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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.
UBA7 is not prognostic in Colon Adenocarcinoma (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.
: 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 TPM
14.9
Number of samples
254
Samples
Sample
Description
TPM
TCGA-D5-6530-01A
0 years, male, white, stage:Stage I, alive, 621 days
44.7
TCGA-NH-A6GC-01A
0 years, female, black or african american, stage:Stage IVB, alive, 389 days
40.8
TCGA-AZ-6599-01A
0 years, male, white, stage:Stage I, dead, 206 days
36.2
TCGA-CA-6718-01A
0 years, male, asian, stage:Stage IIA, dead, 306 days
35.9
TCGA-D5-6928-01A
0 years, male, white, stage:Stage IIA, alive, 354 days
34.7
TCGA-AU-6004-01A
0 years, female, white, stage:Stage I, alive, 824 days
33.5
TCGA-QG-A5Z2-01A
0 years, male, black or african american, stage:Stage I, alive, 952 days
32.0
TCGA-G4-6321-01A
0 years, female, white, stage:Stage III, alive, 672 days
32.0
TCGA-D5-6540-01A
0 years, male, white, stage:Stage I, alive, 491 days
31.1
TCGA-F4-6570-01A
0 years, female, white, stage:Stage IIA, dead, 188 days
30.3
TCGA-G4-6628-01A
0 years, male, white, stage:Stage I, alive, 2424 days
29.9
TCGA-AD-6901-01A
0 years, male, white, stage:'--, dead, 682 days
28.8
TCGA-D5-6539-01A
0 years, female, white, stage:'--, alive, 380 days
28.2
TCGA-A6-6649-01A
0 years, male, white, stage:Stage IIIB, alive, 735 days
27.8
TCGA-AZ-6601-01A
0 years, male, white, stage:Stage II, dead, 3042 days
27.7
TCGA-F4-6856-01A
0 years, male, white, stage:Stage I, alive, 1074 days
27.0
TCGA-AY-A71X-01A
0 years, female, black or african american, stage:Stage I, alive, 588 days
26.4
TCGA-AA-3713-01A
0 years, male, stage:Stage IV, alive, 579 days
26.0
TCGA-D5-6930-01A
0 years, male, white, stage:Stage IIA, alive, 406 days
25.5
TCGA-AD-6895-01A
0 years, male, white, stage:Stage IIIB, alive, 763 days
25.2
TCGA-AA-3663-01A
0 years, male, stage:Stage II, alive, 212 days
24.7
TCGA-G4-6322-01A
0 years, male, white, stage:Stage IIIB, alive, 792 days
24.7
TCGA-A6-A565-01A
0 years, female, black or african american, stage:Stage IIIC, dead, 494 days
24.4
TCGA-CA-5254-01A
0 years, female, asian, stage:Stage IIA, alive, 386 days
24.3
TCGA-CM-6674-01A
0 years, male, white, stage:Stage IIA, alive, 394 days
23.5
TCGA-AD-6964-01A
0 years, male, white, stage:'--, dead, 331 days
23.1
TCGA-A6-6781-01A
0 years, male, white, stage:Stage IIIC, alive, 598 days
23.1
TCGA-AD-6899-01A
0 years, male, white, stage:Stage IIIC, dead, 176 days
23.1
TCGA-AZ-6603-01A
0 years, female, white, stage:'--, dead, 899 days
22.9
TCGA-AD-5900-01A
0 years, male, white, stage:Stage I, alive, 370 days
22.9
TCGA-D5-5537-01A
0 years, male, white, stage:'--, dead, 1381 days
22.8
TCGA-A6-6137-01A
0 years, male, white, stage:Stage IIIB, alive, 824 days
22.6
TCGA-QL-A97D-01A
0 years, female, black or african american, stage:Stage I, alive, 666 days
22.5
TCGA-G4-6323-01A
0 years, male, black or african american, stage:Stage IA, alive, 419 days
22.3
TCGA-CM-6161-01A
0 years, female, white, stage:Stage I, alive, 457 days
22.3
TCGA-CM-6680-01A
0 years, female, white, stage:Stage IIIB, alive, 366 days
22.0
TCGA-D5-6541-01A
0 years, male, white, stage:Stage IIA, alive, 474 days
22.0
TCGA-A6-6780-01A
0 years, male, white, stage:Stage IIA, alive, 612 days
21.9
TCGA-5M-AAT6-01A
0 years, female, black or african american, stage:Stage IV, dead, 290 days
21.6
TCGA-A6-6652-01A
0 years, male, black or african american, stage:Stage IVA, alive, 751 days
21.3
TCGA-CM-6165-01A
0 years, male, white, stage:Stage IIA, alive, 488 days
21.2
TCGA-AA-3655-01A
0 years, male, stage:Stage II, alive, 1856 days
21.1
TCGA-A6-2675-01A
0 years, male, white, stage:Stage IIA, alive, 1321 days
20.8
TCGA-F4-6809-01A
0 years, female, white, stage:Stage IVA, dead, 403 days
20.8
TCGA-D5-6922-01A
0 years, male, white, stage:Stage IIIA, alive, 308 days
20.8
TCGA-D5-6534-01A
0 years, female, white, stage:Stage IIA, alive, 1316 days
20.7
TCGA-NH-A50U-01A
0 years, male, black or african american, stage:Stage IVA, dead, 334 days
20.7
TCGA-AY-6196-01A
0 years, male, white, stage:Stage IIIC, alive, 6 days
20.7
TCGA-A6-6141-01A
0 years, male, black or african american, stage:Stage IIA, alive, 255 days
20.7
TCGA-G4-6304-01A
0 years, female, white, stage:Stage IIB, alive, 1631 days
20.6
TCGA-F4-6854-01A
0 years, female, white, stage:Stage IIA, alive, 16 days
20.6
TCGA-G4-6586-01A
0 years, female, white, stage:Stage IIA, alive, 1089 days
20.5
TCGA-WS-AB45-01A
0 years, female, black or african american, stage:Stage IIA, alive, 2130 days
20.2
TCGA-F4-6806-01A
0 years, female, white, stage:Stage I, alive, 1260 days
20.0
TCGA-G4-6306-01A
0 years, male, white, stage:'--, alive, 1359 days
20.0
TCGA-D5-7000-01A
0 years, female, white, stage:Stage I, alive, 312 days
19.9
TCGA-D5-6920-01A
0 years, female, white, stage:Stage IIA, alive, 377 days
19.8
TCGA-D5-6931-01A
0 years, male, white, stage:Stage IIIC, alive, 365 days
19.5
TCGA-CM-6675-01A
0 years, male, black or african american, stage:Stage IVB, alive, 397 days
19.4
TCGA-CM-6162-01A
0 years, female, white, stage:Stage IIIB, alive, 365 days
19.4
TCGA-F4-6703-01A
0 years, male, white, stage:Stage IIA, alive, 1456 days
19.3
TCGA-CM-6679-01A
0 years, male, white, stage:Stage IIA, alive, 306 days
19.3
TCGA-A6-6138-01A
0 years, male, white, stage:Stage I, alive, 685 days
19.1
TCGA-F4-6704-01A
0 years, male, american indian or alaska native, stage:Stage IIIC, alive, 47 days
19.1
TCGA-A6-A566-01A
0 years, female, black or african american, stage:Stage IIIB, dead, 758 days
19.0
TCGA-AY-6386-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 542 days
18.9
TCGA-AA-3489-01A
0 years, male, stage:Stage II, dead, 214 days
18.9
TCGA-A6-5661-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1020 days
18.8
TCGA-3L-AA1B-01A
0 years, female, black or african american, stage:Stage I, alive, 475 days
18.8
TCGA-A6-6140-01A
0 years, male, white, stage:Stage IIA, alive, 734 days
18.7
TCGA-QG-A5Z1-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 256 days
18.5
TCGA-AZ-4323-01A
0 years, male, white, stage:Stage IV, dead, 43 days
18.4
TCGA-CK-5916-01A
0 years, female, white, stage:Stage I, dead, 643 days
18.1
TCGA-G4-6627-01A
0 years, male, white, stage:Stage IIA, alive, 2175 days
17.9
TCGA-CM-6170-01A
0 years, female, white, stage:Stage I, alive, 457 days
17.9
TCGA-D5-6927-01A
0 years, male, white, stage:Stage IIA, alive, 287 days
17.9
TCGA-G4-6309-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2600 days
17.8
TCGA-CM-6167-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 456 days
17.8
TCGA-CM-6169-01A
0 years, male, black or african american, stage:Stage IIA, alive, 396 days
17.7
TCGA-CM-6172-01A
0 years, female, white, stage:Stage IIIB, alive, 335 days
17.7
TCGA-AZ-6607-01A
0 years, male, white, stage:Stage IV, dead, 97 days
17.6
TCGA-AY-6197-01A
0 years, male, white, stage:Stage IIA, alive, 652 days
17.6
TCGA-F4-6807-01A
0 years, female, white, stage:Stage IIIC, alive, 1309 days
17.6
TCGA-DM-A28C-01A
0 years, male, white, stage:Stage IIA, dead, 2475 days
17.5
TCGA-CA-6716-01A
0 years, male, asian, stage:Stage IIA, alive, 371 days
17.5
TCGA-CM-5868-01A
0 years, female, white, stage:Stage IVA, alive, 518 days
17.3
TCGA-D5-6924-01A
0 years, male, white, stage:Stage IIA, alive, 435 days
17.1
TCGA-CK-5913-01A
0 years, female, white, stage:Stage IIA, alive, 1561 days
17.1
TCGA-A6-6654-01A
0 years, female, white, stage:Stage IIIB, alive, 726 days
17.1
TCGA-G4-6297-01A
0 years, female, white, stage:Stage IV, alive, 2506 days
17.1
TCGA-CM-4751-01A
0 years, male, white, stage:Stage IIIB, alive, 822 days
17.0
TCGA-G4-6625-01A
0 years, female, white, stage:Stage IIA, alive, 2792 days
17.0
TCGA-A6-5664-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 672 days
16.8
TCGA-AZ-6605-01A
0 years, male, white, stage:Stage IIIB, dead, 159 days
16.8
TCGA-AA-3526-01A
0 years, male, stage:Stage I, alive, 580 days
16.5
TCGA-DM-A28E-01A
0 years, female, white, stage:Stage IIA, alive, 3648 days
16.5
TCGA-CM-5861-01A
0 years, female, white, stage:Stage IIA, alive, 457 days
16.5
TCGA-A6-6651-01A
0 years, female, white, stage:Stage IIIB, alive, 662 days
16.3
TCGA-G4-6294-01A
0 years, male, white, stage:Stage IV, dead, 858 days
16.2
TCGA-CM-6168-01A
0 years, female, black or african american, stage:Stage IIA, alive, 395 days
16.1
TCGA-CM-6164-01A
0 years, female, white, stage:Stage IIA, alive, 883 days
16.1
TCGA-AM-5821-01A
0 years, female, white, stage:Stage IIA, alive, 28 days
16.1
TCGA-D5-6926-01A
0 years, male, white, stage:Stage IIIB, alive, 275 days
15.8
TCGA-F4-6461-01A
0 years, female, white, stage:Stage IIIC, dead, 338 days
15.6
TCGA-DM-A0XF-01A
0 years, female, white, stage:Stage IIIC, dead, 1162 days
15.5
TCGA-D5-6532-01A
0 years, male, white, stage:Stage IIA, alive, 555 days
15.4
TCGA-CA-6715-01A
0 years, male, asian, stage:Stage IIIB, alive, 383 days
15.4
TCGA-A6-5656-01A
0 years, male, white, stage:Stage I, alive, 1001 days
15.4
TCGA-CK-4950-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2599 days
15.3
TCGA-CK-6747-01A
0 years, female, white, stage:Stage IIA, alive, 820 days
15.1
TCGA-DM-A1D7-01A
0 years, male, white, stage:Stage IIA, dead, 405 days
15.0
TCGA-AA-3511-01A
0 years, male, stage:Stage II, alive, 212 days
15.0
TCGA-AA-A02Y-01A
0 years, male, stage:Stage I, alive, 1216 days
15.0
TCGA-D5-6535-01A
0 years, female, white, stage:Stage IIIB, alive, 460 days
14.9
TCGA-NH-A50V-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 588 days
14.9
TCGA-AD-A5EK-01A
0 years, male, black or african american, stage:Stage I, alive, 500 days
14.8
TCGA-NH-A8F7-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
14.8
TCGA-DM-A28A-01A
0 years, male, white, stage:Stage IIIC, dead, 805 days
14.7
TCGA-AA-3496-01A
0 years, female, stage:Stage II, alive, 31 days
14.7
TCGA-AZ-5407-01A
0 years, female, white, stage:Stage I, alive, 2683 days
14.7
TCGA-CA-5797-01A
0 years, male, asian, stage:Stage IIA, alive, 383 days
14.6
TCGA-G4-6293-01A
0 years, female, white, stage:Stage III, alive, 4051 days
14.2
TCGA-DM-A1D6-01A
0 years, male, white, stage:Stage IIA, dead, 570 days
14.2
TCGA-4N-A93T-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 146 days
14.2
TCGA-AD-6888-01A
