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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.
USP31 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
3.3
Number of samples
254
Samples
Sample
Description
TPM
TCGA-A6-5656-01A
0 years, male, white, stage:Stage I, alive, 1001 days
10.3
TCGA-A6-2674-01A
0 years, male, white, stage:Stage IV, alive, 1331 days
7.8
TCGA-CA-6719-01A
0 years, male, asian, stage:Stage IIA, alive, 435 days
7.0
TCGA-A6-6648-01A
0 years, male, white, stage:Stage IVA, alive, 766 days
6.6
TCGA-A6-3809-01A
0 years, female, white, stage:Stage IIB, alive, 996 days
6.6
TCGA-DM-A1DB-01A
0 years, male, white, stage:Stage IIA, dead, 1348 days
6.5
TCGA-CA-5797-01A
0 years, male, asian, stage:Stage IIA, alive, 383 days
6.5
TCGA-D5-6898-01A
0 years, female, white, stage:Stage I, alive, 229 days
6.4
TCGA-T9-A92H-01A
0 years, male, black or african american, stage:Stage IIA, alive, 362 days
6.3
TCGA-CM-5348-01A
0 years, male, white, stage:Stage IIIB, alive, 699 days
6.3
TCGA-F4-6808-01A
0 years, female, white, stage:Stage I, alive, 1024 days
6.2
TCGA-D5-6923-01A
0 years, male, white, stage:Stage I, alive, 378 days
6.1
TCGA-AA-3713-01A
0 years, male, stage:Stage IV, alive, 579 days
6.0
TCGA-CK-5912-01A
0 years, male, white, stage:Stage I, dead, 1493 days
5.9
TCGA-A6-6654-01A
0 years, female, white, stage:Stage IIIB, alive, 726 days
5.9
TCGA-G4-6295-01A
0 years, female, white, stage:Stage II, alive, 254 days
5.8
TCGA-CM-6164-01A
0 years, female, white, stage:Stage IIA, alive, 883 days
5.8
TCGA-A6-5667-01A
0 years, female, white, stage:Stage IIIB, alive, 887 days
5.6
TCGA-DM-A28A-01A
0 years, male, white, stage:Stage IIIC, dead, 805 days
5.5
TCGA-A6-6781-01A
0 years, male, white, stage:Stage IIIC, alive, 598 days
5.5
TCGA-5M-AATE-01A
0 years, male, black or african american, stage:Stage IIA, alive, 1200 days
5.5
TCGA-WS-AB45-01A
0 years, female, black or african american, stage:Stage IIA, alive, 2130 days
5.5
TCGA-A6-6780-01A
0 years, male, white, stage:Stage IIA, alive, 612 days
5.4
TCGA-G4-6626-01A
0 years, male, white, stage:Stage IIA, dead, 1 days
5.4
TCGA-A6-5659-01A
0 years, male, white, stage:Stage I, alive, 926 days
5.3
TCGA-G4-6311-01A
0 years, male, white, stage:Stage III, alive, 1199 days
5.3
TCGA-AD-6963-01A
0 years, male, white, stage:'--, alive, 834 days
5.3
TCGA-DM-A0XF-01A
0 years, female, white, stage:Stage IIIC, dead, 1162 days
5.0
TCGA-AA-A02K-01A
0 years, male, stage:Stage IV, dead, 426 days
5.0
TCGA-CM-6171-01A
0 years, female, white, stage:Stage I, alive, 427 days
4.9
TCGA-A6-4105-01A
0 years, male, white, stage:Stage IIA, dead, 442 days
4.9
TCGA-D5-6922-01A
0 years, male, white, stage:Stage IIIA, alive, 308 days
4.9
TCGA-A6-6142-01A
0 years, female, white, stage:Stage IVA, alive, 763 days
4.8
TCGA-F4-6805-01A
0 years, female, white, stage:Stage IIA, alive, 1047 days
4.8
TCGA-A6-6140-01A
0 years, male, white, stage:Stage IIA, alive, 734 days
4.8
TCGA-AU-6004-01A
0 years, female, white, stage:Stage I, alive, 824 days
4.8
TCGA-CM-6675-01A
0 years, male, black or african american, stage:Stage IVB, alive, 397 days
4.7
TCGA-CM-5344-01A
0 years, female, white, stage:Stage IIIB, alive, 670 days
4.7
TCGA-AY-A8YK-01A
0 years, male, black or african american, stage:Stage IVA, alive, 573 days
4.6
TCGA-G4-6625-01A
0 years, female, white, stage:Stage IIA, alive, 2792 days
4.6
TCGA-F4-6854-01A
0 years, female, white, stage:Stage IIA, alive, 16 days
4.6
TCGA-AY-6197-01A
0 years, male, white, stage:Stage IIA, alive, 652 days
4.5
TCGA-A6-2675-01A
0 years, male, white, stage:Stage IIA, alive, 1321 days
4.5
TCGA-DM-A1D7-01A
0 years, male, white, stage:Stage IIA, dead, 405 days
4.5
TCGA-G4-6303-01A
0 years, female, white, stage:Stage IV, dead, 2003 days
4.4
TCGA-D5-6533-01A
0 years, female, white, stage:'--, alive, 775 days
4.4
TCGA-A6-5657-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 962 days
4.4
TCGA-QL-A97D-01A
0 years, female, black or african american, stage:Stage I, alive, 666 days
4.4
TCGA-A6-A56B-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 1711 days
4.3
TCGA-AD-6895-01A
0 years, male, white, stage:Stage IIIB, alive, 763 days
4.3
TCGA-G4-6588-01A
0 years, female, white, stage:Stage IIA, alive, 796 days
4.3
TCGA-CA-6718-01A
0 years, male, asian, stage:Stage IIA, dead, 306 days
4.3
TCGA-A6-6653-01A
0 years, male, white, stage:Stage I, alive, 742 days
4.3
TCGA-CM-6677-01A
0 years, female, white, stage:Stage IIA, alive, 337 days
4.2
TCGA-A6-3810-01A
0 years, male, white, stage:Stage IIA, alive, 1111 days
4.2
TCGA-SS-A7HO-01A
0 years, female, black or african american, stage:Stage IIB, alive, 1829 days
4.2
TCGA-CM-5349-01A
0 years, female, white, stage:Stage IIA, alive, 915 days
4.2
TCGA-AA-3697-01A
0 years, male, stage:Stage II, alive, 2587 days
4.1
TCGA-G4-6317-01A
0 years, female, white, stage:Stage IIIC, alive, 1095 days
4.1
TCGA-D5-5537-01A
0 years, male, white, stage:'--, dead, 1381 days
4.1
TCGA-AD-6965-01A
0 years, male, white, stage:Stage IIIC, alive, 805 days
4.1
TCGA-5M-AAT4-01A
0 years, male, black or african american, stage:Stage IV, dead, 49 days
4.0
TCGA-AY-5543-01A
0 years, female, black or african american, stage:Stage IVA, alive, 1004 days
4.0
TCGA-F4-6459-01A
0 years, female, white, stage:Stage IIIB, dead, 262 days
4.0
TCGA-QG-A5Z2-01A
0 years, male, black or african american, stage:Stage I, alive, 952 days
3.9
TCGA-AD-6548-01A
0 years, female, white, stage:Stage I, alive, 650 days
3.9
TCGA-NH-A6GA-01A
0 years, male, black or african american, stage:Stage IIIC, dead, 302 days
3.9
TCGA-AZ-6603-01A
0 years, female, white, stage:'--, dead, 899 days
3.9
TCGA-AA-3526-01A
0 years, male, stage:Stage I, alive, 580 days
3.8
TCGA-DM-A1D9-01A
0 years, female, white, stage:Stage IIA, alive, 4270 days
3.8
TCGA-DM-A28H-01A
0 years, male, white, stage:Stage IIIC, alive, 3561 days
3.8
TCGA-A6-A566-01A
0 years, female, black or african american, stage:Stage IIIB, dead, 758 days
3.8
TCGA-QG-A5YV-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 1301 days
3.8
TCGA-CK-5914-01A
0 years, male, white, stage:Stage IIIB, alive, 669 days
3.8
TCGA-G4-6309-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2600 days
3.8
TCGA-G4-6297-01A
0 years, female, white, stage:Stage IV, alive, 2506 days
3.8
TCGA-D5-7000-01A
0 years, female, white, stage:Stage I, alive, 312 days
3.8
TCGA-CM-6679-01A
0 years, male, white, stage:Stage IIA, alive, 306 days
3.7
TCGA-NH-A8F8-01A
0 years, male, black or african american, stage:Stage IV, dead, 511 days
3.7
TCGA-A6-5661-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1020 days
3.7
TCGA-G4-6299-01A
0 years, male, white, stage:Stage IIIC, alive, 2268 days
3.7
TCGA-DM-A1D8-01A
0 years, female, white, stage:'--, dead, 383 days
3.7
TCGA-AZ-5403-01A
0 years, male, white, stage:Stage II, dead, 1910 days
3.7
TCGA-G4-6586-01A
0 years, female, white, stage:Stage IIA, alive, 1089 days
3.6
TCGA-AZ-4616-01A
0 years, female, white, stage:Stage IV, dead, 156 days
3.6
TCGA-D5-6927-01A
0 years, male, white, stage:Stage IIA, alive, 287 days
3.6
TCGA-5M-AAT6-01A
0 years, female, black or african american, stage:Stage IV, dead, 290 days
3.6
TCGA-DM-A285-01A
0 years, female, white, stage:Stage IV, dead, 179 days
3.6
TCGA-D5-6926-01A
0 years, male, white, stage:Stage IIIB, alive, 275 days
3.6
TCGA-D5-6931-01A
0 years, male, white, stage:Stage IIIC, alive, 365 days
3.5
TCGA-CK-5913-01A
0 years, female, white, stage:Stage IIA, alive, 1561 days
3.5
TCGA-G4-6628-01A
0 years, male, white, stage:Stage I, alive, 2424 days
3.5
TCGA-CM-6165-01A
0 years, male, white, stage:Stage IIA, alive, 488 days
3.4
TCGA-D5-6532-01A
0 years, male, white, stage:Stage IIA, alive, 555 days
3.4
TCGA-D5-6920-01A
0 years, female, white, stage:Stage IIA, alive, 377 days
3.4
TCGA-QG-A5Z1-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 256 days
3.4
TCGA-CM-6168-01A
0 years, female, black or african american, stage:Stage IIA, alive, 395 days
3.3
TCGA-CM-5868-01A
0 years, female, white, stage:Stage IVA, alive, 518 days
3.3
TCGA-AD-5900-01A
0 years, male, white, stage:Stage I, alive, 370 days
3.3
TCGA-D5-6535-01A
0 years, female, white, stage:Stage IIIB, alive, 460 days
3.3
TCGA-AY-A69D-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
3.3
TCGA-AD-6890-01A
0 years, male, white, stage:'--, alive, 746 days
3.3
TCGA-CM-6162-01A
0 years, female, white, stage:Stage IIIB, alive, 365 days
3.3
TCGA-D5-6924-01A
0 years, male, white, stage:Stage IIA, alive, 435 days
3.3
TCGA-CM-6674-01A
0 years, male, white, stage:Stage IIA, alive, 394 days
3.3
TCGA-CM-6166-01A
0 years, female, white, stage:Stage I, alive, 669 days
3.3
TCGA-CM-6167-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 456 days
3.3
TCGA-D5-6932-01A
0 years, male, white, stage:Stage IIA, alive, 346 days
3.2
TCGA-A6-6652-01A
0 years, male, black or african american, stage:Stage IVA, alive, 751 days
3.2
TCGA-F4-6703-01A
0 years, male, white, stage:Stage IIA, alive, 1456 days
3.2
TCGA-AZ-6601-01A
0 years, male, white, stage:Stage II, dead, 3042 days
3.2
TCGA-CA-6717-01A
0 years, male, asian, stage:Stage IIA, alive, 388 days
3.2
TCGA-G4-6314-01A
0 years, female, white, stage:Stage IV, alive, 1093 days
3.2
TCGA-G4-6307-01A
0 years, female, white, stage:Stage IIIB, alive, 1674 days
3.2
TCGA-CM-6676-01A
0 years, male, white, stage:Stage I, alive, 337 days
3.2
TCGA-CA-5254-01A
0 years, female, asian, stage:Stage IIA, alive, 386 days
3.2
TCGA-F4-6460-01A
0 years, female, white, stage:Stage IIIB, dead, 972 days
3.2
TCGA-A6-6138-01A
0 years, male, white, stage:Stage I, alive, 685 days
3.2
TCGA-A6-5660-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 888 days
3.1
TCGA-D5-6928-01A
0 years, male, white, stage:Stage IIA, alive, 354 days
3.1
TCGA-AZ-6600-01A
0 years, male, black or african american, stage:Stage IV, dead, 368 days
3.1
TCGA-A6-A565-01A
0 years, female, black or african american, stage:Stage IIIC, dead, 494 days
3.1
TCGA-CM-6163-01A
0 years, male, white, stage:Stage I, alive, 427 days
3.1
TCGA-AY-A54L-01A
0 years, female, black or african american, stage:Stage I, alive, 525 days
3.1
TCGA-G4-6310-01A
0 years, male, white, stage:Stage IIIB, alive, 1935 days
