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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
1788.1
Number of samples
406
Samples
Sample
Description
FPKM
TCGA-DK-AA6T-01A
63 years, male, white, stage:ii, alive, 572 days
5254.8
TCGA-DK-A6B5-01A
45 years, male, white, stage:iv, alive, 1542 days
5232.2
TCGA-G2-AA3C-01A
66 years, male, white, stage:iv, dead, 211 days
4492.8
TCGA-FD-A5C1-01A
61 years, female, white, stage:iii, alive, 1792 days
4126.7
TCGA-FD-A3B7-01A
66 years, male, black or african american, stage:iii, dead, 122 days
4102.7
TCGA-GU-A766-01A
62 years, male, white, stage:ii, alive, 480 days
4059.1
TCGA-FD-A3B3-01A
74 years, female, white, stage:iii, dead, 974 days
3933.1
TCGA-XF-AAN4-01A
77 years, female, white, stage:iii, dead, 823 days
3866.8
TCGA-FD-A3B6-01A
75 years, male, white, stage:ii, dead, 1005 days
3801.0
TCGA-YC-A89H-01A
78 years, female, white, stage:ii, alive, 573 days
3783.1
TCGA-FD-A6TK-01A
60 years, male, white, stage:iii, alive, 330 days
3715.1
TCGA-E7-A7DV-01A
44 years, male, white, stage:iv, alive, 37 days
3700.9
TCGA-XF-A9SY-01A
60 years, female, white, stage:iv, alive, 640 days
3594.6
TCGA-XF-A9SX-01A
63 years, female, white, stage:iv, dead, 719 days
3481.6
TCGA-DK-AA74-01A
75 years, male, white, stage:iii, alive, 1708 days
3421.8
TCGA-DK-A3WY-01A
67 years, female, white, stage:iii, alive, 4967 days
3341.9
TCGA-FD-A3SS-01A
66 years, male, white, stage:iv, dead, 391 days
3253.1
TCGA-XF-A9SW-01A
85 years, male, white, stage:iv, dead, 362 days
3249.3
TCGA-FT-A61P-01A
76 years, male, white, stage:iv, alive, 337 days
3192.8
TCGA-DK-A3IU-01A
58 years, male, white, stage:ii, dead, 706 days
3175.7
TCGA-XF-A9SL-01A
69 years, male, white, stage:iv, dead, 2020 days
3156.5
TCGA-E7-A97P-01A
73 years, male, asian, stage:ii, dead, 437 days
3149.5
TCGA-DK-A3IN-01A
72 years, male, white, stage:iii, dead, 250 days
3120.7
TCGA-ZF-AA58-01A
61 years, female, white, stage:iv, alive, 1649 days
3102.1
TCGA-BT-A42E-01A
74 years, male, white, stage:iii, alive, 1108 days
3064.1
TCGA-ZF-AA5P-01A
65 years, male, white, stage:iv, alive, 372 days
3048.2
TCGA-ZF-AA53-01A
60 years, male, white, stage:ii, alive, 1761 days
3010.0
TCGA-XF-AAMT-01A
75 years, female, white, stage:iv, dead, 90 days
2993.7
TCGA-DK-A3WW-01A
57 years, male, white, stage:iii, alive, 633 days
2993.1
TCGA-K4-A54R-01A
59 years, male, white, stage:ii, alive, 842 days
2982.7
TCGA-FD-A3N5-01A
69 years, male, black or african american, stage:ii, dead, 685 days
2926.9
TCGA-UY-A8OC-01A
90 years, male, white, stage:iv, dead, 92 days
2908.2
TCGA-UY-A9PB-01A
49 years, male, white, stage:iii, alive, 899 days
2890.8
TCGA-GU-AATP-01A
74 years, male, white, stage:iv, alive, 1003 days
2839.8
TCGA-FD-A5BS-01A
68 years, male, white, stage:iii, alive, 1639 days
2836.3
TCGA-FD-A3SP-01A
60 years, male, white, stage:iii, alive, 783 days
2832.1
TCGA-FD-A3B8-01A
56 years, male, white, stage:ii, alive, 384 days
2831.8
TCGA-FD-A5BT-01A
84 years, male, white, stage:iii, dead, 328 days
2803.5
TCGA-4Z-AA86-01A
67 years, male, black or african american, stage:iv, dead, 311 days
2783.3
TCGA-FD-A5BX-01A
82 years, male, white, stage:iv, dead, 173 days
2778.0
TCGA-BL-A13I-01A
57 years, female, white, stage:iii, dead, 223 days
2777.2
TCGA-FD-A3SN-01A
79 years, male, white, stage:iii, alive, 887 days
2776.5
TCGA-C4-A0F0-01A
60 years, male, stage:ii, alive, 59 days
2763.2
TCGA-ZF-AA52-01A
70 years, male, white, stage:iii, dead, 1077 days
2740.6
TCGA-XF-A9T3-01A
69 years, female, white, stage:iv, alive, 68 days
2739.9
TCGA-FD-A3SO-01A
68 years, male, white, stage:iv, dead, 168 days
2734.5
TCGA-BT-A20J-01A
75 years, male, white, stage:ii, dead, 579 days
2726.8
TCGA-K4-A5RH-01A
69 years, male, white, stage:iii, alive, 276 days
2725.6
TCGA-FD-A5BU-01A
