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CANCER UROTHELIAL CANCER Show tissue menu
BREAST CANCER CARCINOID CERVICAL CANCER COLORECTAL CANCER ENDOMETRIAL CANCER GLIOMA HEAD AND NECK CANCER LIVER CANCER LUNG CANCER LYMPHOMA
MELANOMA OVARIAN CANCER PANCREATIC CANCER PROSTATE CANCER RENAL CANCER SKIN CANCER STOMACH CANCER TESTIS CANCER THYROID CANCER UROTHELIAL CANCER
BLCA TCGA
Dictionary
Urothelial cancer
Human cancer
Bladder urothelial carcinoma
BLADDER UROTHELIAL CARCINOMA (TCGA) - 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.

RPS27 is not prognostic in Bladder Urothelial Carcinoma (TCGA)


Stage:
Survival analysis
Current cut offi

Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.

:
Best expression cut offi

Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .

When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.

: 1367.38
Median expressioni

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.

: N/A
Median follow up timei

Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.

: N/A
P scorei

Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.

N/A
5-year survival highi

5-year survival for patients with higher expression than the expression cutoff.

For melanoma and glioma, 3-year survival is shown.

N/A
5-year survival lowi

5-year survival for patients with lower expression than the expression cutoff.

For melanoma and glioma, 3-year survival is shown.

N/A
TCGA RNA samplesi

RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .

Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.

