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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.
RAB4A 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
16.2
Number of samples
254
Samples
Sample
Description
TPM
TCGA-DM-A28C-01A
0 years, male, white, stage:Stage IIA, dead, 2475 days
42.2
TCGA-CM-5861-01A
0 years, female, white, stage:Stage IIA, alive, 457 days
39.2
TCGA-AA-3675-01A
0 years, male, stage:Stage II, alive, 1431 days
37.0
TCGA-CA-6716-01A
0 years, male, asian, stage:Stage IIA, alive, 371 days
36.5
TCGA-D5-5539-01A
0 years, male, white, stage:Stage IIIA, alive, 596 days
35.5
TCGA-CM-6165-01A
0 years, male, white, stage:Stage IIA, alive, 488 days
30.7
TCGA-CM-5862-01A
0 years, male, white, stage:Stage IVA, dead, 153 days
29.3
TCGA-A6-6652-01A
0 years, male, black or african american, stage:Stage IVA, alive, 751 days
28.1
TCGA-CM-5864-01A
0 years, male, white, stage:Stage I, alive, 457 days
27.3
TCGA-A6-3810-01A
0 years, male, white, stage:Stage IIA, alive, 1111 days
26.7
TCGA-G4-6303-01A
0 years, female, white, stage:Stage IV, dead, 2003 days
26.1
TCGA-AZ-6606-01A
0 years, male, white, stage:Stage IV, dead, 357 days
25.6
TCGA-A6-5662-01A
0 years, male, white, stage:Stage IVA, alive, 718 days
25.3
TCGA-CK-5912-01A
0 years, male, white, stage:Stage I, dead, 1493 days
24.3
TCGA-CM-5860-01A
0 years, male, white, stage:Stage IIA, alive, 974 days
24.1
TCGA-F4-6461-01A
0 years, female, white, stage:Stage IIIC, dead, 338 days
23.9
TCGA-D5-6538-01A
0 years, female, white, stage:Stage IIIB, alive, 521 days
23.8
TCGA-A6-A567-01A
0 years, male, black or african american, stage:Stage IV, dead, 1881 days
23.6
TCGA-D5-6536-01A
0 years, male, white, stage:Stage IIA, alive, 543 days
23.4
TCGA-D5-6532-01A
0 years, male, white, stage:Stage IIA, alive, 555 days
23.2
TCGA-NH-A6GA-01A
0 years, male, black or african american, stage:Stage IIIC, dead, 302 days
23.2
TCGA-DM-A28A-01A
0 years, male, white, stage:Stage IIIC, dead, 805 days
23.1
TCGA-DM-A28E-01A
0 years, female, white, stage:Stage IIA, alive, 3648 days
23.0
TCGA-CM-6163-01A
0 years, male, white, stage:Stage I, alive, 427 days
23.0
TCGA-AY-5543-01A
0 years, female, black or african american, stage:Stage IVA, alive, 1004 days
22.6
TCGA-A6-6649-01A
0 years, male, white, stage:Stage IIIB, alive, 735 days
22.3
TCGA-A6-5660-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 888 days
22.1
TCGA-RU-A8FL-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 1177 days
22.0
TCGA-F4-6463-01A
0 years, male, white, stage:Stage IIA, alive, 1087 days
22.0
TCGA-DM-A1D9-01A
0 years, female, white, stage:Stage IIA, alive, 4270 days
21.8
TCGA-G4-6294-01A
0 years, male, white, stage:Stage IV, dead, 858 days
21.8
TCGA-F4-6855-01A
0 years, female, white, stage:Stage IIA, alive, 1442 days
21.7
TCGA-G4-6310-01A
0 years, male, white, stage:Stage IIIB, alive, 1935 days
21.4
TCGA-CA-5797-01A
0 years, male, asian, stage:Stage IIA, alive, 383 days
21.2
TCGA-5M-AATE-01A
0 years, male, black or african american, stage:Stage IIA, alive, 1200 days
21.1
TCGA-CM-6167-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 456 days
21.0
TCGA-A6-6654-01A
0 years, female, white, stage:Stage IIIB, alive, 726 days
20.8
TCGA-CM-5863-01A
0 years, female, white, stage:Stage IIIB, alive, 457 days
20.8
TCGA-AZ-6599-01A
0 years, male, white, stage:Stage I, dead, 206 days
20.7
TCGA-A6-6648-01A
0 years, male, white, stage:Stage IVA, alive, 766 days
20.7
TCGA-CM-6161-01A
0 years, female, white, stage:Stage I, alive, 457 days
20.6
TCGA-G4-6297-01A
0 years, female, white, stage:Stage IV, alive, 2506 days
20.6
TCGA-CM-5348-01A
0 years, male, white, stage:Stage IIIB, alive, 699 days
20.5
TCGA-NH-A50V-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 588 days
20.5
TCGA-G4-6588-01A
0 years, female, white, stage:Stage IIA, alive, 796 days
20.3
TCGA-DM-A288-01A
0 years, male, white, stage:Stage IIIC, dead, 427 days
20.3
TCGA-G4-6299-01A
0 years, male, white, stage:Stage IIIC, alive, 2268 days
20.1
TCGA-F4-6809-01A
0 years, female, white, stage:Stage IVA, dead, 403 days
20.1
TCGA-DM-A0X9-01A
0 years, female, white, stage:Stage IIA, alive, 3641 days
20.0
TCGA-D5-6535-01A
0 years, female, white, stage:Stage IIIB, alive, 460 days
19.9
TCGA-D5-6539-01A
0 years, female, white, stage:'--, alive, 380 days
19.9
TCGA-G4-6311-01A
0 years, male, white, stage:Stage III, alive, 1199 days
19.8
TCGA-CM-6171-01A
0 years, female, white, stage:Stage I, alive, 427 days
19.6
TCGA-G4-6315-01A
0 years, male, white, stage:Stage IV, alive, 1883 days
19.3
TCGA-A6-5665-01A
0 years, female, white, stage:Stage IIA, alive, 671 days
19.2
TCGA-SS-A7HO-01A
0 years, female, black or african american, stage:Stage IIB, alive, 1829 days
19.0
TCGA-CK-5916-01A
0 years, female, white, stage:Stage I, dead, 643 days
19.0
TCGA-A6-6650-01A
0 years, female, black or african american, stage:Stage IIA, alive, 627 days
18.9
TCGA-CK-4952-01A
0 years, female, white, stage:Stage IIIC, alive, 475 days
18.9
TCGA-D5-6932-01A
0 years, male, white, stage:Stage IIA, alive, 346 days
18.9
TCGA-F4-6805-01A
0 years, female, white, stage:Stage IIA, alive, 1047 days
18.9
TCGA-DM-A28M-01A
0 years, male, white, stage:Stage IIA, alive, 2895 days
18.8
TCGA-DM-A1D0-01A
0 years, female, white, stage:Stage IIA, alive, 3974 days
18.8
TCGA-AZ-5403-01A
0 years, male, white, stage:Stage II, dead, 1910 days
18.8
TCGA-A6-5656-01A
0 years, male, white, stage:Stage I, alive, 1001 days
18.8
TCGA-QG-A5Z1-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 256 days
18.7
TCGA-AA-3660-01A
0 years, female, stage:Stage II, alive, 2375 days
18.6
TCGA-DM-A0XF-01A
0 years, female, white, stage:Stage IIIC, dead, 1162 days
18.6
TCGA-QG-A5YV-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 1301 days
18.6
TCGA-A6-6781-01A
0 years, male, white, stage:Stage IIIC, alive, 598 days
18.4
TCGA-QG-A5Z2-01A
0 years, male, black or african american, stage:Stage I, alive, 952 days
18.3
TCGA-DM-A28H-01A
0 years, male, white, stage:Stage IIIC, alive, 3561 days
18.2
TCGA-AD-6901-01A
0 years, male, white, stage:'--, dead, 682 days
18.2
TCGA-CM-6166-01A
0 years, female, white, stage:Stage I, alive, 669 days
18.2
TCGA-CA-6717-01A
0 years, male, asian, stage:Stage IIA, alive, 388 days
18.2
TCGA-CM-6172-01A
0 years, female, white, stage:Stage IIIB, alive, 335 days
18.2
TCGA-F4-6807-01A
0 years, female, white, stage:Stage IIIC, alive, 1309 days
18.0
TCGA-AD-6965-01A
0 years, male, white, stage:Stage IIIC, alive, 805 days
17.9
TCGA-D5-6530-01A
0 years, male, white, stage:Stage I, alive, 621 days
17.8
TCGA-D5-6533-01A
0 years, female, white, stage:'--, alive, 775 days
17.7
TCGA-AA-A02Y-01A
0 years, male, stage:Stage I, alive, 1216 days
17.7
TCGA-AY-A69D-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
17.7
TCGA-A6-5661-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1020 days
17.6
TCGA-DM-A1D4-01A
0 years, male, white, stage:Stage IIA, dead, 2821 days
17.5
TCGA-CM-6680-01A
0 years, female, white, stage:Stage IIIB, alive, 366 days
17.4
TCGA-F4-6854-01A
0 years, female, white, stage:Stage IIA, alive, 16 days
17.4
TCGA-AA-3713-01A
0 years, male, stage:Stage IV, alive, 579 days
17.4
TCGA-DM-A28K-01A
0 years, male, white, stage:Stage IIA, alive, 2988 days
17.4
TCGA-CM-6674-01A
0 years, male, white, stage:Stage IIA, alive, 394 days
17.4
TCGA-A6-6653-01A
0 years, male, white, stage:Stage I, alive, 742 days
17.3
TCGA-A6-6780-01A
0 years, male, white, stage:Stage IIA, alive, 612 days
17.2
TCGA-D5-6922-01A
0 years, male, white, stage:Stage IIIA, alive, 308 days
17.1
TCGA-AD-5900-01A
0 years, male, white, stage:Stage I, alive, 370 days
17.1
TCGA-DM-A1D8-01A
0 years, female, white, stage:'--, dead, 383 days
17.1
TCGA-DM-A1D7-01A
0 years, male, white, stage:Stage IIA, dead, 405 days
17.1
TCGA-A6-6140-01A
0 years, male, white, stage:Stage IIA, alive, 734 days
17.1
TCGA-AA-3662-01A
0 years, female, stage:Stage IV, alive, 184 days
17.1
TCGA-A6-3809-01A
0 years, female, white, stage:Stage IIB, alive, 996 days
17.1
TCGA-AU-3779-01A
0 years, female, white, stage:Stage IIA, alive, 441 days
17.1
TCGA-AA-3511-01A
0 years, male, stage:Stage II, alive, 212 days
17.0
TCGA-AZ-5407-01A
0 years, female, white, stage:Stage I, alive, 2683 days
17.0
TCGA-NH-A8F8-01A
0 years, male, black or african american, stage:Stage IV, dead, 511 days
16.8
TCGA-A6-5666-01A
0 years, male, white, stage:Stage IIC, alive, 995 days
16.6
TCGA-G4-6321-01A
0 years, female, white, stage:Stage III, alive, 672 days
16.5
TCGA-A6-6138-01A
0 years, male, white, stage:Stage I, alive, 685 days
16.4
TCGA-4T-AA8H-01A
0 years, female, black or african american, stage:Stage IIA, alive, 385 days
16.4
TCGA-D5-6924-01A
0 years, male, white, stage:Stage IIA, alive, 435 days
16.3
TCGA-CM-5868-01A
0 years, female, white, stage:Stage IVA, alive, 518 days
16.2
TCGA-A6-6141-01A
0 years, male, black or african american, stage:Stage IIA, alive, 255 days
16.2
TCGA-DM-A28G-01A
0 years, male, white, stage:Stage IIA, dead, 1849 days
16.1
TCGA-G4-6314-01A
0 years, female, white, stage:Stage IV, alive, 1093 days
16.1
TCGA-CM-6169-01A
0 years, male, black or african american, stage:Stage IIA, alive, 396 days
16.0
TCGA-G4-6317-01A
0 years, female, white, stage:Stage IIIC, alive, 1095 days
15.9
TCGA-QL-A97D-01A
0 years, female, black or african american, stage:Stage I, alive, 666 days
15.9
TCGA-AY-A54L-01A
0 years, female, black or african american, stage:Stage I, alive, 525 days
15.8
TCGA-NH-A50T-01A
0 years, female, black or african american, stage:Stage IIA, alive, 553 days
15.7
TCGA-A6-5667-01A
0 years, female, white, stage:Stage IIIB, alive, 887 days
15.7
TCGA-CK-6751-01A
0 years, female, white, stage:Stage I, alive, 518 days
15.7
TCGA-AZ-6600-01A
0 years, male, black or african american, stage:Stage IV, dead, 368 days
15.7
TCGA-F4-6570-01A
0 years, female, white, stage:Stage IIA, dead, 188 days
15.6
TCGA-G4-6323-01A
0 years, male, black or african american, stage:Stage IA, alive, 419 days
15.6
TCGA-A6-5659-01A
0 years, male, white, stage:Stage I, alive, 926 days
15.6
TCGA-DM-A28F-01A
0 years, male, white, stage:Stage IIIB, dead, 1094 days
15.5
TCGA-D5-6923-01A
0 years, male, white, stage:Stage I, alive, 378 days
15.5
TCGA-A6-6651-01A
0 years, female, white, stage:Stage IIIB, alive, 662 days
15.5
TCGA-DM-A1HB-01A