0 years, male, white, stage:Stage IIIB, dead, 472 days
14.2
TCGA-AD-6965-01A
0 years, male, white, stage:Stage IIIC, alive, 805 days
14.1
TCGA-G4-6315-01A
0 years, male, white, stage:Stage IV, alive, 1883 days
14.0
TCGA-A6-4105-01A
0 years, male, white, stage:Stage IIA, dead, 442 days
13.9
TCGA-QG-A5YV-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 1301 days
13.9
TCGA-F4-6460-01A
0 years, female, white, stage:Stage IIIB, dead, 972 days
13.9
TCGA-AD-6548-01A
0 years, female, white, stage:Stage I, alive, 650 days
13.9
TCGA-AD-6963-01A
0 years, male, white, stage:'--, alive, 834 days
13.8
TCGA-AD-6890-01A
0 years, male, white, stage:'--, alive, 746 days
13.8
TCGA-AA-3660-01A
0 years, female, stage:Stage II, alive, 2375 days
13.7
TCGA-D5-5538-01A
0 years, female, white, stage:Stage IIIB, dead, 1661 days
13.5
TCGA-AA-3675-01A
0 years, male, stage:Stage II, alive, 1431 days
13.5
TCGA-AD-6889-01A
0 years, male, asian, stage:Stage IIA, dead, 2532 days
13.5
TCGA-DM-A1D8-01A
0 years, female, white, stage:'--, dead, 383 days
13.4
TCGA-D5-6898-01A
0 years, female, white, stage:Stage I, alive, 229 days
13.4
TCGA-D5-6536-01A
0 years, male, white, stage:Stage IIA, alive, 543 days
13.3
TCGA-G4-6314-01A
0 years, female, white, stage:Stage IV, alive, 1093 days
13.2
TCGA-D5-6533-01A
0 years, female, white, stage:'--, alive, 775 days
13.2
TCGA-AA-3685-01A
0 years, male, stage:Stage II, alive, 1127 days
13.2
TCGA-A6-6782-01A
0 years, male, white, stage:Stage IIB, alive, 617 days
13.0
TCGA-A6-A5ZU-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 293 days
13.0
TCGA-AU-3779-01A
0 years, female, white, stage:Stage IIA, alive, 441 days
12.8
TCGA-F4-6569-01A
0 years, male, white, stage:Stage I, alive, 1087 days
12.8
TCGA-DM-A0X9-01A
0 years, female, white, stage:Stage IIA, alive, 3641 days
12.7
TCGA-A6-6650-01A
0 years, female, black or african american, stage:Stage IIA, alive, 627 days
12.6
TCGA-A6-3809-01A
0 years, female, white, stage:Stage IIB, alive, 996 days
12.5
TCGA-CK-5912-01A
0 years, male, white, stage:Stage I, dead, 1493 days
12.5
TCGA-G4-6588-01A
0 years, female, white, stage:Stage IIA, alive, 796 days
12.3
TCGA-A6-6653-01A
0 years, male, white, stage:Stage I, alive, 742 days
12.3
TCGA-D5-5539-01A
0 years, male, white, stage:Stage IIIA, alive, 596 days
12.1
TCGA-DM-A1D0-01A
0 years, female, white, stage:Stage IIA, alive, 3974 days
12.1
TCGA-F4-6805-01A
0 years, female, white, stage:Stage IIA, alive, 1047 days
12.1
TCGA-CM-5860-01A
0 years, male, white, stage:Stage IIA, alive, 974 days
12.0
TCGA-AY-A8YK-01A
0 years, male, black or african american, stage:Stage IVA, alive, 573 days
11.9
TCGA-G4-6303-01A
0 years, female, white, stage:Stage IV, dead, 2003 days
11.8
TCGA-D5-6932-01A
0 years, male, white, stage:Stage IIA, alive, 346 days
11.8
TCGA-NH-A6GA-01A
0 years, male, black or african american, stage:Stage IIIC, dead, 302 days
11.8
TCGA-F4-6855-01A
0 years, female, white, stage:Stage IIA, alive, 1442 days
11.6
TCGA-DM-A28F-01A
0 years, male, white, stage:Stage IIIB, dead, 1094 days
11.6
TCGA-F4-6808-01A
0 years, female, white, stage:Stage I, alive, 1024 days
11.6
TCGA-NH-A8F8-01A
0 years, male, black or african american, stage:Stage IV, dead, 511 days
11.6
TCGA-QG-A5YX-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1003 days
11.5
TCGA-T9-A92H-01A
0 years, male, black or african american, stage:Stage IIA, alive, 362 days
11.5
TCGA-D5-6923-01A
0 years, male, white, stage:Stage I, alive, 378 days
11.5
TCGA-A6-3810-01A
0 years, male, white, stage:Stage IIA, alive, 1111 days
11.5
TCGA-DM-A1D9-01A
0 years, female, white, stage:Stage IIA, alive, 4270 days
11.4
TCGA-DM-A1HB-01A
0 years, male, white, stage:Stage IIIB, alive, 4126 days
11.3
TCGA-AY-5543-01A
0 years, female, black or african american, stage:Stage IVA, alive, 1004 days
11.2
TCGA-DM-A288-01A
0 years, male, white, stage:Stage IIIC, dead, 427 days
11.1
TCGA-AA-3697-01A
0 years, male, stage:Stage II, alive, 2587 days
11.0
TCGA-AY-A69D-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
11.0
TCGA-AZ-6606-01A
0 years, male, white, stage:Stage IV, dead, 357 days
10.9
TCGA-CM-5863-01A
0 years, female, white, stage:Stage IIIB, alive, 457 days
10.9
TCGA-DM-A282-01A
0 years, female, white, stage:Stage IIA, alive, 4233 days
10.9
TCGA-D5-6529-01A
0 years, male, white, stage:Stage IIA, alive, 614 days
10.8
TCGA-A6-5657-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 962 days
10.6
TCGA-CA-6719-01A
0 years, male, asian, stage:Stage IIA, alive, 435 days
10.3
TCGA-G4-6307-01A
0 years, female, white, stage:Stage IIIB, alive, 1674 days
10.3
TCGA-DM-A28G-01A
0 years, male, white, stage:Stage IIA, dead, 1849 days
10.2
TCGA-G4-6299-01A
0 years, male, white, stage:Stage IIIC, alive, 2268 days
10.2
TCGA-5M-AATE-01A
0 years, male, black or african american, stage:Stage IIA, alive, 1200 days
10.2
TCGA-A6-5667-01A
0 years, female, white, stage:Stage IIIB, alive, 887 days
10.2
TCGA-DM-A280-01A
0 years, female, white, stage:Stage IIA, dead, 236 days
10.2
TCGA-G4-6320-01A
0 years, male, white, stage:Stage III, alive, 804 days
10.2
TCGA-AZ-6600-01A
0 years, male, black or african american, stage:Stage IV, dead, 368 days
10.0
TCGA-G4-6626-01A
0 years, male, white, stage:Stage IIA, dead, 1 days
9.9
TCGA-CK-4952-01A
0 years, female, white, stage:Stage IIIC, alive, 475 days
9.8
TCGA-DM-A1D4-01A
0 years, male, white, stage:Stage IIA, dead, 2821 days
9.8
TCGA-A6-2686-01A
0 years, female, white, stage:Stage IIA, dead, 1126 days
9.7
TCGA-CA-6717-01A
0 years, male, asian, stage:Stage IIA, alive, 388 days
9.7
TCGA-AZ-6608-01A
0 years, female, white, stage:Stage IIIA, dead, 59 days
9.7
TCGA-DM-A1DB-01A
0 years, male, white, stage:Stage IIA, dead, 1348 days
9.6
TCGA-A6-6648-01A
0 years, male, white, stage:Stage IVA, alive, 766 days
9.6
TCGA-A6-5666-01A
0 years, male, white, stage:Stage IIC, alive, 995 days
9.6
TCGA-4T-AA8H-01A
0 years, female, black or african american, stage:Stage IIA, alive, 385 days
9.6
TCGA-D5-6537-01A
0 years, male, white, stage:Stage IIIB, dead, 146 days
9.5
TCGA-CM-6163-01A
0 years, male, white, stage:Stage I, alive, 427 days
9.4
TCGA-A6-5662-01A
0 years, male, white, stage:Stage IVA, alive, 718 days
9.4
TCGA-G4-6310-01A
0 years, male, white, stage:Stage IIIB, alive, 1935 days
9.4
TCGA-G4-6311-01A
0 years, male, white, stage:Stage III, alive, 1199 days
9.2
TCGA-D5-6531-01A
0 years, male, white, stage:Stage IIA, alive, 540 days
9.2
TCGA-G4-6295-01A
0 years, female, white, stage:Stage II, alive, 254 days
9.1
TCGA-F4-6463-01A
0 years, male, white, stage:Stage IIA, alive, 1087 days
9.1
TCGA-CK-6751-01A
0 years, female, white, stage:Stage I, alive, 518 days
8.7
TCGA-CA-5255-01A
0 years, male, asian, stage:Stage IIA, alive, 376 days
8.7
TCGA-NH-A6GB-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 476 days
8.5
TCGA-CM-5864-01A
0 years, male, white, stage:Stage I, alive, 457 days
8.4
TCGA-CM-4743-01A
0 years, male, white, stage:Stage IIA, alive, 701 days
8.4
TCGA-CM-5348-01A
0 years, male, white, stage:Stage IIIB, alive, 699 days
8.2
TCGA-CK-5914-01A
0 years, male, white, stage:Stage IIIB, alive, 669 days
8.0
TCGA-AA-A02K-01A
0 years, male, stage:Stage IV, dead, 426 days
7.9
TCGA-CM-6166-01A
0 years, female, white, stage:Stage I, alive, 669 days
7.8
TCGA-A6-6142-01A
0 years, female, white, stage:Stage IVA, alive, 763 days
7.8
TCGA-CM-5349-01A
0 years, female, white, stage:Stage IIA, alive, 915 days
7.6
TCGA-AZ-4616-01A
0 years, female, white, stage:Stage IV, dead, 156 days
7.4
TCGA-D5-6929-01A
0 years, female, white, stage:Stage IV, alive, 408 days
7.2
TCGA-A6-A567-01A
0 years, male, black or african american, stage:Stage IV, dead, 1881 days
7.1
TCGA-DM-A0XD-01A
0 years, male, white, stage:Stage IIA, dead, 743 days
7.0
TCGA-AA-3662-01A
0 years, female, stage:Stage IV, alive, 184 days
7.0
TCGA-DM-A28K-01A
0 years, male, white, stage:Stage IIA, alive, 2988 days
7.0
TCGA-A6-2674-01A
0 years, male, white, stage:Stage IV, alive, 1331 days
7.0
TCGA-CM-6677-01A
0 years, female, white, stage:Stage IIA, alive, 337 days
6.9
TCGA-F4-6459-01A
0 years, female, white, stage:Stage IIIB, dead, 262 days
6.9
TCGA-A6-5659-01A
0 years, male, white, stage:Stage I, alive, 926 days
6.7
TCGA-CM-5344-01A
0 years, female, white, stage:Stage IIIB, alive, 670 days
6.7
TCGA-QG-A5YW-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 896 days
6.7
TCGA-DM-A1HA-01A
0 years, male, white, stage:Stage IIIC, alive, 2600 days
6.7
TCGA-CM-6171-01A
0 years, female, white, stage:Stage I, alive, 427 days
6.6
TCGA-A6-5660-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 888 days
6.4
TCGA-CK-6748-01A
0 years, female, white, stage:Stage IV, alive, 61 days
6.2
TCGA-SS-A7HO-01A
0 years, female, black or african american, stage:Stage IIB, alive, 1829 days
5.8
TCGA-AM-5820-01A
0 years, female, white, stage:Stage IVA, alive, 14 days
5.6
TCGA-G4-6317-01A
0 years, female, white, stage:Stage IIIC, alive, 1095 days
5.5
TCGA-CM-6676-01A
0 years, male, white, stage:Stage I, alive, 337 days
5.4
TCGA-A6-A56B-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 1711 days
5.1
TCGA-DM-A28M-01A
0 years, male, white, stage:Stage IIA, alive, 2895 days
5.1
TCGA-AY-A54L-01A
0 years, female, black or african american, stage:Stage I, alive, 525 days
5.1
TCGA-A6-5665-01A
0 years, female, white, stage:Stage IIA, alive, 671 days
5.0
TCGA-NH-A50T-01A
0 years, female, black or african american, stage:Stage IIA, alive, 553 days
4.9
TCGA-RU-A8FL-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 1177 days
4.7
TCGA-CM-6678-01A
0 years, female, white, stage:Stage IVA, alive, 335 days
4.6
TCGA-DM-A285-01A
0 years, female, white, stage:Stage IV, dead, 179 days
4.4
TCGA-AZ-5403-01A
0 years, male, white, stage:Stage II, dead, 1910 days
4.3
TCGA-AZ-6598-01A
0 years, female, white, stage:Stage II, dead, 1503 days
4.3
TCGA-D5-6538-01A
0 years, female, white, stage:Stage IIIB, alive, 521 days
4.2
TCGA-CM-4744-01A
0 years, male, white, stage:Stage I, alive, 609 days
4.1
TCGA-5M-AAT4-01A
0 years, male, black or african american, stage:Stage IV, dead, 49 days
4.0
TCGA-DM-A1DA-01A
0 years, female, white, stage:Stage IIIC, dead, 228 days
1.9
TCGA-DM-A28H-01A
0 years, male, white, stage:Stage IIIC, alive, 3561 days
1.5
TCGA-CM-5862-01A
0 years, male, white, stage:Stage IVA, dead, 153 days
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.