3.1
TCGA-AD-A5EK-01A
0 years, male, black or african american, stage:Stage I, alive, 500 days
3.1
TCGA-AA-3675-01A
0 years, male, stage:Stage II, alive, 1431 days
3.1
TCGA-NH-A6GB-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 476 days
3.1
TCGA-A6-6649-01A
0 years, male, white, stage:Stage IIIB, alive, 735 days
3.1
TCGA-RU-A8FL-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 1177 days
3.0
TCGA-A6-2686-01A
0 years, female, white, stage:Stage IIA, dead, 1126 days
3.0
TCGA-3L-AA1B-01A
0 years, female, black or african american, stage:Stage I, alive, 475 days
3.0
TCGA-F4-6809-01A
0 years, female, white, stage:Stage IVA, dead, 403 days
3.0
TCGA-AD-6888-01A
0 years, male, white, stage:Stage IIIB, dead, 472 days
3.0
TCGA-CK-6751-01A
0 years, female, white, stage:Stage I, alive, 518 days
3.0
TCGA-A6-5666-01A
0 years, male, white, stage:Stage IIC, alive, 995 days
3.0
TCGA-AD-6964-01A
0 years, male, white, stage:'--, dead, 331 days
3.0
TCGA-D5-6537-01A
0 years, male, white, stage:Stage IIIB, dead, 146 days
3.0
TCGA-F4-6704-01A
0 years, male, american indian or alaska native, stage:Stage IIIC, alive, 47 days
3.0
TCGA-AA-3655-01A
0 years, male, stage:Stage II, alive, 1856 days
3.0
TCGA-CM-4743-01A
0 years, male, white, stage:Stage IIA, alive, 701 days
3.0
TCGA-NH-A8F7-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
2.9
TCGA-AD-6901-01A
0 years, male, white, stage:'--, dead, 682 days
2.9
TCGA-F4-6856-01A
0 years, male, white, stage:Stage I, alive, 1074 days
2.9
TCGA-D5-6540-01A
0 years, male, white, stage:Stage I, alive, 491 days
2.9
TCGA-G4-6315-01A
0 years, male, white, stage:Stage IV, alive, 1883 days
2.9
TCGA-G4-6306-01A
0 years, male, white, stage:'--, alive, 1359 days
2.9
TCGA-D5-6538-01A
0 years, female, white, stage:Stage IIIB, alive, 521 days
2.9
TCGA-NH-A50U-01A
0 years, male, black or african american, stage:Stage IVA, dead, 334 days
2.9
TCGA-DM-A282-01A
0 years, female, white, stage:Stage IIA, alive, 4233 days
2.9
TCGA-A6-6650-01A
0 years, female, black or african american, stage:Stage IIA, alive, 627 days
2.9
TCGA-D5-6539-01A
0 years, female, white, stage:'--, alive, 380 days
2.9
TCGA-D5-6930-01A
0 years, male, white, stage:Stage IIA, alive, 406 days
2.9
TCGA-CM-6680-01A
0 years, female, white, stage:Stage IIIB, alive, 366 days
2.8
TCGA-QG-A5YX-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1003 days
2.8
TCGA-AZ-6605-01A
0 years, male, white, stage:Stage IIIB, dead, 159 days
2.8
TCGA-AZ-6608-01A
0 years, female, white, stage:Stage IIIA, dead, 59 days
2.8
TCGA-NH-A50V-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 588 days
2.8
TCGA-CK-4952-01A
0 years, female, white, stage:Stage IIIC, alive, 475 days
2.8
TCGA-F4-6806-01A
0 years, female, white, stage:Stage I, alive, 1260 days
2.8
TCGA-DM-A28E-01A
0 years, female, white, stage:Stage IIA, alive, 3648 days
2.8
TCGA-CM-4751-01A
0 years, male, white, stage:Stage IIIB, alive, 822 days
2.8
TCGA-G4-6627-01A
0 years, male, white, stage:Stage IIA, alive, 2175 days
2.8
TCGA-DM-A1DA-01A
0 years, female, white, stage:Stage IIIC, dead, 228 days
2.8
TCGA-A6-6137-01A
0 years, male, white, stage:Stage IIIB, alive, 824 days
2.7
TCGA-CM-6172-01A
0 years, female, white, stage:Stage IIIB, alive, 335 days
2.7
TCGA-DM-A1D4-01A
0 years, male, white, stage:Stage IIA, dead, 2821 days
2.7
TCGA-D5-5538-01A
0 years, female, white, stage:Stage IIIB, dead, 1661 days
2.7
TCGA-CK-5916-01A
0 years, female, white, stage:Stage I, dead, 643 days
2.7
TCGA-AA-3660-01A
0 years, female, stage:Stage II, alive, 2375 days
2.7
TCGA-CM-5861-01A
0 years, female, white, stage:Stage IIA, alive, 457 days
2.7
TCGA-AA-3489-01A
0 years, male, stage:Stage II, dead, 214 days
2.7
TCGA-AZ-4323-01A
0 years, male, white, stage:Stage IV, dead, 43 days
2.7
TCGA-NH-A6GC-01A
0 years, female, black or african american, stage:Stage IVB, alive, 389 days
2.7
TCGA-G4-6304-01A
0 years, female, white, stage:Stage IIB, alive, 1631 days
2.6
TCGA-CM-6170-01A
0 years, female, white, stage:Stage I, alive, 457 days
2.6
TCGA-F4-6569-01A
0 years, male, white, stage:Stage I, alive, 1087 days
2.6
TCGA-DM-A28F-01A
0 years, male, white, stage:Stage IIIB, dead, 1094 days
2.6
TCGA-NH-A50T-01A
0 years, female, black or african american, stage:Stage IIA, alive, 553 days
2.6
TCGA-DM-A28K-01A
0 years, male, white, stage:Stage IIA, alive, 2988 days
2.5
TCGA-CK-6747-01A
0 years, female, white, stage:Stage IIA, alive, 820 days
2.5
TCGA-F4-6855-01A
0 years, female, white, stage:Stage IIA, alive, 1442 days
2.5
TCGA-DM-A1D6-01A
0 years, male, white, stage:Stage IIA, dead, 570 days
2.5
TCGA-AZ-6598-01A
0 years, female, white, stage:Stage II, dead, 1503 days
2.5
TCGA-F4-6463-01A
0 years, male, white, stage:Stage IIA, alive, 1087 days
2.5
TCGA-AA-3496-01A
0 years, female, stage:Stage II, alive, 31 days
2.5
TCGA-AA-3662-01A
0 years, female, stage:Stage IV, alive, 184 days
2.5
TCGA-AZ-6607-01A
0 years, male, white, stage:Stage IV, dead, 97 days
2.5
TCGA-CA-6715-01A
0 years, male, asian, stage:Stage IIIB, alive, 383 days
2.5
TCGA-A6-5664-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 672 days
2.5
TCGA-CA-5255-01A
0 years, male, asian, stage:Stage IIA, alive, 376 days
2.5
TCGA-DM-A0X9-01A
0 years, female, white, stage:Stage IIA, alive, 3641 days
2.4
TCGA-A6-5662-01A
0 years, male, white, stage:Stage IVA, alive, 718 days
2.4
TCGA-DM-A1HB-01A
0 years, male, white, stage:Stage IIIB, alive, 4126 days
2.4
TCGA-A6-A567-01A
0 years, male, black or african american, stage:Stage IV, dead, 1881 days
2.4
TCGA-AA-A02Y-01A
0 years, male, stage:Stage I, alive, 1216 days
2.4
TCGA-DM-A28M-01A
0 years, male, white, stage:Stage IIA, alive, 2895 days
2.4
TCGA-D5-6929-01A
0 years, female, white, stage:Stage IV, alive, 408 days
2.4
TCGA-AM-5820-01A
0 years, female, white, stage:Stage IVA, alive, 14 days
2.4
TCGA-AY-6196-01A
0 years, male, white, stage:Stage IIIC, alive, 6 days
2.3
TCGA-AD-6889-01A
0 years, male, asian, stage:Stage IIA, dead, 2532 days
2.3
TCGA-F4-6570-01A
0 years, female, white, stage:Stage IIA, dead, 188 days
2.3
TCGA-CM-4744-01A
0 years, male, white, stage:Stage I, alive, 609 days
2.3
TCGA-AA-3663-01A
0 years, male, stage:Stage II, alive, 212 days
2.3
TCGA-AA-3511-01A
0 years, male, stage:Stage II, alive, 212 days
2.3
TCGA-CA-6716-01A
0 years, male, asian, stage:Stage IIA, alive, 371 days
2.2
TCGA-F4-6807-01A
0 years, female, white, stage:Stage IIIC, alive, 1309 days
2.2
TCGA-DM-A28C-01A
0 years, male, white, stage:Stage IIA, dead, 2475 days
2.2
TCGA-A6-5665-01A
0 years, female, white, stage:Stage IIA, alive, 671 days
2.2
TCGA-G4-6322-01A
0 years, male, white, stage:Stage IIIB, alive, 792 days
2.2
TCGA-D5-6530-01A
0 years, male, white, stage:Stage I, alive, 621 days
2.2
TCGA-A6-6651-01A
0 years, female, white, stage:Stage IIIB, alive, 662 days
2.1
TCGA-AZ-6606-01A
0 years, male, white, stage:Stage IV, dead, 357 days
2.1
TCGA-DM-A1HA-01A
0 years, male, white, stage:Stage IIIC, alive, 2600 days
2.1
TCGA-AY-6386-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 542 days
2.1
TCGA-CM-5860-01A
0 years, male, white, stage:Stage IIA, alive, 974 days
2.1
TCGA-CM-6169-01A
0 years, male, black or african american, stage:Stage IIA, alive, 396 days
2.1
TCGA-D5-6531-01A
0 years, male, white, stage:Stage IIA, alive, 540 days
2.1
TCGA-F4-6461-01A
0 years, female, white, stage:Stage IIIC, dead, 338 days
2.1
TCGA-D5-5539-01A
0 years, male, white, stage:Stage IIIA, alive, 596 days
2.0
TCGA-G4-6323-01A
0 years, male, black or african american, stage:Stage IA, alive, 419 days
2.0
TCGA-G4-6320-01A
0 years, male, white, stage:Stage III, alive, 804 days
2.0
TCGA-AD-6899-01A
0 years, male, white, stage:Stage IIIC, dead, 176 days
2.0
TCGA-D5-6534-01A
0 years, female, white, stage:Stage IIA, alive, 1316 days
2.0
TCGA-DM-A1D0-01A
0 years, female, white, stage:Stage IIA, alive, 3974 days
2.0
TCGA-QG-A5YW-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 896 days
2.0
TCGA-D5-6536-01A
0 years, male, white, stage:Stage IIA, alive, 543 days
2.0
TCGA-A6-A5ZU-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 293 days
2.0
TCGA-4T-AA8H-01A
0 years, female, black or african american, stage:Stage IIA, alive, 385 days
1.9
TCGA-AY-A71X-01A
0 years, female, black or african american, stage:Stage I, alive, 588 days
1.9
TCGA-AU-3779-01A
0 years, female, white, stage:Stage IIA, alive, 441 days
1.9
TCGA-CK-4950-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2599 days
1.9
TCGA-A6-6782-01A
0 years, male, white, stage:Stage IIB, alive, 617 days
1.8
TCGA-DM-A0XD-01A
0 years, male, white, stage:Stage IIA, dead, 743 days
1.8
TCGA-G4-6294-01A
0 years, male, white, stage:Stage IV, dead, 858 days
1.8
TCGA-CM-5862-01A
0 years, male, white, stage:Stage IVA, dead, 153 days
1.8
TCGA-AM-5821-01A
0 years, female, white, stage:Stage IIA, alive, 28 days
1.7
TCGA-A6-6141-01A
0 years, male, black or african american, stage:Stage IIA, alive, 255 days
1.7
TCGA-DM-A280-01A
0 years, female, white, stage:Stage IIA, dead, 236 days
1.7
TCGA-DM-A288-01A
0 years, male, white, stage:Stage IIIC, dead, 427 days
1.7
TCGA-G4-6293-01A
0 years, female, white, stage:Stage III, alive, 4051 days
1.6
TCGA-CM-5863-01A
0 years, female, white, stage:Stage IIIB, alive, 457 days
1.6
TCGA-AZ-6599-01A
0 years, male, white, stage:Stage I, dead, 206 days
1.6
TCGA-CK-6748-01A
0 years, female, white, stage:Stage IV, alive, 61 days
1.6
TCGA-D5-6541-01A
0 years, male, white, stage:Stage IIA, alive, 474 days
1.6
TCGA-4N-A93T-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 146 days
1.5
TCGA-DM-A28G-01A
0 years, male, white, stage:Stage IIA, dead, 1849 days
1.4
TCGA-D5-6529-01A
0 years, male, white, stage:Stage IIA, alive, 614 days
1.4
TCGA-CM-5864-01A
0 years, male, white, stage:Stage I, alive, 457 days
1.4
TCGA-AZ-5407-01A
0 years, female, white, stage:Stage I, alive, 2683 days
1.3
TCGA-CM-6161-01A
0 years, female, white, stage:Stage I, alive, 457 days
1.3
TCGA-CM-6678-01A
0 years, female, white, stage:Stage IVA, alive, 335 days
1.2
TCGA-AA-3685-01A
0 years, male, stage:Stage II, alive, 1127 days
1.2
TCGA-G4-6321-01A
0 years, female, white, stage:Stage III, alive, 672 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.