0 years, male, white, stage:Stage IIIB, alive, 4126 days
15.4
TCGA-A6-6142-01A
0 years, female, white, stage:Stage IVA, alive, 763 days
15.3
TCGA-4N-A93T-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 146 days
15.2
TCGA-CA-5255-01A
0 years, male, asian, stage:Stage IIA, alive, 376 days
15.2
TCGA-AA-3697-01A
0 years, male, stage:Stage II, alive, 2587 days
15.2
TCGA-AZ-6601-01A
0 years, male, white, stage:Stage II, dead, 3042 days
15.1
TCGA-CA-6715-01A
0 years, male, asian, stage:Stage IIIB, alive, 383 days
15.1
TCGA-DM-A1DB-01A
0 years, male, white, stage:Stage IIA, dead, 1348 days
15.1
TCGA-A6-4105-01A
0 years, male, white, stage:Stage IIA, dead, 442 days
15.1
TCGA-AA-3663-01A
0 years, male, stage:Stage II, alive, 212 days
15.1
TCGA-D5-6534-01A
0 years, female, white, stage:Stage IIA, alive, 1316 days
15.1
TCGA-D5-6541-01A
0 years, male, white, stage:Stage IIA, alive, 474 days
14.9
TCGA-F4-6460-01A
0 years, female, white, stage:Stage IIIB, dead, 972 days
14.9
TCGA-CK-5914-01A
0 years, male, white, stage:Stage IIIB, alive, 669 days
14.9
TCGA-AU-6004-01A
0 years, female, white, stage:Stage I, alive, 824 days
14.9
TCGA-F4-6569-01A
0 years, male, white, stage:Stage I, alive, 1087 days
14.8
TCGA-CM-6170-01A
0 years, female, white, stage:Stage I, alive, 457 days
14.8
TCGA-F4-6856-01A
0 years, male, white, stage:Stage I, alive, 1074 days
14.8
TCGA-CM-6168-01A
0 years, female, black or african american, stage:Stage IIA, alive, 395 days
14.7
TCGA-CM-6678-01A
0 years, female, white, stage:Stage IVA, alive, 335 days
14.7
TCGA-G4-6309-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2600 days
14.7
TCGA-A6-2675-01A
0 years, male, white, stage:Stage IIA, alive, 1321 days
14.6
TCGA-DM-A1DA-01A
0 years, female, white, stage:Stage IIIC, dead, 228 days
14.6
TCGA-D5-6898-01A
0 years, female, white, stage:Stage I, alive, 229 days
14.6
TCGA-AD-6899-01A
0 years, male, white, stage:Stage IIIC, dead, 176 days
14.6
TCGA-CM-6162-01A
0 years, female, white, stage:Stage IIIB, alive, 365 days
14.6
TCGA-G4-6320-01A
0 years, male, white, stage:Stage III, alive, 804 days
14.5
TCGA-AY-A71X-01A
0 years, female, black or african american, stage:Stage I, alive, 588 days
14.5
TCGA-F4-6806-01A
0 years, female, white, stage:Stage I, alive, 1260 days
14.4
TCGA-A6-6137-01A
0 years, male, white, stage:Stage IIIB, alive, 824 days
14.4
TCGA-A6-5664-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 672 days
14.4
TCGA-D5-7000-01A
0 years, female, white, stage:Stage I, alive, 312 days
14.4
TCGA-AZ-6608-01A
0 years, female, white, stage:Stage IIIA, dead, 59 days
14.4
TCGA-AZ-6603-01A
0 years, female, white, stage:'--, dead, 899 days
14.3
TCGA-QG-A5YX-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1003 days
14.3
TCGA-AM-5820-01A
0 years, female, white, stage:Stage IVA, alive, 14 days
14.3
TCGA-A6-5657-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 962 days
14.3
TCGA-D5-6927-01A
0 years, male, white, stage:Stage IIA, alive, 287 days
14.2
TCGA-CM-6679-01A
0 years, male, white, stage:Stage IIA, alive, 306 days
14.2
TCGA-AD-6888-01A
0 years, male, white, stage:Stage IIIB, dead, 472 days
13.9
TCGA-CK-5913-01A
0 years, female, white, stage:Stage IIA, alive, 1561 days
13.8
TCGA-CA-5254-01A
0 years, female, asian, stage:Stage IIA, alive, 386 days
13.7
TCGA-G4-6295-01A
0 years, female, white, stage:Stage II, alive, 254 days
13.7
TCGA-CM-6164-01A
0 years, female, white, stage:Stage IIA, alive, 883 days
13.7
TCGA-AY-6197-01A
0 years, male, white, stage:Stage IIA, alive, 652 days
13.7
TCGA-AY-6386-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 542 days
13.7
TCGA-NH-A8F7-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
13.7
TCGA-3L-AA1B-01A
0 years, female, black or african american, stage:Stage I, alive, 475 days
13.6
TCGA-CM-5349-01A
0 years, female, white, stage:Stage IIA, alive, 915 days
13.6
TCGA-A6-2674-01A
0 years, male, white, stage:Stage IV, alive, 1331 days
13.6
TCGA-AA-A02K-01A
0 years, male, stage:Stage IV, dead, 426 days
13.6
TCGA-D5-6537-01A
0 years, male, white, stage:Stage IIIB, dead, 146 days
13.5
TCGA-CA-6719-01A
0 years, male, asian, stage:Stage IIA, alive, 435 days
13.5
TCGA-D5-6529-01A
0 years, male, white, stage:Stage IIA, alive, 614 days
13.4
TCGA-T9-A92H-01A
0 years, male, black or african american, stage:Stage IIA, alive, 362 days
13.4
TCGA-5M-AAT4-01A
0 years, male, black or african american, stage:Stage IV, dead, 49 days
13.4
TCGA-G4-6625-01A
0 years, female, white, stage:Stage IIA, alive, 2792 days
13.3
TCGA-A6-A56B-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 1711 days
13.3
TCGA-D5-5537-01A
0 years, male, white, stage:'--, dead, 1381 days
13.3
TCGA-D5-6540-01A
0 years, male, white, stage:Stage I, alive, 491 days
13.2
TCGA-A6-6782-01A
0 years, male, white, stage:Stage IIB, alive, 617 days
13.0
TCGA-CM-6675-01A
0 years, male, black or african american, stage:Stage IVB, alive, 397 days
13.0
TCGA-CA-6718-01A
0 years, male, asian, stage:Stage IIA, dead, 306 days
12.9
TCGA-AD-A5EK-01A
0 years, male, black or african american, stage:Stage I, alive, 500 days
12.8
TCGA-D5-6920-01A
0 years, female, white, stage:Stage IIA, alive, 377 days
12.8
TCGA-CK-6747-01A
0 years, female, white, stage:Stage IIA, alive, 820 days
12.8
TCGA-DM-A1D6-01A
0 years, male, white, stage:Stage IIA, dead, 570 days
12.7
TCGA-CK-6748-01A
0 years, female, white, stage:Stage IV, alive, 61 days
12.6
TCGA-CM-5344-01A
0 years, female, white, stage:Stage IIIB, alive, 670 days
12.5
TCGA-G4-6322-01A
0 years, male, white, stage:Stage IIIB, alive, 792 days
12.5
TCGA-F4-6808-01A
0 years, female, white, stage:Stage I, alive, 1024 days
12.4
TCGA-G4-6626-01A
0 years, male, white, stage:Stage IIA, dead, 1 days
12.3
TCGA-AD-6548-01A
0 years, female, white, stage:Stage I, alive, 650 days
12.3
TCGA-AA-3655-01A
0 years, male, stage:Stage II, alive, 1856 days
12.2
TCGA-D5-6930-01A
0 years, male, white, stage:Stage IIA, alive, 406 days
12.2
TCGA-AD-6889-01A
0 years, male, asian, stage:Stage IIA, dead, 2532 days
12.1
TCGA-DM-A282-01A
0 years, female, white, stage:Stage IIA, alive, 4233 days
12.0
TCGA-AA-3685-01A
0 years, male, stage:Stage II, alive, 1127 days
12.0
TCGA-A6-A566-01A
0 years, female, black or african american, stage:Stage IIIB, dead, 758 days
11.9
TCGA-G4-6306-01A
0 years, male, white, stage:'--, alive, 1359 days
11.9
TCGA-AA-3496-01A
0 years, female, stage:Stage II, alive, 31 days
11.9
TCGA-CM-6677-01A
0 years, female, white, stage:Stage IIA, alive, 337 days
11.8
TCGA-CM-4744-01A
0 years, male, white, stage:Stage I, alive, 609 days
11.8
TCGA-DM-A280-01A
0 years, female, white, stage:Stage IIA, dead, 236 days
11.7
TCGA-G4-6628-01A
0 years, male, white, stage:Stage I, alive, 2424 days
11.6
TCGA-D5-6926-01A
0 years, male, white, stage:Stage IIIB, alive, 275 days
11.6
TCGA-5M-AAT6-01A
0 years, female, black or african american, stage:Stage IV, dead, 290 days
11.5
TCGA-D5-5538-01A
0 years, female, white, stage:Stage IIIB, dead, 1661 days
11.4
TCGA-AA-3526-01A
0 years, male, stage:Stage I, alive, 580 days
11.3
TCGA-AZ-4323-01A
0 years, male, white, stage:Stage IV, dead, 43 days
11.3
TCGA-G4-6627-01A
0 years, male, white, stage:Stage IIA, alive, 2175 days
11.3
TCGA-WS-AB45-01A
0 years, female, black or african american, stage:Stage IIA, alive, 2130 days
11.2
TCGA-D5-6931-01A
0 years, male, white, stage:Stage IIIC, alive, 365 days
11.2
TCGA-NH-A6GC-01A
0 years, female, black or african american, stage:Stage IVB, alive, 389 days
11.2
TCGA-G4-6307-01A
0 years, female, white, stage:Stage IIIB, alive, 1674 days
11.1
TCGA-D5-6929-01A
0 years, female, white, stage:Stage IV, alive, 408 days
11.0
TCGA-AZ-6605-01A
0 years, male, white, stage:Stage IIIB, dead, 159 days
11.0
TCGA-DM-A285-01A
0 years, female, white, stage:Stage IV, dead, 179 days
10.9
TCGA-AD-6963-01A
0 years, male, white, stage:'--, alive, 834 days
10.9
TCGA-A6-A5ZU-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 293 days
10.9
TCGA-A6-A565-01A
0 years, female, black or african american, stage:Stage IIIC, dead, 494 days
10.8
TCGA-AA-3489-01A
0 years, male, stage:Stage II, dead, 214 days
10.8
TCGA-G4-6293-01A
0 years, female, white, stage:Stage III, alive, 4051 days
10.7
TCGA-DM-A1HA-01A
0 years, male, white, stage:Stage IIIC, alive, 2600 days
10.7
TCGA-CM-6676-01A
0 years, male, white, stage:Stage I, alive, 337 days
10.6
TCGA-A6-2686-01A
0 years, female, white, stage:Stage IIA, dead, 1126 days
10.6
TCGA-G4-6586-01A
0 years, female, white, stage:Stage IIA, alive, 1089 days
10.6
TCGA-D5-6531-01A
0 years, male, white, stage:Stage IIA, alive, 540 days
10.6
TCGA-F4-6459-01A
0 years, female, white, stage:Stage IIIB, dead, 262 days
10.5
TCGA-F4-6703-01A
0 years, male, white, stage:Stage IIA, alive, 1456 days
10.5
TCGA-CK-4950-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2599 days
10.5
TCGA-NH-A6GB-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 476 days
10.4
TCGA-AY-A8YK-01A
0 years, male, black or african american, stage:Stage IVA, alive, 573 days
10.3
TCGA-NH-A50U-01A
0 years, male, black or african american, stage:Stage IVA, dead, 334 days
10.3
TCGA-AY-6196-01A
0 years, male, white, stage:Stage IIIC, alive, 6 days
10.3
TCGA-F4-6704-01A
0 years, male, american indian or alaska native, stage:Stage IIIC, alive, 47 days
10.3
TCGA-AD-6964-01A
0 years, male, white, stage:'--, dead, 331 days
10.2
TCGA-AD-6895-01A
0 years, male, white, stage:Stage IIIB, alive, 763 days
10.0
TCGA-AZ-6607-01A
0 years, male, white, stage:Stage IV, dead, 97 days
9.9
TCGA-CM-4751-01A
0 years, male, white, stage:Stage IIIB, alive, 822 days
9.3
TCGA-AZ-6598-01A
0 years, female, white, stage:Stage II, dead, 1503 days
9.1
TCGA-CM-4743-01A
0 years, male, white, stage:Stage IIA, alive, 701 days
9.0
TCGA-AZ-4616-01A
0 years, female, white, stage:Stage IV, dead, 156 days
8.7
TCGA-DM-A0XD-01A
0 years, male, white, stage:Stage IIA, dead, 743 days
8.5
TCGA-G4-6304-01A
0 years, female, white, stage:Stage IIB, alive, 1631 days
8.5
TCGA-QG-A5YW-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 896 days
8.4
TCGA-AM-5821-01A
0 years, female, white, stage:Stage IIA, alive, 28 days
8.3
TCGA-AD-6890-01A
0 years, male, white, stage:'--, alive, 746 days
8.1
TCGA-D5-6928-01A
0 years, male, white, stage:Stage IIA, alive, 354 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.
