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The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
RPS19 is not prognostic in Bladder Urothelial Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: 1.13
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
0.035
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.
3%
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.
9%
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
3445.7
Number of samples
169
Samples
Sample
Description
TPM
TCGA-DK-AA75-01A
82 years, male, white, stage:Stage III, dead, 340 days
9505.9
TCGA-FD-A6TH-01A
63 years, male, white, stage:Stage IV, dead, 131 days
7939.5
TCGA-XF-A8HC-01A
79 years, male, asian, stage:Stage IV, dead, 200 days
7190.7
TCGA-ZF-AA5N-01A
62 years, female, white, stage:Stage IV, dead, 168 days
7157.6
TCGA-G2-A2EO-01A
69 years, male, white, stage:Stage III, dead, 1804 days
6759.4
TCGA-BT-A20J-01A
75 years, male, white, stage:Stage II, dead, 579 days
6757.2
TCGA-BT-A0S7-01A
75 years, male, white, stage:Stage III, dead, 200 days
6492.7
TCGA-XF-A8HF-01A
80 years, male, white, stage:Stage III, dead, 2954 days
6459.8
TCGA-FD-A62O-01A
74 years, male, white, stage:Stage IV, dead, 216 days
6392.0
TCGA-GV-A3JV-01A
66 years, male, white, stage:Stage IV, dead, 434 days
6329.3
TCGA-FD-A43Y-01A
65 years, male, white, stage:Stage III, dead, 474 days
6315.3
TCGA-ZF-A9RN-01A
67 years, female, white, stage:Stage III, dead, 615 days
6211.6
TCGA-XF-AAN1-01A
75 years, female, stage:Stage III, dead, 941 days
6183.5
TCGA-FJ-A871-01A
49 years, male, white, stage:Stage III, dead, 272 days
6047.7
TCGA-UY-A78M-01A
81 years, female, asian, stage:Stage IV, dead, 690 days
5962.2
TCGA-UY-A78N-01A
80 years, male, white, stage:Stage IV, dead, 2641 days
5752.6
TCGA-DK-AA6Q-01A
61 years, female, white, stage:Stage IV, dead, 413 days
5555.2
TCGA-BT-A20V-01A
59 years, female, black or african american, stage:Stage IV, dead, 154 days
5444.8
TCGA-GU-AATQ-01A
68 years, male, white, stage:Stage III, dead, 213 days
5426.4
TCGA-FD-A3SJ-01A
59 years, male, white, stage:Stage IV, dead, 739 days
5412.3
TCGA-K4-A5RI-01A
67 years, female, white, stage:Stage III, dead, 356 days
5323.1
TCGA-FD-A62P-01A
76 years, male, white, stage:Stage II, dead, 191 days
5288.2
TCGA-XF-A9SZ-01A
79 years, male, white, stage:Stage IV, dead, 859 days
5278.3
TCGA-ZF-AA4N-01A
74 years, male, white, stage:Stage II, dead, 88 days
5241.9
TCGA-FD-A3B4-01A
55 years, female, black or african american, stage:Stage III, dead, 510 days
5228.9
TCGA-4Z-AA82-01A
59 years, male, black or african american, stage:Stage IV, dead, 1556 days
5226.6
TCGA-BT-A2LB-01A
73 years, female, white, stage:Stage III, dead, 492 days
5183.5
TCGA-XF-AAN0-01A
68 years, male, white, stage:Stage IV, dead, 1718 days
5145.3
TCGA-XF-A9SH-01A
65 years, female, asian, stage:Stage II, dead, 1971 days