USP31 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
11.2
Number of samples
486
Samples
Sample
Description
TPM
U2882
0 years, female, NA, stage:T3N1M0, alive, 637 days
35.1
U0340
0 years, female, NA, stage:T4N2M1, dead, 438 days
24.3
U1155
0 years, male, NA, stage:T4N1M0, alive, 1815 days
23.0
U1204
0 years, male, NA, stage:T4N2M0, alive, 2214 days
20.3
U1094
0 years, female, NA, stage:T4N1M0, alive, 1267 days
20.2
U3042
0 years, male, NA, stage:T3N0M0, alive, 324 days
19.6
U0463
0 years, male, NA, stage:T3N0M0, alive, 946 days
19.6
U2995
0 years, female, NA, stage:T3N1M0, alive, 491 days
18.4
U0068
0 years, female, NA, stage:T3N1M0, alive, 1991 days
18.2
U2891
0 years, male, NA, stage:T3N1M0, alive, 619 days
17.7
U1447
0 years, male, NA, stage:T4N1M0, alive, 988 days
17.3
U0392
0 years, male, NA, stage:T3N2M0, alive, 489 days
17.2
U0162
0 years, female, NA, stage:T3N0M0, alive, 1488 days
17.2
U2896
0 years, female, NA, stage:T3N1M0, alive, 609 days
17.1
U0590
0 years, female, NA, stage:T3N0M0, alive, 661 days
17.0
U3038
0 years, male, NA, stage:T3N0M0, alive, 328 days
16.8
U0401
0 years, male, NA, stage:T4N1M0, alive, 1715 days
16.8
U0112
0 years, female, NA, stage:T3N0M1, alive, 551 days
16.7
U1291
0 years, female, NA, stage:T3N0M0, alive, 2000 days
16.6
U0202
0 years, male, NA, stage:T3N0M0, dead, 2670 days
16.6
U1343
0 years, female, NA, stage:T4N2M0, alive, 3178 days
16.4
U0313
0 years, male, NA, stage:T4N1M0, dead, 1142 days
16.4
U1344
0 years, female, NA, stage:T3N1M0, alive, 1450 days
16.2
U2889
0 years, male, NA, stage:T4N0M0, alive, 623 days
16.2
U1321
0 years, male, NA, stage:T3N1M0, alive, 2578 days
16.1
U0119
0 years, female, NA, stage:T3N0M0, alive, 3259 days
16.0
U0144
0 years, male, NA, stage:T3N0M0, alive, 1218 days
16.0
U2754
0 years, male, NA, stage:T4N0M0, alive, 809 days
15.8
U1045
0 years, female, NA, stage:T4N2M0, alive, 1239 days
15.8
U0427
0 years, male, NA, stage:T2N0M0, alive, 1193 days
15.7
U2792
0 years, male, NA, stage:T2N1M0, alive, 758 days
15.7
U0916
0 years, female, NA, stage:T3N0M0, alive, 1578 days
15.7
U3029
0 years, male, NA, stage:T2N0M0, alive, 475 days
15.7
U1276
0 years, male, NA, stage:T3N0M0, alive, 2474 days
15.4
U2928
0 years, male, NA, stage:T2N0M0, alive, 563 days
15.3
U0108
0 years, female, NA, stage:T3N0M1, alive, 535 days
15.3
U0363
0 years, male, NA, stage:T3N1M0, alive, 3601 days
15.2
U3037
0 years, male, NA, stage:T3N1M0, alive, 405 days
15.2
U0110
0 years, female, NA, stage:T3N1M1, dead, 878 days
15.2
U0394
0 years, male, NA, stage:T2N1M0, alive, 969 days
15.2
U0389
0 years, female, NA, stage:T3N1M0, dead, 927 days
15.1
U1145
0 years, female, NA, stage:T3N0M0, dead, 445 days
15.1
U2843
0 years, female, NA, stage:T3N0M0, alive, 674 days
15.0
U0955
0 years, female, NA, stage:T3N0M0, alive, 2170 days
14.9
U1369
0 years, male, NA, stage:T3N0M0, dead, 1604 days
14.9
U2971
0 years, male, NA, stage:T4aN0M0, alive, 629 days
14.8
U0456
0 years, male, NA, stage:T4N0M0, dead, 2222 days
14.8
U1129
0 years, male, NA, stage:T3N0M0, dead, 118 days
14.6
U0399
0 years, female, NA, stage:T4N2M0, dead, 547 days
14.6
U0352
0 years, female, NA, stage:T4N2M0, dead, 385 days
14.6
U0225
0 years, male, NA, stage:T3N1M0, alive, 581 days
14.6
U0474
0 years, male, NA, stage:T3N1M0, alive, 1017 days
14.5
U3051
0 years, male, NA, stage:T3N2M0, alive, 415 days
14.5
U1483
0 years, female, NA, stage:T3N0M0, alive, 1094 days
14.4
U1473
0 years, female, NA, stage:T3N0M0, alive, 1553 days
14.4
U0898
0 years, female, NA, stage:T4aN0M0, dead, 340 days
14.3
U0063
0 years, male, NA, stage:T1N0M0, dead, 1779 days
14.3
U0089
0 years, female, NA, stage:T1NXM0, dead, 2365 days
14.3
U1122
0 years, female, NA, stage:T3N2M0, alive, 1675 days
14.3
U1386
0 years, male, NA, stage:T3N1M0, alive, 1518 days
14.3
U1240
0 years, male, NA, stage:T4N0M0, alive, 765 days
14.2
U0245
0 years, female, NA, stage:T3N1M0, dead, 564 days
14.2
U0249
0 years, female, NA, stage:T4N2M0, dead, 874 days
14.2
U1327
0 years, female, NA, stage:T3N0M0, alive, 1613 days
14.2
U0208
0 years, female, NA, stage:T3N1M0, dead, 1233 days
14.2
U2942
0 years, male, NA, stage:T2N0M0, alive, 549 days
14.2
U0447
0 years, male, NA, stage:T4N1M0, dead, 1819 days
14.1
U3012
0 years, male, NA, stage:T3N0M0, alive, 472 days
14.1
U0084
0 years, male, NA, stage:T3N0M0, dead, 1662 days
14.1
U0117
0 years, female, NA, stage:T2N0M0, dead, 1078 days
14.1
U1264
0 years, female, NA, stage:T3N0M0, dead, 1583 days
14.1
U0168
0 years, male, NA, stage:T3N0M0, dead, 948 days
14.1
U1292
0 years, female, NA, stage:T4N1M0, alive, 1147 days
14.1
U0224
0 years, female, NA, stage:T3N0M0, alive, 2367 days
14.0
U0960
0 years, male, NA, stage:T3N0M0, alive, 1009 days
13.9
U0244
0 years, female, NA, stage:T3N1M0, alive, 3184 days
13.9
U0122
0 years, female, NA, stage:T2N0M0, dead, 159 days
13.9
U1150
0 years, female, NA, stage:T3N0M0, alive, 15 days
13.8
U1067
0 years, male, NA, stage:T3N0M0, alive, 1570 days
13.8
U0472
0 years, male, NA, stage:TXN2M0, alive, 542 days
13.8
U1252
0 years, female, NA, stage:T4N2M0, alive, 1309 days
13.8
U0123
0 years, male, NA, stage:T3N0M0, dead, 1880 days
13.8
U0448
0 years, male, NA, stage:T3N2M0, alive, 3615 days
13.7
U0350
0 years, female, NA, stage:T4N0M0, alive, 770 days
13.6
U1162
0 years, male, NA, stage:T2N1M0, dead, 354 days
13.6
U1017
0 years, male, NA, stage:T3N0M0, alive, 615 days
13.6
U1374
0 years, male, NA, stage:T4N0M0, alive, 827 days
13.5
U0002
0 years, female, NA, stage:T3N2M0, alive, 3691 days
13.5
U1071
0 years, female, NA, stage:T4N0M1, alive, 1514 days
13.5
U3000
0 years, female, NA, stage:T3N0M0, alive, 584 days
13.5
U0235
0 years, female, NA, stage:T3N0M0, alive, 1327 days
13.4
U0915
0 years, female, NA, stage:T3N0M0, alive, 1613 days
13.4
U0260
0 years, male, NA, stage:T1N0M1, alive, 2928 days
13.4
U0103
0 years, female, NA, stage:T3N1M0, alive, 1197 days
13.4
U1099
0 years, female, NA, stage:T3N0M0, alive, 2068 days
13.3
U0280
0 years, male, NA, stage:T3N1M1, alive, 2731 days
13.3
U1102
0 years, male, NA, stage:T2N0M0, alive, 1354 days
13.3
U0999
0 years, male, NA, stage:T3N2M0, alive, 860 days
13.2
U0141
0 years, male, NA, stage:T3N2M0, alive, 2079 days
13.2
U0179
0 years, male, NA, stage:T3N1M0, dead, 1043 days
13.2
U0199
0 years, female, NA, stage:T4N2M0, alive, 1372 days
13.2
U0396
0 years, male, NA, stage:T4N2M0, alive, 2243 days
13.2
U0218
0 years, female, NA, stage:T3N0M0, alive, 714 days
13.2
U2782
0 years, male, NA, stage:T3N1M1, alive, 773 days
13.2
U1158
0 years, female, NA, stage:T3N1M0, alive, 721 days
13.2
U0287
0 years, female, NA, stage:T2N0M0, alive, 1897 days
13.1
U0450
0 years, female, NA, stage:T3N1M0, alive, 763 days
13.1
U0378
0 years, female, NA, stage:T4N1M0, dead, 815 days
13.0
U1352
0 years, male, NA, stage:T3N2M1, dead, 741 days
13.0
U1188
0 years, female, NA, stage:T3N0M0, dead, 967 days
12.9
U1472
0 years, female, NA, stage:T3N1M0, alive, 1316 days
12.9
U1075
0 years, female, NA, stage:T3N0M0, alive, 1290 days
12.9
U0464
0 years, male, NA, stage:T3N0M0, alive, 918 days
12.9
U0189
0 years, female, NA, stage:T3N0M0, dead, 1823 days
12.9
U0937
0 years, male, NA, stage:T2N0M0, dead, 1558 days
12.8
U0111
0 years, male, NA, stage:T2N0M0, alive, 1117 days
12.8
U0442
0 years, male, NA, stage:T3N0M0, alive, 619 days
12.8
U0375
0 years, male, NA, stage:T3N0M0, dead, 666 days
12.7
U0143
0 years, male, NA, stage:T3N2M0, alive, 2313 days
12.7
U1228
0 years, male, NA, stage:T3N0M0, alive, 1333 days
12.7
U0193
0 years, male, NA, stage:T3N1M0, dead, 876 days
12.7
U0370
0 years, female, NA, stage:T3N0M0, alive, 1047 days
12.7
U0222
0 years, female, NA, stage:T3N2M1, alive, 1779 days
12.7
U0083
0 years, male, NA, stage:T4N0M0, dead, 731 days
12.7
U0312
0 years, female, NA, stage:T4N2M1, alive, 499 days
12.7
U0171
0 years, female, NA, stage:T3N1M0, dead, 1920 days
12.7
U0233
0 years, female, NA, stage:T3N1M0, alive, 975 days
12.7
U2798
0 years, male, NA, stage:T3N0M0, alive, 751 days
12.7
U2902
0 years, female, NA, stage:T2N0M0, alive, 596 days
12.6
U0369
0 years, female, NA, stage:T3N0M0, dead, 1095 days
12.6
U0348
0 years, female, NA, stage:T3N0M0, alive, 533 days
12.5
U0309
0 years, female, NA, stage:T3N0M0, dead, 1898 days
12.5
U0387
0 years, male, NA, stage:T2N0M0, alive, 1327 days
