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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.
USP28 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
8.2
Number of samples
254
Samples
Sample
Description
TPM
TCGA-A6-6780-01A
0 years, male, white, stage:Stage IIA, alive, 612 days
24.4
TCGA-A6-6781-01A
0 years, male, white, stage:Stage IIIC, alive, 598 days
22.5
TCGA-A6-5656-01A
0 years, male, white, stage:Stage I, alive, 1001 days
20.2
TCGA-A6-3809-01A
0 years, female, white, stage:Stage IIB, alive, 996 days
19.7
TCGA-CM-6675-01A
0 years, male, black or african american, stage:Stage IVB, alive, 397 days
18.2
TCGA-A6-2674-01A
0 years, male, white, stage:Stage IV, alive, 1331 days
16.8
TCGA-A6-6648-01A
0 years, male, white, stage:Stage IVA, alive, 766 days
16.6
TCGA-CK-5916-01A
0 years, female, white, stage:Stage I, dead, 643 days
16.4
TCGA-T9-A92H-01A
0 years, male, black or african american, stage:Stage IIA, alive, 362 days
15.9
TCGA-CA-5797-01A
0 years, male, asian, stage:Stage IIA, alive, 383 days
15.3
TCGA-CA-6718-01A
0 years, male, asian, stage:Stage IIA, dead, 306 days
14.5
TCGA-CM-6162-01A
0 years, female, white, stage:Stage IIIB, alive, 365 days
13.7
TCGA-WS-AB45-01A
0 years, female, black or african american, stage:Stage IIA, alive, 2130 days
13.7
TCGA-A6-5667-01A
0 years, female, white, stage:Stage IIIB, alive, 887 days
13.6
TCGA-CK-5912-01A
0 years, male, white, stage:Stage I, dead, 1493 days
13.6
TCGA-D5-6922-01A
0 years, male, white, stage:Stage IIIA, alive, 308 days
13.5
TCGA-CM-6170-01A
0 years, female, white, stage:Stage I, alive, 457 days
13.3
TCGA-CM-6171-01A
0 years, female, white, stage:Stage I, alive, 427 days
13.2
TCGA-A6-6653-01A
0 years, male, white, stage:Stage I, alive, 742 days
13.0
TCGA-A6-3810-01A
0 years, male, white, stage:Stage IIA, alive, 1111 days
12.7
TCGA-F4-6854-01A
0 years, female, white, stage:Stage IIA, alive, 16 days
12.6
TCGA-A6-6650-01A
0 years, female, black or african american, stage:Stage IIA, alive, 627 days
12.6
TCGA-D5-6898-01A
0 years, female, white, stage:Stage I, alive, 229 days
12.3
TCGA-QG-A5Z2-01A
0 years, male, black or african american, stage:Stage I, alive, 952 days
12.2
TCGA-CA-6719-01A
0 years, male, asian, stage:Stage IIA, alive, 435 days
12.1
TCGA-F4-6856-01A
0 years, male, white, stage:Stage I, alive, 1074 days
12.0
TCGA-G4-6322-01A
0 years, male, white, stage:Stage IIIB, alive, 792 days
11.9
TCGA-A6-A56B-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 1711 days
11.9
TCGA-CM-6165-01A
0 years, male, white, stage:Stage IIA, alive, 488 days
11.7
TCGA-SS-A7HO-01A
0 years, female, black or african american, stage:Stage IIB, alive, 1829 days
11.6
TCGA-D5-6532-01A
0 years, male, white, stage:Stage IIA, alive, 555 days
11.4
TCGA-F4-6459-01A
0 years, female, white, stage:Stage IIIB, dead, 262 days
11.3
TCGA-G4-6628-01A
0 years, male, white, stage:Stage I, alive, 2424 days
11.1
TCGA-CM-6168-01A
0 years, female, black or african american, stage:Stage IIA, alive, 395 days
11.1
TCGA-D5-6530-01A
0 years, male, white, stage:Stage I, alive, 621 days
11.0
TCGA-AA-3655-01A
0 years, male, stage:Stage II, alive, 1856 days
10.9
TCGA-A6-5659-01A
0 years, male, white, stage:Stage I, alive, 926 days
10.9
TCGA-D5-6928-01A
0 years, male, white, stage:Stage IIA, alive, 354 days
10.7
TCGA-D5-6931-01A
0 years, male, white, stage:Stage IIIC, alive, 365 days
10.7
TCGA-G4-6309-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2600 days
10.6
TCGA-AD-6964-01A
0 years, male, white, stage:'--, dead, 331 days
10.6
TCGA-D5-6927-01A
0 years, male, white, stage:Stage IIA, alive, 287 days
10.6
TCGA-D5-6535-01A
0 years, female, white, stage:Stage IIIB, alive, 460 days
10.5
TCGA-A6-6140-01A
0 years, male, white, stage:Stage IIA, alive, 734 days
10.5
TCGA-AZ-6603-01A
0 years, female, white, stage:'--, dead, 899 days
10.4
TCGA-D5-6923-01A
0 years, male, white, stage:Stage I, alive, 378 days
10.4
TCGA-A6-4105-01A
0 years, male, white, stage:Stage IIA, dead, 442 days
10.3
TCGA-AZ-6601-01A
0 years, male, white, stage:Stage II, dead, 3042 days
10.3
TCGA-A6-A567-01A
0 years, male, black or african american, stage:Stage IV, dead, 1881 days
10.2
TCGA-5M-AAT4-01A
0 years, male, black or african american, stage:Stage IV, dead, 49 days
10.2
TCGA-CM-6677-01A
0 years, female, white, stage:Stage IIA, alive, 337 days
10.2
TCGA-DM-A285-01A
0 years, female, white, stage:Stage IV, dead, 179 days
10.2
TCGA-D5-6930-01A
0 years, male, white, stage:Stage IIA, alive, 406 days
10.1
TCGA-G4-6588-01A
0 years, female, white, stage:Stage IIA, alive, 796 days
10.1
TCGA-NH-A8F7-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
10.1
TCGA-F4-6805-01A
0 years, female, white, stage:Stage IIA, alive, 1047 days
10.0
TCGA-DM-A1DB-01A
0 years, male, white, stage:Stage IIA, dead, 1348 days
10.0
TCGA-D5-6926-01A
0 years, male, white, stage:Stage IIIB, alive, 275 days
10.0
TCGA-CM-6164-01A
0 years, female, white, stage:Stage IIA, alive, 883 days
9.9
TCGA-D5-6533-01A
0 years, female, white, stage:'--, alive, 775 days
9.9
TCGA-D5-7000-01A
0 years, female, white, stage:Stage I, alive, 312 days
9.8
TCGA-CA-6715-01A
0 years, male, asian, stage:Stage IIIB, alive, 383 days
9.8
TCGA-G4-6625-01A
0 years, female, white, stage:Stage IIA, alive, 2792 days
9.7
TCGA-5M-AAT6-01A
0 years, female, black or african american, stage:Stage IV, dead, 290 days
9.7
TCGA-D5-6540-01A
0 years, male, white, stage:Stage I, alive, 491 days
9.7
TCGA-AD-6963-01A
0 years, male, white, stage:'--, alive, 834 days
9.7
TCGA-CK-4952-01A
0 years, female, white, stage:Stage IIIC, alive, 475 days
9.7
TCGA-AU-6004-01A
0 years, female, white, stage:Stage I, alive, 824 days
9.6
TCGA-G4-6303-01A
0 years, female, white, stage:Stage IV, dead, 2003 days
9.6
TCGA-AM-5820-01A
0 years, female, white, stage:Stage IVA, alive, 14 days
9.6
TCGA-D5-5538-01A
0 years, female, white, stage:Stage IIIB, dead, 1661 days
9.5
TCGA-AZ-5403-01A
0 years, male, white, stage:Stage II, dead, 1910 days
9.5
TCGA-QG-A5YW-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 896 days
9.5
TCGA-A6-5665-01A
0 years, female, white, stage:Stage IIA, alive, 671 days
9.4
TCGA-CM-6680-01A
0 years, female, white, stage:Stage IIIB, alive, 366 days
9.4
TCGA-5M-AATE-01A
0 years, male, black or african american, stage:Stage IIA, alive, 1200 days
9.3
TCGA-G4-6314-01A
0 years, female, white, stage:Stage IV, alive, 1093 days
9.3
TCGA-CM-6166-01A
0 years, female, white, stage:Stage I, alive, 669 days
9.3
TCGA-AY-A8YK-01A
0 years, male, black or african american, stage:Stage IVA, alive, 573 days
9.3
TCGA-A6-5662-01A
0 years, male, white, stage:Stage IVA, alive, 718 days
9.2
TCGA-G4-6295-01A
0 years, female, white, stage:Stage II, alive, 254 days
9.2
TCGA-A6-5657-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 962 days
9.2
TCGA-DM-A1D9-01A
0 years, female, white, stage:Stage IIA, alive, 4270 days
9.2
TCGA-AY-5543-01A
0 years, female, black or african american, stage:Stage IVA, alive, 1004 days
9.1
TCGA-D5-6539-01A
0 years, female, white, stage:'--, alive, 380 days
9.1
TCGA-NH-A50V-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 588 days
9.1
TCGA-A6-6141-01A
0 years, male, black or african american, stage:Stage IIA, alive, 255 days
8.9
TCGA-A6-6138-01A
0 years, male, white, stage:Stage I, alive, 685 days
8.9
TCGA-NH-A50U-01A
0 years, male, black or african american, stage:Stage IVA, dead, 334 days
8.8
TCGA-AY-A69D-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
8.8
TCGA-A6-6137-01A
0 years, male, white, stage:Stage IIIB, alive, 824 days
8.7
TCGA-QL-A97D-01A
0 years, female, black or african american, stage:Stage I, alive, 666 days
8.7
TCGA-CK-5913-01A
0 years, female, white, stage:Stage IIA, alive, 1561 days
8.7
TCGA-QG-A5Z1-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 256 days
8.6
TCGA-A6-2675-01A
0 years, male, white, stage:Stage IIA, alive, 1321 days
8.6
TCGA-AA-3489-01A
0 years, male, stage:Stage II, dead, 214 days
8.6
TCGA-A6-5664-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 672 days
8.5
TCGA-AA-3526-01A
0 years, male, stage:Stage I, alive, 580 days
8.5
TCGA-CM-4751-01A
0 years, male, white, stage:Stage IIIB, alive, 822 days
8.5
TCGA-F4-6704-01A
0 years, male, american indian or alaska native, stage:Stage IIIC, alive, 47 days
8.4
TCGA-AA-3713-01A
0 years, male, stage:Stage IV, alive, 579 days
8.4
TCGA-DM-A1D8-01A
0 years, female, white, stage:'--, dead, 383 days
8.4
TCGA-F4-6806-01A
0 years, female, white, stage:Stage I, alive, 1260 days
8.4
TCGA-F4-6463-01A
0 years, male, white, stage:Stage IIA, alive, 1087 days
8.4
TCGA-D5-6920-01A
0 years, female, white, stage:Stage IIA, alive, 377 days
8.3
TCGA-CM-6674-01A
0 years, male, white, stage:Stage IIA, alive, 394 days
8.3
TCGA-AZ-6608-01A
0 years, female, white, stage:Stage IIIA, dead, 59 days
8.3
TCGA-D5-6924-01A
0 years, male, white, stage:Stage IIA, alive, 435 days
8.3
TCGA-F4-6807-01A
0 years, female, white, stage:Stage IIIC, alive, 1309 days
8.3
TCGA-AU-3779-01A
0 years, female, white, stage:Stage IIA, alive, 441 days
8.3
TCGA-AD-6548-01A
0 years, female, white, stage:Stage I, alive, 650 days
8.2
TCGA-CM-6161-01A
0 years, female, white, stage:Stage I, alive, 457 days
8.2
TCGA-CM-6679-01A
0 years, male, white, stage:Stage IIA, alive, 306 days
8.2
TCGA-AD-6899-01A
0 years, male, white, stage:Stage IIIC, dead, 176 days
8.2
TCGA-CM-6167-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 456 days
8.2
TCGA-CK-6747-01A
0 years, female, white, stage:Stage IIA, alive, 820 days
8.2
TCGA-AY-6386-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 542 days
8.0
TCGA-CM-5861-01A
0 years, female, white, stage:Stage IIA, alive, 457 days
8.0
TCGA-A6-6654-01A
0 years, female, white, stage:Stage IIIB, alive, 726 days
8.0
TCGA-A6-6652-01A
0 years, male, black or african american, stage:Stage IVA, alive, 751 days
8.0
TCGA-DM-A28C-01A
0 years, male, white, stage:Stage IIA, dead, 2475 days
7.9
TCGA-QG-A5YV-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 1301 days
7.9
TCGA-D5-6537-01A
0 years, male, white, stage:Stage IIIB, dead, 146 days
7.9
TCGA-CK-5914-01A
0 years, male, white, stage:Stage IIIB, alive, 669 days
7.9
TCGA-DM-A28F-01A
0 years, male, white, stage:Stage IIIB, dead, 1094 days