5118.1
TCGA-CF-A47T-01A
58 years, female, asian, stage:Stage II, dead, 385 days
5078.3
TCGA-XF-AAMH-01A
80 years, male, white, stage:Stage IV, dead, 344 days
4985.0
TCGA-E7-A4XJ-01A
66 years, male, asian, stage:Stage II, dead, 68 days
4846.3
TCGA-DK-A1AB-01A
74 years, female, white, stage:Stage IV, dead, 508 days
4807.4
TCGA-2F-A9KO-01A
63 years, male, white, stage:Stage IV, dead, 734 days
4774.2
TCGA-XF-A9SK-01A
65 years, male, white, stage:Stage IV, dead, 486 days
4773.6
TCGA-2F-A9KW-01A
67 years, female, white, stage:Stage III, dead, 254 days
4758.6
TCGA-4Z-AA7Q-01A
79 years, male, white, stage:Stage III, dead, 510 days
4672.2
TCGA-FD-A6TF-01A
80 years, female, white, stage:Stage IV, dead, 69 days
4668.3
TCGA-FD-A5BX-01A
82 years, male, white, stage:Stage IV, dead, 173 days
4654.5
TCGA-DK-A2HX-01A
80 years, female, white, stage:Stage IV, dead, 1420 days
4643.8
TCGA-DK-AA6W-01A
78 years, male, white, stage:Stage II, dead, 415 days
4637.5
TCGA-XF-AAN2-01A
73 years, male, white, stage:Stage II, dead, 1869 days
4524.5
TCGA-2F-A9KP-01A
66 years, male, white, stage:Stage IV, dead, 364 days
4494.6
TCGA-XF-A9SP-01A
59 years, male, white, stage:Stage III, dead, 454 days
4491.7
TCGA-BT-A20X-01A
56 years, male, white, stage:Stage IV, dead, 251 days
4435.1
TCGA-ZF-AA54-01A
71 years, male, white, stage:Stage III, dead, 590 days
4432.5
TCGA-GC-A3BM-01A
70 years, male, white, stage:Stage II, dead, 651 days
4362.3
TCGA-G2-A2EL-01A
77 years, male, white, stage:Stage II, dead, 819 days
4348.4
TCGA-FD-A3B5-01A
86 years, male, black or african american, stage:Stage IV, dead, 272 days
4220.6
TCGA-GU-A762-01A
87 years, male, white, stage:Stage IV, dead, 232 days
4215.0
TCGA-XF-AAN7-01A
60 years, male, white, stage:Stage IV, dead, 565 days
4202.1
TCGA-FD-A5BV-01A
47 years, female, white, stage:Stage III, dead, 163 days
4171.2
TCGA-C4-A0EZ-01A
69 years, female, stage:Stage IV, dead, 273 days
4123.1
TCGA-ZF-AA4U-01A
70 years, male, white, stage:Stage III, dead, 262 days
4081.2
TCGA-CU-A0YR-01A
83 years, male, white, stage:Stage IV, dead, 460 days
4058.9
TCGA-BT-A20N-01A
72 years, male, stage:Stage III, dead, 795 days
4029.2
TCGA-GV-A3QF-01A
79 years, male, white, stage:Stage IV, dead, 617 days
4000.7
TCGA-XF-AAN8-01A
74 years, female, white, stage:Stage III, dead, 118 days
3976.7
TCGA-ZF-A9RD-01A
75 years, female, white, stage:Stage IV, dead, 408 days
3969.7
TCGA-GV-A3QH-01A
67 years, male, white, stage:Stage II, dead, 258 days
3955.5
TCGA-CU-A0YO-01A
84 years, male, white, stage:Stage IV, dead, 149 days
3927.3
TCGA-BL-A3JM-01A
62 years, male, white, stage:Stage III, dead, 205 days
3848.8
TCGA-E5-A4TZ-01A
64 years, male, white, stage:Stage IV, dead, 467 days
3847.9
TCGA-GU-AATO-01A
75 years, male, white, stage:Stage IV, dead, 324 days
3831.5
TCGA-FD-A6TD-01A