12.5
U0949
0 years, female, NA, stage:T3N0M1, dead, 594 days
12.5
U0377
0 years, female, NA, stage:T3N2M0, alive, 3720 days
12.5
U0273
0 years, male, NA, stage:T2N1M0, alive, 2641 days
12.5
U2999
0 years, female, NA, stage:T2N0M0, alive, 581 days
12.5
U1078
0 years, female, NA, stage:T3N0M0, alive, 1016 days
12.4
U1220
0 years, male, NA, stage:T3N2M0, dead, 1953 days
12.3
U0323
0 years, male, NA, stage:T2N0M0, dead, 1016 days
12.3
U3032
0 years, female, NA, stage:T3N1M0, alive, 449 days
12.3
U1429
0 years, female, NA, stage:T3N0M0, alive, 1660 days
12.3
U0256
0 years, male, NA, stage:T3N0M0, alive, 738 days
12.3
U0439
0 years, male, NA, stage:T3N1M0, alive, 1418 days
12.3
U0411
0 years, female, NA, stage:T3N1M0, alive, 1868 days
12.3
U1062
0 years, female, NA, stage:T4N0M0, alive, 1689 days
12.3
U2956
0 years, female, NA, stage:T3N0M0, alive, 540 days
12.3
U1022
0 years, male, NA, stage:T4N2M0, dead, 61 days
12.3
U0090
0 years, female, NA, stage:T3N0M0, dead, 1258 days
12.3
U0087
0 years, female, NA, stage:T3N2M0, dead, 337 days
12.2
U1127
0 years, female, NA, stage:T3N0M0, alive, 3465 days
12.2
U0342
0 years, male, NA, stage:T4N2M0, alive, 305 days
12.2
U0441
0 years, female, NA, stage:T2N1M0, alive, 2738 days
12.2
U0195
0 years, male, NA, stage:T3N0M0, alive, 3326 days
12.2
U0269
0 years, female, NA, stage:T3N0M0, alive, 2530 days
12.2
U0444
0 years, female, NA, stage:T4N1M0, alive, 1841 days
12.2
U0950
0 years, female, NA, stage:T4N1M0, alive, 1834 days
12.1
U0191
0 years, male, NA, stage:T3N1M0, alive, 900 days
12.1
U1047
0 years, female, NA, stage:T4N2M0, alive, 3592 days
12.1
U0154
0 years, male, NA, stage:T3N0M0, alive, 820 days
12.1
U0297
0 years, female, NA, stage:T3N2M0, alive, 1196 days
12.1
U0204
0 years, male, NA, stage:T3N0M0, dead, 770 days
12.1
U0321
0 years, female, NA, stage:T3N0M0, alive, 1029 days
12.1
U0104
0 years, female, NA, stage:T4N0M0, dead, 1639 days
12.1
U0908
0 years, female, NA, stage:T3N0M1, dead, 40 days
12.1
U1060
0 years, male, NA, stage:T3N0M0, alive, 2442 days
12.1
U1059
0 years, male, NA, stage:T3N1M0, alive, 2790 days
12.1
U1141
0 years, female, NA, stage:T4N1M1, dead, 596 days
12.0
U2815
0 years, female, NA, stage:T3N0M0, alive, 717 days
12.0
U0360
0 years, female, NA, stage:T3N0M0, dead, 1016 days
12.0
U3048
0 years, male, NA, stage:T4N2M0, alive, 535 days
12.0
U1107
0 years, male, NA, stage:T3N0M0, alive, 329 days
12.0
U0455
0 years, female, NA, stage:T3N2M0, alive, 2445 days
12.0
U3034
0 years, female, NA, stage:T3N1M0, alive, 443 days
11.9
U0942
0 years, male, NA, stage:T3N0M0, alive, 665 days
11.9
U3039
0 years, male, NA, stage:T4N1M1, dead, 366 days
11.9
U0467
0 years, female, NA, stage:T3N0M0, alive, 1848 days
11.9
U0365
0 years, female, NA, stage:T4N1M0, dead, 313 days
11.9
U0183
0 years, male, NA, stage:T3N1M1, dead, 2957 days
11.8
U0182
0 years, female, NA, stage:T4N1M0, dead, 260 days
11.8
U0435
0 years, female, NA, stage:T2N0M0, alive, 3616 days
11.8
U1303
0 years, male, NA, stage:T4N1M0, alive, 2283 days
11.8
U3043
0 years, female, NA, stage:T3N2M0, alive, 287 days
11.8
U0433
0 years, male, NA, stage:T4N1M1, dead, 440 days
11.7
U1346
0 years, female, NA, stage:T3N0M0, alive, 1137 days
11.7
U2927
0 years, male, NA, stage:T3N1M0, alive, 564 days
11.7
U1258
0 years, male, NA, stage:T3N1M0, alive, 1373 days
11.7
U0239
0 years, male, NA, stage:T2N0M0, alive, 67 days
11.7
U2948
0 years, female, NA, stage:T3N1M0, alive, 543 days
11.7
U0404
0 years, female, NA, stage:T3N2M0, dead, 204 days
11.7
U0203
0 years, male, NA, stage:T3N0M0, dead, 827 days
11.7
U1074
0 years, male, NA, stage:T3N0M0, dead, 1043 days
11.7
U0145
0 years, male, NA, stage:T3N1M1, alive, 623 days
11.7
U2753
0 years, female, NA, stage:T2N0M0, alive, 813 days
11.6
U3030
0 years, female, NA, stage:T3N0M0, alive, 380 days
11.6
U0069
0 years, female, NA, stage:T4N2M0, dead, 135 days
11.6
U0113
0 years, male, NA, stage:T4N2M0, alive, 1102 days
11.6
U0358
0 years, female, NA, stage:T4N1M0, alive, 2290 days
11.6
U0004
0 years, female, NA, stage:T4N0M0, alive, 3649 days
11.6
U1034
0 years, male, NA, stage:T4N0M0, alive, 1575 days
11.6
U0460
0 years, female, NA, stage:T3N0M0, dead, 2069 days
11.5
U0250
0 years, female, NA, stage:T4N0M0, dead, 906 days
11.5
U0426
0 years, male, NA, stage:T3N0M0, dead, 976 days
11.5
U2959
0 years, male, NA, stage:T3N2M0, alive, 536 days
11.5
U0328
0 years, male, NA, stage:T4N0M0, dead, 1362 days
11.4
U1065
0 years, female, NA, stage:T3N2M0, alive, 2954 days
11.4
U0436
0 years, male, NA, stage:T4N1M1, alive, 960 days
11.4
U0175
0 years, male, NA, stage:T3N2M0, alive, 1875 days
11.4
U0129
0 years, male, NA, stage:T4N0M0, dead, 1265 days
11.3
U0187
0 years, male, NA, stage:T3N2M0, alive, 1632 days
11.3
U0166
0 years, female, NA, stage:T3N0M0, alive, 763 days
11.3
U0146
0 years, female, NA, stage:T3N2M0, dead, 733 days
11.3
U0221
0 years, male, NA, stage:T3N0M0, alive, 569 days
11.3
U1421
0 years, female, NA, stage:T3N1M0, alive, 1905 days
11.3
U1401
0 years, female, NA, stage:T3N0M0, alive, 1482 days
11.3
U1201
0 years, male, NA, stage:T3N2M0, alive, 1484 days
11.3
U0075
0 years, male, NA, stage:T3N0M0, dead, 3 days
11.2
U0257
0 years, male, NA, stage:T3N1M0, dead, 2508 days
11.2
U0247
0 years, female, NA, stage:T3N1M0, alive, 2538 days
11.2
U1147
0 years, male, NA, stage:T3N0M0, dead, 282 days
11.2
U0095
0 years, male, NA, stage:T4N1M0, dead, 1034 days
11.2
U1114
0 years, female, NA, stage:TXNXM1, dead, 473 days
11.2
U0209
0 years, male, NA, stage:T3N1M0, alive, 2109 days
11.1
U0290
0 years, male, NA, stage:T4N2M0, dead, 593 days
11.1
U0459
0 years, female, NA, stage:T3N0M0, alive, 966 days
11.1
U0385
0 years, male, NA, stage:T3N0M0, alive, 902 days
11.1
U1436
0 years, female, NA, stage:T3N0M0, alive, 1745 days
11.1
U2981
0 years, male, NA, stage:T3N0M0, alive, 508 days
11.1
U0210
0 years, male, NA, stage:T3N0M0, dead, 1800 days
11.1
U1184
0 years, male, NA, stage:T4N1M0, alive, 290 days
11.1
U0099
0 years, female, NA, stage:T3N0M0, dead, 986 days
11.1
U0266
0 years, female, NA, stage:T3N1M0, dead, 2221 days
11.0
U1338
0 years, female, NA, stage:T4N1M0, dead, 716 days
11.0
U0589
0 years, female, NA, stage:T3N0M0, alive, 1176 days
11.0
U0438
0 years, female, NA, stage:T3N0M0, alive, 2009 days
11.0
U3024
0 years, female, NA, stage:T3N0M0, alive, 463 days
11.0
U0231
0 years, female, NA, stage:T2N0M0, alive, 991 days
11.0
U0465
0 years, male, NA, stage:T3N0M0, alive, 2383 days
11.0
U1212
0 years, female, NA, stage:T2N0M0, alive, 69 days
11.0
U0317
0 years, female, NA, stage:T3N2M0, alive, 3209 days
11.0
U1086
0 years, female, NA, stage:T1N0M0, alive, 2907 days
10.9
U1041
0 years, male, NA, stage:T2N0M0, alive, 1108 days
10.9
U0135
0 years, female, NA, stage:T3N0M0, alive, 1738 days
10.9
U0098
0 years, male, NA, stage:T3N0M0, dead, 2473 days
10.9
U1347
0 years, female, NA, stage:T3N0M0, alive, 1401 days
10.9
U0421
0 years, male, NA, stage:T3N1M0, alive, 674 days
10.9
U1032
0 years, male, NA, stage:T3N1M0, alive, 2113 days
10.8
U0198
0 years, male, NA, stage:T3N1M0, alive, 1272 days
10.8
U1454
0 years, female, NA, stage:T3N0M0, alive, 393 days
10.8
U1396
0 years, female, NA, stage:T4N0M0, alive, 1168 days
10.8
U0268
0 years, male, NA, stage:T3N0M0, alive, 2978 days
10.8
U1267
0 years, male, NA, stage:T3N1M0, dead, 2869 days
10.8
U0169
0 years, male, NA, stage:T4N2M0, alive, 616 days
10.8
U0354
0 years, male, NA, stage:T3N1M0, alive, 430 days
10.8
U0429
0 years, female, NA, stage:T3N0M1, alive, 1099 days
10.8
U0070
0 years, male, NA, stage:T1N0M0, dead, 1319 days
10.8
U0938
0 years, female, NA, stage:T3N0M0, dead, 1231 days
10.8
U0142
0 years, female, NA, stage:T4N1M0, alive, 2340 days
10.8
U0126
0 years, male, NA, stage:T3N0M0, dead, 2876 days
10.8
U3122
0 years, female, NA, stage:T3N0M1, dead, 91 days
10.7
U0991
0 years, male, NA, stage:T4N2M0, dead, 534 days
10.7
U0373
0 years, female, NA, stage:T3N0M0, alive, 1822 days
10.7
U0403
0 years, male, NA, stage:T3N1M1, dead, 1809 days
10.7
U0267
0 years, male, NA, stage:T4N0M0, dead, 445 days
10.6
U2953
0 years, female, NA, stage:T4aN0M0, alive, 541 days
10.6
U0274
0 years, male, NA, stage:T3N0M0, dead, 1570 days
10.6
U0357
0 years, female, NA, stage:T3N0M0, alive, 2285 days
10.6
U0307