7.9
TCGA-D5-6929-01A
0 years, female, white, stage:Stage IV, alive, 408 days
7.8
TCGA-AA-3697-01A
0 years, male, stage:Stage II, alive, 2587 days
7.8
TCGA-CK-4950-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2599 days
7.8
TCGA-CM-5348-01A
0 years, male, white, stage:Stage IIIB, alive, 699 days
7.8
TCGA-G4-6294-01A
0 years, male, white, stage:Stage IV, dead, 858 days
7.8
TCGA-G4-6315-01A
0 years, male, white, stage:Stage IV, alive, 1883 days
7.7
TCGA-AD-6965-01A
0 years, male, white, stage:Stage IIIC, alive, 805 days
7.7
TCGA-DM-A0XF-01A
0 years, female, white, stage:Stage IIIC, dead, 1162 days
7.7
TCGA-G4-6320-01A
0 years, male, white, stage:Stage III, alive, 804 days
7.7
TCGA-F4-6808-01A
0 years, female, white, stage:Stage I, alive, 1024 days
7.7
TCGA-A6-6142-01A
0 years, female, white, stage:Stage IVA, alive, 763 days
7.7
TCGA-QG-A5YX-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1003 days
7.6
TCGA-AY-A54L-01A
0 years, female, black or african american, stage:Stage I, alive, 525 days
7.6
TCGA-A6-6649-01A
0 years, male, white, stage:Stage IIIB, alive, 735 days
7.6
TCGA-G4-6310-01A
0 years, male, white, stage:Stage IIIB, alive, 1935 days
7.6
TCGA-CM-5868-01A
0 years, female, white, stage:Stage IVA, alive, 518 days
7.6
TCGA-NH-A8F8-01A
0 years, male, black or african american, stage:Stage IV, dead, 511 days
7.6
TCGA-F4-6809-01A
0 years, female, white, stage:Stage IVA, dead, 403 days
7.5
TCGA-CM-6169-01A
0 years, male, black or african american, stage:Stage IIA, alive, 396 days
7.4
TCGA-D5-6531-01A
0 years, male, white, stage:Stage IIA, alive, 540 days
7.4
TCGA-A6-5660-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 888 days
7.4
TCGA-DM-A28H-01A
0 years, male, white, stage:Stage IIIC, alive, 3561 days
7.3
TCGA-AZ-4323-01A
0 years, male, white, stage:Stage IV, dead, 43 days
7.3
TCGA-DM-A1D7-01A
0 years, male, white, stage:Stage IIA, dead, 405 days
7.3
TCGA-G4-6311-01A
0 years, male, white, stage:Stage III, alive, 1199 days
7.3
TCGA-G4-6307-01A
0 years, female, white, stage:Stage IIIB, alive, 1674 days
7.3
TCGA-AZ-6599-01A
0 years, male, white, stage:Stage I, dead, 206 days
7.3
TCGA-CK-6751-01A
0 years, female, white, stage:Stage I, alive, 518 days
7.2
TCGA-AA-3660-01A
0 years, female, stage:Stage II, alive, 2375 days
7.2
TCGA-G4-6323-01A
0 years, male, black or african american, stage:Stage IA, alive, 419 days
7.2
TCGA-AA-3496-01A
0 years, female, stage:Stage II, alive, 31 days
7.1
TCGA-G4-6297-01A
0 years, female, white, stage:Stage IV, alive, 2506 days
7.1
TCGA-AZ-6598-01A
0 years, female, white, stage:Stage II, dead, 1503 days
7.0
TCGA-AZ-6606-01A
0 years, male, white, stage:Stage IV, dead, 357 days
7.0
TCGA-CM-6676-01A
0 years, male, white, stage:Stage I, alive, 337 days
7.0
TCGA-DM-A28A-01A
0 years, male, white, stage:Stage IIIC, dead, 805 days
7.0
TCGA-A6-A565-01A
0 years, female, black or african american, stage:Stage IIIC, dead, 494 days
6.9
TCGA-CM-6172-01A
0 years, female, white, stage:Stage IIIB, alive, 335 days
6.9
TCGA-CM-6163-01A
0 years, male, white, stage:Stage I, alive, 427 days
6.9
TCGA-AA-A02K-01A
0 years, male, stage:Stage IV, dead, 426 days
6.9
TCGA-D5-6534-01A
0 years, female, white, stage:Stage IIA, alive, 1316 days
6.8
TCGA-G4-6626-01A
0 years, male, white, stage:Stage IIA, dead, 1 days
6.8
TCGA-D5-6932-01A
0 years, male, white, stage:Stage IIA, alive, 346 days
6.8
TCGA-CA-6716-01A
0 years, male, asian, stage:Stage IIA, alive, 371 days
6.8
TCGA-AD-6895-01A
0 years, male, white, stage:Stage IIIB, alive, 763 days
6.8
TCGA-A6-A566-01A
0 years, female, black or african american, stage:Stage IIIB, dead, 758 days
6.7
TCGA-DM-A0X9-01A
0 years, female, white, stage:Stage IIA, alive, 3641 days
6.7
TCGA-NH-A6GA-01A
0 years, male, black or african american, stage:Stage IIIC, dead, 302 days
6.7
TCGA-AZ-6607-01A
0 years, male, white, stage:Stage IV, dead, 97 days
6.6
TCGA-DM-A28E-01A
0 years, female, white, stage:Stage IIA, alive, 3648 days
6.6
TCGA-A6-2686-01A
0 years, female, white, stage:Stage IIA, dead, 1126 days
6.6
TCGA-AY-6197-01A
0 years, male, white, stage:Stage IIA, alive, 652 days
6.6
TCGA-AZ-6605-01A
0 years, male, white, stage:Stage IIIB, dead, 159 days
6.6
TCGA-DM-A1DA-01A
0 years, female, white, stage:Stage IIIC, dead, 228 days
6.5
TCGA-CM-5860-01A
0 years, male, white, stage:Stage IIA, alive, 974 days
6.5
TCGA-A6-6782-01A
0 years, male, white, stage:Stage IIB, alive, 617 days
6.5
TCGA-F4-6703-01A
0 years, male, white, stage:Stage IIA, alive, 1456 days
6.5
TCGA-AZ-6600-01A
0 years, male, black or african american, stage:Stage IV, dead, 368 days
6.4
TCGA-4N-A93T-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 146 days
6.4
TCGA-F4-6855-01A
0 years, female, white, stage:Stage IIA, alive, 1442 days
6.4
TCGA-D5-6541-01A
0 years, male, white, stage:Stage IIA, alive, 474 days
6.3
TCGA-F4-6570-01A
0 years, female, white, stage:Stage IIA, dead, 188 days
6.3
TCGA-F4-6569-01A
0 years, male, white, stage:Stage I, alive, 1087 days
6.3
TCGA-A6-5661-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1020 days
6.3
TCGA-CA-6717-01A
0 years, male, asian, stage:Stage IIA, alive, 388 days
6.2
TCGA-AZ-5407-01A
0 years, female, white, stage:Stage I, alive, 2683 days
6.2
TCGA-CA-5254-01A
0 years, female, asian, stage:Stage IIA, alive, 386 days
6.2
TCGA-D5-6538-01A
0 years, female, white, stage:Stage IIIB, alive, 521 days
6.2
TCGA-3L-AA1B-01A
0 years, female, black or african american, stage:Stage I, alive, 475 days
6.2
TCGA-A6-6651-01A
0 years, female, white, stage:Stage IIIB, alive, 662 days
6.1
TCGA-DM-A28K-01A
0 years, male, white, stage:Stage IIA, alive, 2988 days
6.1
TCGA-AA-3685-01A
0 years, male, stage:Stage II, alive, 1127 days
6.0
TCGA-G4-6299-01A
0 years, male, white, stage:Stage IIIC, alive, 2268 days
6.0
TCGA-AA-3511-01A
0 years, male, stage:Stage II, alive, 212 days
6.0
TCGA-G4-6627-01A
0 years, male, white, stage:Stage IIA, alive, 2175 days
5.9
TCGA-DM-A1HA-01A
0 years, male, white, stage:Stage IIIC, alive, 2600 days
5.9
TCGA-AD-A5EK-01A
0 years, male, black or african american, stage:Stage I, alive, 500 days
5.9
TCGA-F4-6460-01A
0 years, female, white, stage:Stage IIIB, dead, 972 days
5.8
TCGA-G4-6586-01A
0 years, female, white, stage:Stage IIA, alive, 1089 days
5.8
TCGA-CM-5863-01A
0 years, female, white, stage:Stage IIIB, alive, 457 days
5.7
TCGA-AM-5821-01A
0 years, female, white, stage:Stage IIA, alive, 28 days
5.7
TCGA-D5-5539-01A
0 years, male, white, stage:Stage IIIA, alive, 596 days
5.7
TCGA-AA-3675-01A
0 years, male, stage:Stage II, alive, 1431 days
5.7
TCGA-NH-A6GC-01A
0 years, female, black or african american, stage:Stage IVB, alive, 389 days
5.6
TCGA-AD-6889-01A
0 years, male, asian, stage:Stage IIA, dead, 2532 days
5.4
TCGA-AD-5900-01A
0 years, male, white, stage:Stage I, alive, 370 days
5.4
TCGA-AY-6196-01A
0 years, male, white, stage:Stage IIIC, alive, 6 days
5.4
TCGA-RU-A8FL-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 1177 days
5.4
TCGA-G4-6293-01A
0 years, female, white, stage:Stage III, alive, 4051 days
5.4
TCGA-AD-6890-01A
0 years, male, white, stage:'--, alive, 746 days
5.4
TCGA-DM-A288-01A
0 years, male, white, stage:Stage IIIC, dead, 427 days
5.4
TCGA-AD-6901-01A
0 years, male, white, stage:'--, dead, 682 days
5.2
TCGA-NH-A6GB-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 476 days
5.2
TCGA-A6-5666-01A
0 years, male, white, stage:Stage IIC, alive, 995 days
5.2
TCGA-DM-A28G-01A
0 years, male, white, stage:Stage IIA, dead, 1849 days
5.1
TCGA-DM-A28M-01A
0 years, male, white, stage:Stage IIA, alive, 2895 days
5.1
TCGA-AY-A71X-01A
0 years, female, black or african american, stage:Stage I, alive, 588 days
5.1
TCGA-CM-5344-01A
0 years, female, white, stage:Stage IIIB, alive, 670 days
5.1
TCGA-AA-A02Y-01A
0 years, male, stage:Stage I, alive, 1216 days
5.0
TCGA-F4-6461-01A
0 years, female, white, stage:Stage IIIC, dead, 338 days
4.9
TCGA-DM-A1D4-01A
0 years, male, white, stage:Stage IIA, dead, 2821 days
4.9
TCGA-CM-4743-01A
0 years, male, white, stage:Stage IIA, alive, 701 days
4.9
TCGA-NH-A50T-01A
0 years, female, black or african american, stage:Stage IIA, alive, 553 days
4.8
TCGA-D5-5537-01A
0 years, male, white, stage:'--, dead, 1381 days
4.7
TCGA-D5-6529-01A
0 years, male, white, stage:Stage IIA, alive, 614 days
4.6
TCGA-G4-6317-01A
0 years, female, white, stage:Stage IIIC, alive, 1095 days
4.6
TCGA-G4-6321-01A
0 years, female, white, stage:Stage III, alive, 672 days
4.5
TCGA-AD-6888-01A
0 years, male, white, stage:Stage IIIB, dead, 472 days
4.5
TCGA-AZ-4616-01A
0 years, female, white, stage:Stage IV, dead, 156 days
4.4
TCGA-CM-5862-01A
0 years, male, white, stage:Stage IVA, dead, 153 days
4.4
TCGA-CM-5864-01A
0 years, male, white, stage:Stage I, alive, 457 days
4.4
TCGA-DM-A1HB-01A
0 years, male, white, stage:Stage IIIB, alive, 4126 days
4.4
TCGA-G4-6304-01A
0 years, female, white, stage:Stage IIB, alive, 1631 days
4.2
TCGA-4T-AA8H-01A
0 years, female, black or african american, stage:Stage IIA, alive, 385 days
4.2
TCGA-CM-6678-01A
0 years, female, white, stage:Stage IVA, alive, 335 days
4.1
TCGA-DM-A1D6-01A
0 years, male, white, stage:Stage IIA, dead, 570 days
4.1
TCGA-A6-A5ZU-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 293 days
4.1
TCGA-CA-5255-01A
0 years, male, asian, stage:Stage IIA, alive, 376 days
4.1
TCGA-CK-6748-01A
0 years, female, white, stage:Stage IV, alive, 61 days
4.1
TCGA-AA-3662-01A
0 years, female, stage:Stage IV, alive, 184 days
4.0
TCGA-CM-5349-01A
0 years, female, white, stage:Stage IIA, alive, 915 days
3.9
TCGA-AA-3663-01A
0 years, male, stage:Stage II, alive, 212 days
3.9
TCGA-D5-6536-01A
0 years, male, white, stage:Stage IIA, alive, 543 days
3.8
TCGA-DM-A282-01A
0 years, female, white, stage:Stage IIA, alive, 4233 days
3.7
TCGA-DM-A280-01A
0 years, female, white, stage:Stage IIA, dead, 236 days
3.7
TCGA-DM-A0XD-01A
0 years, male, white, stage:Stage IIA, dead, 743 days
3.6
TCGA-CM-4744-01A
0 years, male, white, stage:Stage I, alive, 609 days
3.5
TCGA-G4-6306-01A
0 years, male, white, stage:'--, alive, 1359 days
3.3
TCGA-DM-A1D0-01A
0 years, female, white, stage:Stage IIA, alive, 3974 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.