Average pTPM 3950.0
Number of samples 169
Samples
Sample Description pTPM
TCGA-BT-A0S7-01A 75 years, male, white, stage:Stage III, dead, 200 days 13834.0
TCGA-UY-A78M-01A 81 years, female, asian, stage:Stage IV, dead, 690 days 13403.2
TCGA-DK-A1A3-01A 60 years, male, white, stage:Stage IV, dead, 665 days 11246.1
TCGA-XF-A8HC-01A 79 years, male, asian, stage:Stage IV, dead, 200 days 10759.1
TCGA-BL-A13J-01A 65 years, male, white, stage:Stage IV, dead, 81 days 10362.1
TCGA-BT-A20N-01A 72 years, male, stage:Stage III, dead, 795 days 10023.5
TCGA-2F-A9KO-01A 63 years, male, white, stage:Stage IV, dead, 734 days 9823.3
TCGA-4Z-AA7N-01A 65 years, male, white, stage:Stage III, dead, 1367 days 9692.3
TCGA-ZF-A9RN-01A 67 years, female, white, stage:Stage III, dead, 615 days 8987.7
TCGA-XF-AAMH-01A 80 years, male, white, stage:Stage IV, dead, 344 days 8833.9
TCGA-G2-A2ES-01A 85 years, male, white, stage:Stage II, dead, 1004 days 8505.3
TCGA-C4-A0EZ-01A 69 years, female, stage:Stage IV, dead, 273 days 7979.9
TCGA-FD-A5C0-01A 61 years, male, white, stage:Stage IV, dead, 550 days 7843.7
TCGA-FD-A62O-01A 74 years, male, white, stage:Stage IV, dead, 216 days 7719.6
TCGA-XF-A8HG-01A 69 years, male, white, stage:Stage III, dead, 467 days 7662.7
TCGA-GU-AATO-01A 75 years, male, white, stage:Stage IV, dead, 324 days 7653.9
TCGA-BT-A20V-01A 59 years, female, black or african american, stage:Stage IV, dead, 154 days 7627.0
TCGA-DK-A3IU-01A 58 years, male, white, stage:Stage II, dead, 706 days 7620.4
TCGA-4Z-AA7Q-01A 79 years, male, white, stage:Stage III, dead, 510 days 7519.7
TCGA-FD-A43Y-01A 65 years, male, white, stage:Stage III, dead, 474 days 7508.4
TCGA-DK-AA6W-01A 78 years, male, white, stage:Stage II, dead, 415 days 7413.1
TCGA-FJ-A3ZE-01A 65 years, male, white, stage:Stage IV, dead, 324 days 7404.2
TCGA-XF-AAN8-01A 74 years, female, white, stage:Stage III, dead, 118 days 7390.0
TCGA-XF-A8HI-01A 57 years, female, white, stage:Stage IV, dead, 544 days 7268.8
TCGA-GV-A3JV-01A 66 years, male, white, stage:Stage IV, dead, 434 days 7266.6
TCGA-2F-A9KP-01A 66 years, male, white, stage:Stage IV, dead, 364 days 7201.1
TCGA-BT-A2LB-01A 73 years, female, white, stage:Stage III, dead, 492 days 7143.3
TCGA-XF-AAN7-01A 60 years, male, white, stage:Stage IV, dead, 565 days 6840.4
TCGA-G2-A2EL-01A 77 years, male, white, stage:Stage II, dead, 819 days 6820.1
TCGA-ZF-A9RD-01A 75 years, female, white, stage:Stage IV, dead, 408 days 6812.5
TCGA-GC-A3BM-01A 70 years, male, white, stage:Stage II, dead, 651 days 6809.1
TCGA-ZF-AA5N-01A 62 years, female, white, stage:Stage IV, dead, 168 days 6478.7
TCGA-XF-AAN0-01A 68 years, male, white, stage:Stage IV, dead, 1718 days 6465.7
TCGA-FJ-A871-01A 49 years, male, white, stage:Stage III, dead, 272 days 6398.1
TCGA-5N-A9KM-01A 73 years, female, white, stage:Stage III, dead, 530 days 6265.2
TCGA-XF-A9SK-01A 65 years, male, white, stage:Stage IV, dead, 486 days 6221.7
TCGA-5N-A9KI-01A 76 years, female, white, stage:Stage III, dead, 76 days 6119.5
TCGA-DK-A2I2-01A 63 years, female, white, stage:Stage IV, dead, 237 days 6108.8
TCGA-K4-A5RI-01A 67 years, female, white, stage:Stage III, dead, 356 days 6082.0
TCGA-FD-A3SJ-01A 59 years, male, white, stage:Stage IV, dead, 739 days 6045.6
TCGA-XF-A9SP-01A 59 years, male, white, stage:Stage III, dead, 454 days 6026.1
TCGA-CU-A0YO-01A 84 years, male, white, stage:Stage IV, dead, 149 days 6003.4