UBA7 is not prognostic in Colon Adenocarcinoma (validation)
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.
: 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 TPM
19.6
Number of samples
486
Samples
Sample
Description
TPM
U0198
0 years, male, NA, stage:T3N1M0, alive, 1272 days
48.7
U3000
0 years, female, NA, stage:T3N0M0, alive, 584 days
48.6
U3008
0 years, female, NA, stage:T2N0M0, alive, 473 days
44.8
U0182
0 years, female, NA, stage:T4N1M0, dead, 260 days
43.0
U0938
0 years, female, NA, stage:T3N0M0, dead, 1231 days
41.0
U0133
0 years, female, NA, stage:T3N0M0, alive, 773 days
39.6
U2935
0 years, male, NA, stage:T4N1M0, alive, 555 days
39.1
U0101
0 years, male, NA, stage:T3N1M1, alive, 1878 days
38.5
U1130
0 years, male, NA, stage:T2N1M0, alive, 913 days
38.3
U0185
0 years, male, NA, stage:T1N0M0, alive, 1248 days
37.7
U0949
0 years, female, NA, stage:T3N0M1, dead, 594 days
37.4
U0154
0 years, male, NA, stage:T3N0M0, alive, 820 days
36.7
U0183
0 years, male, NA, stage:T3N1M1, dead, 2957 days
36.7
U1141
0 years, female, NA, stage:T4N1M1, dead, 596 days
36.3
U2753
0 years, female, NA, stage:T2N0M0, alive, 813 days
36.0
U1188
0 years, female, NA, stage:T3N0M0, dead, 967 days
35.6
U0249
0 years, female, NA, stage:T4N2M0, dead, 874 days
35.2
U0323
0 years, male, NA, stage:T2N0M0, dead, 1016 days
35.0
U0239
0 years, male, NA, stage:T2N0M0, alive, 67 days
34.8
U0365
0 years, female, NA, stage:T4N1M0, dead, 313 days
34.3
U0089
0 years, female, NA, stage:T1NXM0, dead, 2365 days
33.8
U0253
0 years, female, NA, stage:T3N0M0, alive, 958 days
33.5
U1037
0 years, male, NA, stage:T4N0M0, alive, 1658 days
33.5
U1303
0 years, male, NA, stage:T4N1M0, alive, 2283 days
33.4
U0217
0 years, female, NA, stage:T3N0M0, dead, 538 days
33.3
U0259
0 years, female, NA, stage:T4N2M0, alive, 76 days
33.0
U0209
0 years, male, NA, stage:T3N1M0, alive, 2109 days
33.0
U0231
0 years, female, NA, stage:T2N0M0, alive, 991 days
32.9
U0987
0 years, female, NA, stage:T3N0M0, alive, 2482 days
31.9
U1235
0 years, female, NA, stage:T2N0M0, alive, 1319 days
31.4
U1292
0 years, female, NA, stage:T4N1M0, alive, 1147 days
31.4
U0398
0 years, female, NA, stage:T3N0M0, alive, 721 days
31.4
U0106
0 years, female, NA, stage:T3N1M0, dead, 653 days
31.2
U2979
0 years, male, NA, stage:T3N2M0, alive, 616 days
31.0
U0397
0 years, male, NA, stage:T4N0M0, alive, 1663 days
31.0
U0156
0 years, female, NA, stage:T4N1M0, alive, 1573 days
30.6
U0162
0 years, female, NA, stage:T3N0M0, alive, 1488 days
30.3
U3012
0 years, male, NA, stage:T3N0M0, alive, 472 days
30.1
U0424
0 years, male, NA, stage:T3N0M0, alive, 2192 days
29.3
U0124
0 years, female, NA, stage:T1N0M0, alive, 2430 days
29.2
U0307
0 years, male, NA, stage:T3N0M0, alive, 2921 days
29.0
U3029
0 years, male, NA, stage:T2N0M0, alive, 475 days
29.0
U3025
0 years, male, NA, stage:T4N2M1, alive, 377 days
28.8
U0126
0 years, male, NA, stage:T3N0M0, dead, 2876 days
28.7
U1474
0 years, female, NA, stage:T1N0MX, alive, 2012 days
28.6
U0428
0 years, male, NA, stage:T4N1M1, alive, 1016 days
28.5
U1486
0 years, female, NA, stage:T4N0M0, alive, 1606 days
28.5
U2837
0 years, female, NA, stage:T4N1M0, alive, 681 days
28.4
U0295
0 years, male, NA, stage:T3N0M0, dead, 2572 days
28.4
U0069
0 years, female, NA, stage:T4N2M0, dead, 135 days
28.2
U2942
0 years, male, NA, stage:T2N0M0, alive, 549 days
28.1
U1145
0 years, female, NA, stage:T3N0M0, dead, 445 days
28.1
U0091
0 years, male, NA, stage:T3N0M0, alive, 520 days
28.0
U0121
0 years, male, NA, stage:T4N2M0, alive, 655 days
27.9
U0236
0 years, male, NA, stage:T3N1M0, alive, 1842 days
27.8
U0344
0 years, male, NA, stage:T2N1M0, dead, 818 days
27.7
U0131
0 years, female, NA, stage:T4N2M1, alive, 238 days
27.6
U0303
0 years, female, NA, stage:T3N0M0, alive, 2847 days
27.5
U0984
0 years, female, NA, stage:T4N0M0, alive, 1287 days
27.5
U0268
0 years, male, NA, stage:T3N0M0, alive, 2978 days
27.4
U1069
0 years, female, NA, stage:T3N0M0, dead, 2187 days
27.4
U1392
0 years, male, NA, stage:T3N0M0, alive, 1513 days
27.3
U1047
0 years, female, NA, stage:T4N2M0, alive, 3592 days
27.1
U0474
0 years, male, NA, stage:T3N1M0, alive, 1017 days
27.0
U0589
0 years, female, NA, stage:T3N0M0, alive, 1176 days
26.8
U0288
0 years, male, NA, stage:T1N0M0, alive, 1513 days
26.8
U0109
0 years, female, NA, stage:T4N2M1, alive, 144 days
26.8
U1060
0 years, male, NA, stage:T3N0M0, alive, 2442 days
26.8
U2747
0 years, female, NA, stage:T4N1M0, dead, 54 days
26.7
U0266
0 years, female, NA, stage:T3N1M0, dead, 2221 days
26.7
U1102
0 years, male, NA, stage:T2N0M0, alive, 1354 days
26.6
U1432
0 years, female, NA, stage:T3N1M0, alive, 577 days
26.5
U0319
0 years, male, NA, stage:T3N0M0, alive, 2801 days
26.5
U1239
0 years, male, NA, stage:T2N0M0, dead, 1998 days
26.4
U0302
0 years, male, NA, stage:T1N0M0, alive, 892 days
26.4
U1122
0 years, female, NA, stage:T3N2M0, alive, 1675 days
26.4
U0460
0 years, female, NA, stage:T3N0M0, dead, 2069 days
26.4
U0464
0 years, male, NA, stage:T3N0M0, alive, 918 days
26.3
U0347
0 years, female, NA, stage:T4N1M1, alive, 628 days
26.3
U1396
0 years, female, NA, stage:T4N0M0, alive, 1168 days
26.2
U0449
0 years, female, NA, stage:T3N0M0, alive, 1851 days
26.1
U0256
0 years, male, NA, stage:T3N0M0, alive, 738 days
26.1
U2782
0 years, male, NA, stage:T3N1M1, alive, 773 days
26.1
U0225
0 years, male, NA, stage:T3N1M0, alive, 581 days
26.1
U0472
0 years, male, NA, stage:TXN2M0, alive, 542 days
26.0
U1257
0 years, male, NA, stage:T3N0M0, alive, 833 days
25.7
U0456
0 years, male, NA, stage:T4N0M0, dead, 2222 days
25.6
U0465
0 years, male, NA, stage:T3N0M0, alive, 2383 days
25.5
U0308
0 years, male, NA, stage:T4N1M0, alive, 1075 days
25.4
U1120
0 years, male, NA, stage:T4N1M1, alive, 823 days
25.4
U1204
0 years, male, NA, stage:T4N2M0, alive, 2214 days
25.3
U0445
0 years, female, NA, stage:T3N0M0, alive, 1851 days
25.3
U0321
0 years, female, NA, stage:T3N0M0, alive, 1029 days
25.3
U0274
0 years, male, NA, stage:T3N0M0, dead, 1570 days
25.0
U0115
0 years, female, NA, stage:T3N0M0, dead, 1738 days
24.9
U0462
0 years, female, NA, stage:T4N1M0, alive, 1017 days
24.9
U0136
0 years, female, NA, stage:T3N0M0, dead, 2795 days
24.9
U0414
0 years, male, NA, stage:T3N0M0, alive, 1691 days
24.9
U3100
0 years, male, NA, stage:T3N1M0, dead, 1608 days
24.9
U0087
0 years, female, NA, stage:T3N2M0, dead, 337 days
24.8
U0260
0 years, male, NA, stage:T1N0M1, alive, 2928 days
24.8
U0442
0 years, male, NA, stage:T3N0M0, alive, 619 days
24.8
U0444
0 years, female, NA, stage:T4N1M0, alive, 1841 days
24.7
U0099
0 years, female, NA, stage:T3N0M0, dead, 986 days
24.6
U2964
0 years, male, NA, stage:T3N1M0, alive, 637 days
24.6
U0385
0 years, male, NA, stage:T3N0M0, alive, 902 days
24.5
U0144
0 years, male, NA, stage:T3N0M0, alive, 1218 days
24.5
U3043
0 years, female, NA, stage:T3N2M0, alive, 287 days
24.4
U0070
0 years, male, NA, stage:T1N0M0, dead, 1319 days
24.4
U0094
0 years, female, NA, stage:T3N2M0, alive, 741 days
24.3
U0072
0 years, male, NA, stage:T3N0M0, alive, 2772 days
24.3
U0270
0 years, female, NA, stage:T1N0M0, alive, 2187 days
24.3
U0360
0 years, female, NA, stage:T3N0M0, dead, 1016 days
24.3
U0590
0 years, female, NA, stage:T3N0M0, alive, 661 days
24.3
U1046
0 years, female, NA, stage:T4N2M1, dead, 697 days
24.2
U0309
0 years, female, NA, stage:T3N0M0, dead, 1898 days
24.2
U0267
0 years, male, NA, stage:T4N0M0, dead, 445 days
24.2
U0178
0 years, female, NA, stage:T3N1M0, dead, 2096 days
24.2
U0459
0 years, female, NA, stage:T3N0M0, alive, 966 days
24.2
U0439
0 years, male, NA, stage:T3N1M0, alive, 1418 days
24.1
U1103
0 years, female, NA, stage:T4N2M0, alive, 975 days
24.0
U0450
0 years, female, NA, stage:T3N1M0, alive, 763 days
24.0
U0333
0 years, female, NA, stage:T3N2M0, dead, 1959 days
23.9
U0134
0 years, male, NA, stage:T3N0M0, alive, 2009 days
23.9
U0254
0 years, female, NA, stage:T3N1M0, alive, 659 days
23.9
U0473
0 years, male, NA, stage:T3N1M0, alive, 786 days
23.8
U0297
0 years, female, NA, stage:T3N2M0, alive, 1196 days
23.7
U0221
0 years, male, NA, stage:T3N0M0, alive, 569 days
23.7
U2842
0 years, female, NA, stage:T4N2M0, alive, 675 days
23.7
U0467
0 years, female, NA, stage:T3N0M0, alive, 1848 days
23.6
U0078
0 years, female, NA, stage:T3N0M0, alive, 1183 days
23.5
U0375
0 years, male, NA, stage:T3N0M0, dead, 666 days
23.5
U1213
0 years, female, NA, stage:T2N0M0, alive, 560 days
23.5
U2958
0 years, female, NA, stage:T1N0M0, alive, 536 days
23.4
U0438
0 years, female, NA, stage:T3N0M0, alive, 2009 days
23.4
U0898
0 years, female, NA, stage:T4aN0M0, dead, 340 days
23.3
U2896
0 years, female, NA, stage:T3N1M0, alive, 609 days
23.3
U2995
0 years, female, NA, stage:T3N1M0, alive, 491 days
23.2
U0165
0 years, female, NA, stage:T2N0M0, alive, 1702 days
23.2
U0354
0 years, male, NA, stage:T3N1M0, alive, 430 days
23.2
U0370
0 years, female, NA, stage:T3N0M0, alive, 1047 days
23.1
U0368
0 years, male, NA, stage:T2N0M0, alive, 801 days
23.1
U0223
0 years, male, NA, stage:T4N1M0, alive, 1812 days
23.1
U1276
0 years, male, NA, stage:T3N0M0, alive, 2474 days
23.0
U0469
0 years, male, NA, stage:T3N0M0, dead, 409 days
23.0
U0168
0 years, male, NA, stage:T3N0M0, dead, 948 days
23.0
U1327
0 years, female, NA, stage:T3N0M0, alive, 1613 days
22.9
U2947
0 years, female, NA, stage:T3N0M0, alive, 543 days
22.8
U1040
0 years, male, NA, stage:T2N0M0, alive, 1029 days
22.6
U1150
0 years, female, NA, stage:T3N0M0, alive, 15 days
22.6
U1241
0 years, male, NA, stage:T3N1M0, dead, 49 days
22.5
U0204
0 years, male, NA, stage:T3N0M0, dead, 770 days
22.5
U0367
0 years, female, NA, stage:T3N1M0, alive, 3075 days
22.5
U0315
0 years, female, NA, stage:T2N0M0, alive, 1973 days
22.5
U0972
0 years, female, NA, stage:T1N0M0, alive, 2473 days
22.4
U1073
0 years, female, NA, stage:T3N1M0, alive, 1359 days
22.4
U3018
0 years, male, NA, stage:T4N1M0, alive, 463 days
22.3
U0991
0 years, male, NA, stage:T4N2M0, dead, 534 days
22.3
U0379
0 years, male, NA, stage:T2N0M0, alive, 1819 days
22.3
U2975