USP28 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
15.4
Number of samples
486
Samples
Sample
Description
TPM
U0275
0 years, female, NA, stage:T3N2M0, alive, 549 days
34.9
U3032
0 years, female, NA, stage:T3N1M0, alive, 449 days
30.7
U0208
0 years, female, NA, stage:T3N1M0, dead, 1233 days
28.7
U2747
0 years, female, NA, stage:T4N1M0, dead, 54 days
27.1
U1150
0 years, female, NA, stage:T3N0M0, alive, 15 days
25.2
U0240
0 years, female, NA, stage:T3N1M0, dead, 800 days
24.9
U1369
0 years, male, NA, stage:T3N0M0, dead, 1604 days
24.4
U0169
0 years, male, NA, stage:T4N2M0, alive, 616 days
24.2
U1386
0 years, male, NA, stage:T3N1M0, alive, 1518 days
24.1
U0183
0 years, male, NA, stage:T3N1M1, dead, 2957 days
24.0
U3000
0 years, female, NA, stage:T3N0M0, alive, 584 days
23.7
U1291
0 years, female, NA, stage:T3N0M0, alive, 2000 days
23.4
U2956
0 years, female, NA, stage:T3N0M0, alive, 540 days
23.4
U0223
0 years, male, NA, stage:T4N1M0, alive, 1812 days
23.3
U0360
0 years, female, NA, stage:T3N0M0, dead, 1016 days
23.3
U0091
0 years, male, NA, stage:T3N0M0, alive, 520 days
23.0
U0396
0 years, male, NA, stage:T4N2M0, alive, 2243 days
23.0
U2882
0 years, female, NA, stage:T3N1M0, alive, 637 days
22.9
U0369
0 years, female, NA, stage:T3N0M0, dead, 1095 days
22.8
U1075
0 years, female, NA, stage:T3N0M0, alive, 1290 days
22.8
U2753
0 years, female, NA, stage:T2N0M0, alive, 813 days
22.8
U0389
0 years, female, NA, stage:T3N1M0, dead, 927 days
22.8
U1184
0 years, male, NA, stage:T4N1M0, alive, 290 days
22.5
U0442
0 years, male, NA, stage:T3N0M0, alive, 619 days
22.4
U0177
0 years, female, NA, stage:T3N0M0, alive, 355 days
22.4
U1447
0 years, male, NA, stage:T4N1M0, alive, 988 days
22.3
U0350
0 years, female, NA, stage:T4N0M0, alive, 770 days
22.3
U0438
0 years, female, NA, stage:T3N0M0, alive, 2009 days
22.0
U0111
0 years, male, NA, stage:T2N0M0, alive, 1117 days
21.8
U1212
0 years, female, NA, stage:T2N0M0, alive, 69 days
21.8
U1078
0 years, female, NA, stage:T3N0M0, alive, 1016 days
21.6
U2995
0 years, female, NA, stage:T3N1M0, alive, 491 days
21.6
U0394
0 years, male, NA, stage:T2N1M0, alive, 969 days
21.4
U1162
0 years, male, NA, stage:T2N1M0, dead, 354 days
21.3
U0069
0 years, female, NA, stage:T4N2M0, dead, 135 days
21.2
U0087
0 years, female, NA, stage:T3N2M0, dead, 337 days
21.2
U0162
0 years, female, NA, stage:T3N0M0, alive, 1488 days
21.2
U0321
0 years, female, NA, stage:T3N0M0, alive, 1029 days
21.0
U1473
0 years, female, NA, stage:T3N0M0, alive, 1553 days
21.0
U0191
0 years, male, NA, stage:T3N1M0, alive, 900 days
21.0
U1099
0 years, female, NA, stage:T3N0M0, alive, 2068 days
21.0
U1483
0 years, female, NA, stage:T3N0M0, alive, 1094 days
20.9
U0266
0 years, female, NA, stage:T3N1M0, dead, 2221 days
20.9
U0195
0 years, male, NA, stage:T3N0M0, alive, 3326 days
20.8
U0448
0 years, male, NA, stage:T3N2M0, alive, 3615 days
20.8
U0287
0 years, female, NA, stage:T2N0M0, alive, 1897 days
20.7
U1017
0 years, male, NA, stage:T3N0M0, alive, 615 days
20.6
U0938
0 years, female, NA, stage:T3N0M0, dead, 1231 days
20.6
U0915
0 years, female, NA, stage:T3N0M0, alive, 1613 days
20.5
U0444
0 years, female, NA, stage:T4N1M0, alive, 1841 days
20.5
U0204
0 years, male, NA, stage:T3N0M0, dead, 770 days
20.5
U0390
0 years, male, NA, stage:T3N1M0, alive, 871 days
20.5
U1235
0 years, female, NA, stage:T2N0M0, alive, 1319 days
20.4
U3048
0 years, male, NA, stage:T4N2M0, alive, 535 days
20.4
U0292
0 years, male, NA, stage:T4N1M0, alive, 1666 days
20.4
U0308
0 years, male, NA, stage:T4N1M0, alive, 1075 days
20.2
U2959
0 years, male, NA, stage:T3N2M0, alive, 536 days
20.2
U0250
0 years, female, NA, stage:T4N0M0, dead, 906 days
20.1
U0398
0 years, female, NA, stage:T3N0M0, alive, 721 days
20.1
U1047
0 years, female, NA, stage:T4N2M0, alive, 3592 days
20.1
U0182
0 years, female, NA, stage:T4N1M0, dead, 260 days
20.1
U0104
0 years, female, NA, stage:T4N0M0, dead, 1639 days
20.0
U0589
0 years, female, NA, stage:T3N0M0, alive, 1176 days
20.0
U0342
0 years, male, NA, stage:T4N2M0, alive, 305 days
20.0
U0224
0 years, female, NA, stage:T3N0M0, alive, 2367 days
19.9
U0101
0 years, male, NA, stage:T3N1M1, alive, 1878 days
19.8
U0429
0 years, female, NA, stage:T3N0M1, alive, 1099 days
19.7
U0463
0 years, male, NA, stage:T3N0M0, alive, 946 days
19.7
U1276
0 years, male, NA, stage:T3N0M0, alive, 2474 days
19.6
U0270
0 years, female, NA, stage:T1N0M0, alive, 2187 days
19.6
U1147
0 years, male, NA, stage:T3N0M0, dead, 282 days
19.5
U3034
0 years, female, NA, stage:T3N1M0, alive, 443 days
19.5
U0244
0 years, female, NA, stage:T3N1M0, alive, 3184 days
19.5
U0103
0 years, female, NA, stage:T3N1M0, alive, 1197 days
19.4
U0203
0 years, male, NA, stage:T3N0M0, dead, 827 days
19.4
U3029
0 years, male, NA, stage:T2N0M0, alive, 475 days
19.4
U0307
0 years, male, NA, stage:T3N0M0, alive, 2921 days
19.4
U3051
0 years, male, NA, stage:T3N2M0, alive, 415 days
19.4
U1228
0 years, male, NA, stage:T3N0M0, alive, 1333 days
19.2
U0179
0 years, male, NA, stage:T3N1M0, dead, 1043 days
19.2
U0215
0 years, male, NA, stage:T3N0M0, alive, 1269 days
19.1
U0898
0 years, female, NA, stage:T4aN0M0, dead, 340 days
19.0
U0460
0 years, female, NA, stage:T3N0M0, dead, 2069 days
19.0
U0067
0 years, female, NA, stage:T3N0M0, alive, 2180 days
19.0
U0267
0 years, male, NA, stage:T4N0M0, dead, 445 days
18.9
U3030
0 years, female, NA, stage:T3N0M0, alive, 380 days
18.9
U1129
0 years, male, NA, stage:T3N0M0, dead, 118 days
18.9
U1122
0 years, female, NA, stage:T3N2M0, alive, 1675 days
18.9
U0098
0 years, male, NA, stage:T3N0M0, dead, 2473 days
18.9
U2935
0 years, male, NA, stage:T4N1M0, alive, 555 days
18.9
U1102
0 years, male, NA, stage:T2N0M0, alive, 1354 days
18.9
U0099
0 years, female, NA, stage:T3N0M0, dead, 986 days
18.9
U0231
0 years, female, NA, stage:T2N0M0, alive, 991 days
18.9
U3100
0 years, male, NA, stage:T3N1M0, dead, 1608 days
18.8
U2927
0 years, male, NA, stage:T3N1M0, alive, 564 days
18.8
U1188
0 years, female, NA, stage:T3N0M0, dead, 967 days
18.8
U0217
0 years, female, NA, stage:T3N0M0, dead, 538 days
18.7
U0089
0 years, female, NA, stage:T1NXM0, dead, 2365 days
18.7
U2999
0 years, female, NA, stage:T2N0M0, alive, 581 days
18.6
U0269
0 years, female, NA, stage:T3N0M0, alive, 2530 days
18.6
U1274
0 years, male, NA, stage:T2N1M0, alive, 1198 days
18.6
U1454
0 years, female, NA, stage:T3N0M0, alive, 393 days
18.5
U0323
0 years, male, NA, stage:T2N0M0, dead, 1016 days
18.5
U0949
0 years, female, NA, stage:T3N0M1, dead, 594 days
18.5
U1303
0 years, male, NA, stage:T4N1M0, alive, 2283 days
18.4
U0166
0 years, female, NA, stage:T3N0M0, alive, 763 days
18.4
U0370
0 years, female, NA, stage:T3N0M0, alive, 1047 days
18.4
U0129
0 years, male, NA, stage:T4N0M0, dead, 1265 days
18.4
U2889
0 years, male, NA, stage:T4N0M0, alive, 623 days
18.4
U0257
0 years, male, NA, stage:T3N1M0, dead, 2508 days
18.3
U0181
0 years, female, NA, stage:T1N0M0, alive, 3623 days
18.2
U1041
0 years, male, NA, stage:T2N0M0, alive, 1108 days
18.2
U0362
0 years, male, NA, stage:T3N0M0, alive, 1148 days
18.1
U0955
0 years, female, NA, stage:T3N0M0, alive, 2170 days
18.0
U0175
0 years, male, NA, stage:T3N2M0, alive, 1875 days
18.0
U3012
0 years, male, NA, stage:T3N0M0, alive, 472 days
18.0
U0464
0 years, male, NA, stage:T3N0M0, alive, 918 days
18.0
U0154
0 years, male, NA, stage:T3N0M0, alive, 820 days
18.0
U0303
0 years, female, NA, stage:T3N0M0, alive, 2847 days
18.0
U2792
0 years, male, NA, stage:T2N1M0, alive, 758 days
17.9
U0472
0 years, male, NA, stage:TXN2M0, alive, 542 days
17.9
U1366
0 years, male, NA, stage:T3N1M0, alive, 2010 days
17.8
U0474
0 years, male, NA, stage:T3N1M0, alive, 1017 days
17.8
U0289
0 years, female, NA, stage:T3N0M0, alive, 3511 days
17.8
U0108
0 years, female, NA, stage:T3N0M1, alive, 535 days
17.8
U0929
0 years, male, NA, stage:T4N1M0, alive, 436 days
17.8
U0445
0 years, female, NA, stage:T3N0M0, alive, 1851 days
17.8
U1429
0 years, female, NA, stage:T3N0M0, alive, 1660 days
17.7
U1432
0 years, female, NA, stage:T3N1M0, alive, 577 days
17.7
U0338
0 years, female, NA, stage:T3N0M0, alive, 1016 days
17.7
U0365
0 years, female, NA, stage:T4N1M0, dead, 313 days
17.6
U2928
0 years, male, NA, stage:T2N0M0, alive, 563 days
17.6
U1204
0 years, male, NA, stage:T4N2M0, alive, 2214 days
17.5
U0106
0 years, female, NA, stage:T3N1M0, dead, 653 days
17.5
U0411
0 years, female, NA, stage:T3N1M0, alive, 1868 days
17.5
U0222
0 years, female, NA, stage:T3N2M1, alive, 1779 days
17.5
U3038
0 years, male, NA, stage:T3N0M0, alive, 328 days
17.4
U0972
0 years, female, NA, stage:T1N0M0, alive, 2473 days
17.4
U0387
0 years, male, NA, stage:T2N0M0, alive, 1327 days
17.4
U0115
0 years, female, NA, stage:T3N0M0, dead, 1738 days
17.3
U0092
0 years, male, NA, stage:T3N0M0, alive, 2779 days
17.3
U1032
0 years, male, NA, stage:T3N1M0, alive, 2113 days
17.3
U1037
0 years, male, NA, stage:T4N0M0, alive, 1658 days
17.2
U0358
0 years, female, NA, stage:T4N1M0, alive, 2290 days
17.2
U0416
0 years, male, NA, stage:T1N1M0, alive, 1228 days
17.2
U0259
0 years, female, NA, stage:T4N2M0, alive, 76 days
17.2
U2971
0 years, male, NA, stage:T4aN0M0, alive, 629 days
17.2
U0960
0 years, male, NA, stage:T3N0M0, alive, 1009 days
17.2
U1240
0 years, male, NA, stage:T4N0M0, alive, 765 days
17.2
U1060
0 years, male, NA, stage:T3N0M0, alive, 2442 days
17.1
U1018
0 years, male, NA, stage:T4N1M1, dead, 1693 days
17.1
U1130
0 years, male, NA, stage:T2N1M0, alive, 913 days
17.1
U0451
0 years, female, NA, stage:T4N2M0, alive, 3023 days
17.1
U0236
0 years, male, NA, stage:T3N1M0, alive, 1842 days
17.1
U0381
0 years, male, NA, stage:T3N1M0, dead, 71 days
17.1
U1396
0 years, female, NA, stage:T4N0M0, alive, 1168 days
17.1
U1104
0 years, female, NA, stage:T4N0M0, alive, 1109 days
17.0
U1346
0 years, female, NA, stage:T3N0M0, alive, 1137 days
17.0
U0239
0 years, male, NA, stage:T2N0M0, alive, 67 days
17.0
U0357
0 years, female, NA, stage:T3N0M0, alive, 2285 days
16.9
U0332