TCGA-XF-A8HF-01A 80 years, male, white, stage:Stage III, dead, 2954 days 5984.4
TCGA-FD-A6TF-01A 80 years, female, white, stage:Stage IV, dead, 69 days 5936.3
TCGA-FD-A3SQ-01A 62 years, male, white, stage:Stage IV, dead, 1423 days 5929.7
TCGA-UY-A78N-01A 80 years, male, white, stage:Stage IV, dead, 2641 days 5904.4
TCGA-FD-A3B4-01A 55 years, female, black or african american, stage:Stage III, dead, 510 days 5874.1
TCGA-FD-A3B7-01A 66 years, male, black or african american, stage:Stage III, dead, 122 days 5809.0
TCGA-BT-A20W-01A 71 years, male, white, stage:Stage II, dead, 254 days 5728.2
TCGA-FD-A6TH-01A 63 years, male, white, stage:Stage IV, dead, 131 days 5722.5
TCGA-GU-A762-01A 87 years, male, white, stage:Stage IV, dead, 232 days 5655.7
TCGA-BT-A20J-01A 75 years, male, white, stage:Stage II, dead, 579 days 5575.5
TCGA-G2-A2EC-01A 58 years, female, black or african american, stage:Stage II, dead, 696 days 5455.5
TCGA-DK-A1AB-01A 74 years, female, white, stage:Stage IV, dead, 508 days 5450.3
TCGA-BT-A20X-01A 56 years, male, white, stage:Stage IV, dead, 251 days 5409.5
TCGA-XF-AAML-01A 75 years, male, white, stage:Stage II, dead, 232 days 5394.4
TCGA-FD-A5BX-01A 82 years, male, white, stage:Stage IV, dead, 173 days 5367.5
TCGA-BL-A3JM-01A 62 years, male, white, stage:Stage III, dead, 205 days 5303.9
TCGA-E7-A3X6-01A 70 years, male, white, stage:Stage II, dead, 904 days 5167.7
TCGA-C4-A0F7-01A 77 years, male, stage:Stage IV, dead, 62 days 5125.4
TCGA-G2-A2EO-01A 69 years, male, white, stage:Stage III, dead, 1804 days 5076.2
TCGA-ZF-AA54-01A 71 years, male, white, stage:Stage III, dead, 590 days 5036.2
TCGA-FD-A62P-01A 76 years, male, white, stage:Stage II, dead, 191 days 4986.0
TCGA-ZF-AA4N-01A 74 years, male, white, stage:Stage II, dead, 88 days 4927.4
TCGA-DK-AA6Q-01A 61 years, female, white, stage:Stage IV, dead, 413 days 4895.5
TCGA-XF-AAMT-01A 75 years, female, white, stage:Stage IV, dead, 90 days 4874.1
TCGA-XF-AAN2-01A 73 years, male, white, stage:Stage II, dead, 1869 days 4778.3
TCGA-XF-AAN1-01A 75 years, female, stage:Stage III, dead, 941 days 4718.5
TCGA-XF-A9SH-01A 65 years, female, asian, stage:Stage II, dead, 1971 days 4654.3
TCGA-FD-A6TG-01A 73 years, male, white, stage:Stage IV, dead, 93 days 4612.3
TCGA-DK-A1A5-01A 79 years, male, white, stage:Stage II, dead, 65 days 4576.1
TCGA-ZF-AA56-01A 79 years, female, white, stage:Stage III, dead, 259 days 4487.3
TCGA-4Z-AA86-01A 66 years, male, black or african american, stage:Stage IV, dead, 311 days 4486.6
TCGA-FD-A3SS-01A 66 years, male, white, stage:Stage IV, dead, 391 days 4472.4
TCGA-DK-A3IQ-01A 74 years, male, white, stage:Stage III, dead, 539 days 4464.2
TCGA-FD-A3B5-01A 86 years, male, black or african american, stage:Stage IV, dead, 272 days 4405.9
TCGA-BT-A2LD-01A 78 years, female, white, stage:Stage IV, dead, 623 days 4334.0
TCGA-BT-A3PK-01A 80 years, male, white, stage:Stage II, dead, 303 days 4325.2
TCGA-BT-A3PH-01A 76 years, male, white, stage:Stage IV, dead, 142 days 4320.5
TCGA-FD-A3SM-01A 70 years, male, white, stage:Stage IV, dead, 547 days 4315.0
TCGA-HQ-A5ND-01A 78 years, male, stage:Stage IV, dead, 274 days 4290.3
TCGA-HQ-A5NE-01A 57 years, male, stage:Stage III, dead, 370 days 4217.8
TCGA-XF-A9SZ-01A 79 years, male, white, stage:Stage IV, dead, 859 days 4210.1
TCGA-UY-A78K-01A 60 years, male, white, stage:Stage IV, dead, 536 days 4205.5
TCGA-GU-A42Q-01A 67 years, male, white, stage:Stage III, dead, 344 days 4184.5