0 years, male, NA, stage:T4N1M0, alive, 514 days
22.2
U1446
0 years, female, NA, stage:T3N0M0, alive, 2314 days
22.1
U1240
0 years, male, NA, stage:T4N0M0, alive, 765 days
22.1
U1075
0 years, female, NA, stage:T3N0M0, alive, 1290 days
22.1
U0100
0 years, female, NA, stage:T3N0M0, dead, 1920 days
22.1
U0119
0 years, female, NA, stage:T3N0M0, alive, 3259 days
22.0
U0338
0 years, female, NA, stage:T3N0M0, alive, 1016 days
22.0
U0149
0 years, female, NA, stage:T3N2M0, alive, 1715 days
21.9
U2959
0 years, male, NA, stage:T3N2M0, alive, 536 days
21.9
U1007
0 years, male, NA, stage:T3N0M0, alive, 1333 days
21.9
U0332
0 years, female, NA, stage:T3N0M0, alive, 2101 days
21.8
U0403
0 years, male, NA, stage:T3N1M1, dead, 1809 days
21.7
U0172
0 years, male, NA, stage:T4N0M0, dead, 678 days
21.7
U1065
0 years, female, NA, stage:T3N2M0, alive, 2954 days
21.7
U1429
0 years, female, NA, stage:T3N0M0, alive, 1660 days
21.6
U0357
0 years, female, NA, stage:T3N0M0, alive, 2285 days
21.6
U1338
0 years, female, NA, stage:T4N1M0, dead, 716 days
21.6
U1246
0 years, female, NA, stage:T3N0M0, alive, 1441 days
21.6
U1436
0 years, female, NA, stage:T3N0M0, alive, 1745 days
21.5
U0127
0 years, female, NA, stage:T3N0M0, dead, 2753 days
21.5
U0104
0 years, female, NA, stage:T4N0M0, dead, 1639 days
21.5
U3022
0 years, male, NA, stage:T2N0M0, alive, 484 days
21.5
U0235
0 years, female, NA, stage:T3N0M0, alive, 1327 days
21.5
U1386
0 years, male, NA, stage:T3N1M0, alive, 1518 days
21.5
U2856
0 years, female, NA, stage:T4N1M1, alive, 660 days
21.5
U0152
0 years, male, NA, stage:T3N1M0, alive, 989 days
21.4
U0203
0 years, male, NA, stage:T3N0M0, dead, 827 days
21.4
U0361
0 years, male, NA, stage:T3N0M0, alive, 686 days
21.4
U0084
0 years, male, NA, stage:T3N0M0, dead, 1662 days
21.3
U0300
0 years, male, NA, stage:T2N0M0, alive, 974 days
21.3
U1346
0 years, female, NA, stage:T3N0M0, alive, 1137 days
21.3
U0350
0 years, female, NA, stage:T4N0M0, alive, 770 days
21.3
U0112
0 years, female, NA, stage:T3N0M1, alive, 551 days
21.2
U0955
0 years, female, NA, stage:T3N0M0, alive, 2170 days
21.2
U0882
0 years, male, NA, stage:T3N0M0, alive, 1675 days
21.2
U1448
0 years, male, NA, stage:T3N0M1, dead, 1512 days
21.2
U0067
0 years, female, NA, stage:T3N0M0, alive, 2180 days
21.2
U0363
0 years, male, NA, stage:T3N1M0, alive, 3601 days
21.2
U0340
0 years, female, NA, stage:T4N2M1, dead, 438 days
21.1
U0186
0 years, female, NA, stage:T2N0M0, alive, 3726 days
21.0
U0153
0 years, female, NA, stage:T3N0M0, dead, 1718 days
21.0
U2803
0 years, male, NA, stage:T3N1M0, alive, 744 days
20.9
U0125
0 years, female, NA, stage:T1N0M0, dead, 668 days
20.8
U0122
0 years, female, NA, stage:T2N0M0, dead, 159 days
20.8
U1099
0 years, female, NA, stage:T3N0M0, alive, 2068 days
20.8
U0229
0 years, female, NA, stage:TXN2M1, dead, 2115 days
20.7
U1184
0 years, male, NA, stage:T4N1M0, alive, 290 days
20.6
U1147
0 years, male, NA, stage:T3N0M0, dead, 282 days
20.6
U1104
0 years, female, NA, stage:T4N0M0, alive, 1109 days
20.6
U2819
0 years, female, NA, stage:T3N0M0, alive, 708 days
20.6
U1111
0 years, female, NA, stage:T3N0M0, dead, 1631 days
20.5
U1347
0 years, female, NA, stage:T3N0M0, alive, 1401 days
20.5
U1267
0 years, male, NA, stage:T3N1M0, dead, 2869 days
20.5
U0378
0 years, female, NA, stage:T4N1M0, dead, 815 days
20.4
U0411
0 years, female, NA, stage:T3N1M0, alive, 1868 days
20.4
U0435
0 years, female, NA, stage:T2N0M0, alive, 3616 days
20.2
U0181
0 years, female, NA, stage:T1N0M0, alive, 3623 days
20.2
U0317
0 years, female, NA, stage:T3N2M0, alive, 3209 days
20.2
U1078
0 years, female, NA, stage:T3N0M0, alive, 1016 days
20.1
U2815
0 years, female, NA, stage:T3N0M0, alive, 717 days
20.1
U0362
0 years, male, NA, stage:T3N0M0, alive, 1148 days
20.1
U0292
0 years, male, NA, stage:T4N1M0, alive, 1666 days
20.1
U1401
0 years, female, NA, stage:T3N0M0, alive, 1482 days
20.0
U3038
0 years, male, NA, stage:T3N0M0, alive, 328 days
19.9
U0257
0 years, male, NA, stage:T3N1M0, dead, 2508 days
19.9
U0004
0 years, female, NA, stage:T4N0M0, alive, 3649 days
19.9
U0250
0 years, female, NA, stage:T4N0M0, dead, 906 days
19.8
U0233
0 years, female, NA, stage:T3N1M0, alive, 975 days
19.8
U0166
0 years, female, NA, stage:T3N0M0, alive, 763 days
19.7
U0207
0 years, female, NA, stage:T3N0M0, dead, 2593 days
19.7
U0421
0 years, male, NA, stage:T3N1M0, alive, 674 days
19.6
U1208
0 years, female, NA, stage:T1N0M0, alive, 834 days
19.5
U2999
0 years, female, NA, stage:T2N0M0, alive, 581 days
19.5
U0002
0 years, female, NA, stage:T3N2M0, alive, 3691 days
19.5
U3122
0 years, female, NA, stage:T3N0M1, dead, 91 days
19.4
U1017
0 years, male, NA, stage:T3N0M0, alive, 615 days
19.4
U0129
0 years, male, NA, stage:T4N0M0, dead, 1265 days
19.4
U3051
0 years, male, NA, stage:T3N2M0, alive, 415 days
19.3
U0413
0 years, male, NA, stage:T2N0M0, alive, 1228 days
19.3
U0199
0 years, female, NA, stage:T4N2M0, alive, 1372 days
19.3
U0158
0 years, male, NA, stage:T1N0M0, dead, 3101 days
19.3
U1034
0 years, male, NA, stage:T4N0M0, alive, 1575 days
19.2
U1018
0 years, male, NA, stage:T4N1M1, dead, 1693 days
19.1
U0993
0 years, male, NA, stage:T4N2M0, alive, 1267 days
19.1
U1095
0 years, female, NA, stage:T3N1M1, alive, 2425 days
19.1
U0382
0 years, female, NA, stage:T3N0M0, alive, 2550 days
19.1
U0967
0 years, male, NA, stage:T2N0M0, dead, 1691 days
19.1
U0145
0 years, male, NA, stage:T3N1M1, alive, 623 days
19.1
U0278
0 years, female, NA, stage:T2N0M0, alive, 763 days
18.9
U0287
0 years, female, NA, stage:T2N0M0, alive, 1897 days
18.9
U1251
0 years, male, NA, stage:T4N2M0, alive, 126 days
18.9
U0966
0 years, male, NA, stage:T4N0M0, dead, 1513 days
18.9
U0102
0 years, female, NA, stage:T4N2M0, dead, 670 days
18.9
U0348
0 years, female, NA, stage:T3N0M0, alive, 533 days
18.9
U0327
0 years, male, NA, stage:T4N0M0, alive, 833 days
18.9
U0210
0 years, male, NA, stage:T3N0M0, dead, 1800 days
18.8
U0453
0 years, male, NA, stage:T3N0M0, alive, 2859 days
18.8
U0143
0 years, male, NA, stage:T3N2M0, alive, 2313 days
18.8
U0950
0 years, female, NA, stage:T4N1M0, alive, 1834 days
18.7
U0328
0 years, male, NA, stage:T4N0M0, dead, 1362 days
18.5
U1162
0 years, male, NA, stage:T2N1M0, dead, 354 days
18.4
U0440
0 years, female, NA, stage:T4N0M0, dead, 2743 days
18.4
U0175
0 years, male, NA, stage:T3N2M0, alive, 1875 days
18.4
U0387
0 years, male, NA, stage:T2N0M0, alive, 1327 days
18.4
U1032
0 years, male, NA, stage:T3N1M0, alive, 2113 days
18.4
U0373
0 years, female, NA, stage:T3N0M0, alive, 1822 days
18.3
U3034
0 years, female, NA, stage:T3N1M0, alive, 443 days
18.3
U1160
0 years, male, NA, stage:T3N1M0, alive, 1557 days
18.3
U0916
0 years, female, NA, stage:T3N0M0, alive, 1578 days
18.3
U0179
0 years, male, NA, stage:T3N1M0, dead, 1043 days
18.2
U0290
0 years, male, NA, stage:T4N2M0, dead, 593 days
18.2
U1258
0 years, male, NA, stage:T3N1M0, alive, 1373 days
18.2
U0386
0 years, female, NA, stage:T4N1M1, alive, 2592 days
18.1
U0227
0 years, female, NA, stage:T4N2M0, alive, 291 days
18.1
U0312
0 years, female, NA, stage:T4N2M1, alive, 499 days
18.0
U3039
0 years, male, NA, stage:T4N1M1, dead, 366 days
18.0
U0107
0 years, male, NA, stage:T3N0M0, dead, 2354 days
18.0
U1228
0 years, male, NA, stage:T3N0M0, alive, 1333 days
18.0
U0420
0 years, male, NA, stage:T4N1M1, alive, 417 days
18.0
U1454
0 years, female, NA, stage:T3N0M0, alive, 393 days
18.0
U1044
0 years, male, NA, stage:T4N0M0, alive, 3146 days
17.9
U0111
0 years, male, NA, stage:T2N0M0, alive, 1117 days
17.9
U1220
0 years, male, NA, stage:T3N2M0, dead, 1953 days
17.9
U1317
0 years, male, NA, stage:T4N1M0, alive, 965 days
17.8
U0345
0 years, female, NA, stage:T3N0M0, alive, 2127 days
17.7
U0161
0 years, male, NA, stage:T4N2M1, alive, 42 days
17.7
U2902
0 years, female, NA, stage:T2N0M0, alive, 596 days
17.6
U0908
0 years, female, NA, stage:T3N0M1, dead, 40 days
17.6
U0396
0 years, male, NA, stage:T4N2M0, alive, 2243 days
17.5
U0075
0 years, male, NA, stage:T3N0M0, dead, 3 days
17.5
U0247
0 years, female, NA, stage:T3N1M0, alive, 2538 days
17.4
U0092
0 years, male, NA, stage:T3N0M0, alive, 2779 days
17.3
U1473
0 years, female, NA, stage:T3N0M0, alive, 1553 days
17.3
U1094
0 years, female, NA, stage:T4N1M0, alive, 1267 days
17.3
U0381
0 years, male, NA, stage:T3N1M0, dead, 71 days
17.3
U1045
0 years, female, NA, stage:T4N2M0, alive, 1239 days
17.3
U0202
0 years, male, NA, stage:T3N0M0, dead, 2670 days
17.3
U1086
0 years, female, NA, stage:T1N0M0, alive, 2907 days
17.2
U2792
0 years, male, NA, stage:T2N1M0, alive, 758 days
17.2
U3050
0 years, female, NA, stage:T3N0M0, alive, 407 days
17.1
U2948
0 years, female, NA, stage:T3N1M0, alive, 543 days
17.1
U0447
0 years, male, NA, stage:T4N1M0, dead, 1819 days
17.1
U1252
0 years, female, NA, stage:T4N2M0, alive, 1309 days
17.1
U0318
0 years, male, NA, stage:T3N0M0, alive, 762 days
17.1
U0939
0 years, male, NA, stage:T3N1M0, alive, 2960 days
17.1
U0977
0 years, female, NA, stage:T4N2M0, dead, 140 days
17.0
U0066
0 years, male, NA, stage:T3N0M0, dead, 2486 days
17.0
U0195
0 years, male, NA, stage:T3N0M0, alive, 3326 days
16.9
U0214
0 years, male, NA, stage:T4N1M1, alive, 788 days
16.8
U1158
0 years, female, NA, stage:T3N1M0, alive, 721 days
16.8
U1071
0 years, female, NA, stage:T4N0M1, alive, 1514 days
16.8
U1321
0 years, male, NA, stage:T3N1M0, alive, 2578 days
16.8
U3030
0 years, female, NA, stage:T3N0M0, alive, 380 days
16.8
U0960
0 years, male, NA, stage:T3N0M0, alive, 1009 days
16.7
U0252
0 years, male, NA, stage:T3N1M0, dead, 1761 days
16.7
U1447
0 years, male, NA, stage:T4N1M0, alive, 988 days
16.7
U1304
0 years, female, NA, stage:TXNXM0, alive, 1081 days
16.7
U1366
0 years, male, NA, stage:T3N1M0, alive, 2010 days
16.6
U2956
0 years, female, NA, stage:T3N0M0, alive, 540 days
16.6
U1074
0 years, male, NA, stage:T3N0M0, dead, 1043 days
16.6
U0349
0 years, male, NA, stage:T3N1M0, alive, 2682 days
16.6
U0933
0 years, male, NA, stage:T3N2M0, dead, 1960 days
16.5
U0352
0 years, female, NA, stage:T4N2M0, dead, 385 days
16.5
U0471
0 years, female, NA, stage:T3N1M0, alive, 1673 days