0 years, female, NA, stage:T3N0M0, alive, 2101 days
16.9
U0976
0 years, female, NA, stage:T3N2M0, dead, 97 days
16.9
U0440
0 years, female, NA, stage:T4N0M0, dead, 2743 days
16.8
U0361
0 years, male, NA, stage:T3N0M0, alive, 686 days
16.8
U1007
0 years, male, NA, stage:T3N0M0, alive, 1333 days
16.8
U0260
0 years, male, NA, stage:T1N0M1, alive, 2928 days
16.7
U0403
0 years, male, NA, stage:T3N1M1, dead, 1809 days
16.7
U0377
0 years, female, NA, stage:T3N2M0, alive, 3720 days
16.7
U1392
0 years, male, NA, stage:T3N0M0, alive, 1513 days
16.7
U0227
0 years, female, NA, stage:T4N2M0, alive, 291 days
16.7
U1158
0 years, female, NA, stage:T3N1M0, alive, 721 days
16.6
U0122
0 years, female, NA, stage:T2N0M0, dead, 159 days
16.6
U1257
0 years, male, NA, stage:T3N0M0, alive, 833 days
16.6
U0207
0 years, female, NA, stage:T3N0M0, dead, 2593 days
16.6
U1141
0 years, female, NA, stage:T4N1M1, dead, 596 days
16.6
U2902
0 years, female, NA, stage:T2N0M0, alive, 596 days
16.6
U0105
0 years, female, NA, stage:T2N0M0, dead, 2158 days
16.6
U1071
0 years, female, NA, stage:T4N0M1, alive, 1514 days
16.6
U0133
0 years, female, NA, stage:T3N0M0, alive, 773 days
16.5
U2891
0 years, male, NA, stage:T3N1M0, alive, 619 days
16.5
U1474
0 years, female, NA, stage:T1N0MX, alive, 2012 days
16.5
U0073
0 years, male, NA, stage:T4N0MX, dead, 318 days
16.5
U0235
0 years, female, NA, stage:T3N0M0, alive, 1327 days
16.4
U1155
0 years, male, NA, stage:T4N1M0, alive, 1815 days
16.4
U2782
0 years, male, NA, stage:T3N1M1, alive, 773 days
16.4
U0165
0 years, female, NA, stage:T2N0M0, alive, 1702 days
16.4
U0313
0 years, male, NA, stage:T4N1M0, dead, 1142 days
16.3
U0469
0 years, male, NA, stage:T3N0M0, dead, 409 days
16.3
U0991
0 years, male, NA, stage:T4N2M0, dead, 534 days
16.3
U0966
0 years, male, NA, stage:T4N0M0, dead, 1513 days
16.3
U0185
0 years, male, NA, stage:T1N0M0, alive, 1248 days
16.3
U0933
0 years, male, NA, stage:T3N2M0, dead, 1960 days
16.2
U1013
0 years, female, NA, stage:T2N1M0, alive, 1439 days
16.2
U0171
0 years, female, NA, stage:T3N1M0, dead, 1920 days
16.2
U0447
0 years, male, NA, stage:T4N1M0, dead, 1819 days
16.1
U0176
0 years, male, NA, stage:T3N1M0, alive, 2600 days
16.1
U0453
0 years, male, NA, stage:T3N0M0, alive, 2859 days
16.1
U0424
0 years, male, NA, stage:T3N0M0, alive, 2192 days
16.1
U0456
0 years, male, NA, stage:T4N0M0, dead, 2222 days
16.0
U0379
0 years, male, NA, stage:T2N0M0, alive, 1819 days
16.0
U3008
0 years, female, NA, stage:T2N0M0, alive, 473 days
16.0
U1251
0 years, male, NA, stage:T4N2M0, alive, 126 days
16.0
U0149
0 years, female, NA, stage:T3N2M0, alive, 1715 days
16.0
U1062
0 years, female, NA, stage:T4N0M0, alive, 1689 days
16.0
U0180
0 years, male, NA, stage:T3N0M1, dead, 965 days
16.0
U0168
0 years, male, NA, stage:T3N0M0, dead, 948 days
16.0
U0245
0 years, female, NA, stage:T3N1M0, dead, 564 days
16.0
U0273
0 years, male, NA, stage:T2N1M0, alive, 2641 days
15.9
U1049
0 years, female, NA, stage:T3N1M0, alive, 1200 days
15.9
U0100
0 years, female, NA, stage:T3N0M0, dead, 1920 days
15.9
U0446
0 years, male, NA, stage:T2N0M0, alive, 1446 days
15.9
U0397
0 years, male, NA, stage:T4N0M0, alive, 1663 days
15.8
U2837
0 years, female, NA, stage:T4N1M0, alive, 681 days
15.8
U0256
0 years, male, NA, stage:T3N0M0, alive, 738 days
15.8
U0336
0 years, female, NA, stage:T3N0M0, alive, 1100 days
15.7
U1292
0 years, female, NA, stage:T4N1M0, alive, 1147 days
15.7
U0127
0 years, female, NA, stage:T3N0M0, dead, 2753 days
15.7
U1065
0 years, female, NA, stage:T3N2M0, alive, 2954 days
15.7
U0392
0 years, male, NA, stage:T3N2M0, alive, 489 days
15.7
U0152
0 years, male, NA, stage:T3N1M0, alive, 989 days
15.6
U1040
0 years, male, NA, stage:T2N0M0, alive, 1029 days
15.6
U0209
0 years, male, NA, stage:T3N1M0, alive, 2109 days
15.6
U0110
0 years, female, NA, stage:T3N1M1, dead, 878 days
15.6
U0142
0 years, female, NA, stage:T4N1M0, alive, 2340 days
15.6
U1374
0 years, male, NA, stage:T4N0M0, alive, 827 days
15.6
U0072
0 years, male, NA, stage:T3N0M0, alive, 2772 days
15.6
U1304
0 years, female, NA, stage:TXNXM0, alive, 1081 days
15.6
U0473
0 years, male, NA, stage:T3N1M0, alive, 786 days
15.6
U1067
0 years, male, NA, stage:T3N0M0, alive, 1570 days
15.5
U1258
0 years, male, NA, stage:T3N1M0, alive, 1373 days
15.5
U0348
0 years, female, NA, stage:T3N0M0, alive, 533 days
15.5
U0143
0 years, male, NA, stage:T3N2M0, alive, 2313 days
15.5
U0221
0 years, male, NA, stage:T3N0M0, alive, 569 days
15.5
U0300
0 years, male, NA, stage:T2N0M0, alive, 974 days
15.5
U0274
0 years, male, NA, stage:T3N0M0, dead, 1570 days
15.5
U0590
0 years, female, NA, stage:T3N0M0, alive, 661 days
15.4
U1045
0 years, female, NA, stage:T4N2M0, alive, 1239 days
15.4
U0295
0 years, male, NA, stage:T3N0M0, dead, 2572 days
15.4
U0151
0 years, female, NA, stage:T3N0M0, alive, 2014 days
15.4
U0198
0 years, male, NA, stage:T3N1M0, alive, 1272 days
15.3
U0161
0 years, male, NA, stage:T4N2M1, alive, 42 days
15.3
U0277
0 years, male, NA, stage:T2N1M0, alive, 270 days
15.3
U1208
0 years, female, NA, stage:T1N0M0, alive, 834 days
15.3
U1114
0 years, female, NA, stage:TXNXM1, dead, 473 days
15.3
U2819
0 years, female, NA, stage:T3N0M0, alive, 708 days
15.2
U0146
0 years, female, NA, stage:T3N2M0, dead, 733 days
15.2
U1069
0 years, female, NA, stage:T3N0M0, dead, 2187 days
15.2
U1338
0 years, female, NA, stage:T4N1M0, dead, 716 days
15.2
U0070
0 years, male, NA, stage:T1N0M0, dead, 1319 days
15.1
U2947
0 years, female, NA, stage:T3N0M0, alive, 543 days
15.1
U1446
0 years, female, NA, stage:T3N0M0, alive, 2314 days
15.1
U0297
0 years, female, NA, stage:T3N2M0, alive, 1196 days
15.1
U2843
0 years, female, NA, stage:T3N0M0, alive, 674 days
15.0
U0134
0 years, male, NA, stage:T3N0M0, alive, 2009 days
15.0
U0124
0 years, female, NA, stage:T1N0M0, alive, 2430 days
15.0
U1421
0 years, female, NA, stage:T3N1M0, alive, 1905 days
15.0
U0970
0 years, female, NA, stage:T4N1M0, alive, 939 days
15.0
U0285
0 years, female, NA, stage:T3N0M0, alive, 2165 days
15.0
U0937
0 years, male, NA, stage:T2N0M0, dead, 1558 days
15.0
U0467
0 years, female, NA, stage:T3N0M0, alive, 1848 days
15.0
U1094
0 years, female, NA, stage:T4N1M0, alive, 1267 days
14.9
U0107
0 years, male, NA, stage:T3N0M0, dead, 2354 days
14.9
U1127
0 years, female, NA, stage:T3N0M0, alive, 3465 days
14.9
U0189
0 years, female, NA, stage:T3N0M0, dead, 1823 days
14.8
U0002
0 years, female, NA, stage:T3N2M0, alive, 3691 days
14.8
U1220
0 years, male, NA, stage:T3N2M0, dead, 1953 days
14.8
U0253
0 years, female, NA, stage:T3N0M0, alive, 958 days
14.8
U0378
0 years, female, NA, stage:T4N1M0, dead, 815 days
14.8
U0121
0 years, male, NA, stage:T4N2M0, alive, 655 days
14.8
U3037
0 years, male, NA, stage:T3N1M0, alive, 405 days
14.7
U0186
0 years, female, NA, stage:T2N0M0, alive, 3726 days
14.7
U0117
0 years, female, NA, stage:T2N0M0, dead, 1078 days
14.6
U0465
0 years, male, NA, stage:T3N0M0, alive, 2383 days
14.6
U2815
0 years, female, NA, stage:T3N0M0, alive, 717 days
14.6
U0420
0 years, male, NA, stage:T4N1M1, alive, 417 days
14.6
U3024
0 years, female, NA, stage:T3N0M0, alive, 463 days
14.6
U1239
0 years, male, NA, stage:T2N0M0, dead, 1998 days
14.6
U0319
0 years, male, NA, stage:T3N0M0, alive, 2801 days
14.5
U0145
0 years, male, NA, stage:T3N1M1, alive, 623 days
14.5
U0317
0 years, female, NA, stage:T3N2M0, alive, 3209 days
14.5
U3025
0 years, male, NA, stage:T4N2M1, alive, 377 days
14.5
U2774
0 years, female, NA, stage:T3N0M0, alive, 783 days
14.5
U0987
0 years, female, NA, stage:T3N0M0, alive, 2482 days
14.5
U0433
0 years, male, NA, stage:T4N1M1, dead, 440 days
14.5
U0268
0 years, male, NA, stage:T3N0M0, alive, 2978 days
14.5
U0363
0 years, male, NA, stage:T3N1M0, alive, 3601 days
14.5
U0280
0 years, male, NA, stage:T3N1M1, alive, 2731 days
14.4
U0355
0 years, male, NA, stage:T4N1M0, dead, 1038 days
14.4
U0320
0 years, female, NA, stage:T4N2M1, alive, 188 days
14.4
U2958
0 years, female, NA, stage:T1N0M0, alive, 536 days
14.4
U0382
0 years, female, NA, stage:T3N0M0, alive, 2550 days
14.4
U0977
0 years, female, NA, stage:T4N2M0, dead, 140 days
14.4
U1436
0 years, female, NA, stage:T3N0M0, alive, 1745 days
14.4
U2754
0 years, male, NA, stage:T4N0M0, alive, 809 days
14.4
U1327
0 years, female, NA, stage:T3N0M0, alive, 1613 days
14.3
U0202
0 years, male, NA, stage:T3N0M0, dead, 2670 days
14.3
U0233
0 years, female, NA, stage:T3N1M0, alive, 975 days
14.3
U1046
0 years, female, NA, stage:T4N2M1, dead, 697 days
14.3
U0436
0 years, male, NA, stage:T4N1M1, alive, 960 days
14.3
U2953
0 years, female, NA, stage:T4aN0M0, alive, 541 days
14.3
U0404
0 years, female, NA, stage:T3N2M0, dead, 204 days
14.3
U0984
0 years, female, NA, stage:T4N0M0, alive, 1287 days
14.3
U0095
0 years, male, NA, stage:T4N1M0, dead, 1034 days
14.2
U0439
0 years, male, NA, stage:T3N1M0, alive, 1418 days
14.2
U0068
0 years, female, NA, stage:T3N1M0, alive, 1991 days
14.2
U0459
0 years, female, NA, stage:T3N0M0, alive, 966 days
14.2
U1160
0 years, male, NA, stage:T3N1M0, alive, 1557 days
14.2
U0158
0 years, male, NA, stage:T1N0M0, dead, 3101 days
14.1
U0163
0 years, male, NA, stage:T4N0M0, alive, 697 days
14.1
U1344
0 years, female, NA, stage:T3N1M0, alive, 1450 days
14.1
U0993
0 years, male, NA, stage:T4N2M0, alive, 1267 days
14.1
U0113
0 years, male, NA, stage:T4N2M0, alive, 1102 days
14.1
U0309
0 years, female, NA, stage:T3N0M0, dead, 1898 days
14.0
U0066
0 years, male, NA, stage:T3N0M0, dead, 2486 days
14.0
U1213
0 years, female, NA, stage:T2N0M0, alive, 560 days
14.0
U1253
0 years, female, NA, stage:T3N0M0, dead, 165 days
14.0
U1401
0 years, female, NA, stage:T3N0M0, alive, 1482 days
13.9
U0094
0 years, female, NA, stage:T3N2M0, alive, 741 days
13.9
U1264
0 years, female, NA, stage:T3N0M0, dead, 1583 days
13.9
U1448
0 years, male, NA, stage:T3N0M1, dead, 1512 days
13.9
U2979
0 years, male, NA, stage:T3N2M0, alive, 616 days
13.8
U3042
0 years, male, NA, stage:T3N0M0, alive, 324 days
13.8
U1332
0 years, male, NA, stage:T3N0M0, alive, 1672 days