RAB4A 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
11.5
Number of samples
486
Samples
Sample
Description
TPM
U0949
0 years, female, NA, stage:T3N0M1, dead, 594 days
23.9
U1155
0 years, male, NA, stage:T4N1M0, alive, 1815 days
23.1
U0314
0 years, female, NA, stage:T1N0M0, dead, 2436 days
22.8
U0937
0 years, male, NA, stage:T2N0M0, dead, 1558 days
22.3
U1204
0 years, male, NA, stage:T4N2M0, alive, 2214 days
21.2
U3012
0 years, male, NA, stage:T3N0M0, alive, 472 days
21.2
U0166
0 years, female, NA, stage:T3N0M0, alive, 763 days
20.6
U0167
0 years, male, NA, stage:T3N1M0, alive, 1820 days
20.1
U0141
0 years, male, NA, stage:T3N2M0, alive, 2079 days
20.0
U0072
0 years, male, NA, stage:T3N0M0, alive, 2772 days
20.0
U0290
0 years, male, NA, stage:T4N2M0, dead, 593 days
19.9
U0273
0 years, male, NA, stage:T2N1M0, alive, 2641 days
19.2
U3048
0 years, male, NA, stage:T4N2M0, alive, 535 days
19.2
U0440
0 years, female, NA, stage:T4N0M0, dead, 2743 days
19.2
U0200
0 years, female, NA, stage:T3N0M0, alive, 2614 days
18.9
U0207
0 years, female, NA, stage:T3N0M0, dead, 2593 days
18.8
U3039
0 years, male, NA, stage:T4N1M1, dead, 366 days
18.7
U3034
0 years, female, NA, stage:T3N1M0, alive, 443 days
18.6
U0474
0 years, male, NA, stage:T3N1M0, alive, 1017 days
18.4
U0244
0 years, female, NA, stage:T3N1M0, alive, 3184 days
18.2
U1049
0 years, female, NA, stage:T3N1M0, alive, 1200 days
18.2
U0908
0 years, female, NA, stage:T3N0M1, dead, 40 days
18.0
U0225
0 years, male, NA, stage:T3N1M0, alive, 581 days
17.7
U0363
0 years, male, NA, stage:T3N1M0, alive, 3601 days
17.4
U0278
0 years, female, NA, stage:T2N0M0, alive, 763 days
17.4
U0199
0 years, female, NA, stage:T4N2M0, alive, 1372 days
17.2
U1251
0 years, male, NA, stage:T4N2M0, alive, 126 days
17.1
U0245
0 years, female, NA, stage:T3N1M0, dead, 564 days
17.1
U3032
0 years, female, NA, stage:T3N1M0, alive, 449 days
17.1
U0210
0 years, male, NA, stage:T3N0M0, dead, 1800 days
16.9
U3024
0 years, female, NA, stage:T3N0M0, alive, 463 days
16.8
U1429
0 years, female, NA, stage:T3N0M0, alive, 1660 days
16.8
U0103
0 years, female, NA, stage:T3N1M0, alive, 1197 days
16.7
U2979
0 years, male, NA, stage:T3N2M0, alive, 616 days
16.7
U0196
0 years, male, NA, stage:T3N0M0, alive, 2086 days
16.7
U3042
0 years, male, NA, stage:T3N0M0, alive, 324 days
16.6
U0144
0 years, male, NA, stage:T3N0M0, alive, 1218 days
16.6
U0081
0 years, male, NA, stage:T3N2M0, dead, 248 days
16.5
U3051
0 years, male, NA, stage:T3N2M0, alive, 415 days
16.4
U0090
0 years, female, NA, stage:T3N0M0, dead, 1258 days
16.3
U1103
0 years, female, NA, stage:T4N2M0, alive, 975 days
16.3
U0135
0 years, female, NA, stage:T3N0M0, alive, 1738 days
16.1
U0455
0 years, female, NA, stage:T3N2M0, alive, 2445 days
16.1
U0202
0 years, male, NA, stage:T3N0M0, dead, 2670 days
16.1
U0176
0 years, male, NA, stage:T3N1M0, alive, 2600 days
16.1
U1301
0 years, female, NA, stage:T4N2M0, dead, 877 days
16.0
U0360
0 years, female, NA, stage:T3N0M0, dead, 1016 days
15.9
U0067
0 years, female, NA, stage:T3N0M0, alive, 2180 days
15.9
U0471
0 years, female, NA, stage:T3N1M0, alive, 1673 days
15.7
U0414
0 years, male, NA, stage:T3N0M0, alive, 1691 days
15.7
U0408
0 years, female, NA, stage:T4N0M0, dead, 2100 days
15.7
U0320
0 years, female, NA, stage:T4N2M1, alive, 188 days
15.6
U0387
0 years, male, NA, stage:T2N0M0, alive, 1327 days
15.6
U0379
0 years, male, NA, stage:T2N0M0, alive, 1819 days
15.5
U0308
0 years, male, NA, stage:T4N1M0, alive, 1075 days
15.4
U1094
0 years, female, NA, stage:T4N1M0, alive, 1267 days
15.3
U0462
0 years, female, NA, stage:T4N1M0, alive, 1017 days
15.3
U0136
0 years, female, NA, stage:T3N0M0, dead, 2795 days
15.2
U0191
0 years, male, NA, stage:T3N1M0, alive, 900 days
15.2
U1241
0 years, male, NA, stage:T3N1M0, dead, 49 days
15.2
U1386
0 years, male, NA, stage:T3N1M0, alive, 1518 days
15.2
U0285
0 years, female, NA, stage:T3N0M0, alive, 2165 days
15.1
U0143
0 years, male, NA, stage:T3N2M0, alive, 2313 days
15.1
U0469
0 years, male, NA, stage:T3N0M0, dead, 409 days
15.1
U1448
0 years, male, NA, stage:T3N0M1, dead, 1512 days
15.0
U0464
0 years, male, NA, stage:T3N0M0, alive, 918 days
15.0
U2815
0 years, female, NA, stage:T3N0M0, alive, 717 days
15.0
U0169
0 years, male, NA, stage:T4N2M0, alive, 616 days
14.9
U0367
0 years, female, NA, stage:T3N1M0, alive, 3075 days
14.8
U0421
0 years, male, NA, stage:T3N1M0, alive, 674 days
14.8
U0239
0 years, male, NA, stage:T2N0M0, alive, 67 days
14.7
U0384
0 years, male, NA, stage:T2N1M1, alive, 1024 days
14.7
U0203
0 years, male, NA, stage:T3N0M0, dead, 827 days
14.7
U0127
0 years, female, NA, stage:T3N0M0, dead, 2753 days
14.7
U1017
0 years, male, NA, stage:T3N0M0, alive, 615 days
14.6
U0172
0 years, male, NA, stage:T4N0M0, dead, 678 days
14.6
U0277
0 years, male, NA, stage:T2N1M0, alive, 270 days
14.5
U0352
0 years, female, NA, stage:T4N2M0, dead, 385 days
14.4
U1352
0 years, male, NA, stage:T3N2M1, dead, 741 days
14.4
U0289
0 years, female, NA, stage:T3N0M0, alive, 3511 days
14.4
U1208
0 years, female, NA, stage:T1N0M0, alive, 834 days
14.4
U0100
0 years, female, NA, stage:T3N0M0, dead, 1920 days
14.3
U3043
0 years, female, NA, stage:T3N2M0, alive, 287 days
14.3
U1201
0 years, male, NA, stage:T3N2M0, alive, 1484 days
14.3
U1343
0 years, female, NA, stage:T4N2M0, alive, 3178 days
14.2
U1474
0 years, female, NA, stage:T1N0MX, alive, 2012 days
14.2
U2958
0 years, female, NA, stage:T1N0M0, alive, 536 days
14.1
U1483
0 years, female, NA, stage:T3N0M0, alive, 1094 days
14.1
U2848
0 years, female, NA, stage:T4N2M0, alive, 669 days
14.0
U0302
0 years, male, NA, stage:T1N0M0, alive, 892 days
14.0
U1264
0 years, female, NA, stage:T3N0M0, dead, 1583 days
14.0
U0467
0 years, female, NA, stage:T3N0M0, alive, 1848 days
13.9
U3022
0 years, male, NA, stage:T2N0M0, alive, 484 days
13.9
U0123
0 years, male, NA, stage:T3N0M0, dead, 1880 days
13.8
U3038
0 years, male, NA, stage:T3N0M0, alive, 328 days
13.8
U0217
0 years, female, NA, stage:T3N0M0, dead, 538 days
13.8
U0991
0 years, male, NA, stage:T4N2M0, dead, 534 days
13.7
U1401
0 years, female, NA, stage:T3N0M0, alive, 1482 days
13.7
U0347
0 years, female, NA, stage:T4N1M1, alive, 628 days
13.7
U2947
0 years, female, NA, stage:T3N0M0, alive, 543 days
13.6
U0340
0 years, female, NA, stage:T4N2M1, dead, 438 days
13.6
U0300
0 years, male, NA, stage:T2N0M0, alive, 974 days
13.6
U1369
0 years, male, NA, stage:T3N0M0, dead, 1604 days
13.6
U0448
0 years, male, NA, stage:T3N2M0, alive, 3615 days
13.6
U1276
0 years, male, NA, stage:T3N0M0, alive, 2474 days
13.5
U0297
0 years, female, NA, stage:T3N2M0, alive, 1196 days
13.5
U0269
0 years, female, NA, stage:T3N0M0, alive, 2530 days
13.5
U1366
0 years, male, NA, stage:T3N1M0, alive, 2010 days
13.4
U1034
0 years, male, NA, stage:T4N0M0, alive, 1575 days
13.4
U0323
0 years, male, NA, stage:T2N0M0, dead, 1016 days
13.4
U0373
0 years, female, NA, stage:T3N0M0, alive, 1822 days
13.4
U0967
0 years, male, NA, stage:T2N0M0, dead, 1691 days
13.3
U0229
0 years, female, NA, stage:TXN2M1, dead, 2115 days
13.3
U0396
0 years, male, NA, stage:T4N2M0, alive, 2243 days
13.3
U2780
0 years, male, NA, stage:T3N0M0, alive, 778 days
13.3
U3050
0 years, female, NA, stage:T3N0M0, alive, 407 days
13.3
U0125
0 years, female, NA, stage:T1N0M0, dead, 668 days
13.2
U0152
0 years, male, NA, stage:T3N1M0, alive, 989 days
13.2
U0416
0 years, male, NA, stage:T1N1M0, alive, 1228 days
13.2
U0447
0 years, male, NA, stage:T4N1M0, dead, 1819 days
13.2
U0441
0 years, female, NA, stage:T2N1M0, alive, 2738 days
13.2
U0180
0 years, male, NA, stage:T3N0M1, dead, 965 days
13.1
U0195
0 years, male, NA, stage:T3N0M0, alive, 3326 days
13.1
U1031
0 years, male, NA, stage:T1N1M0, alive, 1625 days
13.1
U1291
0 years, female, NA, stage:T3N0M0, alive, 2000 days
13.1
U0108
0 years, female, NA, stage:T3N0M1, alive, 535 days
13.1
U2948
0 years, female, NA, stage:T3N1M0, alive, 543 days
13.1
U1239
0 years, male, NA, stage:T2N0M0, dead, 1998 days
13.0
U0126
0 years, male, NA, stage:T3N0M0, dead, 2876 days
13.0
U0292
0 years, male, NA, stage:T4N1M0, alive, 1666 days
13.0
U0313
0 years, male, NA, stage:T4N1M0, dead, 1142 days
13.0
U0287
0 years, female, NA, stage:T2N0M0, alive, 1897 days
13.0
U0972
0 years, female, NA, stage:T1N0M0, alive, 2473 days
13.0
U0357
0 years, female, NA, stage:T3N0M0, alive, 2285 days
13.0
U0085
0 years, male, NA, stage:T4N1M0, dead, 1698 days
13.0
U0179
0 years, male, NA, stage:T3N1M0, dead, 1043 days
13.0
U0356
0 years, male, NA, stage:T4N1M0, alive, 536 days
13.0
U1062
0 years, female, NA, stage:T4N0M0, alive, 1689 days
13.0
U0328
0 years, male, NA, stage:T4N0M0, dead, 1362 days
13.0
U2953