0 years, male, NA, stage:T3N0M0, alive, 2921 days
10.6
U1095
0 years, female, NA, stage:T3N1M1, alive, 2425 days
10.6
U0882
0 years, male, NA, stage:T3N0M0, alive, 1675 days
10.6
U1208
0 years, female, NA, stage:T1N0M0, alive, 834 days
10.5
U1432
0 years, female, NA, stage:T3N1M0, alive, 577 days
10.5
U0469
0 years, male, NA, stage:T3N0M0, dead, 409 days
10.5
U0355
0 years, male, NA, stage:T4N1M0, dead, 1038 days
10.5
U0161
0 years, male, NA, stage:T4N2M1, alive, 42 days
10.5
U0390
0 years, male, NA, stage:T3N1M0, alive, 871 days
10.5
U0386
0 years, female, NA, stage:T4N1M1, alive, 2592 days
10.4
U1349
0 years, female, NA, stage:T3N1M0, alive, 1899 days
10.4
U0178
0 years, female, NA, stage:T3N1M0, dead, 2096 days
10.4
U0976
0 years, female, NA, stage:T3N2M0, dead, 97 days
10.4
U1274
0 years, male, NA, stage:T2N1M0, alive, 1198 days
10.4
U3005
0 years, male, NA, stage:T3N0M0, alive, 478 days
10.4
U0424
0 years, male, NA, stage:T3N0M0, alive, 2192 days
10.4
U0223
0 years, male, NA, stage:T4N1M0, alive, 1812 days
10.4
U1235
0 years, female, NA, stage:T2N0M0, alive, 1319 days
10.4
U0289
0 years, female, NA, stage:T3N0M0, alive, 3511 days
10.4
U0277
0 years, male, NA, stage:T2N1M0, alive, 270 days
10.4
U0157
0 years, male, NA, stage:T4N0M0, dead, 131 days
10.4
U0278
0 years, female, NA, stage:T2N0M0, alive, 763 days
10.4
U0285
0 years, female, NA, stage:T3N0M0, alive, 2165 days
10.3
U0320
0 years, female, NA, stage:T4N2M1, alive, 188 days
10.3
U1044
0 years, male, NA, stage:T4N0M0, alive, 3146 days
10.3
U0420
0 years, male, NA, stage:T4N1M1, alive, 417 days
10.3
U1317
0 years, male, NA, stage:T4N1M0, alive, 965 days
10.3
U1251
0 years, male, NA, stage:T4N2M0, alive, 126 days
10.3
U0091
0 years, male, NA, stage:T3N0M0, alive, 520 days
10.3
U1120
0 years, male, NA, stage:T4N1M1, alive, 823 days
10.3
U2861
0 years, male, NA, stage:T3N0M0, alive, 652 days
10.3
U0259
0 years, female, NA, stage:T4N2M0, alive, 76 days
10.3
U1253
0 years, female, NA, stage:T3N0M0, dead, 165 days
10.2
U0303
0 years, female, NA, stage:T3N0M0, alive, 2847 days
10.2
U0453
0 years, male, NA, stage:T3N0M0, alive, 2859 days
10.2
U0158
0 years, male, NA, stage:T1N0M0, dead, 3101 days
10.2
U0254
0 years, female, NA, stage:T3N1M0, alive, 659 days
10.2
U0163
0 years, male, NA, stage:T4N0M0, alive, 697 days
10.2
U0984
0 years, female, NA, stage:T4N0M0, alive, 1287 days
10.2
U0215
0 years, male, NA, stage:T3N0M0, alive, 1269 days
10.2
U2747
0 years, female, NA, stage:T4N1M0, dead, 54 days
10.2
U0085
0 years, male, NA, stage:T4N1M0, dead, 1698 days
10.1
U0306
0 years, male, NA, stage:T3N1M0, dead, 717 days
10.1
U0211
0 years, female, NA, stage:T3N1M0, alive, 1236 days
10.1
U2979
0 years, male, NA, stage:T3N2M0, alive, 616 days
10.1
U0993
0 years, male, NA, stage:T4N2M0, alive, 1267 days
10.1
U0397
0 years, male, NA, stage:T4N0M0, alive, 1663 days
10.1
U0446
0 years, male, NA, stage:T2N0M0, alive, 1446 days
10.1
U1301
0 years, female, NA, stage:T4N2M0, dead, 877 days
10.1
U0170
0 years, male, NA, stage:T4N1M0, dead, 832 days
10.0
U0381
0 years, male, NA, stage:T3N1M0, dead, 71 days
10.0
U0263
0 years, female, NA, stage:T3N0M1, alive, 362 days
10.0
U0336
0 years, female, NA, stage:T3N0M0, alive, 1100 days
10.0
U0092
0 years, male, NA, stage:T3N0M0, alive, 2779 days
10.0
U0106
0 years, female, NA, stage:T3N1M0, dead, 653 days
10.0
U0345
0 years, female, NA, stage:T3N0M0, alive, 2127 days
10.0
U0440
0 years, female, NA, stage:T4N0M0, dead, 2743 days
10.0
U0967
0 years, male, NA, stage:T2N0M0, dead, 1691 days
9.9
U3100
0 years, male, NA, stage:T3N1M0, dead, 1608 days
9.9
U1049
0 years, female, NA, stage:T3N1M0, alive, 1200 days
9.9
U0338
0 years, female, NA, stage:T3N0M0, alive, 1016 days
9.9
U2964
0 years, male, NA, stage:T3N1M0, alive, 637 days
9.9
U0227
0 years, female, NA, stage:T4N2M0, alive, 291 days
9.9
U2803
0 years, male, NA, stage:T3N1M0, alive, 744 days
9.8
U0292
0 years, male, NA, stage:T4N1M0, alive, 1666 days
9.8
U1069
0 years, female, NA, stage:T3N0M0, dead, 2187 days
9.8
U2774
0 years, female, NA, stage:T3N0M0, alive, 783 days
9.8
U0933
0 years, male, NA, stage:T3N2M0, dead, 1960 days
9.8
U1304
0 years, female, NA, stage:TXNXM0, alive, 1081 days
9.8
U1250
0 years, male, NA, stage:T2N0M0, alive, 597 days
9.8
U0105
0 years, female, NA, stage:T2N0M0, dead, 2158 days
9.8
U0217
0 years, female, NA, stage:T3N0M0, dead, 538 days
9.8
U0314
0 years, female, NA, stage:T1N0M0, dead, 2436 days
9.7
U0929
0 years, male, NA, stage:T4N1M0, alive, 436 days
9.7
U0149
0 years, female, NA, stage:T3N2M0, alive, 1715 days
9.7
U0398
0 years, female, NA, stage:T3N0M0, alive, 721 days
9.7
U1040
0 years, male, NA, stage:T2N0M0, alive, 1029 days
9.6
U0207
0 years, female, NA, stage:T3N0M0, dead, 2593 days
9.6
U3022
0 years, male, NA, stage:T2N0M0, alive, 484 days
9.6
U2848
0 years, female, NA, stage:T4N2M0, alive, 669 days
9.6
U0100
0 years, female, NA, stage:T3N0M0, dead, 1920 days
9.6
U2837
0 years, female, NA, stage:T4N1M0, alive, 681 days
9.6
U0473
0 years, male, NA, stage:T3N1M0, alive, 786 days
9.6
U0107
0 years, male, NA, stage:T3N0M0, dead, 2354 days
9.6
U1241
0 years, male, NA, stage:T3N1M0, dead, 49 days
9.6
U0082
0 years, female, NA, stage:T3N1M0, dead, 2339 days
9.5
U0972
0 years, female, NA, stage:T1N0M0, alive, 2473 days
9.5
U2958
0 years, female, NA, stage:T1N0M0, alive, 536 days
9.5
U0318
0 years, male, NA, stage:T3N0M0, alive, 762 days
9.5
U0176
0 years, male, NA, stage:T3N1M0, alive, 2600 days
9.5
U0127
0 years, female, NA, stage:T3N0M0, dead, 2753 days
9.5
U0151
0 years, female, NA, stage:T3N0M0, alive, 2014 days
9.4
U0094
0 years, female, NA, stage:T3N2M0, alive, 741 days
9.4
U0185
0 years, male, NA, stage:T1N0M0, alive, 1248 days
9.4
U1257
0 years, male, NA, stage:T3N0M0, alive, 833 days
9.4
U0081
0 years, male, NA, stage:T3N2M0, dead, 248 days
9.4
U0196
0 years, male, NA, stage:T3N0M0, alive, 2086 days
9.3
U0246
0 years, female, NA, stage:T4N0M0, dead, 1192 days
9.3
U0131
0 years, female, NA, stage:T4N2M1, alive, 238 days
9.3
U2947
0 years, female, NA, stage:T3N0M0, alive, 543 days
9.3
U0240
0 years, female, NA, stage:T3N1M0, dead, 800 days
9.3
U0121
0 years, male, NA, stage:T4N2M0, alive, 655 days
9.3
U2819
0 years, female, NA, stage:T3N0M0, alive, 708 days
9.2
U0066
0 years, male, NA, stage:T3N0M0, dead, 2486 days
9.2
U0262
0 years, female, NA, stage:T2N0M0, alive, 2534 days
9.2
U0934
0 years, female, NA, stage:T3N0M0, alive, 1185 days
9.2
U0186
0 years, female, NA, stage:T2N0M0, alive, 3726 days
9.2
U0987
0 years, female, NA, stage:T3N0M0, alive, 2482 days
9.2
U0362
0 years, male, NA, stage:T3N0M0, alive, 1148 days
9.1
U1183
0 years, male, NA, stage:T4N2M0, alive, 959 days
9.1
U2780
0 years, male, NA, stage:T3N0M0, alive, 778 days
9.1
U0462
0 years, female, NA, stage:T4N1M0, alive, 1017 days
9.1
U0471
0 years, female, NA, stage:T3N1M0, alive, 1673 days
9.1
U0281
0 years, male, NA, stage:T3N2M0, alive, 933 days
9.1
U0156
0 years, female, NA, stage:T4N1M0, alive, 1573 days
9.1
U1103
0 years, female, NA, stage:T4N2M0, alive, 975 days
9.1
U0102
0 years, female, NA, stage:T4N2M0, dead, 670 days
9.1
U0349
0 years, male, NA, stage:T3N1M0, alive, 2682 days
9.1
U3025
0 years, male, NA, stage:T4N2M1, alive, 377 days
9.0
U0332
0 years, female, NA, stage:T3N0M0, alive, 2101 days
9.0
U0067
0 years, female, NA, stage:T3N0M0, alive, 2180 days
9.0
U0316
0 years, male, NA, stage:T3N2M0, alive, 2012 days
9.0
U0180
0 years, male, NA, stage:T3N0M1, dead, 965 days
8.9
U0270
0 years, female, NA, stage:T1N0M0, alive, 2187 days
8.9
U0229
0 years, female, NA, stage:TXN2M1, dead, 2115 days
8.9
U0379
0 years, male, NA, stage:T2N0M0, alive, 1819 days
8.9
U0445
0 years, female, NA, stage:T3N0M0, alive, 1851 days
8.9
U1446
0 years, female, NA, stage:T3N0M0, alive, 2314 days
8.9
U0153
0 years, female, NA, stage:T3N0M0, dead, 1718 days
8.8
U0101
0 years, male, NA, stage:T3N1M1, alive, 1878 days
8.8
U2935
0 years, male, NA, stage:T4N1M0, alive, 555 days
8.8
U0443
0 years, male, NA, stage:T3N0M0, alive, 1677 days
8.8
U0295
0 years, male, NA, stage:T3N0M0, dead, 2572 days
8.8
U0078
0 years, female, NA, stage:T3N0M0, alive, 1183 days
8.8
U1111
0 years, female, NA, stage:T3N0M0, dead, 1631 days
8.8
U1474
0 years, female, NA, stage:T1N0MX, alive, 2012 days
8.7
U0939