76 years, female, black or african american, stage:ii, alive, 588 days
2725.4
TCGA-BT-A2LD-01A
78 years, female, white, stage:iv, dead, 623 days
2722.3
TCGA-FD-A3SL-01A
60 years, male, white, stage:iv, dead, 712 days
2712.8
TCGA-LC-A66R-01A
78 years, male, white, stage:iv, alive, 466 days
2708.2
TCGA-XF-A9T5-01A
78 years, female, white, stage:iv, alive, 2027 days
2707.8
TCGA-UY-A8OB-01A
64 years, male, white, stage:iv, alive, 2109 days
2700.5
TCGA-ZF-AA4V-01A
66 years, male, white, stage:iii, alive, 1806 days
2691.3
TCGA-GV-A40E-01A
75 years, male, white, stage:ii, dead, 261 days
2680.0
TCGA-FT-A3EE-01A
80 years, female, white, stage:iii, dead, 99 days
2671.9
TCGA-XF-A9SI-01A
73 years, female, asian, stage:ii, alive, 2423 days
2671.0
TCGA-ZF-AA5H-01A
60 years, female, white, stage:iv, alive, 897 days
2669.0
TCGA-BT-A42F-01A
64 years, male, white, stage:iv, alive, 864 days
2659.8
TCGA-XF-A9SM-01A
76 years, male, white, stage:iii, alive, 1048 days
2644.2
TCGA-FD-A62N-01A
69 years, male, asian, stage:iii, alive, 82 days
2643.1
TCGA-BT-A3PK-01A
80 years, male, white, stage:ii, dead, 303 days
2640.2
TCGA-DK-A1A3-01A
60 years, male, white, stage:iv, dead, 665 days
2629.4
TCGA-G2-AA3B-01A
75 years, female, white, stage:ii, alive, 2008 days
2628.2
TCGA-FD-A6TF-01A
80 years, female, white, stage:iv, dead, 69 days
2622.5
TCGA-GC-A6I1-01A
90 years, female, white, stage:ii, dead, 272 days
2615.6
TCGA-UY-A78L-01A
62 years, male, white, stage:iv, alive, 1127 days
2604.4
TCGA-4Z-AA7R-01A
73 years, male, black or african american, stage:iv, dead, 522 days
2577.8
TCGA-BT-A2LB-01A
73 years, female, white, stage:iii, dead, 492 days
2577.4
TCGA-DK-A3WX-01A
67 years, female, white, stage:iii, dead, 321 days
2541.8
TCGA-DK-AA6R-01A
69 years, male, white, stage:iv, alive, 5041 days
2534.8
TCGA-XF-AAN7-01A
60 years, male, white, stage:iv, dead, 565 days
2496.8
TCGA-XF-A9SU-01A
74 years, female, white, stage:iv, dead, 182 days
2495.5
TCGA-BL-A5ZZ-01A
80 years, female, white, stage:iii, alive, 377 days
2494.1
TCGA-CF-A1HS-01A
75 years, female, asian, stage:iii, alive, 382 days
2493.9
TCGA-XF-A9T6-01A
88 years, female, white, stage:iii, alive, 64 days
2489.5
TCGA-GC-A3YS-01A
61 years, male, white, stage:iv, alive, 758 days
2483.6
TCGA-FD-A6TD-01A
77 years, male, white, stage:iii, dead, 386 days
2475.8
TCGA-FD-A6TH-01A
63 years, male, white, stage:iv, dead, 131 days
2470.7
TCGA-4Z-AA81-01A
80 years, male, white, stage:ii, dead, 1270 days
2469.1
TCGA-BT-A3PJ-01A
76 years, male, white, stage:iii, alive, 789 days
2454.4
TCGA-GD-A3OQ-01A
48 years, male, white, stage:iv, alive, 95 days
2450.5
TCGA-DK-AA6M-01A
64 years, female, white, stage:ii, alive, 1582 days
2428.9
TCGA-PQ-A6FI-01A
70 years, male, white, stage:ii, alive, 372 days
2423.3
TCGA-DK-A2I6-01A
81 years, male, white, stage:iv, alive, 2656 days
2422.4
TCGA-BT-A20R-01A
79 years, female, white, stage:iv, dead, 154 days
2383.9
TCGA-FD-A62S-01A
60 years, female, black or african american, stage:iii, dead, 406 days
2363.4
TCGA-4Z-AA7W-01A
55 years, male, white, stage:ii, alive, 840 days
2358.2
TCGA-XF-AAMG-01A
49 years, male, white, stage:iii, alive, 3364 days
2346.4
TCGA-XF-AAN5-01A
61 years, female, white, stage:iii, alive, 2293 days
2343.8
TCGA-DK-A1A5-01A
79 years, male, white, stage:ii, dead, 65 days
2342.6
TCGA-XF-A9SZ-01A
79 years, male, white, stage:iv, dead, 859 days
2334.6
TCGA-FJ-A871-01A
49 years, male, white, stage:iii, dead, 272 days
2325.7
TCGA-SY-A9G5-01A
66 years, male, white, stage:iii, alive, 1186 days
2324.8
TCGA-XF-A8HD-01A
77 years, male, white, stage:iii, alive, 2964 days
2320.4
TCGA-GU-A764-01A
66 years, male, white, stage:ii, alive, 610 days
2308.8
TCGA-FD-A3N6-01A
43 years, female, black or african american, stage:ii, alive, 851 days
2277.3
TCGA-ZF-AA5N-01A
62 years, female, white, stage:iv, dead, 168 days
2273.6