77 years, male, white, stage:Stage III, dead, 386 days
3825.9
TCGA-FD-A3SS-01A
66 years, male, white, stage:Stage IV, dead, 391 days
3802.2
TCGA-HQ-A5NE-01A
57 years, male, stage:Stage III, dead, 370 days
3797.5
TCGA-XF-A8HG-01A
69 years, male, white, stage:Stage III, dead, 467 days
3793.7
TCGA-K4-A4AC-01A
83 years, male, white, stage:Stage II, dead, 278 days
3780.0
TCGA-S5-A6DX-01A
83 years, male, white, stage:Stage IV, dead, 56 days
3739.5
TCGA-FD-A5C0-01A
61 years, male, white, stage:Stage IV, dead, 550 days
3711.0
TCGA-DK-A2I2-01A
63 years, female, white, stage:Stage IV, dead, 237 days
3700.0
TCGA-G2-A2ES-01A
85 years, male, white, stage:Stage II, dead, 1004 days
3690.4
TCGA-CU-A72E-01A
76 years, male, white, stage:Stage IV, dead, 413 days
3674.9
TCGA-FD-A3B3-01A
74 years, female, white, stage:Stage III, dead, 974 days
3651.4
TCGA-5N-A9KM-01A
73 years, female, white, stage:Stage III, dead, 530 days
3548.7
TCGA-DK-A3IU-01A
58 years, male, white, stage:Stage II, dead, 706 days
3547.2
TCGA-G2-A2EC-01A
58 years, female, black or african american, stage:Stage II, dead, 696 days
3524.5
TCGA-4Z-AA7N-01A
65 years, male, white, stage:Stage III, dead, 1367 days
3454.7
TCGA-FJ-A3ZE-01A
65 years, male, white, stage:Stage IV, dead, 324 days
3397.4
TCGA-CU-A5W6-01A
70 years, male, white, stage:Stage III, dead, 56 days
3377.7
TCGA-BL-A13J-01A
65 years, male, white, stage:Stage IV, dead, 81 days
3374.3
TCGA-ZF-AA56-01A
79 years, female, white, stage:Stage III, dead, 259 days
3334.2
TCGA-HQ-A5ND-01A
78 years, male, stage:Stage IV, dead, 274 days
3334.0
TCGA-CF-A9FL-01A
85 years, male, asian, stage:Stage III, dead, 565 days
3324.2
TCGA-BT-A20W-01A
71 years, male, white, stage:Stage II, dead, 254 days
3295.4
TCGA-UY-A78K-01A
60 years, male, white, stage:Stage IV, dead, 536 days
3290.6
TCGA-4Z-AA86-01A
66 years, male, black or african american, stage:Stage IV, dead, 311 days
3219.5
TCGA-E7-A541-01A
66 years, male, white, stage:Stage II, dead, 778 days
3175.2
TCGA-DK-A3IK-01A
87 years, male, white, stage:Stage IV, dead, 146 days
3162.1
TCGA-XF-AAMZ-01A
81 years, female, white, stage:Stage IV, dead, 1348 days
3156.1
TCGA-FD-A6TG-01A
73 years, male, white, stage:Stage IV, dead, 93 days
3155.7
TCGA-E7-A3X6-01A
70 years, male, white, stage:Stage II, dead, 904 days
3142.4
TCGA-GU-A42R-01A
68 years, male, white, stage:Stage IV, dead, 577 days
3138.1
TCGA-XF-A8HI-01A
57 years, female, white, stage:Stage IV, dead, 544 days
3133.6
TCGA-XF-AAMT-01A
75 years, female, white, stage:Stage IV, dead, 90 days
3000.1
TCGA-BT-A20Q-01A
73 years, male, white, stage:Stage IV, dead, 593 days
2991.5
TCGA-ZF-A9R0-01A
82 years, male, white, stage:Stage III, dead, 680 days
2982.3
TCGA-XF-A9T2-01A
54 years, male, white, stage:Stage III, dead, 575 days
2930.0
TCGA-FJ-A3Z9-01A
72 years, male, white, stage:'--, dead, 385 days
2902.2
TCGA-G2-A3IB-01A