0 years, male, NA, stage:T3N1M0, alive, 2960 days
8.7
U1332
0 years, male, NA, stage:T3N0M0, alive, 1672 days
8.7
U0181
0 years, female, NA, stage:T1N0M0, alive, 3623 days
8.7
U1018
0 years, male, NA, stage:T4N1M1, dead, 1693 days
8.7
U0383
0 years, male, NA, stage:T3N2M1, dead, 595 days
8.7
U1366
0 years, male, NA, stage:T3N1M0, alive, 2010 days
8.7
U0382
0 years, female, NA, stage:T3N0M0, alive, 2550 days
8.7
U0136
0 years, female, NA, stage:T3N0M0, dead, 2795 days
8.7
U0413
0 years, male, NA, stage:T2N0M0, alive, 1228 days
8.7
U0376
0 years, male, NA, stage:T2N1M0, alive, 965 days
8.7
U1213
0 years, female, NA, stage:T2N0M0, alive, 560 days
8.7
U0416
0 years, male, NA, stage:T1N1M0, alive, 1228 days
8.6
U0167
0 years, male, NA, stage:T3N1M0, alive, 1820 days
8.6
U0335
0 years, female, NA, stage:T3N1M0, alive, 2464 days
8.6
U0308
0 years, male, NA, stage:T4N1M0, alive, 1075 days
8.6
U0275
0 years, female, NA, stage:T3N2M0, alive, 549 days
8.6
U0428
0 years, male, NA, stage:T4N1M1, alive, 1016 days
8.6
U2842
0 years, female, NA, stage:T4N2M0, alive, 675 days
8.6
U0253
0 years, female, NA, stage:T3N0M0, alive, 958 days
8.6
U0252
0 years, male, NA, stage:T3N1M0, dead, 1761 days
8.6
U0408
0 years, female, NA, stage:T4N0M0, dead, 2100 days
8.5
U0125
0 years, female, NA, stage:T1N0M0, dead, 668 days
8.5
U1072
0 years, male, NA, stage:T1N0M0, alive, 1446 days
8.4
U1007
0 years, male, NA, stage:T3N0M0, alive, 1333 days
8.4
U1013
0 years, female, NA, stage:T2N1M0, alive, 1439 days
8.4
U0072
0 years, male, NA, stage:T3N0M0, alive, 2772 days
8.4
U0384
0 years, male, NA, stage:T2N1M1, alive, 1024 days
8.3
U0236
0 years, male, NA, stage:T3N1M0, alive, 1842 days
8.3
U0327
0 years, male, NA, stage:T4N0M0, alive, 833 days
8.3
U0326
0 years, female, NA, stage:T3N0M0, alive, 3178 days
8.3
U0977
0 years, female, NA, stage:T4N2M0, dead, 140 days
8.3
U3008
0 years, female, NA, stage:T2N0M0, alive, 473 days
8.3
U2975
0 years, male, NA, stage:T4N1M0, alive, 514 days
8.2
U0214
0 years, male, NA, stage:T4N1M1, alive, 788 days
8.2
U1392
0 years, male, NA, stage:T3N0M0, alive, 1513 days
8.2
U0133
0 years, female, NA, stage:T3N0M0, alive, 773 days
8.2
U0302
0 years, male, NA, stage:T1N0M0, alive, 892 days
8.2
U1037
0 years, male, NA, stage:T4N0M0, alive, 1658 days
8.2
U0344
0 years, male, NA, stage:T2N1M0, dead, 818 days
8.1
U3018
0 years, male, NA, stage:T4N1M0, alive, 463 days
8.1
U1104
0 years, female, NA, stage:T4N0M0, alive, 1109 days
8.1
U2856
0 years, female, NA, stage:T4N1M1, alive, 660 days
8.0
U1130
0 years, male, NA, stage:T2N1M0, alive, 913 days
8.0
U0356
0 years, male, NA, stage:T4N1M0, alive, 536 days
7.9
U1448
0 years, male, NA, stage:T3N0M1, dead, 1512 days
7.9
U1239
0 years, male, NA, stage:T2N0M0, dead, 1998 days
7.9
U1160
0 years, male, NA, stage:T3N1M0, alive, 1557 days
7.9
U0115
0 years, female, NA, stage:T3N0M0, dead, 1738 days
7.9
U0124
0 years, female, NA, stage:T1N0M0, alive, 2430 days
7.8
U1031
0 years, male, NA, stage:T1N1M0, alive, 1625 days
7.7
U0200
0 years, female, NA, stage:T3N0M0, alive, 2614 days
7.7
U0300
0 years, male, NA, stage:T2N0M0, alive, 974 days
7.6
U0177
0 years, female, NA, stage:T3N0M0, alive, 355 days
7.6
U0148
0 years, male, NA, stage:T3N0M0, alive, 1780 days
7.5
U1046
0 years, female, NA, stage:T4N2M1, dead, 697 days
7.5
U0172
0 years, male, NA, stage:T4N0M0, dead, 678 days
7.5
U0970
0 years, female, NA, stage:T4N1M0, alive, 939 days
7.5
U1246
0 years, female, NA, stage:T3N0M0, alive, 1441 days
7.5
U0319
0 years, male, NA, stage:T3N0M0, alive, 2801 days
7.5
U0451
0 years, female, NA, stage:T4N2M0, alive, 3023 days
7.4
U0165
0 years, female, NA, stage:T2N0M0, alive, 1702 days
7.4
U0361
0 years, male, NA, stage:T3N0M0, alive, 686 days
7.2
U0368
0 years, male, NA, stage:T2N0M0, alive, 801 days
7.2
U0400
0 years, male, NA, stage:T4N0M0, dead, 1073 days
7.2
U1486
0 years, female, NA, stage:T4N0M0, alive, 1606 days
7.1
U0234
0 years, male, NA, stage:T1N1M0, alive, 990 days
7.0
U0333
0 years, female, NA, stage:T3N2M0, dead, 1959 days
7.0
U0315
0 years, female, NA, stage:T2N0M0, alive, 1973 days
7.0
U0134
0 years, male, NA, stage:T3N0M0, alive, 2009 days
6.8
U1073
0 years, female, NA, stage:T3N1M0, alive, 1359 days
6.8
U0367
0 years, female, NA, stage:T3N1M0, alive, 3075 days
6.8
U0347
0 years, female, NA, stage:T4N1M1, alive, 628 days
6.6
U0414
0 years, male, NA, stage:T3N0M0, alive, 1691 days
6.5
U0073
0 years, male, NA, stage:T4N0MX, dead, 318 days
6.4
U0288
0 years, male, NA, stage:T1N0M0, alive, 1513 days
6.4
U0152
0 years, male, NA, stage:T3N1M0, alive, 989 days
6.4
U0109
0 years, female, NA, stage:T4N2M1, alive, 144 days
6.1
U0248
0 years, male, NA, stage:T3N0M0, alive, 1870 days
6.1
U3050
0 years, female, NA, stage:T3N0M0, alive, 407 days
5.9
U0449
0 years, female, NA, stage:T3N0M0, alive, 1851 days
5.8
U0966
0 years, male, NA, stage:T4N0M0, dead, 1513 days
5.2
U1384
0 years, male, NA, stage:T4N1M0, alive, 1319 days
0.3
U0074
0 years, female, NA, stage:T3N0M0, dead, 1438 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
USP31 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
3.2
Number of samples
88
Samples
Sample
Description
TPM
TCGA-AH-6644-01A
0 years, male, white, stage:'--, alive, 838 days
7.2
TCGA-AG-3731-01A
0 years, male, stage:Stage IV, alive, 1126 days
6.1
TCGA-DC-4749-01A
0 years, male, white, stage:Stage I, alive, 762 days
5.6
TCGA-EI-6882-01A
0 years, male, white, stage:Stage IIA, alive, 262 days
5.3
TCGA-AF-2687-01A
0 years, male, white, stage:Stage IIIC, alive, 1427 days
5.3
TCGA-EI-6508-01A
0 years, female, white, stage:Stage IIIB, alive, 636 days
5.1
TCGA-F5-6702-01A
0 years, male, white, stage:Stage IVA, dead, 869 days
5.0
TCGA-EI-6513-01A
0 years, male, white, stage:Stage IIIB, alive, 497 days
4.8
TCGA-AH-6549-01A
0 years, male, white, stage:'--, alive, 532 days
4.6
TCGA-DC-6155-01A
0 years, female, white, stage:Stage IIIA, alive, 425 days
4.5
TCGA-AF-6655-01A
0 years, male, white, stage:Stage IIIA, alive, 609 days
4.5
TCGA-DC-6157-01A
0 years, male, black or african american, stage:Stage I, alive, 1581 days
4.5
TCGA-DC-6681-01A
0 years, female, white, stage:Stage IVA, alive, 790 days
4.5
TCGA-CI-6622-01A
0 years, male, white, stage:Stage IIB, alive, 1362 days
4.5
TCGA-F5-6863-01A
0 years, female, white, stage:Stage IIIB, dead, 361 days
4.4
TCGA-DC-6158-01A
0 years, male, white, stage:Stage I, dead, 334 days
4.4
TCGA-CI-6621-01A
0 years, male, white, stage:Stage IIIB, alive, 419 days
4.4
TCGA-AG-3592-01A
0 years, male, stage:Stage IIA, alive, 1035 days
4.3
TCGA-CI-6620-01A
0 years, female, white, stage:Stage IVA, alive, 1009 days
4.3
TCGA-AF-A56K-01A
0 years, male, black or african american, stage:Stage IIA, alive, 2635 days
4.1
TCGA-EF-5831-01A
0 years, male, white, stage:Stage IIA, alive, 127 days
4.1
TCGA-DC-6160-01A
0 years, male, white, stage:Stage I, alive, 1339 days
4.1
TCGA-AF-A56L-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 2007 days
4.1
TCGA-DC-6683-01A
0 years, male, white, stage:Stage IIIB, alive, 762 days
4.0
TCGA-F5-6465-01A
0 years, female, white, stage:Stage IIA, alive, 1506 days
4.0
TCGA-DC-5869-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 943 days
4.0
TCGA-EI-6881-01A
0 years, male, white, stage:Stage IIIA, alive, 499 days
3.9
TCGA-BM-6198-01A
0 years, male, white, stage:Stage IIIB, alive, 646 days
3.9
TCGA-EI-6917-01A
0 years, male, white, stage:Stage IIIA, alive, 531 days
3.9
TCGA-F5-6464-01A
0 years, female, white, stage:Stage IIIC, dead, 303 days
3.8
TCGA-CL-4957-01A
0 years, female, stage:'--, dead, 425 days
3.8
TCGA-CL-5917-01A
0 years, female, white, stage:Stage IIIC, alive, 2376 days
3.7
TCGA-EI-6512-01A
0 years, female, white, stage:Stage IIIB, alive, 538 days
3.7
TCGA-DY-A1H8-01A
0 years, female, white, stage:Stage IIIA, dead, 992 days
3.7
TCGA-EI-6507-01A
0 years, male, white, stage:Stage IIA, alive, 607 days
3.6
TCGA-DY-A0XA-01A
0 years, female, white, stage:Stage IIA, alive, 3846 days
3.6
TCGA-AF-A56N-01A
0 years, female, black or african american, stage:Stage IIA, alive, 360 days
3.6
TCGA-DY-A1DG-01A
0 years, male, white, stage:Stage IVA, dead, 1566 days
3.5
TCGA-AG-4021-01A
0 years, female, stage:Stage IV, dead, 121 days
3.5
TCGA-AH-6903-01A
0 years, male, white, stage:Stage IIIB, alive, 592 days