TCGA-XF-A9T4-01A
48 years, male, white, stage:iv, dead, 495 days
2269.9
TCGA-BT-A20O-01A
75 years, male, white, stage:iii, dead, 370 days
2269.6
TCGA-FD-A62P-01A
76 years, male, white, stage:ii, dead, 191 days
2265.3
TCGA-BT-A20X-01A
56 years, male, white, stage:iv, dead, 251 days
2251.2
TCGA-ZF-A9RC-01A
77 years, male, white, stage:iii, alive, 2868 days
2250.6
TCGA-YF-AA3M-01A
57 years, male, stage:ii, alive, 415 days
2249.5
TCGA-DK-A3IQ-01A
74 years, male, white, stage:iii, dead, 539 days
2236.0
TCGA-UY-A78M-01A
81 years, female, asian, stage:iv, dead, 690 days
2222.2
TCGA-GC-A3OO-01A
79 years, male, white, stage:ii, alive, 481 days
2221.8
TCGA-GC-A3RC-01A
59 years, male, white, stage:ii, alive, 484 days
2213.6
TCGA-DK-A2I4-01A
79 years, male, white, stage:iii, alive, 4343 days
2209.6
TCGA-SY-A9G0-01A
82 years, male, white, stage:iv, dead, 1008 days
2202.6
TCGA-K4-A4AC-01A
83 years, male, white, stage:ii, dead, 278 days
2190.4
TCGA-ZF-A9RD-01A
75 years, female, white, stage:iv, dead, 408 days
2180.5
TCGA-XF-AAMQ-01A
59 years, female, white, stage:ii, alive, 2177 days
2171.7
TCGA-ZF-AA4R-01A
67 years, male, white, stage:iv, dead, 1036 days
2156.8
TCGA-4Z-AA82-01A
59 years, male, black or african american, stage:iv, dead, 1556 days
2155.2
TCGA-XF-AAME-01A
64 years, female, white, stage:ii, dead, 2828 days
2148.9
TCGA-XF-AAMR-01A
48 years, male, white, stage:iii, alive, 2790 days
2145.8
TCGA-UY-A78P-01A
78 years, female, white, stage:ii, alive, 2380 days
2141.2
TCGA-XF-AAN0-01A
68 years, male, white, stage:iv, dead, 1718 days
2140.6
TCGA-2F-A9KT-01A
83 years, male, white, stage:ii, alive, 3314 days
2120.0
TCGA-UY-A8OD-01A
67 years, female, black or african american, stage:ii, alive, 3432 days
2118.0
TCGA-PQ-A6FN-01A
78 years, female, white, stage:iii, alive, 507 days
2096.1
TCGA-XF-A9SJ-01A
83 years, male, white, stage:iv, dead, 98 days
2081.6
TCGA-5N-A9KI-01A
76 years, female, white, stage:iii, dead, 76 days
2063.3
TCGA-CU-A3KJ-01A
75 years, male, white, stage:iii, alive, 562 days
2058.5
TCGA-E7-A7XN-01A
67 years, male, asian, stage:iii, alive, 428 days
2051.0
TCGA-GU-A762-01A
87 years, male, white, stage:iv, dead, 232 days
2047.0
TCGA-DK-A2I2-01A
63 years, female, white, stage:iv, dead, 237 days
2040.3
TCGA-XF-AAMW-01A
79 years, female, white, stage:iv, dead, 253 days
2032.5
TCGA-K4-A83P-01A
77 years, male, white, stage:iv, alive, 495 days
2030.8
TCGA-FD-A43S-01A
71 years, female, white, stage:iii, alive, 455 days
2030.0
TCGA-ZF-AA4T-01A
65 years, male, white, stage:iv, dead, 599 days
2029.6
TCGA-ZF-A9R1-01A
81 years, male, white, stage:iv, alive, 773 days
2022.5
TCGA-GU-AATO-01A
75 years, male, white, stage:iv, dead, 324 days
2022.1
TCGA-DK-A1AF-01A
84 years, female, white, stage:iv, alive, 536 days
2015.2
TCGA-4Z-AA7N-01A
66 years, male, white, stage:iii, dead, 1367 days
2012.5
TCGA-XF-AAMJ-01A
70 years, male, asian, stage:iii, dead, 1670 days
2009.1
TCGA-HQ-A5ND-01A
78 years, male, stage:iv, dead, 274 days
2006.4
TCGA-CU-A0YN-01A
60 years, male, white, stage:iii, dead, 393 days
2005.2
TCGA-FD-A43U-01A
70 years, male, white, stage:iv, alive, 636 days
2004.2
TCGA-XF-A9T8-01A
64 years, male, white, stage:iii, dead, 418 days
1998.6
TCGA-E7-A3X6-01A
70 years, male, white, stage:ii, dead, 904 days
1998.0
TCGA-CU-A72E-01A
76 years, male, white, stage:iv, dead, 413 days
1993.2
TCGA-ZF-AA54-01A
71 years, male, white, stage:iii, dead, 590 days
1985.6
TCGA-UY-A9PF-01A
78 years, male, white, stage:iv, alive, 117 days
1974.1
TCGA-G2-A2EF-01A
50 years, male, white, stage:ii, alive, 1884 days
1965.3
TCGA-G2-A3IB-01A
66 years, male, black or african american, stage:ii, dead, 220 days
1964.5
TCGA-FD-A5BV-01A
47 years, female, white, stage:iii, dead, 163 days
1961.5
TCGA-G2-A2EJ-01A
56 years, female, white, stage:ii, alive, 1460 days
1951.6