0 years, female, NA, stage:T4aN0M0, alive, 541 days
12.9
U2753
0 years, female, NA, stage:T2N0M0, alive, 813 days
12.9
U0181
0 years, female, NA, stage:T1N0M0, alive, 3623 days
12.9
U2971
0 years, male, NA, stage:T4aN0M0, alive, 629 days
12.9
U2798
0 years, male, NA, stage:T3N0M0, alive, 751 days
12.9
U1007
0 years, male, NA, stage:T3N0M0, alive, 1333 days
12.9
U0112
0 years, female, NA, stage:T3N0M1, alive, 551 days
12.9
U0254
0 years, female, NA, stage:T3N1M0, alive, 659 days
12.9
U1018
0 years, male, NA, stage:T4N1M1, dead, 1693 days
12.9
U0400
0 years, male, NA, stage:T4N0M0, dead, 1073 days
12.9
U2861
0 years, male, NA, stage:T3N0M0, alive, 652 days
12.9
U0084
0 years, male, NA, stage:T3N0M0, dead, 1662 days
12.9
U0185
0 years, male, NA, stage:T1N0M0, alive, 1248 days
12.8
U0078
0 years, female, NA, stage:T3N0M0, alive, 1183 days
12.8
U0263
0 years, female, NA, stage:T3N0M1, alive, 362 days
12.8
U0171
0 years, female, NA, stage:T3N1M0, dead, 1920 days
12.7
U0275
0 years, female, NA, stage:T3N2M0, alive, 549 days
12.7
U0929
0 years, male, NA, stage:T4N1M0, alive, 436 days
12.7
U0115
0 years, female, NA, stage:T3N0M0, dead, 1738 days
12.7
U0915
0 years, female, NA, stage:T3N0M0, alive, 1613 days
12.7
U0465
0 years, male, NA, stage:T3N0M0, alive, 2383 days
12.7
U1253
0 years, female, NA, stage:T3N0M0, dead, 165 days
12.7
U0590
0 years, female, NA, stage:T3N0M0, alive, 661 days
12.7
U0348
0 years, female, NA, stage:T3N0M0, alive, 533 days
12.6
U0358
0 years, female, NA, stage:T4N1M0, alive, 2290 days
12.6
U1392
0 years, male, NA, stage:T3N0M0, alive, 1513 days
12.6
U1073
0 years, female, NA, stage:T3N1M0, alive, 1359 days
12.6
U0342
0 years, male, NA, stage:T4N2M0, alive, 305 days
12.6
U0257
0 years, male, NA, stage:T3N1M0, dead, 2508 days
12.6
U0146
0 years, female, NA, stage:T3N2M0, dead, 733 days
12.6
U0977
0 years, female, NA, stage:T4N2M0, dead, 140 days
12.5
U0345
0 years, female, NA, stage:T3N0M0, alive, 2127 days
12.5
U0260
0 years, male, NA, stage:T1N0M1, alive, 2928 days
12.5
U1220
0 years, male, NA, stage:T3N2M0, dead, 1953 days
12.5
U0361
0 years, male, NA, stage:T3N0M0, alive, 686 days
12.4
U3018
0 years, male, NA, stage:T4N1M0, alive, 463 days
12.4
U0268
0 years, male, NA, stage:T3N0M0, alive, 2978 days
12.4
U1104
0 years, female, NA, stage:T4N0M0, alive, 1109 days
12.4
U0445
0 years, female, NA, stage:T3N0M0, alive, 1851 days
12.4
U2956
0 years, female, NA, stage:T3N0M0, alive, 540 days
12.4
U1212
0 years, female, NA, stage:T2N0M0, alive, 69 days
12.4
U0319
0 years, male, NA, stage:T3N0M0, alive, 2801 days
12.4
U0004
0 years, female, NA, stage:T4N0M0, alive, 3649 days
12.4
U1486
0 years, female, NA, stage:T4N0M0, alive, 1606 days
12.4
U0122
0 years, female, NA, stage:T2N0M0, dead, 159 days
12.4
U1160
0 years, male, NA, stage:T3N1M0, alive, 1557 days
12.4
U0368
0 years, male, NA, stage:T2N0M0, alive, 801 days
12.3
U3029
0 years, male, NA, stage:T2N0M0, alive, 475 days
12.3
U0350
0 years, female, NA, stage:T4N0M0, alive, 770 days
12.2
U3008
0 years, female, NA, stage:T2N0M0, alive, 473 days
12.2
U0218
0 years, female, NA, stage:T3N0M0, alive, 714 days
12.2
U1099
0 years, female, NA, stage:T3N0M0, alive, 2068 days
12.2
U2754
0 years, male, NA, stage:T4N0M0, alive, 809 days
12.2
U0178
0 years, female, NA, stage:T3N1M0, dead, 2096 days
12.2
U0256
0 years, male, NA, stage:T3N0M0, alive, 738 days
12.2
U0091
0 years, male, NA, stage:T3N0M0, alive, 520 days
12.1
U0250
0 years, female, NA, stage:T4N0M0, dead, 906 days
12.1
U0221
0 years, male, NA, stage:T3N0M0, alive, 569 days
12.1
U0942
0 years, male, NA, stage:T3N0M0, alive, 665 days
12.1
U0223
0 years, male, NA, stage:T4N1M0, alive, 1812 days
12.0
U0111
0 years, male, NA, stage:T2N0M0, alive, 1117 days
12.0
U0107
0 years, male, NA, stage:T3N0M0, dead, 2354 days
12.0
U0227
0 years, female, NA, stage:T4N2M0, alive, 291 days
11.9
U3030
0 years, female, NA, stage:T3N0M0, alive, 380 days
11.9
U0094
0 years, female, NA, stage:T3N2M0, alive, 741 days
11.9
U0375
0 years, male, NA, stage:T3N0M0, dead, 666 days
11.9
U0106
0 years, female, NA, stage:T3N1M0, dead, 653 days
11.9
U0104
0 years, female, NA, stage:T4N0M0, dead, 1639 days
11.9
U0378
0 years, female, NA, stage:T4N1M0, dead, 815 days
11.8
U2942
0 years, male, NA, stage:T2N0M0, alive, 549 days
11.8
U0099
0 years, female, NA, stage:T3N0M0, dead, 986 days
11.8
U0382
0 years, female, NA, stage:T3N0M0, alive, 2550 days
11.8
U2928
0 years, male, NA, stage:T2N0M0, alive, 563 days
11.8
U0161
0 years, male, NA, stage:T4N2M1, alive, 42 days
11.8
U0449
0 years, female, NA, stage:T3N0M0, alive, 1851 days
11.8
U1349
0 years, female, NA, stage:T3N1M0, alive, 1899 days
11.8
U0442
0 years, male, NA, stage:T3N0M0, alive, 619 days
11.8
U2964
0 years, male, NA, stage:T3N1M0, alive, 637 days
11.8
U1396
0 years, female, NA, stage:T4N0M0, alive, 1168 days
11.7
U0312
0 years, female, NA, stage:T4N2M1, alive, 499 days
11.7
U0175
0 years, male, NA, stage:T3N2M0, alive, 1875 days
11.7
U0110
0 years, female, NA, stage:T3N1M1, dead, 878 days
11.7
U0411
0 years, female, NA, stage:T3N1M0, alive, 1868 days
11.6
U0460
0 years, female, NA, stage:T3N0M0, dead, 2069 days
11.6
U1044
0 years, male, NA, stage:T4N0M0, alive, 3146 days
11.6
U1060
0 years, male, NA, stage:T3N0M0, alive, 2442 days
11.6
U0413
0 years, male, NA, stage:T2N0M0, alive, 1228 days
11.6
U0976
0 years, female, NA, stage:T3N2M0, dead, 97 days
11.6
U1041
0 years, male, NA, stage:T2N0M0, alive, 1108 days
11.6
U2975
0 years, male, NA, stage:T4N1M0, alive, 514 days
11.6
U2782
0 years, male, NA, stage:T3N1M1, alive, 773 days
11.6
U0332
0 years, female, NA, stage:T3N0M0, alive, 2101 days
11.6
U0333
0 years, female, NA, stage:T3N2M0, dead, 1959 days
11.5
U0401
0 years, male, NA, stage:T4N1M0, alive, 1715 days
11.5
U0438
0 years, female, NA, stage:T3N0M0, alive, 2009 days
11.5
U0403
0 years, male, NA, stage:T3N1M1, dead, 1809 days
11.5
U3100
0 years, male, NA, stage:T3N1M0, dead, 1608 days
11.5
U0950
0 years, female, NA, stage:T4N1M0, alive, 1834 days
11.5
U0189
0 years, female, NA, stage:T3N0M0, dead, 1823 days
11.5
U0399
0 years, female, NA, stage:T4N2M0, dead, 547 days
11.5
U0222
0 years, female, NA, stage:T3N2M1, alive, 1779 days
11.5
U0317
0 years, female, NA, stage:T3N2M0, alive, 3209 days
11.5
U0162
0 years, female, NA, stage:T3N0M0, alive, 1488 days
11.4
U0073
0 years, male, NA, stage:T4N0MX, dead, 318 days
11.4
U0183
0 years, male, NA, stage:T3N1M1, dead, 2957 days
11.4
U1421
0 years, female, NA, stage:T3N1M0, alive, 1905 days
11.4
U1086
0 years, female, NA, stage:T1N0M0, alive, 2907 days
11.4
U0262
0 years, female, NA, stage:T2N0M0, alive, 2534 days
11.3
U1074
0 years, male, NA, stage:T3N0M0, dead, 1043 days
11.3
U0124
0 years, female, NA, stage:T1N0M0, alive, 2430 days
11.3
U0070
0 years, male, NA, stage:T1N0M0, dead, 1319 days
11.3
U1436
0 years, female, NA, stage:T3N0M0, alive, 1745 days
11.3
U1045
0 years, female, NA, stage:T4N2M0, alive, 1239 days
11.3
U1246
0 years, female, NA, stage:T3N0M0, alive, 1441 days
11.3
U0369
0 years, female, NA, stage:T3N0M0, dead, 1095 days
11.3
U0984
0 years, female, NA, stage:T4N0M0, alive, 1287 days
11.3
U0066
0 years, male, NA, stage:T3N0M0, dead, 2486 days
11.3
U0063
0 years, male, NA, stage:T1N0M0, dead, 1779 days
11.2
U0429
0 years, female, NA, stage:T3N0M1, alive, 1099 days
11.2
U0069
0 years, female, NA, stage:T4N2M0, dead, 135 days
11.2
U0354
0 years, male, NA, stage:T3N1M0, alive, 430 days
11.2
U0349
0 years, male, NA, stage:T3N1M0, alive, 2682 days
11.2
U2882
0 years, female, NA, stage:T3N1M0, alive, 637 days
11.2
U0459
0 years, female, NA, stage:T3N0M0, alive, 966 days
11.2
U2774
0 years, female, NA, stage:T3N0M0, alive, 783 days
11.2
U1267
0 years, male, NA, stage:T3N1M0, dead, 2869 days
11.1
U2747
0 years, female, NA, stage:T4N1M0, dead, 54 days
11.1
U0463
0 years, male, NA, stage:T3N0M0, alive, 946 days
11.1
U0386
0 years, female, NA, stage:T4N1M1, alive, 2592 days
11.1
U0148
0 years, male, NA, stage:T3N0M0, alive, 1780 days
11.1
U0224
0 years, female, NA, stage:T3N0M0, alive, 2367 days
11.1
U1184
0 years, male, NA, stage:T4N1M0, alive, 290 days
11.0
U0307
0 years, male, NA, stage:T3N0M0, alive, 2921 days
11.0
U0198
0 years, male, NA, stage:T3N1M0, alive, 1272 days
11.0
U2837
0 years, female, NA, stage:T4N1M0, alive, 681 days
11.0
U1327
0 years, female, NA, stage:T3N0M0, alive, 1613 days
11.0
U0288
0 years, male, NA, stage:T1N0M0, alive, 1513 days
11.0
U0295
0 years, male, NA, stage:T3N0M0, dead, 2572 days
10.9
U0105
0 years, female, NA, stage:T2N0M0, dead, 2158 days
10.9
U0404
0 years, female, NA, stage:T3N2M0, dead, 204 days
10.9
U3122
0 years, female, NA, stage:T3N0M1, dead, 91 days