66 years, male, black or african american, stage:Stage II, dead, 220 days
2868.8
TCGA-4Z-AA81-01A
80 years, male, white, stage:Stage II, dead, 1270 days
2849.7
TCGA-C4-A0F7-01A
77 years, male, stage:Stage IV, dead, 62 days
2839.9
TCGA-FD-A3B6-01A
75 years, male, white, stage:Stage II, dead, 1005 days
2824.8
TCGA-XF-A9SJ-01A
83 years, male, white, stage:Stage IV, dead, 98 days
2776.6
TCGA-XF-AAMW-01A
79 years, female, white, stage:Stage IV, dead, 253 days
2773.2
TCGA-BT-A0YX-01A
70 years, female, white, stage:Stage III, dead, 400 days
2731.5
TCGA-XF-A8HH-01A
61 years, female, white, stage:Stage IV, dead, 57 days
2720.4
TCGA-BT-A3PK-01A
80 years, male, white, stage:Stage II, dead, 303 days
2699.4
TCGA-DK-A3IQ-01A
74 years, male, white, stage:Stage III, dead, 539 days
2642.2
TCGA-FD-A3B7-01A
66 years, male, black or african american, stage:Stage III, dead, 122 days
2611.6
TCGA-BL-A13I-01A
57 years, female, white, stage:Stage III, dead, 223 days
2590.2
TCGA-GU-A42Q-01A
67 years, male, white, stage:Stage III, dead, 344 days
2539.0
TCGA-E7-A97P-01A
73 years, male, asian, stage:Stage II, dead, 437 days
2505.4
TCGA-XF-A9ST-01A
68 years, male, white, stage:Stage III, dead, 128 days
2504.6
TCGA-DK-A1A3-01A
60 years, male, white, stage:Stage IV, dead, 665 days
2473.3
TCGA-FD-A3SQ-01A
62 years, male, white, stage:Stage IV, dead, 1423 days
2423.4
TCGA-XF-A9SU-01A
74 years, female, white, stage:Stage IV, dead, 182 days
2376.3
TCGA-FD-A3SR-01A
68 years, male, white, stage:Stage IV, dead, 602 days
2373.0
TCGA-DK-A1A5-01A
79 years, male, white, stage:Stage II, dead, 65 days
2349.1
TCGA-GU-A767-01A
81 years, male, white, stage:Stage IV, dead, 144 days
2336.4
TCGA-BT-A20T-01A
63 years, male, white, stage:Stage IV, dead, 453 days
2278.2
TCGA-ZF-A9R3-01A
53 years, female, white, stage:Stage II, dead, 949 days
2270.4
TCGA-FD-A3N5-01A
69 years, male, black or african american, stage:Stage II, dead, 685 days
2223.1
TCGA-BT-A3PH-01A
76 years, male, white, stage:Stage IV, dead, 142 days
2208.9
TCGA-BT-A20P-01A
81 years, female, white, stage:Stage III, dead, 544 days
2134.4
TCGA-BT-A2LD-01A
78 years, female, white, stage:Stage IV, dead, 623 days
2131.3
TCGA-DK-A3IL-01A
79 years, female, white, stage:Stage IV, dead, 413 days
2126.8
TCGA-CU-A0YN-01A
60 years, male, white, stage:Stage III, dead, 393 days
2087.5
TCGA-FD-A3SM-01A
70 years, male, white, stage:Stage IV, dead, 547 days
2033.3
TCGA-5N-A9KI-01A
76 years, female, white, stage:Stage III, dead, 76 days
2002.3
TCGA-FD-A6TI-01A
73 years, male, white, stage:Stage IV, dead, 294 days
1953.7
TCGA-DK-A3X2-01A
85 years, male, white, stage:Stage IV, dead, 547 days
1951.4
TCGA-4Z-AA7R-01A
73 years, male, black or african american, stage:Stage IV, dead, 522 days
1940.6
TCGA-FD-A5BT-01A
84 years, male, white, stage:Stage III, dead, 328 days
1933.0
TCGA-FD-A3SO-01A