TCGA-K4-A3WS-01A
66 years, male, white, stage:iii, alive, 761 days
1949.9
TCGA-ZF-A9RN-01A
67 years, female, white, stage:iii, dead, 615 days
1943.3
TCGA-ZF-AA4U-01A
70 years, male, white, stage:iii, dead, 262 days
1935.8
TCGA-XF-AAN2-01A
73 years, male, white, stage:ii, dead, 1869 days
1935.0
TCGA-UY-A9PE-01A
87 years, male, white, stage:iv, alive, 189 days
1919.8
TCGA-DK-A3IT-01A
62 years, male, white, stage:iii, alive, 648 days
1902.9
TCGA-FD-A3SQ-01A
62 years, male, white, stage:iv, dead, 1423 days
1901.6
TCGA-DK-A6AV-01A
82 years, female, asian, stage:ii, alive, 1952 days
1898.5
TCGA-K4-AAQO-01A
56 years, male, white, stage:iii, alive, 359 days
1896.7
TCGA-FD-A3B4-01A
55 years, female, black or african american, stage:iii, dead, 510 days
1891.7
TCGA-4Z-AA7Y-01A
60 years, male, white, stage:ii, alive, 1522 days
1891.4
TCGA-DK-A2HX-01A
80 years, female, white, stage:iv, dead, 1420 days
1887.9
TCGA-FD-A6TG-01A
73 years, male, white, stage:iv, dead, 93 days
1874.7
TCGA-R3-A69X-01A
70 years, male, white, stage:iii, alive, 433 days
1863.4
TCGA-XF-A9SK-01A
65 years, male, white, stage:iv, dead, 486 days
1862.3
TCGA-GC-A3I6-01A
45 years, male, white, stage:iii, dead, 630 days
1861.5
TCGA-UY-A9PH-01A
73 years, male, white, stage:ii, alive, 1561 days
1858.2
TCGA-ZF-AA56-01A
79 years, female, white, stage:iii, dead, 259 days
1847.6
TCGA-ZF-AA4N-01A
74 years, male, white, stage:ii, dead, 88 days
1845.1
TCGA-FD-A43Y-01A
65 years, male, white, stage:iii, dead, 474 days
1826.0
TCGA-DK-A1A6-01A
53 years, male, white, stage:iv, alive, 2020 days
1824.3
TCGA-FD-A3B5-01A
86 years, male, black or african american, stage:iv, dead, 272 days
1814.5
TCGA-K4-A5RJ-01A
75 years, male, white, stage:ii, alive, 539 days
1812.5
TCGA-GC-A6I3-01A
90 years, female, black or african american, stage:iv, alive, 423 days
1800.9
TCGA-DK-A1AB-01A
74 years, female, white, stage:iv, dead, 508 days
1795.6
TCGA-BT-A20V-01A
59 years, female, black or african american, stage:iv, dead, 154 days
1789.4
TCGA-UY-A78K-01A
60 years, male, white, stage:iv, dead, 536 days
1783.2
TCGA-DK-AA6Q-01A
61 years, female, white, stage:iv, dead, 413 days
1780.7
TCGA-G2-A2EO-01A
69 years, male, white, stage:iii, dead, 1804 days
1778.0
TCGA-XF-A9SP-01A
59 years, male, white, stage:iii, dead, 454 days
1776.0
TCGA-2F-A9KW-01A
67 years, female, white, stage:iii, dead, 254 days
1772.1
TCGA-CF-A3MH-01A
75 years, male, asian, stage:ii, alive, 398 days
1770.4
TCGA-KQ-A41S-01A
87 years, female, white, stage:iii, alive, 35 days
1769.3
TCGA-5N-A9KM-01A
73 years, female, white, stage:iii, dead, 530 days
1756.9
TCGA-HQ-A5NE-01A
56 years, male, stage:iii, dead, 370 days
1749.8
TCGA-XF-AAN8-01A
74 years, female, white, stage:iii, dead, 118 days
1742.9
TCGA-YC-A8S6-01A
71 years, male, white, stage:ii, alive, 293 days
1733.8
TCGA-K4-A4AB-01B
76 years, male, white, stage:iii, alive, 84 days
1732.8
TCGA-BT-A20Q-01A
73 years, male, white, stage:iv, dead, 593 days
1732.3
TCGA-K4-A6FZ-01A
75 years, female, white, stage:iii, alive, 55 days
1711.8
TCGA-DK-A3X1-01A
78 years, female, white, stage:iii, alive, 2009 days
1699.8
TCGA-GC-A3RD-01A
83 years, female, white, stage:iii, alive, 428 days
1699.7
TCGA-FD-A3NA-01A
60 years, male, white, stage:ii, alive, 1845 days
1681.7
TCGA-FJ-A3Z9-01A
72 years, male, white, dead, 385 days
1678.4
TCGA-DK-AA6L-01A
48 years, male, white, stage:iv, dead, 1163 days
1671.0
TCGA-4Z-AA7O-01A
64 years, male, black or african american, stage:ii, alive, 512 days
1662.2
TCGA-4Z-AA7M-01A
65 years, male, white, stage:iii, alive, 495 days
1661.3
TCGA-FD-A43P-01A
74 years, male, black or african american, stage:ii, alive, 832 days
1661.1
TCGA-BT-A20T-01A
63 years, male, white, stage:iv, dead, 453 days
1652.0
TCGA-XF-A9SV-01A
82 years, male, white, stage:iv, dead, 388 days
1650.4
TCGA-ZF-A9RF-01A