16.4
U0392
0 years, male, NA, stage:T3N2M0, alive, 489 days
16.3
U0105
0 years, female, NA, stage:T2N0M0, dead, 2158 days
16.3
U0222
0 years, female, NA, stage:T3N2M1, alive, 1779 days
16.3
U1041
0 years, male, NA, stage:T2N0M0, alive, 1108 days
16.3
U2754
0 years, male, NA, stage:T4N0M0, alive, 809 days
16.2
U1332
0 years, male, NA, stage:T3N0M0, alive, 1672 days
16.2
U1472
0 years, female, NA, stage:T3N1M0, alive, 1316 days
16.2
U0929
0 years, male, NA, stage:T4N1M0, alive, 436 days
16.2
U2889
0 years, male, NA, stage:T4N0M0, alive, 623 days
16.2
U0335
0 years, female, NA, stage:T3N1M0, alive, 2464 days
16.1
U0177
0 years, female, NA, stage:T3N0M0, alive, 355 days
16.1
U1127
0 years, female, NA, stage:T3N0M0, alive, 3465 days
16.1
U0142
0 years, female, NA, stage:T4N1M0, alive, 2340 days
16.1
U0399
0 years, female, NA, stage:T4N2M0, dead, 547 days
16.1
U0942
0 years, male, NA, stage:T3N0M0, alive, 665 days
16.0
U0176
0 years, male, NA, stage:T3N1M0, alive, 2600 days
15.9
U0463
0 years, male, NA, stage:T3N0M0, alive, 946 days
15.9
U1349
0 years, female, NA, stage:T3N1M0, alive, 1899 days
15.8
U1129
0 years, male, NA, stage:T3N0M0, dead, 118 days
15.7
U0383
0 years, male, NA, stage:T3N2M1, dead, 595 days
15.7
U1421
0 years, female, NA, stage:T3N1M0, alive, 1905 days
15.5
U0336
0 years, female, NA, stage:T3N0M0, alive, 1100 days
15.5
U0068
0 years, female, NA, stage:T3N1M0, alive, 1991 days
15.4
U2848
0 years, female, NA, stage:T4N2M0, alive, 669 days
15.4
U0123
0 years, male, NA, stage:T3N0M0, dead, 1880 days
15.4
U0135
0 years, female, NA, stage:T3N0M0, alive, 1738 days
15.3
U0082
0 years, female, NA, stage:T3N1M0, dead, 2339 days
15.3
U1062
0 years, female, NA, stage:T4N0M0, alive, 1689 days
15.3
U2953
0 years, female, NA, stage:T4aN0M0, alive, 541 days
15.2
U0196
0 years, male, NA, stage:T3N0M0, alive, 2086 days
15.2
U1155
0 years, male, NA, stage:T4N1M0, alive, 1815 days
15.2
U0401
0 years, male, NA, stage:T4N1M0, alive, 1715 days
15.1
U0191
0 years, male, NA, stage:T3N1M0, alive, 900 days
15.1
U0163
0 years, male, NA, stage:T4N0M0, alive, 697 days
15.1
U0240
0 years, female, NA, stage:T3N1M0, dead, 800 days
15.0
U0141
0 years, male, NA, stage:T3N2M0, alive, 2079 days
15.0
U0281
0 years, male, NA, stage:T3N2M0, alive, 933 days
14.9
U1183
0 years, male, NA, stage:T4N2M0, alive, 959 days
14.9
U0151
0 years, female, NA, stage:T3N0M0, alive, 2014 days
14.9
U1369
0 years, male, NA, stage:T3N0M0, dead, 1604 days
14.8
U0098
0 years, male, NA, stage:T3N0M0, dead, 2473 days
14.8
U2798
0 years, male, NA, stage:T3N0M0, alive, 751 days
14.7
U0108
0 years, female, NA, stage:T3N0M1, alive, 535 days
14.7
U0246
0 years, female, NA, stage:T4N0M0, dead, 1192 days
14.6
U1212
0 years, female, NA, stage:T2N0M0, alive, 69 days
14.6
U3005
0 years, male, NA, stage:T3N0M0, alive, 478 days
14.6
U0285
0 years, female, NA, stage:T3N0M0, alive, 2165 days
14.5
U1374
0 years, male, NA, stage:T4N0M0, alive, 827 days
14.5
U0443
0 years, male, NA, stage:T3N0M0, alive, 1677 days
14.5
U1107
0 years, male, NA, stage:T3N0M0, alive, 329 days
14.4
U0269
0 years, female, NA, stage:T3N0M0, alive, 2530 days
14.4
U0218
0 years, female, NA, stage:T3N0M0, alive, 714 days
14.4
U0970
0 years, female, NA, stage:T4N1M0, alive, 939 days
14.4
U0937
0 years, male, NA, stage:T2N0M0, dead, 1558 days
14.3
U1049
0 years, female, NA, stage:T3N1M0, alive, 1200 days
14.3
U0355
0 years, male, NA, stage:T4N1M0, dead, 1038 days
14.3
U0400
0 years, male, NA, stage:T4N0M0, dead, 1073 days
14.3
U2882
0 years, female, NA, stage:T3N1M0, alive, 637 days
14.2
U0404
0 years, female, NA, stage:T3N2M0, dead, 204 days
14.2
U0095
0 years, male, NA, stage:T4N1M0, dead, 1034 days
14.2
U1031
0 years, male, NA, stage:T1N1M0, alive, 1625 days
14.1
U2861
0 years, male, NA, stage:T3N0M0, alive, 652 days
14.0
U0189
0 years, female, NA, stage:T3N0M0, dead, 1823 days
14.0
U3024
0 years, female, NA, stage:T3N0M0, alive, 463 days
13.9
U2927
0 years, male, NA, stage:T3N1M0, alive, 564 days
13.9
U0429
0 years, female, NA, stage:T3N0M1, alive, 1099 days
13.9
U1013
0 years, female, NA, stage:T2N1M0, alive, 1439 days
13.8
U0934
0 years, female, NA, stage:T3N0M0, alive, 1185 days
13.8
U0326
0 years, female, NA, stage:T3N0M0, alive, 3178 days
13.7
U1352
0 years, male, NA, stage:T3N2M1, dead, 741 days
13.7
U1059
0 years, male, NA, stage:T3N1M0, alive, 2790 days
13.7
U0377
0 years, female, NA, stage:T3N2M0, alive, 3720 days
13.7
U0193
0 years, male, NA, stage:T3N1M0, dead, 876 days
13.6
U0358
0 years, female, NA, stage:T4N1M0, alive, 2290 days
13.6
U1301
0 years, female, NA, stage:T4N2M0, dead, 877 days
13.6
U0314
0 years, female, NA, stage:T1N0M0, dead, 2436 days
13.6
U0915
0 years, female, NA, stage:T3N0M0, alive, 1613 days
13.4
U0103
0 years, female, NA, stage:T3N1M0, alive, 1197 days
13.3
U1114
0 years, female, NA, stage:TXNXM1, dead, 473 days
13.3
U1072
0 years, male, NA, stage:T1N0M0, alive, 1446 days
13.2
U0245
0 years, female, NA, stage:T3N1M0, dead, 564 days
13.1
U1274
0 years, male, NA, stage:T2N1M0, alive, 1198 days
13.1
U2981
0 years, male, NA, stage:T3N0M0, alive, 508 days
13.0
U0426
0 years, male, NA, stage:T3N0M0, dead, 976 days
12.9
U0113
0 years, male, NA, stage:T4N2M0, alive, 1102 days
12.8
U2971
0 years, male, NA, stage:T4aN0M0, alive, 629 days
12.8
U0208
0 years, female, NA, stage:T3N1M0, dead, 1233 days
12.7
U1250
0 years, male, NA, stage:T2N0M0, alive, 597 days
12.5
U1253
0 years, female, NA, stage:T3N0M0, dead, 165 days
12.4
U0369
0 years, female, NA, stage:T3N0M0, dead, 1095 days
12.4
U3037
0 years, male, NA, stage:T3N1M0, alive, 405 days
12.4
U0394
0 years, male, NA, stage:T2N1M0, alive, 969 days
12.3
U0448
0 years, male, NA, stage:T3N2M0, alive, 3615 days
12.3
U0180
0 years, male, NA, stage:T3N0M1, dead, 965 days
12.2
U2780
0 years, male, NA, stage:T3N0M0, alive, 778 days
12.2
U0234
0 years, male, NA, stage:T1N1M0, alive, 990 days
12.2
U1291
0 years, female, NA, stage:T3N0M0, alive, 2000 days
12.2
U0187
0 years, male, NA, stage:T3N2M0, alive, 1632 days
12.1
U0146
0 years, female, NA, stage:T3N2M0, dead, 733 days
12.1
U0320
0 years, female, NA, stage:T4N2M1, alive, 188 days
11.9
U0157
0 years, male, NA, stage:T4N0M0, dead, 131 days
11.9
U0262
0 years, female, NA, stage:T2N0M0, alive, 2534 days
11.8
U0313
0 years, male, NA, stage:T4N1M0, dead, 1142 days
11.8
U0408
0 years, female, NA, stage:T4N0M0, dead, 2100 days
11.6
U0427
0 years, male, NA, stage:T2N0M0, alive, 1193 days
11.6
U0083
0 years, male, NA, stage:T4N0M0, dead, 731 days
11.6
U0081
0 years, male, NA, stage:T3N2M0, dead, 248 days
11.5
U2774
0 years, female, NA, stage:T3N0M0, alive, 783 days
11.5
U0976
0 years, female, NA, stage:T3N2M0, dead, 97 days
11.4
U0170
0 years, male, NA, stage:T4N1M0, dead, 832 days
11.3
U0446
0 years, male, NA, stage:T2N0M0, alive, 1446 days
11.2
U1344
0 years, female, NA, stage:T3N1M0, alive, 1450 days
11.2
U1264
0 years, female, NA, stage:T3N0M0, dead, 1583 days
10.9
U0200
0 years, female, NA, stage:T3N0M0, alive, 2614 days
10.9
U0211
0 years, female, NA, stage:T3N1M0, alive, 1236 days
10.8
U0244
0 years, female, NA, stage:T3N1M0, alive, 3184 days
10.7
U0090
0 years, female, NA, stage:T3N0M0, dead, 1258 days
10.7
U2843
0 years, female, NA, stage:T3N0M0, alive, 674 days
10.6
U0273
0 years, male, NA, stage:T2N1M0, alive, 2641 days
10.6
U0110
0 years, female, NA, stage:T3N1M1, dead, 878 days
10.5
U3032
0 years, female, NA, stage:T3N1M0, alive, 449 days
10.4
U0289
0 years, female, NA, stage:T3N0M0, alive, 3511 days
10.2
U1343
0 years, female, NA, stage:T4N2M0, alive, 3178 days
10.1
U1067
0 years, male, NA, stage:T3N0M0, alive, 1570 days
10.1
U1201
0 years, male, NA, stage:T3N2M0, alive, 1484 days
9.9
U0167
0 years, male, NA, stage:T3N1M0, alive, 1820 days
9.8
U0306
0 years, male, NA, stage:T3N1M0, dead, 717 days
9.7
U3042
0 years, male, NA, stage:T3N0M0, alive, 324 days
9.7
U0376
0 years, male, NA, stage:T2N1M0, alive, 965 days
9.6
U0356
0 years, male, NA, stage:T4N1M0, alive, 536 days
9.4
U0342
0 years, male, NA, stage:T4N2M0, alive, 305 days
9.3
U0389
0 years, female, NA, stage:T3N1M0, dead, 927 days
9.3
U0063
0 years, male, NA, stage:T1N0M0, dead, 1779 days
9.3
U0316
0 years, male, NA, stage:T3N2M0, alive, 2012 days
9.2
U0277
0 years, male, NA, stage:T2N1M0, alive, 270 days
9.2
U0390
0 years, male, NA, stage:T3N1M0, alive, 871 days
9.2
U0433
0 years, male, NA, stage:T4N1M1, dead, 440 days
9.2
U0416
0 years, male, NA, stage:T1N1M0, alive, 1228 days
9.1
U2928
0 years, male, NA, stage:T2N0M0, alive, 563 days
8.8
U0215
0 years, male, NA, stage:T3N0M0, alive, 1269 days
8.7
U0451
0 years, female, NA, stage:T4N2M0, alive, 3023 days
8.7
U0085
0 years, male, NA, stage:T4N1M0, dead, 1698 days
8.5
U0280
0 years, male, NA, stage:T3N1M1, alive, 2731 days
8.5
U0441
0 years, female, NA, stage:T2N1M0, alive, 2738 days
8.0
U2891
0 years, male, NA, stage:T3N1M0, alive, 619 days
7.4
U0455
0 years, female, NA, stage:T3N2M0, alive, 2445 days
6.8
U0275
0 years, female, NA, stage:T3N2M0, alive, 549 days
6.7
U0148
0 years, male, NA, stage:T3N0M0, alive, 1780 days
6.7
U0171
0 years, female, NA, stage:T3N1M0, dead, 1920 days
6.6
U0117
0 years, female, NA, stage:T2N0M0, dead, 1078 days
6.2
U1022
0 years, male, NA, stage:T4N2M0, dead, 61 days
6.2
U0263
0 years, female, NA, stage:T3N0M1, alive, 362 days
6.0
U0073
0 years, male, NA, stage:T4N0MX, dead, 318 days
5.9
U0999
0 years, male, NA, stage:T3N2M0, alive, 860 days
5.5
U1483
0 years, female, NA, stage:T3N0M0, alive, 1094 days
5.4
U0384
0 years, male, NA, stage:T2N1M1, alive, 1024 days
5.3
U3048
0 years, male, NA, stage:T4N2M0, alive, 535 days
4.9
U0436
0 years, male, NA, stage:T4N1M1, alive, 960 days
4.9
U0224
0 years, female, NA, stage:T3N0M0, alive, 2367 days
4.8
U0169
0 years, male, NA, stage:T4N2M0, alive, 616 days
4.5
U0248
0 years, male, NA, stage:T3N0M0, alive, 1870 days
3.2
U1384
0 years, male, NA, stage:T4N1M0, alive, 1319 days
0.3
U0074
0 years, female, NA, stage:T3N0M0, dead, 1438 days
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.