10.9
U0939
0 years, male, NA, stage:T3N1M0, alive, 2960 days
10.9
U0231
0 years, female, NA, stage:T2N0M0, alive, 991 days
10.9
U0376
0 years, male, NA, stage:T2N1M0, alive, 965 days
10.9
U1321
0 years, male, NA, stage:T3N1M0, alive, 2578 days
10.9
U0170
0 years, male, NA, stage:T4N1M0, dead, 832 days
10.8
U0186
0 years, female, NA, stage:T2N0M0, alive, 3726 days
10.8
U0109
0 years, female, NA, stage:T4N2M1, alive, 144 days
10.8
U1472
0 years, female, NA, stage:T3N1M0, alive, 1316 days
10.8
U0916
0 years, female, NA, stage:T3N0M0, alive, 1578 days
10.8
U0165
0 years, female, NA, stage:T2N0M0, alive, 1702 days
10.8
U1065
0 years, female, NA, stage:T3N2M0, alive, 2954 days
10.7
U0315
0 years, female, NA, stage:T2N0M0, alive, 1973 days
10.7
U1447
0 years, male, NA, stage:T4N1M0, alive, 988 days
10.7
U0121
0 years, male, NA, stage:T4N2M0, alive, 655 days
10.7
U2819
0 years, female, NA, stage:T3N0M0, alive, 708 days
10.7
U0898
0 years, female, NA, stage:T4aN0M0, dead, 340 days
10.7
U1432
0 years, female, NA, stage:T3N1M0, alive, 577 days
10.6
U1122
0 years, female, NA, stage:T3N2M0, alive, 1675 days
10.6
U1228
0 years, male, NA, stage:T3N0M0, alive, 1333 days
10.6
U0163
0 years, male, NA, stage:T4N0M0, alive, 697 days
10.6
U1258
0 years, male, NA, stage:T3N1M0, alive, 1373 days
10.6
U0394
0 years, male, NA, stage:T2N1M0, alive, 969 days
10.6
U0355
0 years, male, NA, stage:T4N1M0, dead, 1038 days
10.5
U0119
0 years, female, NA, stage:T3N0M0, alive, 3259 days
10.5
U1013
0 years, female, NA, stage:T2N1M0, alive, 1439 days
10.5
U0383
0 years, male, NA, stage:T3N2M1, dead, 595 days
10.5
U0316
0 years, male, NA, stage:T3N2M0, alive, 2012 days
10.5
U0134
0 years, male, NA, stage:T3N0M0, alive, 2009 days
10.4
U0428
0 years, male, NA, stage:T4N1M1, alive, 1016 days
10.4
U1130
0 years, male, NA, stage:T2N1M0, alive, 913 days
10.4
U0235
0 years, female, NA, stage:T3N0M0, alive, 1327 days
10.4
U0309
0 years, female, NA, stage:T3N0M0, dead, 1898 days
10.4
U0966
0 years, male, NA, stage:T4N0M0, dead, 1513 days
10.3
U0385
0 years, male, NA, stage:T3N0M0, alive, 902 days
10.3
U2999
0 years, female, NA, stage:T2N0M0, alive, 581 days
10.3
U0083
0 years, male, NA, stage:T4N0M0, dead, 731 days
10.3
U0453
0 years, male, NA, stage:T3N0M0, alive, 2859 days
10.3
U1145
0 years, female, NA, stage:T3N0M0, dead, 445 days
10.3
U0129
0 years, male, NA, stage:T4N0M0, dead, 1265 days
10.2
U0370
0 years, female, NA, stage:T3N0M0, alive, 1047 days
10.2
U0151
0 years, female, NA, stage:T3N0M0, alive, 2014 days
10.2
U0446
0 years, male, NA, stage:T2N0M0, alive, 1446 days
10.1
U1274
0 years, male, NA, stage:T2N1M0, alive, 1198 days
10.1
U1332
0 years, male, NA, stage:T3N0M0, alive, 1672 days
10.1
U1257
0 years, male, NA, stage:T3N0M0, alive, 833 days
10.1
U1346
0 years, female, NA, stage:T3N0M0, alive, 1137 days
10.1
U1102
0 years, male, NA, stage:T2N0M0, alive, 1354 days
10.1
U0133
0 years, female, NA, stage:T3N0M0, alive, 773 days
10.1
U0397
0 years, male, NA, stage:T4N0M0, alive, 1663 days
10.0
U1127
0 years, female, NA, stage:T3N0M0, alive, 3465 days
10.0
U1303
0 years, male, NA, stage:T4N1M0, alive, 2283 days
10.0
U1111
0 years, female, NA, stage:T3N0M0, dead, 1631 days
10.0
U1114
0 years, female, NA, stage:TXNXM1, dead, 473 days
10.0
U0306
0 years, male, NA, stage:T3N1M0, dead, 717 days
10.0
U0208
0 years, female, NA, stage:T3N1M0, dead, 1233 days
10.0
U2842
0 years, female, NA, stage:T4N2M0, alive, 675 days
9.9
U2889
0 years, male, NA, stage:T4N0M0, alive, 623 days
9.9
U0362
0 years, male, NA, stage:T3N0M0, alive, 1148 days
9.9
U2792
0 years, male, NA, stage:T2N1M0, alive, 758 days
9.9
U1040
0 years, male, NA, stage:T2N0M0, alive, 1029 days
9.9
U0092
0 years, male, NA, stage:T3N0M0, alive, 2779 days
9.9
U0177
0 years, female, NA, stage:T3N0M0, alive, 355 days
9.8
U0882
0 years, male, NA, stage:T3N0M0, alive, 1675 days
9.8
U1235
0 years, female, NA, stage:T2N0M0, alive, 1319 days
9.8
U0247
0 years, female, NA, stage:T3N1M0, alive, 2538 days
9.8
U0303
0 years, female, NA, stage:T3N0M0, alive, 2847 days
9.8
U0390
0 years, male, NA, stage:T3N1M0, alive, 871 days
9.8
U0970
0 years, female, NA, stage:T4N1M0, alive, 939 days
9.8
U0270
0 years, female, NA, stage:T1N0M0, alive, 2187 days
9.8
U0336
0 years, female, NA, stage:T3N0M0, alive, 1100 days
9.8
U0068
0 years, female, NA, stage:T3N1M0, alive, 1991 days
9.7
U1037
0 years, male, NA, stage:T4N0M0, alive, 1658 days
9.7
U0145
0 years, male, NA, stage:T3N1M1, alive, 623 days
9.7
U0156
0 years, female, NA, stage:T4N1M0, alive, 1573 days
9.7
U0933
0 years, male, NA, stage:T3N2M0, dead, 1960 days
9.7
U1454
0 years, female, NA, stage:T3N0M0, alive, 393 days
9.7
U0327
0 years, male, NA, stage:T4N0M0, alive, 833 days
9.7
U2995
0 years, female, NA, stage:T3N1M0, alive, 491 days
9.7
U0102
0 years, female, NA, stage:T4N2M0, dead, 670 days
9.7
U0955
0 years, female, NA, stage:T3N0M0, alive, 2170 days
9.6
U1046
0 years, female, NA, stage:T4N2M1, dead, 697 days
9.6
U0427
0 years, male, NA, stage:T2N0M0, alive, 1193 days
9.5
U1162
0 years, male, NA, stage:T2N1M0, dead, 354 days
9.5
U1338
0 years, female, NA, stage:T4N1M0, dead, 716 days
9.5
U1078
0 years, female, NA, stage:T3N0M0, alive, 1016 days
9.4
U0433
0 years, male, NA, stage:T4N1M1, dead, 440 days
9.4
U2843
0 years, female, NA, stage:T3N0M0, alive, 674 days
9.4
U1107
0 years, male, NA, stage:T3N0M0, alive, 329 days
9.4
U0321
0 years, female, NA, stage:T3N0M0, alive, 1029 days
9.3
U0131
0 years, female, NA, stage:T4N2M1, alive, 238 days
9.3
U0398
0 years, female, NA, stage:T3N0M0, alive, 721 days
9.3
U1120
0 years, male, NA, stage:T4N1M1, alive, 823 days
9.3
U0240
0 years, female, NA, stage:T3N1M0, dead, 800 days
9.3
U1304
0 years, female, NA, stage:TXNXM0, alive, 1081 days
9.3
U0267
0 years, male, NA, stage:T4N0M0, dead, 445 days
9.2
U0344
0 years, male, NA, stage:T2N1M0, dead, 818 days
9.2
U0117
0 years, female, NA, stage:T2N0M0, dead, 1078 days
9.2
U0075
0 years, male, NA, stage:T3N0M0, dead, 3 days
9.2
U0439
0 years, male, NA, stage:T3N1M0, alive, 1418 days
9.2
U0381
0 years, male, NA, stage:T3N1M0, dead, 71 days
9.2
U0456
0 years, male, NA, stage:T4N0M0, dead, 2222 days
9.2
U3005
0 years, male, NA, stage:T3N0M0, alive, 478 days
9.2
U0335
0 years, female, NA, stage:T3N1M0, alive, 2464 days
9.1
U2927
0 years, male, NA, stage:T3N1M0, alive, 564 days
9.1
U1067
0 years, male, NA, stage:T3N0M0, alive, 1570 days
9.1
U1374
0 years, male, NA, stage:T4N0M0, alive, 827 days
9.0
U0204
0 years, male, NA, stage:T3N0M0, dead, 770 days
9.0
U0215
0 years, male, NA, stage:T3N0M0, alive, 1269 days
9.0
U0392
0 years, male, NA, stage:T3N2M0, alive, 489 days
9.0
U0153
0 years, female, NA, stage:T3N0M0, dead, 1718 days
8.9
U0338
0 years, female, NA, stage:T3N0M0, alive, 1016 days
8.9
U0389
0 years, female, NA, stage:T3N1M0, dead, 927 days
8.9
U0443
0 years, male, NA, stage:T3N0M0, alive, 1677 days
8.9
U0426
0 years, male, NA, stage:T3N0M0, dead, 976 days
8.9
U2803
0 years, male, NA, stage:T3N1M0, alive, 744 days
8.8
U0987
0 years, female, NA, stage:T3N0M0, alive, 2482 days
8.8
U1240
0 years, male, NA, stage:T4N0M0, alive, 765 days
8.8
U1069
0 years, female, NA, stage:T3N0M0, dead, 2187 days
8.8
U2896
0 years, female, NA, stage:T3N1M0, alive, 609 days
8.8
U1473
0 years, female, NA, stage:T3N0M0, alive, 1553 days
8.8
U0214
0 years, male, NA, stage:T4N1M1, alive, 788 days
8.7
U0473
0 years, male, NA, stage:T3N1M0, alive, 786 days
8.7
U0444
0 years, female, NA, stage:T4N1M0, alive, 1841 days
8.7
U1047
0 years, female, NA, stage:T4N2M0, alive, 3592 days
8.7
U0233
0 years, female, NA, stage:T3N1M0, alive, 975 days
8.6
U0365
0 years, female, NA, stage:T4N1M0, dead, 313 days
8.6
U0234
0 years, male, NA, stage:T1N1M0, alive, 990 days
8.6
U0274
0 years, male, NA, stage:T3N0M0, dead, 1570 days
8.6
U0168
0 years, male, NA, stage:T3N0M0, dead, 948 days
8.6
U3025
0 years, male, NA, stage:T4N2M1, alive, 377 days
8.6
U0420
0 years, male, NA, stage:T4N1M1, alive, 417 days
8.6
U1347
0 years, female, NA, stage:T3N0M0, alive, 1401 days
8.5
U0266
0 years, female, NA, stage:T3N1M0, dead, 2221 days
8.4
U0999
0 years, male, NA, stage:T3N2M0, alive, 860 days
8.4
U0934
0 years, female, NA, stage:T3N0M0, alive, 1185 days
8.3
U2935
0 years, male, NA, stage:T4N1M0, alive, 555 days
8.3
U0318
0 years, male, NA, stage:T3N0M0, alive, 762 days
8.3
U0326
0 years, female, NA, stage:T3N0M0, alive, 3178 days
8.3
U0158
0 years, male, NA, stage:T1N0M0, dead, 3101 days
8.3
U1188
0 years, female, NA, stage:T3N0M0, dead, 967 days
8.2
U0082
0 years, female, NA, stage:T3N1M0, dead, 2339 days
8.2
U0259
0 years, female, NA, stage:T4N2M0, alive, 76 days
8.1
U1292