74 years, male, white, stage:ii, alive, 1949 days
1649.9
TCGA-K4-A5RI-01A
67 years, female, white, stage:iii, dead, 356 days
1641.8
TCGA-FD-A5BZ-01A
77 years, female, white, stage:iv, dead, 835 days
1637.1
TCGA-FD-A6TB-01A
82 years, male, white, stage:iii, alive, 572 days
1635.2
TCGA-DK-A6AW-01A
70 years, male, white, stage:ii, alive, 1621 days
1634.0
TCGA-BT-A0YX-01A
70 years, female, white, stage:iii, dead, 400 days
1625.1
TCGA-E5-A2PC-01A
61 years, female, white, stage:iv, alive, 1326 days
1615.7
TCGA-KQ-A41N-01A
73 years, male, black or african american, stage:iii, alive, 1604 days
1611.8
TCGA-DK-AA6S-01A
60 years, male, white, stage:iii, alive, 5050 days
1609.5
TCGA-XF-A9T2-01A
54 years, male, white, stage:iii, dead, 575 days
1604.5
TCGA-4Z-AA84-01A
61 years, male, white, stage:iv, alive, 460 days
1602.5
TCGA-CF-A3MG-01A
48 years, male, asian, stage:ii, alive, 369 days
1602.2
TCGA-CF-A47T-01A
58 years, female, asian, stage:ii, dead, 385 days
1600.1
TCGA-C4-A0F1-01A
71 years, male, stage:iii, alive, 89 days
1587.0
TCGA-FD-A3SR-01A
68 years, male, white, stage:iv, dead, 602 days
1583.7
TCGA-DK-AA75-01A
82 years, male, white, stage:iii, dead, 340 days
1569.4
TCGA-E7-A4IJ-01A
56 years, male, asian, stage:ii, dead, 674 days
1563.7
TCGA-4Z-AA7Q-01A
79 years, male, white, stage:iii, dead, 510 days
1562.4
TCGA-CU-A0YO-01A
84 years, male, white, stage:iv, dead, 149 days
1561.6
TCGA-XF-A9ST-01A
68 years, male, white, stage:iii, dead, 128 days
1556.0
TCGA-FD-A5BY-01A
63 years, female, white, stage:iii, alive, 251 days
1552.1
TCGA-BT-A3PH-01A
76 years, male, white, stage:iv, dead, 142 days
1550.5
TCGA-YC-A9TC-01A
72 years, male, white, stage:iv, dead, 20 days
1547.6
TCGA-BT-A20N-01A
72 years, male, stage:iii, dead, 795 days
1544.9
TCGA-ZF-A9R7-01A
76 years, female, white, stage:ii, alive, 665 days
1534.9
TCGA-C4-A0F7-01A
77 years, male, stage:iv, dead, 62 days
1532.9
TCGA-UY-A9PA-01A
48 years, male, white, stage:iii, alive, 119 days
1532.3
TCGA-E7-A7DU-01A
73 years, male, white, stage:iii, alive, 28 days
1517.1
TCGA-FD-A43N-01A
76 years, male, white, stage:iii, alive, 230 days
1511.4
TCGA-XF-A8HI-01A
57 years, female, white, stage:iv, dead, 544 days
1510.9
TCGA-ZF-AA51-01A
69 years, female, white, stage:ii, alive, 1714 days
1502.9
TCGA-FD-A5BR-01A
57 years, male, white, stage:ii, alive, 813 days
1502.7
TCGA-GC-A3BM-01A
70 years, male, white, stage:ii, dead, 651 days
1501.3
TCGA-XF-A8HE-01A
47 years, male, white, stage:iii, alive, 3817 days
1500.1
TCGA-DK-A6B2-01A
70 years, male, white, stage:iv, alive, 477 days
1494.4
TCGA-4Z-AA89-01A
61 years, male, white, stage:iv, alive, 902 days
1488.9
TCGA-FD-A3SM-01A
70 years, male, white, stage:iv, dead, 547 days
1488.1
TCGA-XF-A9T0-01A
69 years, male, white, stage:iii, alive, 799 days
1486.6
TCGA-E7-A4XJ-01A
66 years, male, asian, stage:ii, dead, 68 days
1481.1
TCGA-DK-A3IM-01A
77 years, male, white, stage:iii, dead, 248 days
1480.6
TCGA-FD-A3SJ-01A
59 years, male, white, stage:iv, dead, 739 days
1476.0
TCGA-GD-A3OS-01A
54 years, female, white, stage:ii, alive, 638 days
1459.9
TCGA-GC-A4ZW-01A
71 years, male, white, stage:iii, alive, 15 days
1459.9
TCGA-CU-A3QU-01A
58 years, male, white, stage:iv, alive, 158 days
1458.6
TCGA-ZF-A9R4-01A
83 years, male, white, stage:ii, alive, 921 days
1458.3
TCGA-K4-A3WU-01B
88 years, male, white, stage:iii, alive, 105 days
1457.3
TCGA-G2-A2ES-01A
85 years, male, white, stage:ii, dead, 1004 days
1442.3
TCGA-XF-AAMY-01A
78 years, male, white, stage:iii, alive, 3011 days
1440.4
TCGA-CF-A1HR-01A
62 years, male, asian, stage:iii, alive, 389 days
1439.7
TCGA-S5-A6DX-01A
83 years, male, white, stage:iv, dead, 56 days
1438.7
TCGA-ZF-A9R9-01A
58 years, male, white, stage:iv, dead, 864 days
1429.3
TCGA-DK-A3IK-01A
87 years, male, white, stage:iv, dead, 146 days
1429.2