13.8
U1103
0 years, female, NA, stage:T4N2M0, alive, 975 days
13.8
U1252
0 years, female, NA, stage:T4N2M0, alive, 1309 days
13.8
U0399
0 years, female, NA, stage:T4N2M0, dead, 547 days
13.8
U0156
0 years, female, NA, stage:T4N1M0, alive, 1573 days
13.7
U1347
0 years, female, NA, stage:T3N0M0, alive, 1401 days
13.7
U1321
0 years, male, NA, stage:T3N1M0, alive, 2578 days
13.7
U1250
0 years, male, NA, stage:T2N0M0, alive, 597 days
13.7
U0333
0 years, female, NA, stage:T3N2M0, dead, 1959 days
13.7
U0916
0 years, female, NA, stage:T3N0M0, alive, 1578 days
13.7
U2803
0 years, male, NA, stage:T3N1M0, alive, 744 days
13.7
U1044
0 years, male, NA, stage:T4N0M0, alive, 3146 days
13.6
U3122
0 years, female, NA, stage:T3N0M1, dead, 91 days
13.6
U0354
0 years, male, NA, stage:T3N1M0, alive, 430 days
13.6
U0254
0 years, female, NA, stage:T3N1M0, alive, 659 days
13.6
U0421
0 years, male, NA, stage:T3N1M0, alive, 674 days
13.5
U0373
0 years, female, NA, stage:T3N0M0, alive, 1822 days
13.5
U0131
0 years, female, NA, stage:T4N2M1, alive, 238 days
13.5
U2964
0 years, male, NA, stage:T3N1M0, alive, 637 days
13.5
U0345
0 years, female, NA, stage:T3N0M0, alive, 2127 days
13.4
U1022
0 years, male, NA, stage:T4N2M0, dead, 61 days
13.3
U1352
0 years, male, NA, stage:T3N2M1, dead, 741 days
13.3
U0170
0 years, male, NA, stage:T4N1M0, dead, 832 days
13.3
U0427
0 years, male, NA, stage:T2N0M0, alive, 1193 days
13.3
U0249
0 years, female, NA, stage:T4N2M0, dead, 874 days
13.3
U2975
0 years, male, NA, stage:T4N1M0, alive, 514 days
13.3
U0384
0 years, male, NA, stage:T2N1M1, alive, 1024 days
13.2
U0123
0 years, male, NA, stage:T3N0M0, dead, 1880 days
13.2
U0414
0 years, male, NA, stage:T3N0M0, alive, 1691 days
13.2
U0263
0 years, female, NA, stage:T3N0M1, alive, 362 days
13.1
U0385
0 years, male, NA, stage:T3N0M0, alive, 902 days
13.1
U0449
0 years, female, NA, stage:T3N0M0, alive, 1851 days
13.1
U0210
0 years, male, NA, stage:T3N0M0, dead, 1800 days
13.1
U0344
0 years, male, NA, stage:T2N1M0, dead, 818 days
13.1
U0999
0 years, male, NA, stage:T3N2M0, alive, 860 days
13.1
U0950
0 years, female, NA, stage:T4N1M0, alive, 1834 days
13.0
U0462
0 years, female, NA, stage:T4N1M0, alive, 1017 days
13.0
U0428
0 years, male, NA, stage:T4N1M1, alive, 1016 days
13.0
U2948
0 years, female, NA, stage:T3N1M0, alive, 543 days
13.0
U1074
0 years, male, NA, stage:T3N0M0, dead, 1043 days
13.0
U0090
0 years, female, NA, stage:T3N0M0, dead, 1258 days
13.0
U1486
0 years, female, NA, stage:T4N0M0, alive, 1606 days
12.9
U0211
0 years, female, NA, stage:T3N1M0, alive, 1236 days
12.9
U0386
0 years, female, NA, stage:T4N1M1, alive, 2592 days
12.9
U1301
0 years, female, NA, stage:T4N2M0, dead, 877 days
12.9
U0413
0 years, male, NA, stage:T2N0M0, alive, 1228 days
12.9
U2861
0 years, male, NA, stage:T3N0M0, alive, 652 days
12.9
U0082
0 years, female, NA, stage:T3N1M0, dead, 2339 days
12.9
U0443
0 years, male, NA, stage:T3N0M0, alive, 1677 days
12.8
U0112
0 years, female, NA, stage:T3N0M1, alive, 551 days
12.8
U1343
0 years, female, NA, stage:T4N2M0, alive, 3178 days
12.8
U0252
0 years, male, NA, stage:T3N1M0, dead, 1761 days
12.8
U0178
0 years, female, NA, stage:T3N1M0, dead, 2096 days
12.8
U3018
0 years, male, NA, stage:T4N1M0, alive, 463 days
12.7
U0135
0 years, female, NA, stage:T3N0M0, alive, 1738 days
12.7
U0004
0 years, female, NA, stage:T4N0M0, alive, 3649 days
12.6
U2981
0 years, male, NA, stage:T3N0M0, alive, 508 days
12.6
U3022
0 years, male, NA, stage:T2N0M0, alive, 484 days
12.6
U0312
0 years, female, NA, stage:T4N2M1, alive, 499 days
12.6
U0315
0 years, female, NA, stage:T2N0M0, alive, 1973 days
12.6
U0352
0 years, female, NA, stage:T4N2M0, dead, 385 days
12.6
U3039
0 years, male, NA, stage:T4N1M1, dead, 366 days
12.5
U0172
0 years, male, NA, stage:T4N0M0, dead, 678 days
12.4
U0368
0 years, male, NA, stage:T2N0M0, alive, 801 days
12.4
U3005
0 years, male, NA, stage:T3N0M0, alive, 478 days
12.4
U0102
0 years, female, NA, stage:T4N2M0, dead, 670 days
12.3
U1183
0 years, male, NA, stage:T4N2M0, alive, 959 days
12.3
U1095
0 years, female, NA, stage:T3N1M1, alive, 2425 days
12.3
U0441
0 years, female, NA, stage:T2N1M0, alive, 2738 days
12.3
U0455
0 years, female, NA, stage:T3N2M0, alive, 2445 days
12.3
U0144
0 years, male, NA, stage:T3N0M0, alive, 1218 days
12.3
U1267
0 years, male, NA, stage:T3N1M0, dead, 2869 days
12.3
U1145
0 years, female, NA, stage:T3N0M0, dead, 445 days
12.2
U0328
0 years, male, NA, stage:T4N0M0, dead, 1362 days
12.2
U0153
0 years, female, NA, stage:T3N0M0, dead, 1718 days
12.2
U0075
0 years, male, NA, stage:T3N0M0, dead, 3 days
12.2
U0356
0 years, male, NA, stage:T4N1M0, alive, 536 days
12.2
U0125
0 years, female, NA, stage:T1N0M0, dead, 668 days
12.1
U0119
0 years, female, NA, stage:T3N0M0, alive, 3259 days
12.1
U2848
0 years, female, NA, stage:T4N2M0, alive, 669 days
12.1
U0278
0 years, female, NA, stage:T2N0M0, alive, 763 days
12.1
U0435
0 years, female, NA, stage:T2N0M0, alive, 3616 days
12.1
U0148
0 years, male, NA, stage:T3N0M0, alive, 1780 days
12.1
U0141
0 years, male, NA, stage:T3N2M0, alive, 2079 days
12.1
U0157
0 years, male, NA, stage:T4N0M0, dead, 131 days
12.0
U0109
0 years, female, NA, stage:T4N2M1, alive, 144 days
12.0
U1031
0 years, male, NA, stage:T1N1M0, alive, 1625 days
12.0
U0200
0 years, female, NA, stage:T3N0M0, alive, 2614 days
12.0
U0084
0 years, male, NA, stage:T3N0M0, dead, 1662 days
11.9
U0126
0 years, male, NA, stage:T3N0M0, dead, 2876 days
11.9
U1107
0 years, male, NA, stage:T3N0M0, alive, 329 days
11.9
U0196
0 years, male, NA, stage:T3N0M0, alive, 2086 days
11.7
U1317
0 years, male, NA, stage:T4N1M0, alive, 965 days
11.7
U0214
0 years, male, NA, stage:T4N1M1, alive, 788 days
11.7
U0081
0 years, male, NA, stage:T3N2M0, dead, 248 days
11.7
U1201
0 years, male, NA, stage:T3N2M0, alive, 1484 days
11.6
U0942
0 years, male, NA, stage:T3N0M0, alive, 665 days
11.6
U1072
0 years, male, NA, stage:T1N0M0, alive, 1446 days
11.6
U0967
0 years, male, NA, stage:T2N0M0, dead, 1691 days
11.6
U0083
0 years, male, NA, stage:T4N0M0, dead, 731 days
11.6
U2896
0 years, female, NA, stage:T3N1M0, alive, 609 days
11.5
U2856
0 years, female, NA, stage:T4N1M1, alive, 660 days
11.5
U1073
0 years, female, NA, stage:T3N1M0, alive, 1359 days
11.5
U1059
0 years, male, NA, stage:T3N1M0, alive, 2790 days
11.4
U1111
0 years, female, NA, stage:T3N0M0, dead, 1631 days
11.4
U0882
0 years, male, NA, stage:T3N0M0, alive, 1675 days
11.3
U0939
0 years, male, NA, stage:T3N1M0, alive, 2960 days
11.3
U3043
0 years, female, NA, stage:T3N2M0, alive, 287 days
11.3
U1349
0 years, female, NA, stage:T3N1M0, alive, 1899 days
11.2
U2842
0 years, female, NA, stage:T4N2M0, alive, 675 days
11.2
U0281
0 years, male, NA, stage:T3N2M0, alive, 933 days
11.1
U0187
0 years, male, NA, stage:T3N2M0, alive, 1632 days
11.0
U0193
0 years, male, NA, stage:T3N1M0, dead, 876 days
11.0
U2780
0 years, male, NA, stage:T3N0M0, alive, 778 days
11.0
U3050
0 years, female, NA, stage:T3N0M0, alive, 407 days
11.0
U1472
0 years, female, NA, stage:T3N1M0, alive, 1316 days
11.0
U0318
0 years, male, NA, stage:T3N0M0, alive, 762 days
10.9
U0375
0 years, male, NA, stage:T3N0M0, dead, 666 days
10.9
U0229
0 years, female, NA, stage:TXN2M1, dead, 2115 days
10.8
U0347
0 years, female, NA, stage:T4N1M1, alive, 628 days
10.7
U0340
0 years, female, NA, stage:T4N2M1, dead, 438 days
10.7
U0327
0 years, male, NA, stage:T4N0M0, alive, 833 days
10.6
U0367
0 years, female, NA, stage:T3N1M0, alive, 3075 days
10.6
U0225
0 years, male, NA, stage:T3N1M0, alive, 581 days
10.6
U0349
0 years, male, NA, stage:T3N1M0, alive, 2682 days
10.2
U2798
0 years, male, NA, stage:T3N0M0, alive, 751 days
10.1
U0246
0 years, female, NA, stage:T4N0M0, dead, 1192 days
10.1
U1120
0 years, male, NA, stage:T4N1M1, alive, 823 days
10.1
U0450
0 years, female, NA, stage:T3N1M0, alive, 763 days
10.0
U0167
0 years, male, NA, stage:T3N1M0, alive, 1820 days
9.9
U1246
0 years, female, NA, stage:T3N0M0, alive, 1441 days
9.9
U0306
0 years, male, NA, stage:T3N1M0, dead, 717 days
9.8
U0136
0 years, female, NA, stage:T3N0M0, dead, 2795 days
9.8
U0063
0 years, male, NA, stage:T1N0M0, dead, 1779 days
9.7
U0471
0 years, female, NA, stage:T3N1M0, alive, 1673 days
9.7
U0199
0 years, female, NA, stage:T4N2M0, alive, 1372 days
9.5
U0288
0 years, male, NA, stage:T1N0M0, alive, 1513 days
9.5
U0218
0 years, female, NA, stage:T3N0M0, alive, 714 days
9.5
U0376
0 years, male, NA, stage:T2N1M0, alive, 965 days
9.3
U0335
0 years, female, NA, stage:T3N1M0, alive, 2464 days
9.2
U0383
0 years, male, NA, stage:T3N2M1, dead, 595 days
9.2
U0247
0 years, female, NA, stage:T3N1M0, alive, 2538 days
9.2
U0262
0 years, female, NA, stage:T2N0M0, alive, 2534 days
9.2
U1034
0 years, male, NA, stage:T4N0M0, alive, 1575 days
9.2
U0078
0 years, female, NA, stage:T3N0M0, alive, 1183 days
9.1
U0314
0 years, female, NA, stage:T1N0M0, dead, 2436 days
8.9
U1086
0 years, female, NA, stage:T1N0M0, alive, 2907 days
8.9
U0290
0 years, male, NA, stage:T4N2M0, dead, 593 days
8.7
U0302
0 years, male, NA, stage:T1N0M0, alive, 892 days
8.7
U0934
0 years, female, NA, stage:T3N0M0, alive, 1185 days
8.4
U0908
0 years, female, NA, stage:T3N0M1, dead, 40 days
8.3
U0401
0 years, male, NA, stage:T4N1M0, alive, 1715 days
8.3
U0316
0 years, male, NA, stage:T3N2M0, alive, 2012 days
8.2
U1241
0 years, male, NA, stage:T3N1M0, dead, 49 days
8.0
U0326
0 years, female, NA, stage:T3N0M0, alive, 3178 days
7.9
U0400
0 years, male, NA, stage:T4N0M0, dead, 1073 days
7.7
U0426
0 years, male, NA, stage:T3N0M0, dead, 976 days
7.5
U0408
0 years, female, NA, stage:T4N0M0, dead, 2100 days
7.3
U0085
0 years, male, NA, stage:T4N1M0, dead, 1698 days
6.2
U0234
0 years, male, NA, stage:T1N1M0, alive, 990 days
5.9
U2942
0 years, male, NA, stage:T2N0M0, alive, 549 days
5.4
U0248
0 years, male, NA, stage:T3N0M0, alive, 1870 days
3.5
U1384
0 years, male, NA, stage:T4N1M0, alive, 1319 days
0.7
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.