TCGA-XF-A8HH-01A 61 years, female, white, stage:Stage IV, dead, 57 days 4172.1
TCGA-GU-AATQ-01A 68 years, male, white, stage:Stage III, dead, 213 days 4155.8
TCGA-CU-A72E-01A 76 years, male, white, stage:Stage IV, dead, 413 days 4087.2
TCGA-FD-A6TD-01A 77 years, male, white, stage:Stage III, dead, 386 days 4032.6
TCGA-CF-A9FL-01A 85 years, male, asian, stage:Stage III, dead, 565 days 3974.5
TCGA-2F-A9KW-01A 67 years, female, white, stage:Stage III, dead, 254 days 3963.9
TCGA-BT-A20Q-01A 73 years, male, white, stage:Stage IV, dead, 593 days 3914.5
TCGA-GU-A42R-01A 68 years, male, white, stage:Stage IV, dead, 577 days 3898.3
TCGA-CU-A5W6-01A 70 years, male, white, stage:Stage III, dead, 56 days 3744.1
TCGA-FD-A6TI-01A 73 years, male, white, stage:Stage IV, dead, 294 days 3694.4
TCGA-ZF-AA4U-01A 70 years, male, white, stage:Stage III, dead, 262 days 3660.8
TCGA-FD-A5BV-01A 47 years, female, white, stage:Stage III, dead, 163 days 3659.2
TCGA-E5-A4TZ-01A 64 years, male, white, stage:Stage IV, dead, 467 days 3633.8
TCGA-FD-A3B3-01A 74 years, female, white, stage:Stage III, dead, 974 days 3545.8
TCGA-FD-A3B6-01A 75 years, male, white, stage:Stage II, dead, 1005 days 3532.7
TCGA-E7-A97P-01A 73 years, male, asian, stage:Stage II, dead, 437 days 3527.3
TCGA-CF-A47T-01A 58 years, female, asian, stage:Stage II, dead, 385 days 3522.3
TCGA-DK-A3IK-01A 87 years, male, white, stage:Stage IV, dead, 146 days 3413.5
TCGA-CU-A0YN-01A 60 years, male, white, stage:Stage III, dead, 393 days 3391.6
TCGA-DK-AA75-01A 82 years, male, white, stage:Stage III, dead, 340 days 3327.6
TCGA-4Z-AA82-01A 59 years, male, black or african american, stage:Stage IV, dead, 1556 days 3220.3
TCGA-ZF-A9R0-01A 82 years, male, white, stage:Stage III, dead, 680 days 3219.7
TCGA-XF-AAMW-01A 79 years, female, white, stage:Stage IV, dead, 253 days 3179.7
TCGA-CU-A0YR-01A 83 years, male, white, stage:Stage IV, dead, 460 days 3177.3
TCGA-GV-A3QF-01A 79 years, male, white, stage:Stage IV, dead, 617 days 3175.1
TCGA-GV-A3QH-01A 67 years, male, white, stage:Stage II, dead, 258 days 3109.9
TCGA-ZF-A9R3-01A 53 years, female, white, stage:Stage II, dead, 949 days 2841.7
TCGA-FD-A3N5-01A 69 years, male, black or african american, stage:Stage II, dead, 685 days 2762.4
TCGA-4Z-AA7R-01A 73 years, male, black or african american, stage:Stage IV, dead, 522 days 2714.5
TCGA-K4-A4AC-01A 83 years, male, white, stage:Stage II, dead, 278 days 2706.0
TCGA-G2-A3IB-01A 66 years, male, black or african american, stage:Stage II, dead, 220 days 2630.9
TCGA-BT-A0YX-01A 70 years, female, white, stage:Stage III, dead, 400 days 2385.1
TCGA-E7-A4XJ-01A 66 years, male, asian, stage:Stage II, dead, 68 days 1939.6
TCGA-FJ-A3Z9-01A 72 years, male, white, stage:'--, dead, 385 days 1618.8
TCGA-BL-A13I-01A 57 years, female, white, stage:Stage III, dead, 223 days 1367.4
TCGA-XF-A9SL-01A 69 years, male, white, stage:Stage IV, dead, 2020 days 417.1
TCGA-XF-A9ST-01A 68 years, male, white, stage:Stage III, dead, 128 days 402.9
TCGA-SY-A9G0-01A 82 years, male, white, stage:Stage IV, dead, 1008 days 368.6
TCGA-FD-A3SR-01A 68 years, male, white, stage:Stage IV, dead, 602 days 334.3
TCGA-YC-A9TC-01A 71 years, male, white, stage:Stage IV, dead, 20 days 300.9
TCGA-XF-A9T8-01A 64 years, male, white, stage:Stage III, dead, 418 days 278.6
TCGA-DK-A3X2-01A 85 years, male, white, stage:Stage IV, dead, 547 days 265.6
TCGA-DK-A3IM-01A 76 years, male, white, stage:Stage III, dead, 248 days 228.0