0 years, female, NA, stage:T4N1M0, alive, 1147 days
8.1
U1022
0 years, male, NA, stage:T4N2M0, dead, 61 days
8.1
U0246
0 years, female, NA, stage:T4N0M0, dead, 1192 days
8.1
U0182
0 years, female, NA, stage:T4N1M0, dead, 260 days
8.0
U0142
0 years, female, NA, stage:T4N1M0, alive, 2340 days
8.0
U0589
0 years, female, NA, stage:T3N0M0, alive, 1176 days
8.0
U3000
0 years, female, NA, stage:T3N0M0, alive, 584 days
8.0
U1071
0 years, female, NA, stage:T4N0M1, alive, 1514 days
8.0
U1344
0 years, female, NA, stage:T3N1M0, alive, 1450 days
8.0
U1150
0 years, female, NA, stage:T3N0M0, alive, 15 days
7.9
U0193
0 years, male, NA, stage:T3N1M0, dead, 876 days
7.9
U2902
0 years, female, NA, stage:T2N0M0, alive, 596 days
7.8
U0280
0 years, male, NA, stage:T3N1M1, alive, 2731 days
7.8
U1158
0 years, female, NA, stage:T3N1M0, alive, 721 days
7.8
U1095
0 years, female, NA, stage:T3N1M1, alive, 2425 days
7.8
U2959
0 years, male, NA, stage:T3N2M0, alive, 536 days
7.8
U0451
0 years, female, NA, stage:T4N2M0, alive, 3023 days
7.8
U1075
0 years, female, NA, stage:T3N0M0, alive, 1290 days
7.7
U0095
0 years, male, NA, stage:T4N1M0, dead, 1034 days
7.6
U1032
0 years, male, NA, stage:T3N1M0, alive, 2113 days
7.6
U0252
0 years, male, NA, stage:T3N1M0, dead, 1761 days
7.6
U0993
0 years, male, NA, stage:T4N2M0, alive, 1267 days
7.5
U1250
0 years, male, NA, stage:T2N0M0, alive, 597 days
7.5
U0154
0 years, male, NA, stage:T3N0M0, alive, 820 days
7.5
U1129
0 years, male, NA, stage:T3N0M0, dead, 118 days
7.5
U0435
0 years, female, NA, stage:T2N0M0, alive, 3616 days
7.5
U0187
0 years, male, NA, stage:T3N2M0, alive, 1632 days
7.4
U2981
0 years, male, NA, stage:T3N0M0, alive, 508 days
7.4
U0209
0 years, male, NA, stage:T3N1M0, alive, 2109 days
7.4
U0211
0 years, female, NA, stage:T3N1M0, alive, 1236 days
7.3
U0253
0 years, female, NA, stage:T3N0M0, alive, 958 days
7.3
U0002
0 years, female, NA, stage:T3N2M0, alive, 3691 days
7.3
U1147
0 years, male, NA, stage:T3N0M0, dead, 282 days
7.3
U0281
0 years, male, NA, stage:T3N2M0, alive, 933 days
7.2
U0236
0 years, male, NA, stage:T3N1M0, alive, 1842 days
7.2
U0960
0 years, male, NA, stage:T3N0M0, alive, 1009 days
7.0
U3037
0 years, male, NA, stage:T3N1M0, alive, 405 days
6.9
U0149
0 years, female, NA, stage:T3N2M0, alive, 1715 days
6.9
U0157
0 years, male, NA, stage:T4N0M0, dead, 131 days
6.8
U0938
0 years, female, NA, stage:T3N0M0, dead, 1231 days
6.8
U0098
0 years, male, NA, stage:T3N0M0, dead, 2473 days
6.8
U1213
0 years, female, NA, stage:T2N0M0, alive, 560 days
6.8
U0113
0 years, male, NA, stage:T4N2M0, alive, 1102 days
6.8
U0450
0 years, female, NA, stage:T3N1M0, alive, 763 days
6.7
U0424
0 years, male, NA, stage:T3N0M0, alive, 2192 days
6.7
U1252
0 years, female, NA, stage:T4N2M0, alive, 1309 days
6.7
U1446
0 years, female, NA, stage:T3N0M0, alive, 2314 days
6.5
U1183
0 years, male, NA, stage:T4N2M0, alive, 959 days
6.4
U2891
0 years, male, NA, stage:T3N1M0, alive, 619 days
6.1
U1141
0 years, female, NA, stage:T4N1M1, dead, 596 days
6.1
U1072
0 years, male, NA, stage:T1N0M0, alive, 1446 days
6.0
U0436
0 years, male, NA, stage:T4N1M1, alive, 960 days
5.8
U2856
0 years, female, NA, stage:T4N1M1, alive, 660 days
5.7
U0101
0 years, male, NA, stage:T3N1M1, alive, 1878 days
5.7
U0472
0 years, male, NA, stage:TXN2M0, alive, 542 days
5.7
U0089
0 years, female, NA, stage:T1NXM0, dead, 2365 days
5.5
U0249
0 years, female, NA, stage:T4N2M0, dead, 874 days
5.5
U1059
0 years, male, NA, stage:T3N1M0, alive, 2790 days
5.5
U1317
0 years, male, NA, stage:T4N1M0, alive, 965 days
5.3
U0377
0 years, female, NA, stage:T3N2M0, alive, 3720 days
5.0
U0087
0 years, female, NA, stage:T3N2M0, dead, 337 days
4.7
U0248
0 years, male, NA, stage:T3N0M0, alive, 1870 days
4.0
U1384
0 years, male, NA, stage:T4N1M0, alive, 1319 days
0.4
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.
RAB4A 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
16.7
Number of samples
88
Samples
Sample
Description
TPM
TCGA-EI-6882-01A
0 years, male, white, stage:Stage IIA, alive, 262 days
28.8
TCGA-AH-6903-01A
0 years, male, white, stage:Stage IIIB, alive, 592 days
28.8
TCGA-F5-6863-01A
0 years, female, white, stage:Stage IIIB, dead, 361 days
28.1
TCGA-AH-6643-01A
0 years, male, white, stage:Stage IIIC, dead, 1314 days
27.3
TCGA-G5-6572-01A
0 years, male, white, stage:'--, dead, 1432 days
26.8
TCGA-AF-6136-01A
0 years, female, white, stage:Stage IIIB, alive, 741 days
26.2
TCGA-AF-6672-01A
0 years, male, white, stage:Stage IV, alive, 748 days
24.9
TCGA-EF-5831-01A
0 years, male, white, stage:Stage IIA, alive, 127 days
22.8
TCGA-DC-6156-01A
0 years, male, white, stage:Stage IVA, alive, 943 days
22.4
TCGA-EI-6509-01A
0 years, male, white, stage:Stage IIIC, alive, 517 days
22.0
TCGA-F5-6813-01A
0 years, male, white, stage:Stage IIIC, dead, 598 days
21.8
TCGA-DC-6160-01A
0 years, male, white, stage:Stage I, alive, 1339 days
21.7
TCGA-G5-6235-01A
0 years, male, white, stage:Stage IIIB, alive, 1696 days
21.7
TCGA-AG-3732-01A
0 years, female, stage:Stage I, alive, 1003 days
21.6
TCGA-AH-6549-01A
0 years, male, white, stage:'--, alive, 532 days
21.6
TCGA-AH-6644-01A
0 years, male, white, stage:'--, alive, 838 days
21.6
TCGA-F5-6571-01A
0 years, female, white, stage:Stage IIA, alive, 1288 days
21.6
TCGA-EI-6881-01A
0 years, male, white, stage:Stage IIIA, alive, 499 days
21.4
TCGA-DC-6157-01A
0 years, male, black or african american, stage:Stage I, alive, 1581 days
21.3
TCGA-AG-4021-01A
0 years, female, stage:Stage IV, dead, 121 days
21.2
TCGA-DC-6682-01A
0 years, male, white, stage:Stage IIA, alive, 762 days
20.7
TCGA-CI-6621-01A
0 years, male, white, stage:Stage IIIB, alive, 419 days
20.4
TCGA-CL-4957-01A
0 years, female, stage:'--, dead, 425 days
20.3
TCGA-EI-6884-01A
0 years, male, white, stage:Stage IIIA, alive, 328 days
20.2
TCGA-CL-5917-01A
0 years, female, white, stage:Stage IIIC, alive, 2376 days
20.1
TCGA-EI-6506-01A
0 years, female, white, stage:Stage IIA, alive, 625 days
18.7
TCGA-F5-6814-01A
0 years, male, white, stage:Stage IIA, alive, 1131 days
18.5
TCGA-AH-6544-01A
0 years, male, white, stage:'--, alive, 1173 days
18.2
TCGA-CI-6622-01A
0 years, male, white, stage:Stage IIB, alive, 1362 days
17.9
TCGA-DC-5869-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 943 days
17.9
TCGA-DC-6683-01A
0 years, male, white, stage:Stage IIIB, alive, 762 days
17.8
TCGA-DC-6681-01A
0 years, female, white, stage:Stage IVA, alive, 790 days
17.6
TCGA-AF-2693-01A
0 years, male, white, stage:Stage I, alive, 1155 days
17.6
TCGA-F5-6812-01A
0 years, male, white, stage:Stage IIA, alive, 1110 days
17.5
TCGA-F5-6464-01A
0 years, female, white, stage:Stage IIIC, dead, 303 days
17.5
TCGA-AG-3742-01A
0 years, female, stage:Stage I, alive, 30 days
17.3
TCGA-DY-A0XA-01A
0 years, female, white, stage:Stage IIA, alive, 3846 days
17.3
TCGA-G5-6641-01A
0 years, male, white, stage:Stage IIIA, alive, 804 days
17.2
TCGA-F5-6465-01A
0 years, female, white, stage:Stage IIA, alive, 1506 days
16.6
TCGA-F5-6861-01A
0 years, female, white, stage:Stage IIA, alive, 1160 days
16.6
TCGA-DC-4749-01A
0 years, male, white, stage:Stage I, alive, 762 days
16.6
TCGA-EI-6513-01A
0 years, male, white, stage:Stage IIIB, alive, 497 days
16.5
TCGA-EI-7004-01A
0 years, female, white, stage:'--, alive, 257 days
16.5
TCGA-EI-6512-01A
0 years, female, white, stage:Stage IIIB, alive, 538 days
16.4
TCGA-AG-4022-01A
0 years, female, stage:Stage II, alive, 1400 days
16.4
TCGA-EI-6507-01A
0 years, male, white, stage:Stage IIA, alive, 607 days
16.4
TCGA-DY-A1DC-01A
0 years, female, white, stage:Stage IIA, dead, 1258 days
16.1
TCGA-AF-3911-01A
0 years, male, white, stage:Stage IIIC, alive, 1148 days
16.0
TCGA-DC-6158-01A
0 years, male, white, stage:Stage I, dead, 334 days
16.0
TCGA-EI-6885-01A
0 years, female, white, stage:Stage IV, alive, 415 days
15.9
TCGA-EI-6917-01A
0 years, male, white, stage:Stage IIIA, alive, 531 days
15.5
TCGA-EI-7002-01A
0 years, male, white, stage:Stage IV, alive, 364 days
15.5
TCGA-EF-5830-01A
0 years, male, white, stage:Stage IIB, alive, 106 days
15.3
TCGA-DY-A1DE-01A
0 years, female, white, stage:Stage IIA, alive, 3932 days
15.2
TCGA-EI-6514-01A
0 years, female, white, stage:Stage IIA, alive, 496 days
15.1
TCGA-BM-6198-01A
0 years, male, white, stage:Stage IIIB, alive, 646 days
15.0
TCGA-AH-6547-01A
0 years, female, white, stage:'--, dead, 76 days
14.6
TCGA-AF-A56N-01A
0 years, female, black or african american, stage:Stage IIA, alive, 360 days
14.5
TCGA-AG-3731-01A
0 years, male, stage:Stage IV, alive, 1126 days
14.2
TCGA-F5-6702-01A
0 years, male, white, stage:Stage IVA, dead, 869 days
14.2
TCGA-DC-4745-01A
0 years, female, white, stage:Stage IIIB, alive, 639 days