USP28 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
7.9
Number of samples
88
Samples
Sample
Description
TPM
TCGA-AH-6549-01A
0 years, male, white, stage:'--, alive, 532 days
18.5
TCGA-DC-6157-01A
0 years, male, black or african american, stage:Stage I, alive, 1581 days
15.9
TCGA-AH-6897-01A
0 years, male, white, stage:Stage I, alive, 804 days
14.9
TCGA-DC-6156-01A
0 years, male, white, stage:Stage IVA, alive, 943 days
13.9
TCGA-CI-6620-01A
0 years, female, white, stage:Stage IVA, alive, 1009 days
13.9
TCGA-EI-6882-01A
0 years, male, white, stage:Stage IIA, alive, 262 days
13.0
TCGA-DC-5869-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 943 days
12.6
TCGA-AG-3592-01A
0 years, male, stage:Stage IIA, alive, 1035 days
12.3
TCGA-DC-6682-01A
0 years, male, white, stage:Stage IIA, alive, 762 days
12.1
TCGA-EI-6507-01A
0 years, male, white, stage:Stage IIA, alive, 607 days
12.0
TCGA-EF-5831-01A
0 years, male, white, stage:Stage IIA, alive, 127 days
11.9
TCGA-AF-2687-01A
0 years, male, white, stage:Stage IIIC, alive, 1427 days
11.8
TCGA-CI-6621-01A
0 years, male, white, stage:Stage IIIB, alive, 419 days
11.6
TCGA-AG-4021-01A
0 years, female, stage:Stage IV, dead, 121 days
11.5
TCGA-AG-3731-01A
0 years, male, stage:Stage IV, alive, 1126 days
11.4
TCGA-DC-6158-01A
0 years, male, white, stage:Stage I, dead, 334 days
11.3
TCGA-EI-6512-01A
0 years, female, white, stage:Stage IIIB, alive, 538 days
11.3
TCGA-EI-6885-01A
0 years, female, white, stage:Stage IV, alive, 415 days
11.2
TCGA-DY-A0XA-01A
0 years, female, white, stage:Stage IIA, alive, 3846 days
11.1
TCGA-EI-6513-01A
0 years, male, white, stage:Stage IIIB, alive, 497 days
10.6
TCGA-F5-6814-01A
0 years, male, white, stage:Stage IIA, alive, 1131 days
10.6
TCGA-AG-3732-01A
0 years, female, stage:Stage I, alive, 1003 days
9.8
TCGA-F5-6861-01A
0 years, female, white, stage:Stage IIA, alive, 1160 days
9.8
TCGA-DC-6154-01A
0 years, female, white, stage:Stage IVA, alive, 365 days
9.5
TCGA-F5-6812-01A
0 years, male, white, stage:Stage IIA, alive, 1110 days
9.5
TCGA-EI-6506-01A
0 years, female, white, stage:Stage IIA, alive, 625 days
9.4
TCGA-AG-3742-01A
0 years, female, stage:Stage I, alive, 30 days
9.1
TCGA-EI-7002-01A
0 years, male, white, stage:Stage IV, alive, 364 days
9.1
TCGA-EI-6511-01A
0 years, male, white, stage:Stage IIIB, alive, 482 days
8.8
TCGA-AH-6903-01A
0 years, male, white, stage:Stage IIIB, alive, 592 days
8.6
TCGA-EI-6917-01A
0 years, male, white, stage:Stage IIIA, alive, 531 days
8.5
TCGA-DC-6683-01A
0 years, male, white, stage:Stage IIIB, alive, 762 days
8.5
TCGA-DY-A1DE-01A
0 years, female, white, stage:Stage IIA, alive, 3932 days
8.5
TCGA-AF-A56N-01A
0 years, female, black or african american, stage:Stage IIA, alive, 360 days
8.5
TCGA-EI-6884-01A
0 years, male, white, stage:Stage IIIA, alive, 328 days
8.5
TCGA-CL-5917-01A
0 years, female, white, stage:Stage IIIC, alive, 2376 days
8.0
TCGA-EI-6881-01A
0 years, male, white, stage:Stage IIIA, alive, 499 days
7.9
TCGA-AF-5654-01A
0 years, female, white, stage:Stage I, dead, 512 days
7.8
TCGA-EI-6510-01A
0 years, female, white, stage:'--, alive, 556 days
7.6
TCGA-AF-3911-01A
0 years, male, white, stage:Stage IIIC, alive, 1148 days
7.5
TCGA-DC-4749-01A
0 years, male, white, stage:Stage I, alive, 762 days
7.5
TCGA-AF-A56L-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 2007 days
7.5
TCGA-DC-4745-01A
0 years, female, white, stage:Stage IIIB, alive, 639 days
7.5
TCGA-EI-6508-01A
0 years, female, white, stage:Stage IIIB, alive, 636 days
7.3
TCGA-AF-A56K-01A
0 years, male, black or african american, stage:Stage IIA, alive, 2635 days
7.3
TCGA-EI-6514-01A
0 years, female, white, stage:Stage IIA, alive, 496 days
7.1
TCGA-AH-6547-01A
0 years, female, white, stage:'--, dead, 76 days
7.1
TCGA-AF-6655-01A
0 years, male, white, stage:Stage IIIA, alive, 609 days
6.9
TCGA-F5-6464-01A
0 years, female, white, stage:Stage IIIC, dead, 303 days
6.9
TCGA-F5-6864-01A
0 years, female, white, stage:Stage IIIB, alive, 379 days
6.9
TCGA-EF-5830-01A
0 years, male, white, stage:Stage IIB, alive, 106 days
6.9
TCGA-F5-6702-01A
0 years, male, white, stage:Stage IVA, dead, 869 days
6.8
TCGA-CL-4957-01A
0 years, female, stage:'--, dead, 425 days
6.8
TCGA-F5-6571-01A
0 years, female, white, stage:Stage IIA, alive, 1288 days
6.8
TCGA-AF-6136-01A
0 years, female, white, stage:Stage IIIB, alive, 741 days
6.6
TCGA-AG-3902-01A
0 years, male, stage:Stage IIA, alive, 974 days
6.6
TCGA-AG-4022-01A
0 years, female, stage:Stage II, alive, 1400 days
6.4
TCGA-AF-2693-01A
0 years, male, white, stage:Stage I, alive, 1155 days
6.4
TCGA-F5-6863-01A
0 years, female, white, stage:Stage IIIB, dead, 361 days
6.4
TCGA-F5-6465-01A
0 years, female, white, stage:Stage IIA, alive, 1506 days
6.2
TCGA-DC-6160-01A
0 years, male, white, stage:Stage I, alive, 1339 days
6.1
TCGA-G5-6641-01A
0 years, male, white, stage:Stage IIIA, alive, 804 days
6.0
TCGA-DC-6681-01A
0 years, female, white, stage:Stage IVA, alive, 790 days
6.0
TCGA-DC-5337-01A
0 years, male, white, stage:Stage I, alive, 792 days
5.9
TCGA-G5-6235-01A
0 years, male, white, stage:Stage IIIB, alive, 1696 days
5.9
TCGA-F5-6813-01A
0 years, male, white, stage:Stage IIIC, dead, 598 days
5.9
TCGA-EI-7004-01A
0 years, female, white, stage:'--, alive, 257 days
5.6
TCGA-G5-6233-01A
0 years, male, white, stage:'--, dead, 556 days
5.6
TCGA-AH-6643-01A
0 years, male, white, stage:Stage IIIC, dead, 1314 days
5.6
TCGA-F5-6811-01A
0 years, female, white, stage:Stage IIA, alive, 979 days
5.4
TCGA-AF-2690-01A
0 years, female, white, stage:Stage IIIC, dead, 524 days
5.3
TCGA-G5-6572-01A
0 years, male, white, stage:'--, dead, 1432 days
5.3
TCGA-DY-A1DC-01A
0 years, female, white, stage:Stage IIA, dead, 1258 days
5.2
TCGA-DY-A1DG-01A
0 years, male, white, stage:Stage IVA, dead, 1566 days
4.9
TCGA-EI-6883-01A
0 years, male, white, stage:Stage IIC, alive, 350 days
4.9
TCGA-CI-6622-01A
0 years, male, white, stage:Stage IIB, alive, 1362 days
4.8
TCGA-AH-6544-01A
0 years, male, white, stage:'--, alive, 1173 days
4.8
TCGA-AF-6672-01A
0 years, male, white, stage:Stage IV, alive, 748 days
4.8
TCGA-BM-6198-01A
0 years, male, white, stage:Stage IIIB, alive, 646 days
4.5
TCGA-AH-6644-01A
0 years, male, white, stage:'--, alive, 838 days
4.4
TCGA-AF-4110-01A
0 years, male, white, stage:Stage IVA, alive, 912 days
4.2
TCGA-DT-5265-01A
0 years, male, asian, stage:Stage II, alive, 384 days
3.9
TCGA-DY-A1DD-01A
0 years, female, white, stage:Stage IIIB, dead, 1741 days
3.3
TCGA-AG-3591-01A
0 years, female, stage:Stage IIA, alive, 1035 days
3.2
TCGA-DY-A1H8-01A
0 years, female, white, stage:Stage IIIA, dead, 992 days
3.1
TCGA-DY-A1DF-01A
0 years, female, white, stage:Stage IIIC, dead, 734 days
1.9
TCGA-DC-6155-01A
0 years, female, white, stage:Stage IIIA, alive, 425 days
1.7
TCGA-EI-6509-01A
0 years, male, white, stage:Stage IIIC, alive, 517 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.
USP28 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
14.4
Number of samples
207
Samples
Sample
Description
TPM
U0093
0 years, male, NA, stage:T3N2M0, dead, 1118 days
30.1
U0654
0 years, male, NA, stage:T3N2M0, alive, 1220 days
27.7
U0645
0 years, male, NA, stage:T3N0M0, alive, 1567 days
25.8
U0642
0 years, male, NA, stage:T3N0M0, alive, 1603 days
24.9
U0194
0 years, male, NA, stage:T3N1M0, alive, 680 days
24.5
U0538
0 years, female, NA, stage:T3N1M0, alive, 1308 days
23.9
U0293
0 years, male, NA, stage:T3N1M0, alive, 2717 days
23.8
U0364
0 years, female, NA, stage:T4N2M1, dead, 151 days
23.7
U0147
0 years, female, NA, stage:T3N0M0, dead, 2085 days
23.5
U0296
0 years, male, NA, stage:T3N0M0, alive, 2610 days
23.4
U0241
0 years, female, NA, stage:T2N1M0, alive, 552 days
22.7
U0137
0 years, male, NA, stage:T3N1M0, dead, 1799 days
21.7
U0512
0 years, male, NA, stage:T3N0M0, alive, 2550 days
21.6
U0579
0 years, female, NA, stage:T4aN0M0, alive, 2845 days
21.4
U3049
0 years, male, NA, stage:T2N0M0, alive, 533 days
21.4
U0159
0 years, female, NA, stage:T3N1M0, alive, 1517 days
20.9
U0652
0 years, male, NA, stage:T3N0M0, alive, 1319 days
20.9
U0466
0 years, male, NA, stage:T3N0M0, alive, 1381 days
20.6
U0657
0 years, female, NA, stage:T2N0M0, dead, 1109 days
20.5
U0852
0 years, male, NA, stage:T3N2M1, alive, 1651 days
20.4
U0578
0 years, male, NA, stage:T2N2M0, alive, 1724 days
20.4
U0557
0 years, female, NA, stage:T3N2M0, alive, 2009 days
20.2
U0351
0 years, female, NA, stage:T3N2M0, alive, 2886 days
20.0
U0750
0 years, female, NA, stage:T3N2M0, dead, 1393 days
19.6
U0346
0 years, male, NA, stage:T4N2M0, alive, 1148 days
19.2
U2834
0 years, male, NA, stage:T3N1M0, alive, 323 days
18.9
U0671
0 years, male, NA, stage:T3N1M0, dead, 785 days
18.6
U0695
0 years, male, NA, stage:T3N0M0, alive, 566 days
18.5
U0776
0 years, male, NA, stage:T4N2M0, alive, 1702 days
18.3
U0174
0 years, male, NA, stage:T3N0M0, alive, 450 days
18.1
U2836
0 years, male, NA, stage:T3N0M0, alive, 322 days
18.0
U0030
0 years, female, NA, stage:T2N0M0, dead, 987 days
18.0
U0584
0 years, male, NA, stage:T3N2M0, alive, 2705 days
17.9
U0417
0 years, female, NA, stage:T3N2M1, dead, 893 days
17.8
U0592
0 years, female, NA, stage:T2N0M0, dead, 670 days
17.7
U0713
0 years, male, NA, stage:T2N0M0, alive, 359 days
17.7
U2972
0 years, male, NA, stage:T3N0M0, alive, 161 days
17.6
U0423
0 years, female, NA, stage:T4N2M0, alive, 2735 days
17.6
U0140
0 years, male, NA, stage:T3N2M0, alive, 2655 days
17.4
U0230
0 years, female, NA, stage:T1N1M0, alive, 3152 days
17.3
U0565
0 years, male, NA, stage:T4N1M0, alive, 1452 days
17.3
U2764
