, female, black or african american, stage:ii, alive, 851 days
1825.3
TCGA-ZF-AA5N-01A
62 years, female, white, stage:iv, dead, 168 days
1817.2
TCGA-FD-A62S-01A
60 years, female, black or african american, stage:iii, dead, 406 days
1765.1
TCGA-FD-A6TH-01A
63 years, male, white, stage:iv, dead, 131 days
1713.6
TCGA-XF-A9T8-01A
64 years, male, white, stage:iii, dead, 418 days
1673.0
TCGA-4Z-AA7Y-01A
60 years, male, white, stage:ii, alive, 1522 days
1635.9
TCGA-XF-AAN2-01A
73 years, male, white, stage:ii, dead, 1869 days
1622.4
TCGA-E7-A7DV-01A
44 years, male, white, stage:iv, alive, 37 days
1602.0
TCGA-DK-A3X2-01A
85 years, male, white, stage:iv, dead, 547 days
1573.7
TCGA-G2-A3IB-01A
66 years, male, black or african american, stage:ii, dead, 220 days
1538.5
TCGA-K4-A5RH-01A
69 years, male, white, stage:iii, alive, 276 days
1538.4
TCGA-DK-A1AC-01A
72 years, male, white, stage:iii, alive, 3981 days
1477.0
TCGA-FD-A3B3-01A
74 years, female, white, stage:iii, dead, 974 days
1473.9
TCGA-GC-A4ZW-01A
71 years, male, white, stage:iii, alive, 15 days
1458.4
TCGA-HQ-A2OF-01A
52 years, female, stage:iii, alive, 1947 days
1437.3
TCGA-4Z-AA7W-01A
55 years, male, white, stage:ii, alive, 840 days
1427.5
TCGA-BL-A13I-01A
57 years, female, white, stage:iii, dead, 223 days
1411.3
TCGA-GC-A6I1-01A
90 years, female, white, stage:ii, dead, 272 days
1383.8
TCGA-BT-A20O-01A
75 years, male, white, stage:iii, dead, 370 days
1380.3
TCGA-4Z-AA86-01A
67 years, male, black or african american, stage:iv, dead, 311 days
1379.8
TCGA-DK-A6B1-01A
67 years, male, white, stage:ii, alive, 2049 days
1341.4
TCGA-GC-A3RB-01A
54 years, male, white, stage:iii, alive, 582 days
1311.4
TCGA-HQ-A5ND-01A
78 years, male, stage:iv, dead, 274 days
1299.1
TCGA-XF-A9T4-01A
48 years, male, white, stage:iv, dead, 495 days
1273.1
TCGA-G2-A2EJ-01A
56 years, female, white, stage:ii, alive, 1460 days
1189.9
TCGA-FD-A3N5-01A
69 years, male, black or african american, stage:ii, dead, 685 days
1179.9
TCGA-FD-A5BY-01A
63 years, female, white, stage:iii, alive, 251 days
1168.6
TCGA-DK-A2HX-01A
80 years, female, white, stage:iv, dead, 1420 days
1128.3
TCGA-FD-A5BU-01A
76 years, female, black or african american, stage:ii, alive, 588 days
1086.6
TCGA-DK-AA6R-01A
69 years, male, white, stage:iv, alive, 5041 days
909.1
TCGA-UY-A9PB-01A
49 years, male, white, stage:iii, alive, 899 days
783.4
TCGA-FD-A3SR-01A
68 years, male, white, stage:iv, dead, 602 days
745.6
TCGA-FD-A3B4-01A
55 years, female, black or african american, stage:iii, dead, 510 days
707.8
TCGA-PQ-A6FI-01A
70 years, male, white, stage:ii, alive, 372 days
679.2
TCGA-ZF-AA54-01A
71 years, male, white, stage:iii, dead, 590 days
501.8
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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.