14.2
TCGA-AG-3902-01A
0 years, male, stage:Stage IIA, alive, 974 days
13.7
TCGA-EI-6508-01A
0 years, female, white, stage:Stage IIIB, alive, 636 days
13.7
TCGA-F5-6811-01A
0 years, female, white, stage:Stage IIA, alive, 979 days
13.4
TCGA-DC-5337-01A
0 years, male, white, stage:Stage I, alive, 792 days
13.4
TCGA-EI-6510-01A
0 years, female, white, stage:'--, alive, 556 days
13.4
TCGA-AG-3591-01A
0 years, female, stage:Stage IIA, alive, 1035 days
13.3
TCGA-AG-3592-01A
0 years, male, stage:Stage IIA, alive, 1035 days
12.9
TCGA-DT-5265-01A
0 years, male, asian, stage:Stage II, alive, 384 days
12.9
TCGA-DY-A1DG-01A
0 years, male, white, stage:Stage IVA, dead, 1566 days
12.9
TCGA-F5-6864-01A
0 years, female, white, stage:Stage IIIB, alive, 379 days
12.8
TCGA-AF-6655-01A
0 years, male, white, stage:Stage IIIA, alive, 609 days
12.7
TCGA-EI-6883-01A
0 years, male, white, stage:Stage IIC, alive, 350 days
12.3
TCGA-DC-6154-01A
0 years, female, white, stage:Stage IVA, alive, 365 days
12.1
TCGA-G5-6233-01A
0 years, male, white, stage:'--, dead, 556 days
11.8
TCGA-CI-6620-01A
0 years, female, white, stage:Stage IVA, alive, 1009 days
11.7
TCGA-AF-A56L-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 2007 days
11.5
TCGA-AF-2687-01A
0 years, male, white, stage:Stage IIIC, alive, 1427 days
10.7
TCGA-AF-5654-01A
0 years, female, white, stage:Stage I, dead, 512 days
10.7
TCGA-DY-A1DD-01A
0 years, female, white, stage:Stage IIIB, dead, 1741 days
10.3
TCGA-AF-A56K-01A
0 years, male, black or african american, stage:Stage IIA, alive, 2635 days
9.8
TCGA-AH-6897-01A
0 years, male, white, stage:Stage I, alive, 804 days
9.5
TCGA-DY-A1H8-01A
0 years, female, white, stage:Stage IIIA, dead, 992 days
9.3
TCGA-AF-4110-01A
0 years, male, white, stage:Stage IVA, alive, 912 days
9.2
TCGA-AF-2690-01A
0 years, female, white, stage:Stage IIIC, dead, 524 days
8.9
TCGA-EI-6511-01A
0 years, male, white, stage:Stage IIIB, alive, 482 days
8.6
TCGA-DY-A1DF-01A
0 years, female, white, stage:Stage IIIC, dead, 734 days
8.1
TCGA-DC-6155-01A
0 years, female, white, stage:Stage IIIA, alive, 425 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
RAB4A 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
11.3
Number of samples
207
Samples
Sample
Description
TPM
U0431
0 years, female, NA, stage:T3N1M0, alive, 695 days
21.1
U0216
0 years, male, NA, stage:T2N0M0, alive, 2684 days
20.9
U0296
0 years, male, NA, stage:T3N0M0, alive, 2610 days
20.5
U0147
0 years, female, NA, stage:T3N0M0, dead, 2085 days
20.2
U0418
0 years, male, NA, stage:T4N1M0, alive, 1246 days
19.4
U0605
0 years, male, NA, stage:T2N0M0, alive, 952 days
19.2
U3023
0 years, female, NA, stage:T2N0M0, alive, 404 days
19.1
U2994
0 years, female, NA, stage:T4N1M0, alive, 132 days
18.9
U0852
0 years, male, NA, stage:T3N2M1, alive, 1651 days
18.7
U0643
0 years, female, NA, stage:T2N1M0, dead, 1583 days
18.1
U0539
0 years, male, NA, stage:T4N2M0, alive, 2017 days
17.7
U0793
0 years, male, NA, stage:T3N1M1, dead, 195 days
17.6
U0562
0 years, female, NA, stage:T3N1M0, alive, 3092 days
17.5
U0498
0 years, female, NA, stage:T4N1M0, alive, 1906 days
17.1
U0079
0 years, male, NA, stage:T4N2M0, dead, 1891 days
16.5
U0276
0 years, male, NA, stage:T3N1M1, alive, 934 days
15.9
U0114
0 years, male, NA, stage:T3N0M0, alive, 1910 days
15.8
U3049
0 years, male, NA, stage:T2N0M0, alive, 533 days
15.7
U0532
0 years, male, NA, stage:T3N0M0, dead, 730 days
15.7
U0820
0 years, male, NA, stage:T3NXM1, dead, 622 days
15.2
U0645
0 years, male, NA, stage:T3N0M0, alive, 1567 days
15.1
U0359
0 years, male, NA, stage:T3N2M0, dead, 2443 days
15.0
U0422
0 years, female, NA, stage:T3N2M1, dead, 1710 days
14.8
U0293
0 years, male, NA, stage:T3N1M0, alive, 2717 days
14.7
U0802
0 years, male, NA, stage:T3N2M1, dead, 338 days
14.7
U0294
0 years, male, NA, stage:T4N0M1, alive, 561 days
14.5
U0514
0 years, female, NA, stage:T2N2M0, alive, 2799 days
14.4
U0173
0 years, male, NA, stage:T2N0M0, dead, 2375 days
14.4
U0512
0 years, male, NA, stage:T3N0M0, alive, 2550 days
14.3
U0809
0 years, female, NA, stage:T3N1M1, dead, 275 days
14.1
U0155
0 years, male, NA, stage:T2N0M0, dead, 1672 days
14.1
U0848
0 years, male, NA, stage:T3N1M1, dead, 1185 days
14.0
U0484
0 years, male, NA, stage:T4N2M0, alive, 1275 days
14.0
U2943
0 years, male, NA, stage:T3N0M0, alive, 189 days
13.9
U0282
0 years, male, NA, stage:T3N2M0, dead, 1869 days
13.8
U0417
0 years, female, NA, stage:T3N2M1, dead, 893 days
13.8
U0494
0 years, male, NA, stage:T4N2M0, alive, 1290 days
13.7
U0137
0 years, male, NA, stage:T3N1M0, dead, 1799 days
13.7
U0555
0 years, male, NA, stage:T3N2M0, alive, 2043 days
13.6
U0331
0 years, male, NA, stage:T3N1M1, dead, 906 days
13.5
U0030
0 years, female, NA, stage:T2N0M0, dead, 987 days
13.4
U2834
0 years, male, NA, stage:T3N1M0, alive, 323 days
13.3
U0243
0 years, female, NA, stage:T3N2M0, alive, 2975 days
13.1
U0814
0 years, female, NA, stage:T3N1M1, dead, 482 days
13.1
U0077
0 years, female, NA, stage:T2N0M0, dead, 588 days
13.0
U0641
0 years, female, NA, stage:T3N0M0, dead, 1626 days
13.0
U0405
0 years, male, NA, stage:T3N1M0, alive, 829 days
13.0
U0080
0 years, female, NA, stage:T3N0M0, dead, 489 days
12.9
U0671
0 years, male, NA, stage:T3N1M0, dead, 785 days
12.9
U0088
0 years, male, NA, stage:T3N1M1, dead, 260 days
12.9
U0568
0 years, male, NA, stage:T4N1M0, alive, 1287 days
12.8
U0415
0 years, male, NA, stage:T3N1M0, alive, 2526 days
12.8
U0657
0 years, female, NA, stage:T2N0M0, dead, 1109 days
12.7
U2972
0 years, male, NA, stage:T3N0M0, alive, 161 days
12.7
U0237
0 years, male, NA, stage:T3N1M0, alive, 2492 days
12.6
U0339
0 years, male, NA, stage:T3N2M0, alive, 2155 days
12.5
U0430
0 years, male, NA, stage:T3N2M0, dead, 2472 days
12.5
U0353
0 years, female, NA, stage:T1N0M0, alive, 2912 days
12.5
U0334
0 years, male, NA, stage:T3N1M0, alive, 3171 days
12.4
U0713
0 years, male, NA, stage:T2N0M0, alive, 359 days
12.4
U0648
0 years, female, NA, stage:T3N0M0, alive, 1415 days
12.2
U0343
0 years, female, NA, stage:T2N0M0, alive, 701 days
12.1
U2761
0 years, female, NA, stage:T3N1M0, alive, 447 days
12.1
U0803
0 years, female, NA, stage:T3N1M1, dead, 495 days
12.1
U0650
0 years, female, NA, stage:T2N2M0, alive, 1331 days
11.9
U0258
0 years, male, NA, stage:T4N1M2, dead, 195 days
11.9
U0600
0 years, male, NA, stage:T3N1M0, alive, 1659 days
11.8
U0220
0 years, male, NA, stage:T2N0M0, alive, 1066 days
11.8
U0192
0 years, male, NA, stage:T3N0M0, alive, 2081 days
11.8
U0230
0 years, female, NA, stage:T1N1M0, alive, 3152 days
11.7
U0695
0 years, male, NA, stage:T3N0M0, alive, 566 days
11.7
U0581
0 years, female, NA, stage:T3N2M0, alive, 1660 days
11.7
U0228
0 years, male, NA, stage:T2N0M0, alive, 963 days
11.7
U0391
0 years, female, NA, stage:T3N0M0, alive, 1179 days
11.7
U0750
0 years, female, NA, stage:T3N2M0, dead, 1393 days
11.7
U0594
0 years, male, NA, stage:T3N0M0, alive, 2852 days
11.6
U0299
0 years, female, NA, stage:T4N2M0, alive, 43426 days
11.6
U0545
0 years, male, NA, stage:T3N0M0, alive, 2340 days
11.6
U2991
0 years, female, NA, stage:T1N0M0, alive, 135 days
11.6
U0213
0 years, male, NA, stage:T3N1M0, alive, 3018 days
11.6
U0675
0 years, female, NA, stage:T4N1M0, dead, 89 days
11.6
U3047
0 years, male, NA, stage:T3N2M0, alive, 205 days
11.5
U0096
0 years, female, NA, stage:T4N2M1, dead, 257 days
11.5
U0603
0 years, male, NA, stage:T2N1M0, alive, 1904 days
11.5
U0849
0 years, female, NA, stage:T4N0M1, dead, 267 days
11.5
U0557
0 years, female, NA, stage:T3N2M0, alive, 2009 days
11.4
U0492
0 years, male, NA, stage:T3N2M0, alive, 1114 days
11.4
U0346
0 years, male, NA, stage:T4N2M0, alive, 1148 days
11.3
U2955
0 years, male, NA, stage:T3N1M0, alive, 181 days
11.3
U2960
0 years, male, NA, stage:T3N1M0, alive, 176 days
11.3
U0651
0 years, male, NA, stage:T3N0M0, alive, 1354 days
11.3
U0120
0 years, female, NA, stage:T3N0M0, alive, 3233 days
11.3
U0251
0 years, male, NA, stage:T2N0M0, alive, 1906 days
11.2
U0279
0 years, male, NA, stage:T2N1M0, dead, 176 days
11.2
U0380
0 years, male, NA, stage:T2N0M0, alive, 2155 days
11.2
U0591
0 years, male, NA, stage:T2N0M0, alive, 1023 days
11.2
U0457
0 years, male, NA, stage:T3N0M0, alive, 833 days
11.1
U0800
0 years, male, NA, stage:T3N2M1, dead, 411 days
11.1
U0656
0 years, male, NA, stage:T3N2M0, alive, 1150 days
11.1
U0865
0 years, female, NA, stage:T3N1M1, dead, 856 days
11.1
U0174
0 years, male, NA, stage:T3N0M0, alive, 450 days
11.0
U0558
0 years, female, NA, stage:T3N2M0, alive, 2011 days
11.0
U0132
0 years, male, NA, stage:T3N1M0, alive, 1798 days
11.0
U0805
0 years, male, NA, stage:T3N1M1, dead, 731 days
11.0
U0242