3.4
TCGA-DC-5337-01A
0 years, male, white, stage:Stage I, alive, 792 days
3.4
TCGA-EI-6885-01A
0 years, female, white, stage:Stage IV, alive, 415 days
3.4
TCGA-AG-3902-01A
0 years, male, stage:Stage IIA, alive, 974 days
3.3
TCGA-G5-6233-01A
0 years, male, white, stage:'--, dead, 556 days
3.3
TCGA-AG-4022-01A
0 years, female, stage:Stage II, alive, 1400 days
3.3
TCGA-AG-3742-01A
0 years, female, stage:Stage I, alive, 30 days
3.2
TCGA-DY-A1DE-01A
0 years, female, white, stage:Stage IIA, alive, 3932 days
3.2
TCGA-AH-6643-01A
0 years, male, white, stage:Stage IIIC, dead, 1314 days
3.1
TCGA-EI-6506-01A
0 years, female, white, stage:Stage IIA, alive, 625 days
3.0
TCGA-AH-6897-01A
0 years, male, white, stage:Stage I, alive, 804 days
2.9
TCGA-EI-6511-01A
0 years, male, white, stage:Stage IIIB, alive, 482 days
2.9
TCGA-F5-6814-01A
0 years, male, white, stage:Stage IIA, alive, 1131 days
2.9
TCGA-DC-6682-01A
0 years, male, white, stage:Stage IIA, alive, 762 days
2.9
TCGA-DC-6154-01A
0 years, female, white, stage:Stage IVA, alive, 365 days
2.8
TCGA-F5-6861-01A
0 years, female, white, stage:Stage IIA, alive, 1160 days
2.8
TCGA-DT-5265-01A
0 years, male, asian, stage:Stage II, alive, 384 days
2.8
TCGA-AF-6136-01A
0 years, female, white, stage:Stage IIIB, alive, 741 days
2.7
TCGA-EI-7004-01A
0 years, female, white, stage:'--, alive, 257 days
2.7
TCGA-DC-6156-01A
0 years, male, white, stage:Stage IVA, alive, 943 days
2.7
TCGA-G5-6235-01A
0 years, male, white, stage:Stage IIIB, alive, 1696 days
2.6
TCGA-F5-6864-01A
0 years, female, white, stage:Stage IIIB, alive, 379 days
2.6
TCGA-AF-2693-01A
0 years, male, white, stage:Stage I, alive, 1155 days
2.6
TCGA-AF-5654-01A
0 years, female, white, stage:Stage I, dead, 512 days
2.5
TCGA-AF-3911-01A
0 years, male, white, stage:Stage IIIC, alive, 1148 days
2.5
TCGA-DY-A1DD-01A
0 years, female, white, stage:Stage IIIB, dead, 1741 days
2.3
TCGA-F5-6812-01A
0 years, male, white, stage:Stage IIA, alive, 1110 days
2.2
TCGA-DY-A1DC-01A
0 years, female, white, stage:Stage IIA, dead, 1258 days
2.2
TCGA-DC-4745-01A
0 years, female, white, stage:Stage IIIB, alive, 639 days
2.1
TCGA-EI-6884-01A
0 years, male, white, stage:Stage IIIA, alive, 328 days
2.1
TCGA-F5-6571-01A
0 years, female, white, stage:Stage IIA, alive, 1288 days
2.1
TCGA-EI-7002-01A
0 years, male, white, stage:Stage IV, alive, 364 days
2.1
TCGA-AG-3732-01A
0 years, female, stage:Stage I, alive, 1003 days
2.1
TCGA-F5-6811-01A
0 years, female, white, stage:Stage IIA, alive, 979 days
2.0
TCGA-EF-5830-01A
0 years, male, white, stage:Stage IIB, alive, 106 days
2.0
TCGA-F5-6813-01A
0 years, male, white, stage:Stage IIIC, dead, 598 days
2.0
TCGA-EI-6883-01A
0 years, male, white, stage:Stage IIC, alive, 350 days
1.9
TCGA-EI-6514-01A
0 years, female, white, stage:Stage IIA, alive, 496 days
1.8
TCGA-AH-6547-01A
0 years, female, white, stage:'--, dead, 76 days
1.8
TCGA-AF-6672-01A
0 years, male, white, stage:Stage IV, alive, 748 days
1.7
TCGA-AF-2690-01A
0 years, female, white, stage:Stage IIIC, dead, 524 days
1.6
TCGA-G5-6572-01A
0 years, male, white, stage:'--, dead, 1432 days
1.6
TCGA-AH-6544-01A
0 years, male, white, stage:'--, alive, 1173 days
1.6
TCGA-G5-6641-01A
0 years, male, white, stage:Stage IIIA, alive, 804 days
1.6
TCGA-AF-4110-01A
0 years, male, white, stage:Stage IVA, alive, 912 days
1.4
TCGA-EI-6509-01A
0 years, male, white, stage:Stage IIIC, alive, 517 days
1.4
TCGA-DY-A1DF-01A
0 years, female, white, stage:Stage IIIC, dead, 734 days
1.3
TCGA-AG-3591-01A
0 years, female, stage:Stage IIA, alive, 1035 days
1.3
TCGA-EI-6510-01A
0 years, female, white, stage:'--, alive, 556 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.
USP31 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
11.4
Number of samples
207
Samples
Sample
Description
TPM
U0458
0 years, male, NA, stage:T3N2M0, alive, 1073 days
27.0
U0093
0 years, male, NA, stage:T3N2M0, dead, 1118 days
25.7
U0484
0 years, male, NA, stage:T4N2M0, alive, 1275 days
20.6
U2764
0 years, male, NA, stage:T3N2M0, alive, 440 days
19.6
U0852
0 years, male, NA, stage:T3N2M1, alive, 1651 days
19.5
U0800
0 years, male, NA, stage:T3N2M1, dead, 411 days
18.7
U2836
0 years, male, NA, stage:T3N0M0, alive, 322 days
18.5
U2994
0 years, female, NA, stage:T4N1M0, alive, 132 days
18.3
U0707
0 years, male, NA, stage:T3N1M0, alive, 518 days
17.8
U0494
0 years, male, NA, stage:T4N2M0, alive, 1290 days
17.4
U0820
0 years, male, NA, stage:T3NXM1, dead, 622 days
17.3
U0538
0 years, female, NA, stage:T3N1M0, alive, 1308 days
17.3
U3049
0 years, male, NA, stage:T2N0M0, alive, 533 days
17.0
U0657
0 years, female, NA, stage:T2N0M0, dead, 1109 days
16.8
U0137
0 years, male, NA, stage:T3N1M0, dead, 1799 days
16.7
U0584
0 years, male, NA, stage:T3N2M0, alive, 2705 days
16.3
U0857
0 years, male, NA, stage:T4N2M1, dead, 954 days
16.1
U0542
0 years, male, NA, stage:T3N2M0, dead, 1482 days
16.1
U0593
0 years, male, NA, stage:T4bN0M0, alive, 876 days
15.9
U0649
0 years, male, NA, stage:T2N0M0, alive, 1424 days
15.8
U0230
0 years, female, NA, stage:T1N1M0, alive, 3152 days
15.8
U0512
0 years, male, NA, stage:T3N0M0, alive, 2550 days
15.8
U0364
0 years, female, NA, stage:T4N2M1, dead, 151 days
15.4
U0216
0 years, male, NA, stage:T2N0M0, alive, 2684 days
15.1
U0555
0 years, male, NA, stage:T3N2M0, alive, 2043 days
15.0
U2834
0 years, male, NA, stage:T3N1M0, alive, 323 days
14.9
U0581
0 years, female, NA, stage:T3N2M0, alive, 1660 days
14.9
U0568
0 years, male, NA, stage:T4N1M0, alive, 1287 days
14.7
U0417
0 years, female, NA, stage:T3N2M1, dead, 893 days
14.7
U0284
0 years, male, NA, stage:T3N2M0, alive, 581 days
14.6
U0241
0 years, female, NA, stage:T2N1M0, alive, 552 days
14.6
U0572
0 years, female, NA, stage:T3N1M0, alive, 2621 days
14.5
U0535
0 years, female, NA, stage:T4N1M0, alive, 2473 days
14.5
U0695
0 years, male, NA, stage:T3N0M0, alive, 566 days
14.5
U0116
0 years, male, NA, stage:T3N1M0, dead, 930 days
14.5
U0140
0 years, male, NA, stage:T3N2M0, alive, 2655 days
14.5
U0406
0 years, female, NA, stage:T4N2M1, dead, 778 days
14.3
U0578
0 years, male, NA, stage:T2N2M0, alive, 1724 days
14.3
U0654
0 years, male, NA, stage:T3N2M0, alive, 1220 days
14.1
U0282
0 years, male, NA, stage:T3N2M0, dead, 1869 days
14.1
U0652
0 years, male, NA, stage:T3N0M0, alive, 1319 days
14.1
U0591
0 years, male, NA, stage:T2N0M0, alive, 1023 days
14.0
U0577
0 years, female, NA, stage:T3N2M0, alive, 2474 days
13.9
U0296
0 years, male, NA, stage:T3N0M0, alive, 2610 days
13.8
U0173
0 years, male, NA, stage:T2N0M0, dead, 2375 days
13.7
U0802
0 years, male, NA, stage:T3N2M1, dead, 338 days
13.7
U0648
0 years, female, NA, stage:T3N0M0, alive, 1415 days
13.7
U2972
0 years, male, NA, stage:T3N0M0, alive, 161 days
13.6
U0346
0 years, male, NA, stage:T4N2M0, alive, 1148 days
13.6
U0086
0 years, female, NA, stage:T3N1M0, dead, 594 days
13.5
U0645
0 years, male, NA, stage:T3N0M0, alive, 1567 days
13.5
U0643
0 years, female, NA, stage:T2N1M0, dead, 1583 days
13.3
U0423
0 years, female, NA, stage:T4N2M0, alive, 2735 days
13.3
U0434
0 years, male, NA, stage:T2N0M0, alive, 2558 days
13.2
U0220
0 years, male, NA, stage:T2N0M0, alive, 1066 days
13.1
U0579
0 years, female, NA, stage:T4aN0M0, alive, 2845 days
13.1
U0415
0 years, male, NA, stage:T3N1M0, alive, 2526 days
12.9
U0351
0 years, female, NA, stage:T3N2M0, alive, 2886 days
12.9
U0587
0 years, male, NA, stage:T3N1M0, alive, 2107 days
12.8
U0138
0 years, male, NA, stage:T3N1M0, dead, 2472 days
12.8
U0276
0 years, male, NA, stage:T3N1M1, alive, 934 days
12.7
U0514
0 years, female, NA, stage:T2N2M0, alive, 2799 days
12.7
U0642
0 years, male, NA, stage:T3N0M0, alive, 1603 days
12.6
U0601
0 years, female, NA, stage:T4N1M0, alive, 1368 days
12.6
U0080
0 years, female, NA, stage:T3N0M0, dead, 489 days
12.6
U0561
0 years, female, NA, stage:T3N2M0, alive, 1577 days
12.5
U0713
0 years, male, NA, stage:T2N0M0, alive, 359 days
12.5
U3023
0 years, female, NA, stage:T2N0M0, alive, 404 days
12.3
U0861
0 years, female, NA, stage:T4N2M1, dead, 184 days
12.2
U0637
0 years, male, NA, stage:T3N1M0, alive, 1997 days
12.2
U0656
0 years, male, NA, stage:T3N2M0, alive, 1150 days
12.2
U0553
0 years, female, NA, stage:T3N2M0, alive, 1704 days
12.2
U0380
0 years, male, NA, stage:T2N0M0, alive, 2155 days