UBA7 is not prognostic in Rectum Adenocarcinoma (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.
: 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 TPM
12.0
Number of samples
88
Samples
Sample
Description
TPM
TCGA-EI-6510-01A
0 years, female, white, stage:'--, alive, 556 days
27.9
TCGA-G5-6641-01A
0 years, male, white, stage:Stage IIIA, alive, 804 days
26.1
TCGA-AH-6547-01A
0 years, female, white, stage:'--, dead, 76 days
24.8
TCGA-EI-6506-01A
0 years, female, white, stage:Stage IIA, alive, 625 days
22.4
TCGA-EI-6882-01A
0 years, male, white, stage:Stage IIA, alive, 262 days
22.2
TCGA-EI-6883-01A
0 years, male, white, stage:Stage IIC, alive, 350 days
20.1
TCGA-EI-6917-01A
0 years, male, white, stage:Stage IIIA, alive, 531 days
19.5
TCGA-AG-3902-01A
0 years, male, stage:Stage IIA, alive, 974 days
19.4
TCGA-EI-6884-01A
0 years, male, white, stage:Stage IIIA, alive, 328 days
18.9
TCGA-DC-6156-01A
0 years, male, white, stage:Stage IVA, alive, 943 days
18.9
TCGA-AF-6672-01A
0 years, male, white, stage:Stage IV, alive, 748 days
18.6
TCGA-AG-3731-01A
0 years, male, stage:Stage IV, alive, 1126 days
18.5
TCGA-DC-6681-01A
0 years, female, white, stage:Stage IVA, alive, 790 days
18.1
TCGA-F5-6812-01A
0 years, male, white, stage:Stage IIA, alive, 1110 days
18.0
TCGA-DC-6157-01A
0 years, male, black or african american, stage:Stage I, alive, 1581 days
17.5
TCGA-EI-7004-01A
0 years, female, white, stage:'--, alive, 257 days
17.5
TCGA-DC-6158-01A
0 years, male, white, stage:Stage I, dead, 334 days
17.4
TCGA-F5-6811-01A
0 years, female, white, stage:Stage IIA, alive, 979 days
16.4
TCGA-DT-5265-01A
0 years, male, asian, stage:Stage II, alive, 384 days
15.9
TCGA-F5-6864-01A
0 years, female, white, stage:Stage IIIB, alive, 379 days
15.3
TCGA-DY-A0XA-01A
0 years, female, white, stage:Stage IIA, alive, 3846 days
15.1
TCGA-DC-6160-01A
0 years, male, white, stage:Stage I, alive, 1339 days
14.7
TCGA-CI-6621-01A
0 years, male, white, stage:Stage IIIB, alive, 419 days
14.3
TCGA-AF-6655-01A
0 years, male, white, stage:Stage IIIA, alive, 609 days
14.1
TCGA-AG-4022-01A
0 years, female, stage:Stage II, alive, 1400 days
14.1
TCGA-DC-4749-01A
0 years, male, white, stage:Stage I, alive, 762 days
13.8
TCGA-EF-5830-01A
0 years, male, white, stage:Stage IIB, alive, 106 days
13.6
TCGA-AF-A56N-01A
0 years, female, black or african american, stage:Stage IIA, alive, 360 days
13.4
TCGA-G5-6235-01A
0 years, male, white, stage:Stage IIIB, alive, 1696 days
13.3
TCGA-F5-6861-01A
0 years, female, white, stage:Stage IIA, alive, 1160 days
13.1
TCGA-EI-6881-01A
0 years, male, white, stage:Stage IIIA, alive, 499 days
12.8
TCGA-AF-A56K-01A
0 years, male, black or african american, stage:Stage IIA, alive, 2635 days
12.7
TCGA-AG-3732-01A
0 years, female, stage:Stage I, alive, 1003 days
12.7
TCGA-AF-2687-01A
0 years, male, white, stage:Stage IIIC, alive, 1427 days
12.5
TCGA-F5-6464-01A
0 years, female, white, stage:Stage IIIC, dead, 303 days
12.5
TCGA-F5-6702-01A
0 years, male, white, stage:Stage IVA, dead, 869 days
12.5
TCGA-EI-7002-01A
0 years, male, white, stage:Stage IV, alive, 364 days
12.3
TCGA-F5-6465-01A
0 years, female, white, stage:Stage IIA, alive, 1506 days
12.3
TCGA-EI-6514-01A
0 years, female, white, stage:Stage IIA, alive, 496 days
12.2
TCGA-AF-2690-01A
0 years, female, white, stage:Stage IIIC, dead, 524 days
12.2
TCGA-F5-6863-01A
0 years, female, white, stage:Stage IIIB, dead, 361 days
12.1
TCGA-EI-6511-01A
0 years, male, white, stage:Stage IIIB, alive, 482 days
12.0
TCGA-DY-A1DE-01A
0 years, female, white, stage:Stage IIA, alive, 3932 days
11.9
TCGA-AH-6903-01A
0 years, male, white, stage:Stage IIIB, alive, 592 days
11.9
TCGA-F5-6813-01A
0 years, male, white, stage:Stage IIIC, dead, 598 days
11.9
TCGA-AF-A56L-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 2007 days
11.8
TCGA-AF-3911-01A
0 years, male, white, stage:Stage IIIC, alive, 1148 days
11.8
TCGA-EI-6885-01A
0 years, female, white, stage:Stage IV, alive, 415 days
11.7
TCGA-AF-6136-01A
0 years, female, white, stage:Stage IIIB, alive, 741 days
11.7
TCGA-AG-3592-01A
0 years, male, stage:Stage IIA, alive, 1035 days
11.4
TCGA-F5-6571-01A
0 years, female, white, stage:Stage IIA, alive, 1288 days
10.9
TCGA-CL-5917-01A
0 years, female, white, stage:Stage IIIC, alive, 2376 days
10.9
TCGA-EI-6512-01A
0 years, female, white, stage:Stage IIIB, alive, 538 days
10.8
TCGA-AH-6644-01A
0 years, male, white, stage:'--, alive, 838 days
10.5
TCGA-DC-6683-01A
0 years, male, white, stage:Stage IIIB, alive, 762 days
10.4
TCGA-CI-6622-01A
0 years, male, white, stage:Stage IIB, alive, 1362 days
10.3
TCGA-DC-5337-01A
0 years, male, white, stage:Stage I, alive, 792 days
10.2
TCGA-BM-6198-01A
0 years, male, white, stage:Stage IIIB, alive, 646 days
10.1
TCGA-DY-A1DC-01A
0 years, female, white, stage:Stage IIA, dead, 1258 days
10.0
TCGA-DY-A1DD-01A
0 years, female, white, stage:Stage IIIB, dead, 1741 days
9.9
TCGA-AG-3591-01A
0 years, female, stage:Stage IIA, alive, 1035 days
9.9
TCGA-G5-6233-01A
0 years, male, white, stage:'--, dead, 556 days
9.8
TCGA-AF-4110-01A
0 years, male, white, stage:Stage IVA, alive, 912 days
8.5
TCGA-AH-6549-01A
0 years, male, white, stage:'--, alive, 532 days
8.3
TCGA-DC-6154-01A
0 years, female, white, stage:Stage IVA, alive, 365 days
8.2
TCGA-F5-6814-01A
0 years, male, white, stage:Stage IIA, alive, 1131 days
8.1
TCGA-CL-4957-01A
0 years, female, stage:'--, dead, 425 days
7.9
TCGA-AH-6544-01A
0 years, male, white, stage:'--, alive, 1173 days
7.8
TCGA-EI-6507-01A
0 years, male, white, stage:Stage IIA, alive, 607 days
7.8
TCGA-G5-6572-01A
0 years, male, white, stage:'--, dead, 1432 days
7.7
TCGA-EI-6513-01A
0 years, male, white, stage:Stage IIIB, alive, 497 days
7.3
TCGA-AG-4021-01A
0 years, female, stage:Stage IV, dead, 121 days
7.2
TCGA-AF-2693-01A
0 years, male, white, stage:Stage I, alive, 1155 days
7.1
TCGA-EF-5831-01A
0 years, male, white, stage:Stage IIA, alive, 127 days
6.8
TCGA-DY-A1DG-01A
0 years, male, white, stage:Stage IVA, dead, 1566 days
6.8
TCGA-AG-3742-01A
0 years, female, stage:Stage I, alive, 30 days
6.6
TCGA-DY-A1DF-01A
0 years, female, white, stage:Stage IIIC, dead, 734 days
6.5
TCGA-DC-5869-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 943 days
6.4
TCGA-EI-6509-01A
0 years, male, white, stage:Stage IIIC, alive, 517 days
5.7
TCGA-AF-5654-01A
0 years, female, white, stage:Stage I, dead, 512 days
5.6
TCGA-DY-A1H8-01A
0 years, female, white, stage:Stage IIIA, dead, 992 days
5.1
TCGA-AH-6897-01A
0 years, male, white, stage:Stage I, alive, 804 days
5.0
TCGA-DC-6682-01A
0 years, male, white, stage:Stage IIA, alive, 762 days
4.6
TCGA-EI-6508-01A
0 years, female, white, stage:Stage IIIB, alive, 636 days
3.9
TCGA-AH-6643-01A
0 years, male, white, stage:Stage IIIC, dead, 1314 days
3.9
TCGA-DC-4745-01A
0 years, female, white, stage:Stage IIIB, alive, 639 days
3.8
TCGA-CI-6620-01A
0 years, female, white, stage:Stage IVA, alive, 1009 days
3.5
TCGA-DC-6155-01A
0 years, female, white, stage:Stage IIIA, alive, 425 days
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.