TCGA-GC-A3RB-01A
54 years, male, white, stage:iii, alive, 582 days
1425.5
TCGA-DK-AA6U-01A
64 years, male, white, stage:ii, alive, 578 days
1423.7
TCGA-BT-A20U-01A
70 years, female, white, stage:iii, dead, 455 days
1421.7
TCGA-C4-A0F6-01A
82 years, female, stage:iii, alive, 700 days
1421.4
TCGA-CF-A9FL-01A
85 years, male, asian, stage:iii, dead, 565 days
1420.1
TCGA-DK-A1AG-01A
66 years, male, white, stage:iii, alive, 475 days
1419.3
TCGA-BT-A2LA-01A
54 years, male, white, stage:iii, alive, 522 days
1418.8
TCGA-BT-A20P-01A
81 years, female, white, stage:iii, dead, 544 days
1417.9
TCGA-DK-A2I1-01A
73 years, female, white, stage:ii, alive, 546 days
1417.8
TCGA-E5-A4TZ-01A
64 years, male, white, stage:iv, dead, 467 days
1416.0
TCGA-DK-A1AD-01A
69 years, male, white, stage:iv, alive, 3420 days
1402.2
TCGA-DK-A1AA-01A
57 years, male, white, stage:iii, alive, 578 days
1383.8
TCGA-HQ-A2OF-01A
52 years, female, stage:iii, alive, 1947 days
1383.0
TCGA-ZF-A9R2-01A
75 years, male, white, stage:ii, alive, 642 days
1373.4
TCGA-DK-A3IL-01A
79 years, female, white, stage:iv, dead, 413 days
1364.4
TCGA-2F-A9KR-01A
59 years, female, stage:iii, dead, 3183 days
1363.8
TCGA-CF-A5U8-01A
59 years, male, asian, stage:ii, alive, 399 days
1360.3
TCGA-E7-A6MD-01A
66 years, male, white, stage:iv, alive, 129 days
1347.4
TCGA-GU-A42Q-01A
67 years, male, white, stage:iii, dead, 344 days
1343.0
TCGA-E7-A97Q-01A
60 years, female, white, stage:iv, dead, 246 days
1333.7
TCGA-GU-A42P-01A
72 years, male, white, stage:iv, dead, 332 days
1331.9
TCGA-FD-A6TC-01A
79 years, female, white, stage:iii, alive, 187 days
1331.1
TCGA-KQ-A41O-01A
84 years, male, stage:iv, alive, 1538 days
1330.5
TCGA-FD-A62O-01A
74 years, male, white, stage:iv, dead, 216 days
1319.0
TCGA-DK-A1AC-01A
72 years, male, white, stage:iii, alive, 3981 days
1318.9
TCGA-E7-A7PW-01A
63 years, male, asian, stage:iii, alive, 416 days
1318.7
TCGA-CF-A5UA-01A
67 years, male, asian, stage:ii, alive, 365 days
1318.1
TCGA-FD-A5C0-01A
61 years, male, white, stage:iv, dead, 550 days
1313.5
TCGA-GU-AATQ-01A
69 years, male, white, stage:iii, dead, 213 days
1312.8
TCGA-H4-A2HQ-01A
64 years, female, black or african american, stage:iv, alive, 590 days
1310.1
TCGA-GV-A3JV-01A
66 years, male, white, stage:iv, dead, 434 days
1298.5
TCGA-GU-A763-01A
72 years, male, white, stage:iii, alive, 997 days
1296.8
TCGA-4Z-AA83-01A
52 years, male, white, stage:ii, alive, 2024 days
1294.3
TCGA-DK-A6B0-01A
61 years, male, white, stage:ii, alive, 2330 days
1279.1
TCGA-G2-AA3F-01A
77 years, male, white, stage:iv, alive, 893 days
1265.2
TCGA-DK-A3IS-01A
68 years, male, white, stage:ii, alive, 1529 days
1259.3
TCGA-G2-A2EC-01A
58 years, female, black or african american, stage:ii, dead, 696 days
1251.4
TCGA-E7-A8O8-01A
59 years, male, asian, stage:ii, alive, 13 days
1250.1
TCGA-2F-A9KO-01A
63 years, male, white, stage:iv, dead, 734 days
1244.4
TCGA-4Z-AA7S-01A
66 years, male, black or african american, stage:iii, dead, 1064 days
1244.1
TCGA-XF-A8HF-01A
80 years, male, white, stage:iii, dead, 2954 days
1241.6
TCGA-FD-A43X-01A
84 years, male, white, stage:ii, alive, 110 days
1231.9
TCGA-CU-A0YR-01A
84 years, male, white, stage:iv, dead, 460 days
1222.3
TCGA-4Z-AA80-01A
73 years, male, white, stage:ii, dead, 19 days
1221.0
TCGA-FD-A6TA-01A
58 years, male, white, stage:iv, alive, 1912 days
1219.2
TCGA-G2-AA3D-01A
60 years, male, white, stage:iv, alive, 2139 days
1212.8
TCGA-UY-A9PD-01A
81 years, male, white, stage:iii, alive, 542 days
1208.2
TCGA-CF-A9FF-01A
52 years, male, asian, stage:ii, alive, 361 days
1203.8
TCGA-XF-AAN3-01A
76 years, male, white, stage:iv, alive, 2625 days
1201.6
TCGA-DK-AA71-01A
71 years, male, white, stage:ii, alive, 415 days
1197.8
TCGA-CF-A3MI-01A
62 years, male, asian, stage:ii, alive, 370 days
1195.0
TCGA-BT-A20W-01A