TCGA-4Z-AA81-01A 80 years, male, white, stage:Stage II, dead, 1270 days 223.5
TCGA-XF-AAN4-01A 77 years, female, white, stage:Stage III, dead, 823 days 213.6
TCGA-GU-A767-01A 81 years, male, white, stage:Stage IV, dead, 144 days 213.1
TCGA-XF-AAMZ-01A 81 years, female, white, stage:Stage IV, dead, 1348 days 212.7
TCGA-XF-A9SX-01A 63 years, female, white, stage:Stage IV, dead, 719 days 209.1
TCGA-GU-A42P-01A 72 years, male, white, stage:Stage IV, dead, 332 days 198.0
TCGA-BT-A20T-01A 63 years, male, white, stage:Stage IV, dead, 453 days 196.2
TCGA-DK-A2HX-01A 80 years, female, white, stage:Stage IV, dead, 1420 days 177.0
TCGA-XF-AAMJ-01A 70 years, male, asian, stage:Stage III, dead, 1670 days 157.5
TCGA-ZF-A9RE-01A 78 years, female, white, stage:Stage II, dead, 106 days 154.4
TCGA-DK-A3IN-01A 72 years, male, white, stage:Stage III, dead, 250 days 153.7
TCGA-FD-A3SO-01A 68 years, male, white, stage:Stage IV, dead, 168 days 150.4
TCGA-E7-A541-01A 66 years, male, white, stage:Stage II, dead, 778 days 145.8
TCGA-GV-A40E-01A 75 years, male, white, stage:Stage II, dead, 261 days 145.8
TCGA-XF-A9SJ-01A 83 years, male, white, stage:Stage IV, dead, 98 days 139.6
TCGA-DK-AA6L-01A 48 years, male, white, stage:Stage IV, dead, 1163 days 137.8
TCGA-BT-A20U-01A 70 years, female, white, stage:Stage III, dead, 455 days 125.9
TCGA-FD-A5BT-01A 84 years, male, white, stage:Stage III, dead, 328 days 116.8
TCGA-4Z-AA7S-01A 66 years, male, black or african american, stage:Stage III, dead, 1064 days 111.1
TCGA-BT-A20O-01A 75 years, male, white, stage:Stage III, dead, 370 days 107.6
TCGA-XF-A9SW-01A 85 years, male, white, stage:Stage IV, dead, 362 days 92.8
TCGA-ZF-A9R9-01A 58 years, male, white, stage:Stage IV, dead, 864 days 92.6
TCGA-DK-A3IL-01A 79 years, female, white, stage:Stage IV, dead, 413 days 91.5
TCGA-XF-A9T2-01A 54 years, male, white, stage:Stage III, dead, 575 days 86.7
TCGA-ZF-AA4R-01A 67 years, male, white, stage:Stage IV, dead, 1036 days 86.4
TCGA-ZF-AA4T-01A 65 years, male, white, stage:Stage IV, dead, 599 days 80.5
TCGA-XF-AAME-01A 64 years, female, white, stage:Stage II, dead, 2828 days 73.5
TCGA-2F-A9KR-01A 59 years, female, stage:Stage III, dead, 3183 days 71.7
TCGA-BT-A20P-01A 81 years, female, white, stage:Stage III, dead, 544 days 65.9
TCGA-XF-A9SU-01A 74 years, female, white, stage:Stage IV, dead, 182 days 65.4
TCGA-G2-A3IE-01A 51 years, male, white, stage:Stage II, dead, 612 days 52.8
TCGA-4Z-AA80-01A 73 years, male, white, stage:Stage II, dead, 19 days 44.1
TCGA-FD-A5BZ-01A 77 years, female, white, stage:Stage IV, dead, 835 days 22.7
TCGA-FD-A62S-01A 60 years, female, black or african american, stage:Stage III, dead, 406 days 14.3
TCGA-ZF-AA52-01A 70 years, male, white, stage:Stage III, dead, 1077 days 0.0
TCGA-FD-A3SL-01A 60 years, male, white, stage:Stage IV, dead, 712 days 0.0
TCGA-GC-A3I6-01A 45 years, male, white, stage:Stage III, dead, 630 days 0.0
TCGA-XF-A9SV-01A 82 years, male, white, stage:Stage IV, dead, 388 days 0.0
TCGA-G2-AA3C-01A 66 years, male, white, stage:Stage IV, dead, 211 days 0.0
TCGA-XF-AAMX-01A 87 years, female, black or african american, stage:Stage III, dead, 206 days 0.0
TCGA-S5-A6DX-01A 83 years, male, white, stage:Stage IV, dead, 56 days 0.0
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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.

Pending cancer tissue analysis

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