UBA7 is not prognostic in Rectum Adenocarcinoma (validation)
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.
: 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 TPM
18.1
Number of samples
207
Samples
Sample
Description
TPM
U0454
0 years, male, NA, stage:T3N1M0, alive, 2997 days
36.6
U0343
0 years, female, NA, stage:T2N0M0, alive, 701 days
36.3
U0470
0 years, female, NA, stage:T2N2M0, alive, 961 days
35.3
U0296
0 years, male, NA, stage:T3N0M0, alive, 2610 days
35.1
U0155
0 years, male, NA, stage:T2N0M0, dead, 1672 days
33.8
U0640
0 years, male, NA, stage:T2N0M0, alive, 1696 days
33.2
U0645
0 years, male, NA, stage:T3N0M0, alive, 1567 days
32.5
U0159
0 years, female, NA, stage:T3N1M0, alive, 1517 days
31.9
U0430
0 years, male, NA, stage:T3N2M0, dead, 2472 days
30.4
U0258
0 years, male, NA, stage:T4N1M2, dead, 195 days
30.2
U0264
0 years, male, NA, stage:T4N2M0, alive, 2020 days
30.0
U0604
0 years, male, NA, stage:T3N1M0, alive, 1522 days
29.5
U0137
0 years, male, NA, stage:T3N1M0, dead, 1799 days
29.3
U0282
0 years, male, NA, stage:T3N2M0, dead, 1869 days
28.6
U0657
0 years, female, NA, stage:T2N0M0, dead, 1109 days
28.5
U0750
0 years, female, NA, stage:T3N2M0, dead, 1393 days
28.0
U0242
0 years, male, NA, stage:T3N0M0, alive, 2950 days
28.0
U0602
0 years, male, NA, stage:T2N0M0, alive, 1385 days
27.7
U0557
0 years, female, NA, stage:T3N2M0, alive, 2009 days
27.5
U0601
0 years, female, NA, stage:T4N1M0, alive, 1368 days
27.5
U0572
0 years, female, NA, stage:T3N1M0, alive, 2621 days
26.5
U0643
0 years, female, NA, stage:T2N1M0, dead, 1583 days
26.4
U0138
0 years, male, NA, stage:T3N1M0, dead, 2472 days
26.4
U0353
0 years, female, NA, stage:T1N0M0, alive, 2912 days
26.2
U3047
0 years, male, NA, stage:T3N2M0, alive, 205 days
26.1
U0243
0 years, female, NA, stage:T3N2M0, alive, 2975 days
26.0
U0565
0 years, male, NA, stage:T4N1M0, alive, 1452 days
25.8
U0603
0 years, male, NA, stage:T2N1M0, alive, 1904 days
25.4
U0532
0 years, male, NA, stage:T3N0M0, dead, 730 days
25.1
U0663
0 years, female, NA, stage:T3N1M0, alive, 762 days
25.0
U0641
0 years, female, NA, stage:T3N0M0, dead, 1626 days
24.6
U0648
0 years, female, NA, stage:T3N0M0, alive, 1415 days
24.4
U2943
0 years, male, NA, stage:T3N0M0, alive, 189 days
24.0
U0192
0 years, male, NA, stage:T3N0M0, alive, 2081 days
24.0
U0422
0 years, female, NA, stage:T3N2M1, dead, 1710 days
23.6
U0096
0 years, female, NA, stage:T4N2M1, dead, 257 days
23.5
U0605
0 years, male, NA, stage:T2N0M0, alive, 952 days
23.4
U0325
0 years, male, NA, stage:T3N0M0, dead, 1947 days
23.0
U2761
0 years, female, NA, stage:T3N1M0, alive, 447 days
22.9
U3049
0 years, male, NA, stage:T2N0M0, alive, 533 days
22.9
U0534
0 years, female, NA, stage:T3N2M0, alive, 1361 days
22.8
U0237
0 years, male, NA, stage:T3N1M0, alive, 2492 days
22.8
U0423
0 years, female, NA, stage:T4N2M0, alive, 2735 days
22.7
U0857
0 years, male, NA, stage:T4N2M1, dead, 954 days
22.4
U0457
0 years, male, NA, stage:T3N0M0, alive, 833 days
22.3
U0241
0 years, female, NA, stage:T2N1M0, alive, 552 days
22.2
U0173
0 years, male, NA, stage:T2N0M0, dead, 2375 days
22.1
U0407
0 years, male, NA, stage:T3N1M0, dead, 2027 days
21.8
U0334
0 years, male, NA, stage:T3N1M0, alive, 3171 days
21.8
U0409
0 years, female, NA, stage:T3N1M0, alive, 934 days
21.3
U0305
0 years, male, NA, stage:T3N1M0, alive, 2676 days
21.3
U0339
0 years, male, NA, stage:T3N2M0, alive, 2155 days
21.1
U0656
0 years, male, NA, stage:T3N2M0, alive, 1150 days
21.1
U0116
0 years, male, NA, stage:T3N1M0, dead, 930 days
21.1
U0216
0 years, male, NA, stage:T2N0M0, alive, 2684 days
21.1
U0190
0 years, male, NA, stage:T3N0M0, alive, 2367 days
20.9
U0388
0 years, male, NA, stage:T2N1M0, alive, 2186 days
20.9
U0437
0 years, male, NA, stage:T1N1M0, alive, 849 days
20.8
U0434
0 years, male, NA, stage:T2N0M0, alive, 2558 days
20.8
U0707
0 years, male, NA, stage:T3N1M0, alive, 518 days
20.7
U0238
0 years, male, NA, stage:T3N0M0, dead, 868 days
20.5
U0351
0 years, female, NA, stage:T3N2M0, alive, 2886 days
20.5
U2960
0 years, male, NA, stage:T3N1M0, alive, 176 days
20.3
U0359
0 years, male, NA, stage:T3N2M0, dead, 2443 days
20.2
U0519
0 years, male, NA, stage:T4N2M0, dead, 519 days
20.1
U0311
0 years, female, NA, stage:T3N1M0, alive, 1176 days
20.0
U0374
0 years, female, NA, stage:T2N0M0, alive, 1067 days
20.0
U0230
0 years, female, NA, stage:T1N1M0, alive, 3152 days
19.9
U0279
0 years, male, NA, stage:T2N1M0, dead, 176 days
19.8
U2779
0 years, male, NA, stage:T3N0M0, alive, 419 days
19.8
U0418
0 years, male, NA, stage:T4N1M0, alive, 1246 days
19.8
U0232
0 years, female, NA, stage:T2N0M0, dead, 994 days
19.6
U0097
0 years, male, NA, stage:T3N0M1, dead, 2903 days
19.6
U0205
0 years, female, NA, stage:T3N2M0, alive, 2984 days
19.6
U0417
0 years, female, NA, stage:T3N2M1, dead, 893 days
19.6
U0666
0 years, male, NA, stage:T3N1M0, alive, 709 days
19.5
U0132
0 years, male, NA, stage:T3N1M0, alive, 1798 days
19.5
U0694
0 years, male, NA, stage:T4N0M0, dead, 489 days
19.4
U0322
0 years, male, NA, stage:T4N2M0, alive, 1694 days
19.4
U0431
0 years, female, NA, stage:T3N1M0, alive, 695 days
19.3
U0086
0 years, female, NA, stage:T3N1M0, dead, 594 days
19.2
U0304
0 years, male, NA, stage:T3N2M0, alive, 2065 days
19.2
U0251
0 years, male, NA, stage:T2N0M0, alive, 1906 days
19.2
U2991
0 years, female, NA, stage:T1N0M0, alive, 135 days
19.2
U0194
0 years, male, NA, stage:T3N1M0, alive, 680 days
19.0
U0658
0 years, male, NA, stage:T3N2M0, alive, 1108 days
19.0
U0380
0 years, male, NA, stage:T2N0M0, alive, 2155 days
19.0
U0803
0 years, female, NA, stage:T3N1M1, dead, 495 days
18.9
U0346
0 years, male, NA, stage:T4N2M0, alive, 1148 days
18.8
U0861
0 years, female, NA, stage:T4N2M1, dead, 184 days
18.7
U0402
0 years, female, NA, stage:T3N1M0, dead, 2487 days
18.7
U0114
0 years, male, NA, stage:T3N0M0, alive, 1910 days
18.4
U0299
0 years, female, NA, stage:T4N2M0, alive, 43426 days
18.3
U0671
0 years, male, NA, stage:T3N1M0, dead, 785 days
18.3
U0849
0 years, female, NA, stage:T4N0M1, dead, 267 days
18.3
U0814
0 years, female, NA, stage:T3N1M1, dead, 482 days
18.2
U0561
0 years, female, NA, stage:T3N2M0, alive, 1577 days
18.2
U0498
0 years, female, NA, stage:T4N1M0, alive, 1906 days
18.1
U0865
0 years, female, NA, stage:T3N1M1, dead, 856 days
18.1
U0553
0 years, female, NA, stage:T3N2M0, alive, 1704 days
18.0
U0147
0 years, female, NA, stage:T3N0M0, dead, 2085 days
18.0
U0079
0 years, male, NA, stage:T4N2M0, dead, 1891 days
17.9
U0542
0 years, male, NA, stage:T3N2M0, dead, 1482 days
17.9
U0592
0 years, female, NA, stage:T2N0M0, dead, 670 days
17.9
U0545
0 years, male, NA, stage:T3N0M0, alive, 2340 days
17.9
U0140
0 years, male, NA, stage:T3N2M0, alive, 2655 days
17.8
U0638
0 years, male, NA, stage:T2N0M0, alive, 1801 days
17.7
U0713
0 years, male, NA, stage:T2N0M0, alive, 359 days
17.7
U0802
0 years, male, NA, stage:T3N2M1, dead, 338 days
17.6
U3023
0 years, female, NA, stage:T2N0M0, alive, 404 days
17.4
U0324
0 years, female, NA, stage:T4N1M0, alive, 938 days
17.2
U0649
0 years, male, NA, stage:T2N0M0, alive, 1424 days
17.2
U0415
0 years, male, NA, stage:T3N1M0, alive, 2526 days
17.2
U0030
0 years, female, NA, stage:T2N0M0, dead, 987 days
17.1
U0364
0 years, female, NA, stage:T4N2M1, dead, 151 days
17.0
U0581
0 years, female, NA, stage:T3N2M0, alive, 1660 days
16.8
U0255
0 years, female, NA, stage:T3N2M0, dead, 1079 days
16.8
U0271
0 years, female, NA, stage:T3N1M0, alive, 2414 days
16.8
U0809
0 years, female, NA, stage:T3N1M1, dead, 275 days
16.8
U0213
0 years, male, NA, stage:T3N1M0, alive, 3018 days
16.7
U0600
0 years, male, NA, stage:T3N1M0, alive, 1659 days
16.7
U0484
0 years, male, NA, stage:T4N2M0, alive, 1275 days
16.7
U0174
0 years, male, NA, stage:T3N0M0, alive, 450 days
16.6
U0804
0 years, female, NA, stage:T3N2M1, dead, 380 days
16.5
U0538
0 years, female, NA, stage:T3N1M0, alive, 1308 days
16.4
U2834
0 years, male, NA, stage:T3N1M0, alive, 323 days
16.4
U2994
0 years, female, NA, stage:T4N1M0, alive, 132 days
16.3
U0594
0 years, male, NA, stage:T3N0M0, alive, 2852 days
16.3
U2972
0 years, male, NA, stage:T3N0M0, alive, 161 days
16.2
U0596
0 years, male, NA, stage:T3N0M0, alive, 2233 days
16.0
U0001
0 years, female, NA, stage:T3N0M0, alive, 3188 days
15.8
U2836
0 years, male, NA, stage:T3N0M0, alive, 322 days
15.7
U0533
0 years, male, NA, stage:T3N2M0, alive, 2248 days
15.6
U0550
0 years, male, NA, stage:T3N2M0, alive, 2191 days
15.5
U0118
0 years, female, NA, stage:T3N2M0, dead, 350 days
15.4
U0647
0 years, female, NA, stage:T3N0M0, alive, 1476 days
15.4
U0511
0 years, female, NA, stage:T3N0M0, dead, 2387 days
15.2
U0405
0 years, male, NA, stage:T3N1M0, alive, 829 days
15.2
U0220
0 years, male, NA, stage:T2N0M0, alive, 1066 days
15.1
U0654
0 years, male, NA, stage:T3N2M0, alive, 1220 days
14.8
U0329
0 years, male, NA, stage:T3N1M0, dead, 805 days
14.7
U0556
0 years, male, NA, stage:T3N2M0, alive, 2037 days
14.6
U0228
0 years, male, NA, stage:T2N0M0, alive, 963 days
14.5
U0587
0 years, male, NA, stage:T3N1M0, alive, 2107 days
14.5
U0642
0 years, male, NA, stage:T3N0M0, alive, 1603 days
14.4
U0502
0 years, male, NA, stage:T4N1M0, alive, 1065 days
14.3
U0552
0 years, male, NA, stage:T3N2M0, alive, 1701 days
14.2
U0508
0 years, male, NA, stage:T3N1M0, alive, 1120 days
14.1
U0466
0 years, male, NA, stage:T3N0M0, alive, 1381 days
14.0
U0077
0 years, female, NA, stage:T2N0M0, dead, 588 days
14.0
U0558
0 years, female, NA, stage:T3N2M0, alive, 2011 days
14.0
U0478
0 years, male, NA, stage:T4N2M0, alive, 2051 days
13.9
U0276
0 years, male, NA, stage:T3N1M1, alive, 934 days
13.8
U0298
0 years, male, NA, stage:T3N1M0, alive, 513 days
13.6
U0555
0 years, male, NA, stage:T3N2M0, alive, 2043 days
13.6
U0080
0 years, female, NA, stage:T3N0M0, dead, 489 days
13.5
U0593
0 years, male, NA, stage:T4bN0M0, alive, 876 days
13.5
U0800
0 years, male, NA, stage:T3N2M1, dead, 411 days
13.5
U0128
0 years, female, NA, stage:T3N1M0, alive, 449 days
13.5
U0595
0 years, male, NA, stage:T2N0M0, alive, 2535 days
13.4
U0294
0 years, male, NA, stage:T4N0M1, alive, 561 days
13.3
U0584
0 years, male, NA, stage:T3N2M0, alive, 2705 days
13.2
U0512
0 years, male, NA, stage:T3N0M0, alive, 2550 days
13.1
U0577
0 years, female, NA, stage:T3N2M0, alive, 2474 days
12.9
U0579
0 years, female, NA, stage:T4aN0M0, alive, 2845 days
12.9
U0637
0 years, male, NA, stage:T3N1M0, alive, 1997 days
12.8
U0120
0 years, female, NA, stage:T3N0M0, alive, 3233 days
12.8
U0793
0 years, male, NA, stage:T3N1M1, dead, 195 days
12.8
U0535