71 years, male, white, stage:ii, dead, 254 days
1186.1
TCGA-XF-AAML-01A
75 years, male, white, stage:ii, dead, 232 days
1178.8
TCGA-XF-A8HH-01A
61 years, female, white, stage:iv, dead, 57 days
1169.5
TCGA-GU-A767-01A
81 years, male, white, stage:iv, dead, 144 days
1169.4
TCGA-FD-A6TI-01A
73 years, male, white, stage:iv, dead, 294 days
1160.7
TCGA-E7-A541-01A
66 years, male, white, stage:ii, dead, 778 days
1160.1
TCGA-BT-A0S7-01A
75 years, male, white, stage:iii, dead, 200 days
1156.0
TCGA-KQ-A41P-01A
76 years, male, white, stage:iv, alive, 1094 days
1145.9
TCGA-GV-A3JX-01A
59 years, male, white, stage:iii, alive, 581 days
1143.7
TCGA-GC-A3WC-01A
80 years, female, white, stage:iii, alive, 540 days
1143.1
TCGA-DK-AA6X-01A
63 years, male, white, stage:ii, alive, 467 days
1136.9
TCGA-K4-A3WV-01A
77 years, female, white, stage:ii, alive, 646 days
1133.4
TCGA-E7-A6ME-01A
75 years, male, asian, stage:ii, alive, 731 days
1133.2
TCGA-ZF-A9RE-01A
78 years, female, white, stage:ii, dead, 106 days
1130.2
TCGA-ZF-A9R0-01A
82 years, male, white, stage:iii, dead, 680 days
1126.6
TCGA-UY-A78N-01A
79 years, male, white, stage:iv, dead, 2641 days
1122.4
TCGA-FJ-A3Z7-01A
76 years, male, white, stage:iv, alive, 945 days
1120.0
TCGA-XF-AAN1-01A
75 years, female, stage:iii, dead, 941 days
1118.6
TCGA-E7-A8O7-01A
52 years, male, asian, stage:ii, alive, 466 days
1118.2
TCGA-GD-A6C6-01A
64 years, male, white, stage:iii, alive, 67 days
1117.2
TCGA-GV-A3QI-01A
47 years, male, white, stage:iii, alive, 1110 days
1113.4
TCGA-UY-A78O-01A
74 years, female, white, stage:ii, alive, 2312 days
1108.0
TCGA-CF-A47Y-01A
55 years, male, asian, stage:ii, alive, 373 days
1107.5
TCGA-S5-AA26-01A
46 years, male, black or african american, stage:iii, alive, 503 days
1107.5
TCGA-G2-A2EK-01A
57 years, male, white, stage:ii, alive, 485 days
1106.8
TCGA-DK-A6B1-01A
67 years, male, white, stage:ii, alive, 2049 days
1105.2
TCGA-CF-A47X-01A
60 years, male, asian, stage:ii, alive, 384 days
1103.8
TCGA-CF-A27C-01A
52 years, male, asian, stage:iii, alive, 425 days
1097.6
TCGA-G2-A2EL-01A
77 years, male, white, stage:ii, dead, 819 days
1094.1
TCGA-GD-A2C5-01A
53 years, female, white, stage:iv, alive, 812 days
1091.9
TCGA-ZF-AA4W-01A
56 years, male, white, stage:iii, alive, 1830 days
1079.6
TCGA-GD-A76B-01A
86 years, female, white, stage:ii, dead, 224 days
1066.6
TCGA-K4-A6MB-01A
64 years, male, white, stage:iv, alive, 469 days
1060.5
TCGA-GV-A3JZ-01A
55 years, male, white, stage:iv, alive, 603 days
1057.9
TCGA-CF-A9FM-01A
50 years, male, asian, stage:i, alive, 398 days
1053.7
TCGA-MV-A51V-01A
75 years, male, white, stage:iii, alive, 410 days
1047.4
TCGA-4Z-AA87-01A
72 years, male, black or african american, stage:iii, alive, 1454 days
1045.1
TCGA-KQ-A41Q-01A
89 years, male, white, stage:iii, alive, 1429 days
1028.0
TCGA-CF-A8HY-01A
59 years, male, asian, stage:ii, alive, 345 days
1021.3
TCGA-GV-A6ZA-01A
54 years, male, white, stage:ii, alive, 691 days
1019.7
TCGA-C4-A0EZ-01A
69 years, female, stage:iv, dead, 273 days
1016.1
TCGA-CF-A8HX-01A
55 years, female, asian, stage:ii, alive, 345 days
1013.5
TCGA-DK-A3IV-01A
60 years, male, white, stage:ii, dead, 294 days
1011.4
TCGA-XF-A8HC-01A
79 years, male, asian, stage:iv, dead, 200 days
1010.4
TCGA-HQ-A2OE-01A
male, alive, 1174 days
1007.9
TCGA-E7-A519-01A
72 years, male, white, stage:ii, alive, 508 days
1006.7
TCGA-E7-A3Y1-01A
57 years, male, white, stage:ii, alive, 163 days
998.6
TCGA-BT-A42C-01A
64 years, male, white, stage:ii, alive, 873 days
994.1
TCGA-ZF-A9RL-01A
61 years, male, white, stage:ii, alive, 2703 days
989.9
TCGA-E7-A677-01A
81 years, male, asian, stage:ii, alive, 820 days
986.3
TCGA-E7-A85H-01A
64 years, male, asian, stage:iii, alive, 394 days
977.1
TCGA-FJ-A3ZF-01A
73 years, male, white, stage:iii, alive, 524 days
956.9