68 years, male, white, stage:Stage IV, dead, 168 days
1909.6
TCGA-YC-A9TC-01A
71 years, male, white, stage:Stage IV, dead, 20 days
1855.3
TCGA-GV-A40E-01A
75 years, male, white, stage:Stage II, dead, 261 days
1808.0
TCGA-ZF-A9R9-01A
58 years, male, white, stage:Stage IV, dead, 864 days
1806.1
TCGA-4Z-AA7S-01A
66 years, male, black or african american, stage:Stage III, dead, 1064 days
1803.1
TCGA-XF-AAML-01A
75 years, male, white, stage:Stage II, dead, 232 days
1786.6
TCGA-G2-AA3C-01A
66 years, male, white, stage:Stage IV, dead, 211 days
1757.6
TCGA-2F-A9KR-01A
59 years, female, stage:Stage III, dead, 3183 days
1747.2
TCGA-XF-A9SX-01A
63 years, female, white, stage:Stage IV, dead, 719 days
1647.2
TCGA-SY-A9G0-01A
82 years, male, white, stage:Stage IV, dead, 1008 days
1644.9
TCGA-XF-A9T8-01A
64 years, male, white, stage:Stage III, dead, 418 days
1630.1
TCGA-XF-A9SL-01A
69 years, male, white, stage:Stage IV, dead, 2020 days
1593.8
TCGA-DK-A3IM-01A
76 years, male, white, stage:Stage III, dead, 248 days
1482.4
TCGA-DK-AA6L-01A
48 years, male, white, stage:Stage IV, dead, 1163 days
1452.6
TCGA-XF-AAME-01A
64 years, female, white, stage:Stage II, dead, 2828 days
1399.0
TCGA-XF-A9SW-01A
85 years, male, white, stage:Stage IV, dead, 362 days
1386.1
TCGA-BT-A20U-01A
70 years, female, white, stage:Stage III, dead, 455 days
1380.7
TCGA-XF-AAMJ-01A
70 years, male, asian, stage:Stage III, dead, 1670 days
1370.4
TCGA-BT-A20O-01A
75 years, male, white, stage:Stage III, dead, 370 days
1305.1
TCGA-FD-A5BZ-01A
77 years, female, white, stage:Stage IV, dead, 835 days
1288.6
TCGA-ZF-AA4R-01A
67 years, male, white, stage:Stage IV, dead, 1036 days
1278.0
TCGA-ZF-AA4T-01A
65 years, male, white, stage:Stage IV, dead, 599 days
1255.4
TCGA-XF-AAMX-01A
87 years, female, black or african american, stage:Stage III, dead, 206 days
1214.8
TCGA-XF-A9SV-01A
82 years, male, white, stage:Stage IV, dead, 388 days
1159.2
TCGA-FD-A62S-01A
60 years, female, black or african american, stage:Stage III, dead, 406 days
1124.3
TCGA-DK-A3IN-01A
72 years, male, white, stage:Stage III, dead, 250 days
1058.4
TCGA-GU-A42P-01A
72 years, male, white, stage:Stage IV, dead, 332 days
1055.6
TCGA-ZF-A9RE-01A
78 years, female, white, stage:Stage II, dead, 106 days
1027.1
TCGA-ZF-AA52-01A
70 years, male, white, stage:Stage III, dead, 1077 days
1008.6
TCGA-XF-AAN4-01A
77 years, female, white, stage:Stage III, dead, 823 days
995.4
TCGA-FD-A3SL-01A
60 years, male, white, stage:Stage IV, dead, 712 days
984.3
TCGA-G2-A3IE-01A
51 years, male, white, stage:Stage II, dead, 612 days
950.5
TCGA-4Z-AA80-01A
73 years, male, white, stage:Stage II, dead, 19 days
927.0
TCGA-GC-A3I6-01A
45 years, male, white, stage:Stage III, dead, 630 days
917.9
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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.