0 years, male, NA, stage:T3N2M0, alive, 440 days
17.2
U0238
0 years, male, NA, stage:T3N0M0, dead, 868 days
17.2
U0001
0 years, female, NA, stage:T3N0M0, alive, 3188 days
17.1
U0470
0 years, female, NA, stage:T2N2M0, alive, 961 days
17.1
U0415
0 years, male, NA, stage:T3N1M0, alive, 2526 days
17.0
U0251
0 years, male, NA, stage:T2N0M0, alive, 1906 days
17.0
U0279
0 years, male, NA, stage:T2N1M0, dead, 176 days
16.9
U0594
0 years, male, NA, stage:T3N0M0, alive, 2852 days
16.7
U0694
0 years, male, NA, stage:T4N0M0, dead, 489 days
16.6
U0080
0 years, female, NA, stage:T3N0M0, dead, 489 days
16.6
U2779
0 years, male, NA, stage:T3N0M0, alive, 419 days
16.6
U0120
0 years, female, NA, stage:T3N0M0, alive, 3233 days
16.6
U0553
0 years, female, NA, stage:T3N2M0, alive, 1704 days
16.6
U2994
0 years, female, NA, stage:T4N1M0, alive, 132 days
16.6
U0572
0 years, female, NA, stage:T3N1M0, alive, 2621 days
16.4
U0651
0 years, male, NA, stage:T3N0M0, alive, 1354 days
16.3
U0649
0 years, male, NA, stage:T2N0M0, alive, 1424 days
16.3
U0648
0 years, female, NA, stage:T3N0M0, alive, 1415 days
16.3
U0114
0 years, male, NA, stage:T3N0M0, alive, 1910 days
16.3
U0299
0 years, female, NA, stage:T4N2M0, alive, 43426 days
16.2
U0116
0 years, male, NA, stage:T3N1M0, dead, 930 days
16.1
U0264
0 years, male, NA, stage:T4N2M0, alive, 2020 days
16.1
U0118
0 years, female, NA, stage:T3N2M0, dead, 350 days
15.9
U0079
0 years, male, NA, stage:T4N2M0, dead, 1891 days
15.9
U0593
0 years, male, NA, stage:T4bN0M0, alive, 876 days
15.9
U0276
0 years, male, NA, stage:T3N1M1, alive, 934 days
15.8
U0604
0 years, male, NA, stage:T3N1M0, alive, 1522 days
15.7
U0388
0 years, male, NA, stage:T2N1M0, alive, 2186 days
15.7
U0380
0 years, male, NA, stage:T2N0M0, alive, 2155 days
15.6
U0138
0 years, male, NA, stage:T3N1M0, dead, 2472 days
15.5
U0562
0 years, female, NA, stage:T3N1M0, alive, 3092 days
15.5
U2960
0 years, male, NA, stage:T3N1M0, alive, 176 days
15.3
U0857
0 years, male, NA, stage:T4N2M1, dead, 954 days
15.3
U0800
0 years, male, NA, stage:T3N2M1, dead, 411 days
15.3
U0402
0 years, female, NA, stage:T3N1M0, dead, 2487 days
15.3
U0343
0 years, female, NA, stage:T2N0M0, alive, 701 days
15.1
U0353
0 years, female, NA, stage:T1N0M0, alive, 2912 days
15.1
U0561
0 years, female, NA, stage:T3N2M0, alive, 1577 days
15.1
U0391
0 years, female, NA, stage:T3N0M0, alive, 1179 days
15.0
U0849
0 years, female, NA, stage:T4N0M1, dead, 267 days
15.0
U0640
0 years, male, NA, stage:T2N0M0, alive, 1696 days
15.0
U0418
0 years, male, NA, stage:T4N1M0, alive, 1246 days
15.0
U0542
0 years, male, NA, stage:T3N2M0, dead, 1482 days
14.9
U0258
0 years, male, NA, stage:T4N1M2, dead, 195 days
14.9
U3023
0 years, female, NA, stage:T2N0M0, alive, 404 days
14.9
U0552
0 years, male, NA, stage:T3N2M0, alive, 1701 days
14.8
U0861
0 years, female, NA, stage:T4N2M1, dead, 184 days
14.7
U0805
0 years, male, NA, stage:T3N1M1, dead, 731 days
14.6
U0468
0 years, female, NA, stage:T3N0M0, alive, 1921 days
14.6
U0173
0 years, male, NA, stage:T2N0M0, dead, 2375 days
14.6
U0220
0 years, male, NA, stage:T2N0M0, alive, 1066 days
14.5
U0478
0 years, male, NA, stage:T4N2M0, alive, 2051 days
14.5
U0088
0 years, male, NA, stage:T3N1M1, dead, 260 days
14.4
U0534
0 years, female, NA, stage:T3N2M0, alive, 1361 days
14.4
U0814
0 years, female, NA, stage:T3N1M1, dead, 482 days
14.3
U0862
0 years, male, NA, stage:T4N2M1, dead, 1064 days
14.3
U0803
0 years, female, NA, stage:T3N1M1, dead, 495 days
14.3
U0458
0 years, male, NA, stage:T3N2M0, alive, 1073 days
14.2
U0643
0 years, female, NA, stage:T2N1M0, dead, 1583 days
14.1
U0359
0 years, male, NA, stage:T3N2M0, dead, 2443 days
14.1
U0581
0 years, female, NA, stage:T3N2M0, alive, 1660 days
14.1
U0128
0 years, female, NA, stage:T3N1M0, alive, 449 days
14.1
U0511
0 years, female, NA, stage:T3N0M0, dead, 2387 days
14.0
U0454
0 years, male, NA, stage:T3N1M0, alive, 2997 days
14.0
U0096
0 years, female, NA, stage:T4N2M1, dead, 257 days
14.0
U0334
0 years, male, NA, stage:T3N1M0, alive, 3171 days
14.0
U0539
0 years, male, NA, stage:T4N2M0, alive, 2017 days
13.8
U0192
0 years, male, NA, stage:T3N0M0, alive, 2081 days
13.7
U0545
0 years, male, NA, stage:T3N0M0, alive, 2340 days
13.7
U0216
0 years, male, NA, stage:T2N0M0, alive, 2684 days
13.6
U0077
0 years, female, NA, stage:T2N0M0, dead, 588 days
13.6
U0371
0 years, female, NA, stage:T3N0M0, alive, 2688 days
13.6
U0809
0 years, female, NA, stage:T3N1M1, dead, 275 days
13.6
U0535
0 years, female, NA, stage:T4N1M0, alive, 2473 days
13.6
U0532
0 years, male, NA, stage:T3N0M0, dead, 730 days
13.6
U0656
0 years, male, NA, stage:T3N2M0, alive, 1150 days
13.5
U0802
0 years, male, NA, stage:T3N2M1, dead, 338 days
13.4
U0591
0 years, male, NA, stage:T2N0M0, alive, 1023 days
13.3
U0603
0 years, male, NA, stage:T2N1M0, alive, 1904 days
13.3
U0086
0 years, female, NA, stage:T3N1M0, dead, 594 days
13.3
U0155
0 years, male, NA, stage:T2N0M0, dead, 1672 days
13.3
U0577
0 years, female, NA, stage:T3N2M0, alive, 2474 days
13.2
U0339
0 years, male, NA, stage:T3N2M0, alive, 2155 days
13.2
U0329
0 years, male, NA, stage:T3N1M0, dead, 805 days
13.2
U0707
0 years, male, NA, stage:T3N1M0, alive, 518 days
13.2
U0422
0 years, female, NA, stage:T3N2M1, dead, 1710 days
13.2
U0514
0 years, female, NA, stage:T2N2M0, alive, 2799 days
13.1
U3047
0 years, male, NA, stage:T3N2M0, alive, 205 days
13.0
U0434
0 years, male, NA, stage:T2N0M0, alive, 2558 days
12.9
U0212
0 years, male, NA, stage:T3N0M1, alive, 1330 days
12.9
U0658
0 years, male, NA, stage:T3N2M0, alive, 1108 days
12.7
U0508
0 years, male, NA, stage:T3N1M0, alive, 1120 days
12.7
U0666
0 years, male, NA, stage:T3N1M0, alive, 709 days
12.7
U0601
0 years, female, NA, stage:T4N1M0, alive, 1368 days
12.7
U0519
0 years, male, NA, stage:T4N2M0, dead, 519 days
12.7
U0587
0 years, male, NA, stage:T3N1M0, alive, 2107 days
12.7
U0492
0 years, male, NA, stage:T3N2M0, alive, 1114 days
12.6
U0097
0 years, male, NA, stage:T3N0M1, dead, 2903 days
12.6
U0596
0 years, male, NA, stage:T3N0M0, alive, 2233 days
12.6
U0242
0 years, male, NA, stage:T3N0M0, alive, 2950 days
12.5
U2761
0 years, female, NA, stage:T3N1M0, alive, 447 days
12.5
U0311
0 years, female, NA, stage:T3N1M0, alive, 1176 days
12.4
U0484
0 years, male, NA, stage:T4N2M0, alive, 1275 days
12.4
U0605
0 years, male, NA, stage:T2N0M0, alive, 952 days
12.4
U0437
0 years, male, NA, stage:T1N1M0, alive, 849 days
12.2
U0305
0 years, male, NA, stage:T3N1M0, alive, 2676 days
12.2
U0430
0 years, male, NA, stage:T3N2M0, dead, 2472 days
12.1
U0568
0 years, male, NA, stage:T4N1M0, alive, 1287 days
12.1
U0804
0 years, female, NA, stage:T3N2M1, dead, 380 days
12.1
U0641
0 years, female, NA, stage:T3N0M0, dead, 1626 days
12.1
U0304
0 years, male, NA, stage:T3N2M0, alive, 2065 days
12.0
U0405
0 years, male, NA, stage:T3N1M0, alive, 829 days
11.9
U0638
0 years, male, NA, stage:T2N0M0, alive, 1801 days
11.8
U0602
0 years, male, NA, stage:T2N0M0, alive, 1385 days
11.6
U0595
0 years, male, NA, stage:T2N0M0, alive, 2535 days
11.5
U0497
0 years, female, NA, stage:T3N1M0, alive, 1414 days
11.4
U0663
0 years, female, NA, stage:T3N1M0, alive, 762 days
11.4
U0485
0 years, male, NA, stage:T3N0M0, dead, 2737 days
11.4
U0600
0 years, male, NA, stage:T3N1M0, alive, 1659 days
11.3
U0132
0 years, male, NA, stage:T3N1M0, alive, 1798 days
11.3
U0431
0 years, female, NA, stage:T3N1M0, alive, 695 days
11.2
U0556
0 years, male, NA, stage:T3N2M0, alive, 2037 days
11.1
U0533
0 years, male, NA, stage:T3N2M0, alive, 2248 days
10.9
U0325
0 years, male, NA, stage:T3N0M0, dead, 1947 days
10.9
U0498
0 years, female, NA, stage:T4N1M0, alive, 1906 days
10.8
U2943
0 years, male, NA, stage:T3N0M0, alive, 189 days
10.8
U0637
0 years, male, NA, stage:T3N1M0, alive, 1997 days
10.8
U0213
0 years, male, NA, stage:T3N1M0, alive, 3018 days
10.7
U0650
0 years, female, NA, stage:T2N2M0, alive, 1331 days
10.7
U0494
0 years, male, NA, stage:T4N2M0, alive, 1290 days
10.7
U0255
0 years, female, NA, stage:T3N2M0, dead, 1079 days
10.5
U0294
0 years, male, NA, stage:T4N0M1, alive, 561 days
10.5
U0555
0 years, male, NA, stage:T3N2M0, alive, 2043 days
10.5
U0232
0 years, female, NA, stage:T2N0M0, dead, 994 days
10.5
U0820
0 years, male, NA, stage:T3NXM1, dead, 622 days
10.4
U0243
0 years, female, NA, stage:T3N2M0, alive, 2975 days
10.3
U0457
0 years, male, NA, stage:T3N0M0, alive, 833 days
10.2
U0502
0 years, male, NA, stage:T4N1M0, alive, 1065 days
10.1
U0190
0 years, male, NA, stage:T3N0M0, alive, 2367 days
10.1
U0271
0 years, female, NA, stage:T3N1M0, alive, 2414 days
10.1
U0409
0 years, female, NA, stage:T3N1M0, alive, 934 days
9.9
U0675
0 years, female, NA, stage:T4N1M0, dead, 89 days
9.8
U0406
0 years, female, NA, stage:T4N2M1, dead, 778 days
9.7
U0331
0 years, male, NA, stage:T3N1M1, dead, 906 days
9.5
U0407
0 years, male, NA, stage:T3N1M0, dead, 2027 days
9.5
U0576
0 years, male, NA, stage:T3N2M0, alive, 2540 days
9.5
U0237
0 years, male, NA, stage:T3N1M0, alive, 2492 days
9.4
U0366
0 years, male, NA, stage:T3NXM1, alive, 895 days
9.3
U0322
0 years, male, NA, stage:T4N2M0, alive, 1694 days
9.1
U0793
0 years, male, NA, stage:T3N1M1, dead, 195 days
8.9
U0205
0 years, female, NA, stage:T3N2M0, alive, 2984 days
8.8
U2991
0 years, female, NA, stage:T1N0M0, alive, 135 days
8.7
U0647
0 years, female, NA, stage:T3N0M0, alive, 1476 days
8.7
U0865
0 years, female, NA, stage:T3N1M1, dead, 856 days
8.7
U0686
0 years, female, NA, stage:T4bN0M0, dead, 123 days
8.5
U0324
0 years, female, NA, stage:T4N1M0, alive, 938 days
8.5
U0848
0 years, male, NA, stage:T3N1M1, dead, 1185 days