TCGA-GV-A3QF-01A
79 years, male, white, stage:iv, dead, 617 days
928.3
TCGA-E7-A5KF-01A
67 years, male, asian, stage:ii, alive, 20 days
922.4
TCGA-CU-A5W6-01A
70 years, male, white, stage:iii, dead, 56 days
922.1
TCGA-DK-A1AE-01A
84 years, male, white, stage:iii, alive, 491 days
918.9
TCGA-FD-A6TE-01A
54 years, male, white, stage:iv, alive, 376 days
915.6
TCGA-KQ-A41R-01A
80 years, female, white, stage:ii, alive, 1350 days
911.4
TCGA-ZF-AA4X-01A
56 years, male, white, stage:ii, alive, 2044 days
903.3
TCGA-BL-A3JM-01A
63 years, male, white, stage:iii, dead, 205 days
900.5
TCGA-DK-AA6W-01A
79 years, male, white, stage:ii, dead, 415 days
895.5
TCGA-G2-A3VY-01A
66 years, male, asian, stage:ii, alive, 536 days
892.2
TCGA-GV-A40G-01A
77 years, male, white, stage:ii, alive, 580 days
890.3
TCGA-2F-A9KP-01A
66 years, male, white, stage:iv, dead, 364 days
888.7
TCGA-CF-A47S-01A
41 years, male, asian, stage:ii, alive, 333 days
877.5
TCGA-E7-A678-01A
55 years, male, asian, stage:iii, alive, 798 days
871.8
TCGA-CF-A47V-01A
52 years, male, asian, stage:ii, alive, 379 days
869.9
TCGA-G2-A3IE-01A
52 years, male, white, stage:ii, dead, 612 days
857.5
TCGA-LT-A8JT-01A
69 years, female, white, stage:ii, alive, 641 days
852.3
TCGA-DK-AA77-01A
61 years, male, white, stage:ii, alive, 618 days
851.4
TCGA-DK-A3X2-01A
85 years, male, white, stage:iv, dead, 547 days
840.3
TCGA-FJ-A3ZE-01A
65 years, male, white, stage:iv, dead, 324 days
827.4
TCGA-CF-A47W-01A
42 years, male, asian, stage:ii, alive, 368 days
823.1
TCGA-H4-A2HO-01A
53 years, male, white, stage:iii, alive, 46 days
822.2
TCGA-DK-AA6P-01A
72 years, female, white, stage:ii, alive, 457 days
819.8
TCGA-XF-AAMZ-01A
81 years, female, white, stage:iv, dead, 1348 days
815.3
TCGA-GV-A3QK-01B
56 years, female, white, stage:iv, alive, 832 days
788.0
TCGA-GU-A42R-01A
68 years, male, white, stage:iv, dead, 577 days
787.6
TCGA-XF-A8HB-01A
50 years, female, stage:ii, alive, 1370 days
785.9
TCGA-ZF-A9R3-01A
53 years, female, white, stage:ii, dead, 949 days
772.1
TCGA-GV-A3JW-01A
74 years, male, white, stage:ii, alive, 649 days
769.5
TCGA-XF-AAMX-01A
87 years, female, black or african american, stage:iii, dead, 206 days
763.8
TCGA-GD-A3OP-01A
84 years, female, white, stage:iv, alive, 64 days
754.5
TCGA-BL-A0C8-01A
73 years, male, white, stage:i, alive, 1219 days
753.6
TCGA-ZF-A9R5-01A
59 years, male, white, stage:iii, alive, 1090 days
752.9
TCGA-BL-A13J-01A
65 years, male, white, stage:iv, dead, 81 days
745.9
TCGA-YF-AA3L-01A
47 years, female, stage:ii, alive, 364 days
734.0
TCGA-XF-A9SH-01A
65 years, female, asian, stage:ii, dead, 1971 days
731.7
TCGA-CF-A7I0-01A
54 years, male, asian, stage:ii, alive, 368 days
724.2
TCGA-DK-A1A7-01A
67 years, female, white, stage:iv, alive, 560 days
723.9
TCGA-2F-A9KQ-01A
69 years, male, white, stage:iii, alive, 2886 days
698.5
TCGA-XF-AAMH-01A
80 years, male, white, stage:iv, dead, 344 days
698.4
TCGA-XF-A8HG-01A
69 years, male, white, stage:iii, dead, 467 days
695.0
TCGA-GV-A3QH-01A
67 years, male, white, stage:ii, dead, 258 days
694.7
TCGA-ZF-A9RM-01A
70 years, male, white, stage:ii, alive, 1455 days
678.6
TCGA-E7-A6MF-01A
37 years, male, asian, stage:ii, alive, 750 days
668.4
TCGA-DK-A6B6-01A
57 years, male, white, stage:ii, alive, 1115 days
634.3
TCGA-CU-A3YL-01A
67 years, male, white, stage:iii, alive, 906 days
605.9
TCGA-LT-A5Z6-01A
56 years, male, white, stage:ii, alive, 474 days
605.0
TCGA-E7-A5KE-01A
78 years, female, asian, stage:ii, alive, 17 days
576.1
TCGA-DK-AA76-01A
64 years, female, white, stage:ii, alive, 366 days
539.9
TCGA-CF-A3MF-01A
34 years, male, asian, stage:iii, alive, 383 days
533.6
TCGA-E5-A4U1-01A
72 years, male, stage:ii, alive, 1181 days
445.8
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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.