12.1
U0545
0 years, male, NA, stage:T3N0M0, alive, 2340 days
11.9
U0565
0 years, male, NA, stage:T4N1M0, alive, 1452 days
11.9
U0532
0 years, male, NA, stage:T3N0M0, dead, 730 days
11.8
U0638
0 years, male, NA, stage:T2N0M0, alive, 1801 days
11.8
U0264
0 years, male, NA, stage:T4N2M0, alive, 2020 days
11.8
U0862
0 years, male, NA, stage:T4N2M1, dead, 1064 days
11.7
U0454
0 years, male, NA, stage:T3N1M0, alive, 2997 days
11.7
U0776
0 years, male, NA, stage:T4N2M0, alive, 1702 days
11.7
U0485
0 years, male, NA, stage:T3N0M0, dead, 2737 days
11.7
U0305
0 years, male, NA, stage:T3N1M0, alive, 2676 days
11.6
U0030
0 years, female, NA, stage:T2N0M0, dead, 987 days
11.6
U0079
0 years, male, NA, stage:T4N2M0, dead, 1891 days
11.5
U2955
0 years, male, NA, stage:T3N1M0, alive, 181 days
11.5
U0329
0 years, male, NA, stage:T3N1M0, dead, 805 days
11.5
U0339
0 years, male, NA, stage:T3N2M0, alive, 2155 days
11.4
U0388
0 years, male, NA, stage:T2N1M0, alive, 2186 days
11.4
U0478
0 years, male, NA, stage:T4N2M0, alive, 2051 days
11.3
U0596
0 years, male, NA, stage:T3N0M0, alive, 2233 days
11.3
U0409
0 years, female, NA, stage:T3N1M0, alive, 934 days
11.3
U0849
0 years, female, NA, stage:T4N0M1, dead, 267 days
11.3
U0324
0 years, female, NA, stage:T4N1M0, alive, 938 days
11.2
U0650
0 years, female, NA, stage:T2N2M0, alive, 1331 days
11.2
U0242
0 years, male, NA, stage:T3N0M0, alive, 2950 days
11.2
U0407
0 years, male, NA, stage:T3N1M0, dead, 2027 days
11.2
U0159
0 years, female, NA, stage:T3N1M0, alive, 1517 days
11.1
U0374
0 years, female, NA, stage:T2N0M0, alive, 1067 days
11.0
U0675
0 years, female, NA, stage:T4N1M0, dead, 89 days
10.9
U0539
0 years, male, NA, stage:T4N2M0, alive, 2017 days
10.8
U0502
0 years, male, NA, stage:T4N1M0, alive, 1065 days
10.8
U0809
0 years, female, NA, stage:T3N1M1, dead, 275 days
10.8
U0848
0 years, male, NA, stage:T3N1M1, dead, 1185 days
10.8
U0001
0 years, female, NA, stage:T3N0M0, alive, 3188 days
10.7
U0511
0 years, female, NA, stage:T3N0M0, dead, 2387 days
10.7
U0212
0 years, male, NA, stage:T3N0M1, alive, 1330 days
10.7
U0192
0 years, male, NA, stage:T3N0M0, alive, 2081 days
10.6
U0466
0 years, male, NA, stage:T3N0M0, alive, 1381 days
10.6
U0371
0 years, female, NA, stage:T3N0M0, alive, 2688 days
10.6
U0562
0 years, female, NA, stage:T3N1M0, alive, 3092 days
10.5
U2991
0 years, female, NA, stage:T1N0M0, alive, 135 days
10.5
U0640
0 years, male, NA, stage:T2N0M0, alive, 1696 days
10.5
U0077
0 years, female, NA, stage:T2N0M0, dead, 588 days
10.5
U0237
0 years, male, NA, stage:T3N1M0, alive, 2492 days
10.5
U0603
0 years, male, NA, stage:T2N1M0, alive, 1904 days
10.5
U0803
0 years, female, NA, stage:T3N1M1, dead, 495 days
10.5
U0457
0 years, male, NA, stage:T3N0M0, alive, 833 days
10.4
U0405
0 years, male, NA, stage:T3N1M0, alive, 829 days
10.4
U0322
0 years, male, NA, stage:T4N2M0, alive, 1694 days
10.4
U0293
0 years, male, NA, stage:T3N1M0, alive, 2717 days
10.3
U0353
0 years, female, NA, stage:T1N0M0, alive, 2912 days
10.3
U0750
0 years, female, NA, stage:T3N2M0, dead, 1393 days
10.3
U0805
0 years, male, NA, stage:T3N1M1, dead, 731 days
10.3
U0437
0 years, male, NA, stage:T1N1M0, alive, 849 days
10.3
U0311
0 years, female, NA, stage:T3N1M0, alive, 1176 days
10.3
U2943
0 years, male, NA, stage:T3N0M0, alive, 189 days
10.3
U0497
0 years, female, NA, stage:T3N1M0, alive, 1414 days
10.2
U0331
0 years, male, NA, stage:T3N1M1, dead, 906 days
10.2
U0147
0 years, female, NA, stage:T3N0M0, dead, 2085 days
10.2
U0576
0 years, male, NA, stage:T3N2M0, alive, 2540 days
10.1
U3047
0 years, male, NA, stage:T3N2M0, alive, 205 days
10.1
U0865
0 years, female, NA, stage:T3N1M1, dead, 856 days
10.1
U0595
0 years, male, NA, stage:T2N0M0, alive, 2535 days
10.0
U0498
0 years, female, NA, stage:T4N1M0, alive, 1906 days
10.0
U0391
0 years, female, NA, stage:T3N0M0, alive, 1179 days
10.0
U2761
0 years, female, NA, stage:T3N1M0, alive, 447 days
10.0
U0359
0 years, male, NA, stage:T3N2M0, dead, 2443 days
9.9
U0814
0 years, female, NA, stage:T3N1M1, dead, 482 days
9.9
U0271
0 years, female, NA, stage:T3N1M0, alive, 2414 days
9.8
U0088
0 years, male, NA, stage:T3N1M1, dead, 260 days
9.8
U0671
0 years, male, NA, stage:T3N1M0, dead, 785 days
9.8
U0468
0 years, female, NA, stage:T3N0M0, alive, 1921 days
9.8
U0592
0 years, female, NA, stage:T2N0M0, dead, 670 days
9.8
U0557
0 years, female, NA, stage:T3N2M0, alive, 2009 days
9.8
U0251
0 years, male, NA, stage:T2N0M0, alive, 1906 days
9.7
U0534
0 years, female, NA, stage:T3N2M0, alive, 1361 days
9.7
U0602
0 years, male, NA, stage:T2N0M0, alive, 1385 days
9.6
U0120
0 years, female, NA, stage:T3N0M0, alive, 3233 days
9.6
U0128
0 years, female, NA, stage:T3N1M0, alive, 449 days
9.6
U2779
0 years, male, NA, stage:T3N0M0, alive, 419 days
9.6
U0228
0 years, male, NA, stage:T2N0M0, alive, 963 days
9.5
U0430
0 years, male, NA, stage:T3N2M0, dead, 2472 days
9.5
U0422
0 years, female, NA, stage:T3N2M1, dead, 1710 days
9.4
U0793
0 years, male, NA, stage:T3N1M1, dead, 195 days
9.4
U0096
0 years, female, NA, stage:T4N2M1, dead, 257 days
9.4
U0556
0 years, male, NA, stage:T3N2M0, alive, 2037 days
9.3
U0132
0 years, male, NA, stage:T3N1M0, alive, 1798 days
9.1
U0294
0 years, male, NA, stage:T4N0M1, alive, 561 days
9.1
U0651
0 years, male, NA, stage:T3N0M0, alive, 1354 days
9.1
U0492
0 years, male, NA, stage:T3N2M0, alive, 1114 days
9.1
U0604
0 years, male, NA, stage:T3N1M0, alive, 1522 days
9.1
U0533
0 years, male, NA, stage:T3N2M0, alive, 2248 days
9.0
U0190
0 years, male, NA, stage:T3N0M0, alive, 2367 days
8.9
U0279
0 years, male, NA, stage:T2N1M0, dead, 176 days
8.9
U0238
0 years, male, NA, stage:T3N0M0, dead, 868 days
8.9
U0666
0 years, male, NA, stage:T3N1M0, alive, 709 days
8.9
U0594
0 years, male, NA, stage:T3N0M0, alive, 2852 days
8.8
U0658
0 years, male, NA, stage:T3N2M0, alive, 1108 days
8.8
U0255
0 years, female, NA, stage:T3N2M0, dead, 1079 days
8.7
U0205
0 years, female, NA, stage:T3N2M0, alive, 2984 days
8.6
U0232
0 years, female, NA, stage:T2N0M0, dead, 994 days
8.6
U0325
0 years, male, NA, stage:T3N0M0, dead, 1947 days
8.5
U0402
0 years, female, NA, stage:T3N1M0, dead, 2487 days
8.5
U0804
0 years, female, NA, stage:T3N2M1, dead, 380 days
8.5
U0366
0 years, male, NA, stage:T3NXM1, alive, 895 days
8.4
U0558
0 years, female, NA, stage:T3N2M0, alive, 2011 days
8.4
U0663
0 years, female, NA, stage:T3N1M0, alive, 762 days
8.4
U0174
0 years, male, NA, stage:T3N0M0, alive, 450 days
8.4
U0550
0 years, male, NA, stage:T3N2M0, alive, 2191 days
8.3
U0298
0 years, male, NA, stage:T3N1M0, alive, 513 days
8.2
U0552
0 years, male, NA, stage:T3N2M0, alive, 1701 days
8.2
U0114
0 years, male, NA, stage:T3N0M0, alive, 1910 days
8.1
U0194
0 years, male, NA, stage:T3N1M0, alive, 680 days
8.0
U0258
0 years, male, NA, stage:T4N1M2, dead, 195 days
7.9
U0343
0 years, female, NA, stage:T2N0M0, alive, 701 days
7.9
U0299
0 years, female, NA, stage:T4N2M0, alive, 43426 days
7.8
U0600
0 years, male, NA, stage:T3N1M0, alive, 1659 days
7.8
U0334
0 years, male, NA, stage:T3N1M0, alive, 3171 days
7.8
U0508
0 years, male, NA, stage:T3N1M0, alive, 1120 days
7.7
U0431
0 years, female, NA, stage:T3N1M0, alive, 695 days
7.7
U0519
0 years, male, NA, stage:T4N2M0, dead, 519 days
7.5
U0686
0 years, female, NA, stage:T4bN0M0, dead, 123 days
7.5
U0647
0 years, female, NA, stage:T3N0M0, alive, 1476 days
7.4
U0243
0 years, female, NA, stage:T3N2M0, alive, 2975 days
7.3
U0213
0 years, male, NA, stage:T3N1M0, alive, 3018 days
7.2
U2960
0 years, male, NA, stage:T3N1M0, alive, 176 days
7.0
U0694
0 years, male, NA, stage:T4N0M0, dead, 489 days
7.0
U0188
0 years, female, NA, stage:T3N1M0, alive, 2134 days
6.5
U0304
0 years, male, NA, stage:T3N2M0, alive, 2065 days
6.5
U0097
0 years, male, NA, stage:T3N0M1, dead, 2903 days
6.4
U0155
0 years, male, NA, stage:T2N0M0, dead, 1672 days
6.3
U0118
0 years, female, NA, stage:T3N2M0, dead, 350 days
6.2
U0641
0 years, female, NA, stage:T3N0M0, dead, 1626 days
5.8
U0470
0 years, female, NA, stage:T2N2M0, alive, 961 days
5.5
U0418
0 years, male, NA, stage:T4N1M0, alive, 1246 days
5.5
U0605
0 years, male, NA, stage:T2N0M0, alive, 952 days
4.0
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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