8.0
U0282
0 years, male, NA, stage:T3N2M0, dead, 1869 days
7.8
U0284
0 years, male, NA, stage:T3N2M0, alive, 581 days
7.7
U0550
0 years, male, NA, stage:T3N2M0, alive, 2191 days
7.1
U0228
0 years, male, NA, stage:T2N0M0, alive, 963 days
7.1
U0188
0 years, female, NA, stage:T3N1M0, alive, 2134 days
7.0
U0298
0 years, male, NA, stage:T3N1M0, alive, 513 days
7.0
U0374
0 years, female, NA, stage:T2N0M0, alive, 1067 days
6.5
U2955
0 years, male, NA, stage:T3N1M0, alive, 181 days
6.4
U0558
0 years, female, NA, stage:T3N2M0, alive, 2011 days
5.5
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COLON ADENOCARCINOMA - Protein relative expression (CPTAC)
Number of samples
197
Samples
Sample ID
Sample type
nRPX
8cc7e656-0152-4359-8566-0581c3
Tumor
N/A
5c70e654-583c-4dd3-ad42-0d9b39_D2
Normal
N/A
0065bfd9-e1b9-43a8-9379-9658ba_D3
Tumor
N/A
d8805fa4-30f9-4417-907e-fdc50c_D2
Normal
N/A
58a92726-4d1f-4e44-8938-52b97d_D3
Tumor
N/A
591fb460-703a-437d-8d9a-ff2a35_D3
Tumor
N/A
a90eb718-6a8f-4cbf-89c1-f9e9bd_D2
Tumor
N/A
5a3aa99d-ca10-45f6-939f-12392a_D2
Normal
N/A
8fab37a4-cdf9-4ce8-9081-7b9148_D2
Normal
N/A
6797a69d-2f74-44b9-8147-cd4fac_D2
Normal
N/A
ea6df59d-5240-4927-b19d-d44590_D2
Tumor
N/A
e8faa3a7-9fc7-428e-9334-a0afd0_D3
Tumor
N/A
b2978e90-cd2a-4665-b1bf-508a99_D2
Normal
N/A
e0068ac5-f557-443a-bd4b-bdfcef_D3
Tumor
N/A
2167c594-c33f-4795-b95b-69bd07_D2
Tumor
N/A
16ac8458-5200-4302-9ad0-b311df_D2
Normal
N/A
0784c7b3-e6a4-42a8-9288-eb4ba0_D2
Normal
N/A
64ed43a2-f083-43cb-9d0d-118495_D2
Normal
N/A
9a48cf57-e1f0-4ea1-9804-d563f2_D2
Normal
N/A
d0511ea6-43c3-4c61-b08e-cf49b7_D3
Tumor
N/A
526c3664-5b9b-4a2b-a00e-a14623_D2
Tumor
N/A
7bdfa5c9-d11f-4600-9c44-a87996_D2
Normal
N/A
853ecf90-71e6-4156-a56f-a34b65_D2
Normal
N/A
e070ff10-058b-4733-93ab-bdd702_D2
Normal
N/A
092c5a37-325b-4181-b230-2d8fff_D2
Tumor
N/A
154115ac-2ec2-439d-b55e-0464ee_D2
Normal
N/A
963fc8db-f412-4427-a198-23f660_D2
Normal
N/A
79097be1-cd36-4a23-99d1-3d744f_D2
Tumor
N/A
8b9e4266-7754-4f2c-ac9e-329905_D2
Tumor
N/A
642fc6c3-8d4a-4e3d-ad0a-cc088a_D2
Tumor
N/A
e196a0b4-2a05-43de-bb30-ceb761_D2
Tumor
N/A
54565eae-05c5-4dae-bde9-ae4874_D2
Normal
N/A
f4bccfe4-98d0-466b-a6d7-44341b_D3
Tumor
N/A
47d2a435-b203-4438-ae72-53c424_D2
Normal
N/A
51590333-cfe5-4ce5-b8ff-58fa3c_D2
Normal
N/A
9a6879b1-4f78-4ac6-9fca-dad049_D2
Normal
N/A
f6173181-0993-4a5f-a4cd-5f30b1_D2
Tumor
N/A
bc574f73-89ba-44d7-992e-82622c_D3
Tumor
N/A
82157a70-12f1-4913-b548-d98881_D2
Normal
N/A
573048dd-2502-40e0-8e8c-c41bb8_D3
Tumor
N/A
63c1f7ac-b1ae-4c28-95aa-ce21e5_D2
Normal
N/A
6e20c8e9-ab75-4996-9296-445b00_D2
Tumor
N/A
c7aeb685-31b3-445e-8177-a3e729_D3
Tumor
N/A
8af80ae9-2088-4124-91fb-8d6c17_D3
Tumor
N/A
cd89ffbb-574a-4052-bd9a-00c890_D2
Tumor
N/A
c1b66358-d103-493c-b8ec-92c43b_D1
Tumor
N/A
98742d96-cc2f-43f0-9de2-bc7afe_D3
Tumor
N/A
e3c012aa-51c2-42b0-a478-bd620f_D2
Normal
N/A
ec9afcc4-ccf7-4226-b0e8-d6897d_D3
Tumor
N/A
b2400046-1d25-429d-a821-6040a6
Tumor
N/A
2b810478-7956-4a8b-870d-184859_D2
Tumor
N/A
722378ea-d1a7-4cfc-aca5-ba45f9_D8
Tumor
N/A
42216d99-e8ff-43c9-b6db-28c3a6_D3
Tumor
N/A
87b0e853-43ea-4efb-8a22-dd221f_D2
Normal
N/A
5557e478-3e6f-475b-8acc-1b4159_D8
Tumor
N/A
a2f03d85-5f1a-4b3e-9dbf-74e67e_D3
Tumor
N/A
7fd386f0-e7f6-4ee1-9cd7-b3318a_D2
Normal
N/A
62627b73-1763-48bc-8eea-e5bd76_D2
Normal
N/A
f6b1079b-9d67-4c63-b3d0-d562b5_D2
Tumor
N/A
e2e83b72-b14b-4b06-9461-1115d6_D2
Tumor
N/A
aa0f5b40-3290-4255-8f4d-f45d4e_D3
Tumor
N/A
04ded2cd-3b57-4aec-9c11-48f58e_D2
Normal
N/A
1425a1a1-c835-47a2-a9b9-4db5d0_D8
Tumor
N/A
1c070992-647b-4173-a481-904c4d_D2
Normal
N/A
5de06adb-e00d-4114-8d76-04bd30_D2
Normal
N/A
d7608884-a0d6-4e9e-aac7-6cd813_D3
Tumor
N/A
26acb513-3ffe-49ad-8581-9dfc97_D2
Normal
N/A
c307b7b0-534a-45fa-a420-35f773_D2
Normal
N/A
5e886f1c-8165-4232-9591-d80799_D2
Normal
N/A
cfb4831f-e9ee-4e11-80fb-958f6f_D2
Tumor
N/A
f9d6fb1b-988e-4D88-9272-cc672f_D8
Tumor
N/A
2666323d-522f-4f0a-823c-ff8866_D2
Normal
N/A
8c73f3a5-fea8-4942-90c0-966f66_D3
Tumor
N/A
4cdeecb5-19fb-493c-91f5-eb0efc_D3
Tumor
N/A
88c621d7-7fb3-4825-abbe-82ae4c_D2
Normal
N/A
067db520-1b1f-4569-9414-e37a6e_D2
Normal
N/A
23e938d0-92b8-4aea-90c1-4385df_D2
Normal
N/A
21cab01c-e968-42cc-9651-1e53c0_D3
Tumor
N/A
76498650-fdbf-4f5d-a19a-cce9a2_D2
Normal
N/A
dfdf03a6-c324-4d8c-a909-ea7345_D2
Tumor
N/A
a5c8bf1d-776c-406f-82a3-2d9ce6_D2
Normal
N/A
a467b905-fc0b-427b-8753-6d38dd_D3
Tumor
N/A
f6afe41c-111d-4818-8485-fe95e0_D2
Tumor
N/A
b6b41ba2-6415-41aa-b5f5-4d47db_D2
Normal
N/A
3d797911-d476-436f-9cce-33e20c_D8
Tumor
N/A
b4e91300-405e-4239-b8da-5e1a42_D2
Tumor
N/A
71b2c1cc-0a31-4ca8-8beb-251e17_D2
Normal
N/A
9bf309bc-0fb6-4060-aba2-888eb3_D2
Tumor
N/A
0630ecb0-b664-4e75-bb3c-fb62ee_D3
Tumor
N/A
176d1b96-8c6e-44fe-8a32-e15194_D2
Normal
N/A
8980bb9d-65c1-41cb-9f90-dddd5f_D2
Normal
N/A
b871c0c1-a97b-4ac1-887c-0317b6_D2
Normal
N/A
e515eb5c-8005-416a-9b42-59de9d_D8
Tumor
N/A
cd6a4013-2958-44b9-a4f1-45c9e4_D2
Tumor
N/A
d80408d6-598d-4411-ab34-eb2545_D2
Normal
N/A
799893aa-d523-4a08-9ea7-611cca_D3
Tumor
N/A
1ab06c24-ffc0-4323-a0cc-e9f5c5_D2
Tumor
N/A
0aef1fe8-ca61-4113-81d0-d82ee7_D2
Tumor
N/A
a84149b1-8453-45f0-8400-d7b12f_D2
Normal
N/A
41a04113-2061-4923-bca5-da586c_D2
Normal
N/A
cc271b3d-ed33-481f-9d23-15f2f6_D2
Normal
N/A
df479b07-bbf6-472d-a580-c3fd0c_D2
Normal
N/A
a313f6ef-5994-4d49-9e66-c26911_D2
Normal
N/A
4bb08fad-fa5e-471e-978b-6b09ab_D2
Tumor
N/A
6b0a3188-d8ca-4d50-a377-a8fe4c_D2
Normal
N/A
c8694e31-2c8f-4eb6-a7ef-a137d9_D3
Tumor
N/A
019cd0c0-733d-4b25-90e3-d54ce0_D2
Normal
N/A
1f79fed9-f0d4-4c45-acd2-ea1441_D2
Normal
N/A
fc9b09af-23b8-4ffe-b6c6-41236d_D2
Normal
N/A
e1cd3d70-132b-452f-ba10-026721_D2
Tumor
N/A
92c1ebb5-ac1d-4bf5-a14f-516e1d_D3
Tumor
N/A
3a17283c-a0f4-4514-956b-080d11_D2
Normal
N/A
66b57abc-0d49-46bb-a390-0e11a9_D2
Tumor
N/A
efee6bb9-69dd-46c2-85b3-b55962_D2
Normal
N/A
02cde0c0-6840-495b-9b11-007d82_D2
Normal
N/A
974e136f-7020-4a38-b9c1-094df9_D2
Normal
N/A
903d5fe0-970a-47be-a97f-3cc914_D2
Normal
N/A
c9730cb4-b52c-4ca8-9652-4509d0_D2
Tumor
N/A
5cf5e61d-21ff-4678-9126-14e9bb_D2
Normal
N/A
f5ed5ebc-881d-456a-80d7-42c9e7_D2
Normal
N/A
cbd0e774-c741-4753-9c9e-391a7d_D2
Normal
N/A
1136008b-97ce-49b0-bf24-abbea6_D2
Normal
N/A
5347d2ce-df0c-4d81-a3e2-22db11_D2
Normal
N/A
da95f6f8-be46-4ed8-a493-2c99f0_D2
Normal
N/A
694e8df1-d9ee-473b-bec1-4f9237_D2
Normal
N/A
6d9f8b06-f28c-4e9b-823b-33ebb7_D2
Normal
N/A
820a3f08-5bb1-44b3-a133-ee167e_D2
Tumor
N/A
bed27f66-ef3b-4868-b4ad-205018_D2
Normal
N/A
3765c09a-fff7-4b37-bf2b-452b23_D2
Normal
N/A
411d9597-c785-4de5-b449-29a80d_D2
Normal
N/A
0d5554d1-1653-4589-a44f-43113e_D2
Normal
N/A
b3696374-c6c0-49dd-833e-596e26_D2
Normal
N/A
66b829db-1cdd-460d-b2f3-0e9ca9_D3
Tumor
N/A
325b5314-6f3c-4d79-9b36-4e7ded_D2
Normal
N/A
8960a27e-69d8-4ec8-a795-c6cf8a_D3
Tumor
N/A
43192517-085e-450e-9481-0a6713_D3
Tumor
N/A
01d1ffca-4235-4dfe-bf62-56f71d_D3
Tumor
N/A
a27cf22d-836e-49a7-802f-47c1db_D2
Normal
N/A
372c900a-fced-4eef-9dc4-7282ec_D2
Tumor
N/A
e14c2cbe-eca0-4745-97f6-8f27bd_D2
Normal
N/A
359f5c81-2575-497e-8630-e4866f_D2
Normal
N/A
da747cee-5026-4923-af63-ad9f81_D2
Normal
N/A
cd3a9d59-bf13-48f3-ae97-bdbca4_D2
Normal
N/A
c6ae57a7-65a0-438e-bae2-97b1c8_D3
Tumor
N/A
05a33362-82bb-48ac-8feb-ad2ea1_D2
Tumor
N/A
206f3bd9-f62c-4663-8fdb-5b731b_D2
Normal
N/A
d6584b4a-ca99-4a2a-8b4e-c8b22e_D3
Tumor
N/A
db3f5ad9-d14d-4126-a3e7-d80faa_D3
Tumor
N/A
c9f0f144-47f3-4d64-b29f-bcedfa_D2
Normal
N/A
7cc7f69f-99f5-4b23-a9e0-ba0dc8_D8
Tumor
N/A
87408d9e-4029-4e8f-b14c-8efc04_D3
Tumor
N/A
4b263734-430f-41dc-a296-8691f0_D3
Tumor
N/A
515040a4-bbfb-4a15-9e53-e7b6e6_D2
Normal
N/A
bd67de01-ad7d-431a-9ad6-4dd5a1
Tumor
N/A
a243b765-61ab-4aa6-88e1-226896_D2
Normal
N/A
e74089a9-f78c-4ffe-8174-aef71b_D2
Normal
N/A
b4dd4a04-5eda-43dd-8298-215b07_D3
Tumor
N/A
c65afd57-530c-4366-b2c8-463a46_D2
Tumor
N/A
4c9dcc8c-ccdc-4336-8e23-107feb_D2
Normal
N/A
7fd2eea8-bf99-4f97-8b9e-fb703f_D2
Normal
N/A
348f6009-e1be-44d2-a093-9ca844_D2
Normal
N/A
803736b3-9ca9-4f9f-bdfe-8783e3_D3
Tumor
N/A
7478980a-60fb-4f5e-aa1c-2d7941_D2
Normal
N/A
5f823547-ee16-45b7-a6a0-ef25d6_D3
Tumor
N/A
0f238226-864c-4de0-8c61-01e729_D2
Tumor
N/A
b605fafc-f7dd-44cc-9c86-da04e3_D2
Tumor
N/A
2cc46aec-6142-4fb9-aca5-c442b9_D2
Normal
N/A
7784e2e5-c0e1-4b85-8cc1-7faac8_D2
Normal
N/A
f69deaeb-6b6f-4c61-8900-fd0f26_D3
Tumor
N/A
dffcac99-9eac-4717-aeb6-f4a2e7_D8
Tumor
N/A
5da00abd-5fa7-4deb-95f1-7982e0_D3
Tumor
N/A
c2c53076-b5db-4b7d-983c-a35740_D3
Tumor
N/A
3e8019e8-125f-4615-a1fa-a448e9_D2
Normal
N/A
2f8b02e4-1848-4abc-a95e-dd9eb5_D3
Tumor
N/A
1bf00d93-240f-47e8-8055-f546b0_D2
Normal
N/A
f635496c-0046-4ecd-89bc-7a4f33_D2
Tumor
N/A
bda3787a-1397-4716-bb17-4992a8_D2
Normal
N/A
43bc845e-d22e-4c10-b3e8-bc54e6_D2
Normal
N/A
321fb3b2-ebb6-4ea5-b737-081264_D2
Tumor
N/A
2d266d2d-4bb3-436c-a3e7-06acb2_D3
Tumor
N/A
65867ab1-5eab-44a8-b2bb-d27263_D2
Normal
N/A
059a7065-3a5f-4eea-97e5-85ab01_D2
Normal
N/A
1563ef63-d2e6-406f-adc1-255949_D3
Tumor
N/A
695b0b00-a86b-43c0-a6c8-50a840_D3
Tumor
N/A
92f7419c-c57a-4b50-bdc9-4d09ca_D2
Tumor
N/A
41ee934e-f7a3-4ef5-8a83-e2ac56_D2
Tumor
N/A
1fbb1add-4660-4ec1-b8c2-360f9f_D2
Normal
N/A
211cbcef-cb1f-4c80-a1c8-a76d3c_D2
Normal
N/A
377cdd37-d1bd-4042-997e-478a0f_D2
Normal
N/A
233ec093-9a30-4ef4-a12c-91757e_D2
Normal
N/A
0f757044-9bc8-4ed4-90f3-e0a49a_D3
Tumor
N/A
0c330883-ab58-4a5a-bff7-07d283_D2
Normal
N/A
d3078fa8-0692-411f-8441-0c7c48_D8
Tumor
N/A
37219a7c-6fe2-4684-a494-d0be08_D2
Tumor
N/A
5271982c-5de1-4d6e-b414-b1f3ef_D2
Tumor
N/A
46dfc1e4-0110-4d9f-888e-6a29ab_D2
Normal
N/A
6e0d04fc-e6a8-41ed-b6f3-45537d_D2
Normal
N/A
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