0 years, female, NA, stage:T4N1M0, alive, 2473 days
12.8
U0805
0 years, male, NA, stage:T3N1M1, dead, 731 days
12.7
U0562
0 years, female, NA, stage:T3N1M0, alive, 3092 days
12.4
U0391
0 years, female, NA, stage:T3N0M0, alive, 1179 days
12.4
U0371
0 years, female, NA, stage:T3N0M0, alive, 2688 days
12.4
U0578
0 years, male, NA, stage:T2N2M0, alive, 1724 days
12.3
U0650
0 years, female, NA, stage:T2N2M0, alive, 1331 days
12.3
U0212
0 years, male, NA, stage:T3N0M1, alive, 1330 days
12.1
U0652
0 years, male, NA, stage:T3N0M0, alive, 1319 days
11.9
U0088
0 years, male, NA, stage:T3N1M1, dead, 260 days
11.9
U0539
0 years, male, NA, stage:T4N2M0, alive, 2017 days
11.8
U0494
0 years, male, NA, stage:T4N2M0, alive, 1290 days
11.4
U2764
0 years, male, NA, stage:T3N2M0, alive, 440 days
11.3
U0293
0 years, male, NA, stage:T3N1M0, alive, 2717 days
11.3
U0686
0 years, female, NA, stage:T4bN0M0, dead, 123 days
11.2
U0591
0 years, male, NA, stage:T2N0M0, alive, 1023 days
11.1
U0188
0 years, female, NA, stage:T3N1M0, alive, 2134 days
10.9
U0485
0 years, male, NA, stage:T3N0M0, dead, 2737 days
10.1
U0675
0 years, female, NA, stage:T4N1M0, dead, 89 days
10.1
U0497
0 years, female, NA, stage:T3N1M0, alive, 1414 days
9.8
U0468
0 years, female, NA, stage:T3N0M0, alive, 1921 days
9.6
U0331
0 years, male, NA, stage:T3N1M1, dead, 906 days
9.6
U0651
0 years, male, NA, stage:T3N0M0, alive, 1354 days
9.6
U0568
0 years, male, NA, stage:T4N1M0, alive, 1287 days
9.5
U0492
0 years, male, NA, stage:T3N2M0, alive, 1114 days
9.1
U0695
0 years, male, NA, stage:T3N0M0, alive, 566 days
9.1
U0366
0 years, male, NA, stage:T3NXM1, alive, 895 days
9.1
U0862
0 years, male, NA, stage:T4N2M1, dead, 1064 days
8.7
U0776
0 years, male, NA, stage:T4N2M0, alive, 1702 days
8.6
U0284
0 years, male, NA, stage:T3N2M0, alive, 581 days
8.6
U2955
0 years, male, NA, stage:T3N1M0, alive, 181 days
8.5
U0576
0 years, male, NA, stage:T3N2M0, alive, 2540 days
8.5
U0848
0 years, male, NA, stage:T3N1M1, dead, 1185 days
8.0
U0514
0 years, female, NA, stage:T2N2M0, alive, 2799 days
7.8
U0406
0 years, female, NA, stage:T4N2M1, dead, 778 days
7.4
U0820
0 years, male, NA, stage:T3NXM1, dead, 622 days
6.2
U0458
0 years, male, NA, stage:T3N2M0, alive, 1073 days
5.9
U0852
0 years, male, NA, stage:T3N2M1, alive, 1651 days
3.7
U0093
0 years, male, NA, stage:T3N2M0, dead, 1118 days
3.5
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COLON ADENOCARCINOMA - Protein relative expression (CPTAC)
Number of samples
197
Samples
Sample ID
Sample type
nRPX
c6ae57a7-65a0-438e-bae2-97b1c8_D3
Tumor
1.1
f9d6fb1b-988e-4D88-9272-cc672f_D8
Tumor
0.6
e1cd3d70-132b-452f-ba10-026721_D2
Tumor
0.6
7cc7f69f-99f5-4b23-a9e0-ba0dc8_D8
Tumor
0.5
3d797911-d476-436f-9cce-33e20c_D8
Tumor
0.5
88c621d7-7fb3-4825-abbe-82ae4c_D2
Normal
0.5
f5ed5ebc-881d-456a-80d7-42c9e7_D2
Normal
0.4
46dfc1e4-0110-4d9f-888e-6a29ab_D2
Normal
0.4
1bf00d93-240f-47e8-8055-f546b0_D2
Normal
0.4
0aef1fe8-ca61-4113-81d0-d82ee7_D2
Tumor
0.4
d0511ea6-43c3-4c61-b08e-cf49b7_D3
Tumor
0.4
26acb513-3ffe-49ad-8581-9dfc97_D2
Normal
0.4
a5c8bf1d-776c-406f-82a3-2d9ce6_D2
Normal
0.4
059a7065-3a5f-4eea-97e5-85ab01_D2
Normal
0.4
aa0f5b40-3290-4255-8f4d-f45d4e_D3
Tumor
0.4
2d266d2d-4bb3-436c-a3e7-06acb2_D3
Tumor
0.3
21cab01c-e968-42cc-9651-1e53c0_D3
Tumor
0.3
bed27f66-ef3b-4868-b4ad-205018_D2
Normal
0.3
2f8b02e4-1848-4abc-a95e-dd9eb5_D3
Tumor
0.3
067db520-1b1f-4569-9414-e37a6e_D2
Normal
0.3
51590333-cfe5-4ce5-b8ff-58fa3c_D2
Normal
0.3
6797a69d-2f74-44b9-8147-cd4fac_D2
Normal
0.3
fc9b09af-23b8-4ffe-b6c6-41236d_D2
Normal
0.3
92f7419c-c57a-4b50-bdc9-4d09ca_D2
Tumor
0.3
a313f6ef-5994-4d49-9e66-c26911_D2
Normal
0.3
211cbcef-cb1f-4c80-a1c8-a76d3c_D2
Normal
0.3
cbd0e774-c741-4753-9c9e-391a7d_D2
Normal
0.3
853ecf90-71e6-4156-a56f-a34b65_D2
Normal
0.3
6b0a3188-d8ca-4d50-a377-a8fe4c_D2
Normal
0.3
1f79fed9-f0d4-4c45-acd2-ea1441_D2
Normal
0.3
05a33362-82bb-48ac-8feb-ad2ea1_D2
Tumor
0.3
176d1b96-8c6e-44fe-8a32-e15194_D2
Normal
0.3
6e0d04fc-e6a8-41ed-b6f3-45537d_D2
Normal
0.3
76498650-fdbf-4f5d-a19a-cce9a2_D2
Normal
0.3
cd3a9d59-bf13-48f3-ae97-bdbca4_D2
Normal
0.3
799893aa-d523-4a08-9ea7-611cca_D3
Tumor
0.3
82157a70-12f1-4913-b548-d98881_D2
Normal
0.3
694e8df1-d9ee-473b-bec1-4f9237_D2
Normal
0.3
154115ac-2ec2-439d-b55e-0464ee_D2
Normal
0.2
7fd386f0-e7f6-4ee1-9cd7-b3318a_D2
Normal
0.2
348f6009-e1be-44d2-a093-9ca844_D2
Normal
0.2
8c73f3a5-fea8-4942-90c0-966f66_D3
Tumor
0.2
47d2a435-b203-4438-ae72-53c424_D2
Normal
0.2
1136008b-97ce-49b0-bf24-abbea6_D2
Normal
0.2
695b0b00-a86b-43c0-a6c8-50a840_D3
Tumor
0.2
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Normal
0.2
66b57abc-0d49-46bb-a390-0e11a9_D2
Tumor
0.2
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Tumor
0.2
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Normal
0.2
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Normal
0.2
23e938d0-92b8-4aea-90c1-4385df_D2
Normal
0.2
1c070992-647b-4173-a481-904c4d_D2
Normal
0.2
cd89ffbb-574a-4052-bd9a-00c890_D2
Tumor
0.2
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Normal
0.2
7bdfa5c9-d11f-4600-9c44-a87996_D2
Normal
0.2
da95f6f8-be46-4ed8-a493-2c99f0_D2
Normal
0.2
5f823547-ee16-45b7-a6a0-ef25d6_D3
Tumor
0.2
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Normal
0.2
411d9597-c785-4de5-b449-29a80d_D2
Normal
0.2
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Normal
0.2
233ec093-9a30-4ef4-a12c-91757e_D2
Normal
0.2
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Tumor
0.2
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Tumor
0.2
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Normal
0.2
7478980a-60fb-4f5e-aa1c-2d7941_D2
Normal
0.2
5cf5e61d-21ff-4678-9126-14e9bb_D2
Normal
0.2
903d5fe0-970a-47be-a97f-3cc914_D2
Normal
0.2
87b0e853-43ea-4efb-8a22-dd221f_D2
Normal
0.2
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Normal
0.2
e14c2cbe-eca0-4745-97f6-8f27bd_D2
Normal
0.2
377cdd37-d1bd-4042-997e-478a0f_D2
Normal
0.1
cd6a4013-2958-44b9-a4f1-45c9e4_D2
Tumor
0.1
3a17283c-a0f4-4514-956b-080d11_D2
Normal
0.1
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Tumor
0.1
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Normal
0.1
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Normal
0.1
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Tumor
0.1
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Normal
0.1
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Normal
0.1
5a3aa99d-ca10-45f6-939f-12392a_D2
Normal
0.1
8fab37a4-cdf9-4ce8-9081-7b9148_D2
Normal
0.1
8980bb9d-65c1-41cb-9f90-dddd5f_D2
Normal
0.1
66b829db-1cdd-460d-b2f3-0e9ca9_D3
Tumor
0.1
1425a1a1-c835-47a2-a9b9-4db5d0_D8
Tumor
0.1
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Normal
0.1
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Tumor
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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Tumor
0.1
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Normal
0.1
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Tumor
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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Tumor
0.1
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Normal
0.1
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Tumor
0.1
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Normal
0.1
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Tumor
0.1
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Tumor
0.1
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Normal
0.0
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Tumor
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
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Normal
0.0
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Normal
-0.1
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Tumor
-0.1
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Normal
-0.1
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Tumor
-0.1
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Normal
-0.1
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Normal
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Normal
-0.1
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Tumor
-0.1
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Normal
-0.1
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Normal
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Tumor
-0.2
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Tumor
-0.2
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Tumor
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Tumor
-0.2
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Tumor
-0.2
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Normal
-0.2
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Tumor
-0.2
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Tumor
-0.2
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Normal
-0.2
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Normal
-0.2
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Tumor
-0.2
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Tumor
-0.2
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Tumor
-0.2
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Tumor
-0.2
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Tumor
-0.2
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Tumor
-0.2
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Tumor
-0.2
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Normal
-0.3
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Tumor
-0.3
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Tumor
-0.3
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Tumor
-0.3
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Normal
-0.3
1ab06c24-ffc0-4323-a0cc-e9f5c5_D2
Tumor
-0.3
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Tumor
-0.3
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Tumor
-0.3
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Normal
-0.4
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Normal
-0.4
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Tumor
-0.4
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Tumor
-0.4
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Tumor
-0.5
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Normal
-0.5
c1b66358-d103-493c-b8ec-92c43b_D1
Tumor
-0.6
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Tumor
-0.6
820a3f08-5bb1-44b3-a133-ee167e_D2
Tumor
-0.7
Show allShow less
COLORECTAL 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, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