0 years, male, NA, stage:T3N0M0, alive, 2950 days
10.9
U0556
0 years, male, NA, stage:T3N2M0, alive, 2037 days
10.9
U0652
0 years, male, NA, stage:T3N0M0, alive, 1319 days
10.9
U0538
0 years, female, NA, stage:T3N1M0, alive, 1308 days
10.9
U0654
0 years, male, NA, stage:T3N2M0, alive, 1220 days
10.9
U0604
0 years, male, NA, stage:T3N1M0, alive, 1522 days
10.8
U0255
0 years, female, NA, stage:T3N2M0, dead, 1079 days
10.8
U0593
0 years, male, NA, stage:T4bN0M0, alive, 876 days
10.8
U0116
0 years, male, NA, stage:T3N1M0, dead, 930 days
10.7
U0468
0 years, female, NA, stage:T3N0M0, alive, 1921 days
10.7
U0578
0 years, male, NA, stage:T2N2M0, alive, 1724 days
10.7
U0454
0 years, male, NA, stage:T3N1M0, alive, 2997 days
10.7
U0553
0 years, female, NA, stage:T3N2M0, alive, 1704 days
10.6
U0595
0 years, male, NA, stage:T2N0M0, alive, 2535 days
10.6
U0857
0 years, male, NA, stage:T4N2M1, dead, 954 days
10.6
U0637
0 years, male, NA, stage:T3N1M0, alive, 1997 days
10.6
U0587
0 years, male, NA, stage:T3N1M0, alive, 2107 days
10.5
U0638
0 years, male, NA, stage:T2N0M0, alive, 1801 days
10.4
U0542
0 years, male, NA, stage:T3N2M0, dead, 1482 days
10.3
U0535
0 years, female, NA, stage:T4N1M0, alive, 2473 days
10.3
U0647
0 years, female, NA, stage:T3N0M0, alive, 1476 days
10.3
U0592
0 years, female, NA, stage:T2N0M0, dead, 670 days
10.2
U0466
0 years, male, NA, stage:T3N0M0, alive, 1381 days
10.2
U0388
0 years, male, NA, stage:T2N1M0, alive, 2186 days
10.1
U0305
0 years, male, NA, stage:T3N1M0, alive, 2676 days
10.0
U0861
0 years, female, NA, stage:T4N2M1, dead, 184 days
10.0
U0533
0 years, male, NA, stage:T3N2M0, alive, 2248 days
9.9
U0311
0 years, female, NA, stage:T3N1M0, alive, 1176 days
9.9
U0264
0 years, male, NA, stage:T4N2M0, alive, 2020 days
9.9
U0329
0 years, male, NA, stage:T3N1M0, dead, 805 days
9.9
U0423
0 years, female, NA, stage:T4N2M0, alive, 2735 days
9.9
U0519
0 years, male, NA, stage:T4N2M0, dead, 519 days
9.9
U0232
0 years, female, NA, stage:T2N0M0, dead, 994 days
9.8
U0366
0 years, male, NA, stage:T3NXM1, alive, 895 days
9.8
U0642
0 years, male, NA, stage:T3N0M0, alive, 1603 days
9.8
U0097
0 years, male, NA, stage:T3N0M1, dead, 2903 days
9.8
U0364
0 years, female, NA, stage:T4N2M1, dead, 151 days
9.8
U0572
0 years, female, NA, stage:T3N1M0, alive, 2621 days
9.8
U0602
0 years, male, NA, stage:T2N0M0, alive, 1385 days
9.7
U0565
0 years, male, NA, stage:T4N1M0, alive, 1452 days
9.7
U0402
0 years, female, NA, stage:T3N1M0, dead, 2487 days
9.7
U0640
0 years, male, NA, stage:T2N0M0, alive, 1696 days
9.7
U0434
0 years, male, NA, stage:T2N0M0, alive, 2558 days
9.7
U0508
0 years, male, NA, stage:T3N1M0, alive, 1120 days
9.7
U0325
0 years, male, NA, stage:T3N0M0, dead, 1947 days
9.6
U0118
0 years, female, NA, stage:T3N2M0, dead, 350 days
9.6
U0374
0 years, female, NA, stage:T2N0M0, alive, 1067 days
9.6
U0694
0 years, male, NA, stage:T4N0M0, dead, 489 days
9.5
U0804
0 years, female, NA, stage:T3N2M1, dead, 380 days
9.5
U0579
0 years, female, NA, stage:T4aN0M0, alive, 2845 days
9.5
U0086
0 years, female, NA, stage:T3N1M0, dead, 594 days
9.5
U0561
0 years, female, NA, stage:T3N2M0, alive, 1577 days
9.5
U0212
0 years, male, NA, stage:T3N0M1, alive, 1330 days
9.4
U0776
0 years, male, NA, stage:T4N2M0, alive, 1702 days
9.4
U0159
0 years, female, NA, stage:T3N1M0, alive, 1517 days
9.4
U0138
0 years, male, NA, stage:T3N1M0, dead, 2472 days
9.3
U0458
0 years, male, NA, stage:T3N2M0, alive, 1073 days
9.3
U0497
0 years, female, NA, stage:T3N1M0, alive, 1414 days
9.2
U0584
0 years, male, NA, stage:T3N2M0, alive, 2705 days
9.2
U0409
0 years, female, NA, stage:T3N1M0, alive, 934 days
9.2
U0284
0 years, male, NA, stage:T3N2M0, alive, 581 days
9.1
U0304
0 years, male, NA, stage:T3N2M0, alive, 2065 days
9.0
U0552
0 years, male, NA, stage:T3N2M0, alive, 1701 days
8.9
U0190
0 years, male, NA, stage:T3N0M0, alive, 2367 days
8.8
U0577
0 years, female, NA, stage:T3N2M0, alive, 2474 days
8.7
U0322
0 years, male, NA, stage:T4N2M0, alive, 1694 days
8.7
U0470
0 years, female, NA, stage:T2N2M0, alive, 961 days
8.7
U0241
0 years, female, NA, stage:T2N1M0, alive, 552 days
8.6
U0437
0 years, male, NA, stage:T1N1M0, alive, 849 days
8.6
U0407
0 years, male, NA, stage:T3N1M0, dead, 2027 days
8.6
U0511
0 years, female, NA, stage:T3N0M0, dead, 2387 days
8.5
U0663
0 years, female, NA, stage:T3N1M0, alive, 762 days
8.5
U2836
0 years, male, NA, stage:T3N0M0, alive, 322 days
8.5
U2764
0 years, male, NA, stage:T3N2M0, alive, 440 days
8.4
U0478
0 years, male, NA, stage:T4N2M0, alive, 2051 days
8.3
U0188
0 years, female, NA, stage:T3N1M0, alive, 2134 days
8.2
U0371
0 years, female, NA, stage:T3N0M0, alive, 2688 days
8.2
U0862
0 years, male, NA, stage:T4N2M1, dead, 1064 days
8.1
U0194
0 years, male, NA, stage:T3N1M0, alive, 680 days
8.0
U0601
0 years, female, NA, stage:T4N1M0, alive, 1368 days
8.0
U0205
0 years, female, NA, stage:T3N2M0, alive, 2984 days
8.0
U0534
0 years, female, NA, stage:T3N2M0, alive, 1361 days
8.0
U0406
0 years, female, NA, stage:T4N2M1, dead, 778 days
8.0
U0686
0 years, female, NA, stage:T4bN0M0, dead, 123 days
8.0
U0140
0 years, male, NA, stage:T3N2M0, alive, 2655 days
7.9
U0666
0 years, male, NA, stage:T3N1M0, alive, 709 days
7.8
U0271
0 years, female, NA, stage:T3N1M0, alive, 2414 days
7.7
U0298
0 years, male, NA, stage:T3N1M0, alive, 513 days
7.7
U0128
0 years, female, NA, stage:T3N1M0, alive, 449 days
7.6
U0238
0 years, male, NA, stage:T3N0M0, dead, 868 days
7.6
U0351
0 years, female, NA, stage:T3N2M0, alive, 2886 days
7.6
U0324
0 years, female, NA, stage:T4N1M0, alive, 938 days
7.5
U0707
0 years, male, NA, stage:T3N1M0, alive, 518 days
7.4
U0001
0 years, female, NA, stage:T3N0M0, alive, 3188 days
7.4
U0502
0 years, male, NA, stage:T4N1M0, alive, 1065 days
7.3
U2779
0 years, male, NA, stage:T3N0M0, alive, 419 days
7.2
U0596
0 years, male, NA, stage:T3N0M0, alive, 2233 days
7.0
U0550
0 years, male, NA, stage:T3N2M0, alive, 2191 days
6.9
U0649
0 years, male, NA, stage:T2N0M0, alive, 1424 days
6.8
U0658
0 years, male, NA, stage:T3N2M0, alive, 1108 days
6.5
U0576
0 years, male, NA, stage:T3N2M0, alive, 2540 days
6.5
U0485
0 years, male, NA, stage:T3N0M0, dead, 2737 days
6.4
U0093
0 years, male, NA, stage:T3N2M0, dead, 1118 days
4.8
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COLON ADENOCARCINOMA - Protein relative expression (CPTAC)
Number of samples
197
Samples
Sample ID
Sample type
nRPX
642fc6c3-8d4a-4e3d-ad0a-cc088a_D2
Tumor
0.8
b605fafc-f7dd-44cc-9c86-da04e3_D2
Tumor
0.5
7fd2eea8-bf99-4f97-8b9e-fb703f_D2
Normal
0.5
d0511ea6-43c3-4c61-b08e-cf49b7_D3
Tumor
0.5
c6ae57a7-65a0-438e-bae2-97b1c8_D3
Tumor
0.4
515040a4-bbfb-4a15-9e53-e7b6e6_D2
Normal
0.4
d8805fa4-30f9-4417-907e-fdc50c_D2
Normal
0.4
8cc7e656-0152-4359-8566-0581c3
Tumor
0.4
b2400046-1d25-429d-a821-6040a6
Tumor
0.4
233ec093-9a30-4ef4-a12c-91757e_D2
Normal
0.4
9a6879b1-4f78-4ac6-9fca-dad049_D2
Normal
0.4
694e8df1-d9ee-473b-bec1-4f9237_D2
Normal
0.4
bd67de01-ad7d-431a-9ad6-4dd5a1
Tumor
0.3
63c1f7ac-b1ae-4c28-95aa-ce21e5_D2
Normal
0.3
da747cee-5026-4923-af63-ad9f81_D2
Normal
0.3
019cd0c0-733d-4b25-90e3-d54ce0_D2
Normal
0.3
c1b66358-d103-493c-b8ec-92c43b_D1
Tumor
0.3
b871c0c1-a97b-4ac1-887c-0317b6_D2
Normal
0.3
a90eb718-6a8f-4cbf-89c1-f9e9bd_D2
Tumor
0.3
c307b7b0-534a-45fa-a420-35f773_D2
Normal
0.3
974e136f-7020-4a38-b9c1-094df9_D2
Normal
0.3
da95f6f8-be46-4ed8-a493-2c99f0_D2
Normal
0.3
067db520-1b1f-4569-9414-e37a6e_D2
Normal
0.3
43bc845e-d22e-4c10-b3e8-bc54e6_D2
Normal
0.3
cd3a9d59-bf13-48f3-ae97-bdbca4_D2
Normal
0.3
8b9e4266-7754-4f2c-ac9e-329905_D2
Tumor
0.3
4b263734-430f-41dc-a296-8691f0_D3
Tumor
0.3
df479b07-bbf6-472d-a580-c3fd0c_D2
Normal
0.2
54565eae-05c5-4dae-bde9-ae4874_D2
Normal
0.2
b2978e90-cd2a-4665-b1bf-508a99_D2
Normal
0.2
64ed43a2-f083-43cb-9d0d-118495_D2
Normal
0.2
a313f6ef-5994-4d49-9e66-c26911_D2
Normal
0.2
87408d9e-4029-4e8f-b14c-8efc04_D3
Tumor
0.2
cd6a4013-2958-44b9-a4f1-45c9e4_D2
Tumor
0.2
efee6bb9-69dd-46c2-85b3-b55962_D2
Normal
0.2
f5ed5ebc-881d-456a-80d7-42c9e7_D2
Normal
0.2
5271982c-5de1-4d6e-b414-b1f3ef_D2
Tumor
0.2
e1cd3d70-132b-452f-ba10-026721_D2
Tumor
0.2
01d1ffca-4235-4dfe-bf62-56f71d_D3
Tumor
0.2
5a3aa99d-ca10-45f6-939f-12392a_D2
Normal
0.2
5347d2ce-df0c-4d81-a3e2-22db11_D2
Normal
0.2
411d9597-c785-4de5-b449-29a80d_D2
Normal
0.2
7784e2e5-c0e1-4b85-8cc1-7faac8_D2
Normal
0.2
8fab37a4-cdf9-4ce8-9081-7b9148_D2
Normal
0.2
154115ac-2ec2-439d-b55e-0464ee_D2
Normal
0.2
87b0e853-43ea-4efb-8a22-dd221f_D2
Normal
0.2
377cdd37-d1bd-4042-997e-478a0f_D2
Normal
0.2
591fb460-703a-437d-8d9a-ff2a35_D3
Tumor
0.2
c8694e31-2c8f-4eb6-a7ef-a137d9_D3
Tumor
0.2
0784c7b3-e6a4-42a8-9288-eb4ba0_D2
Normal
0.2
8980bb9d-65c1-41cb-9f90-dddd5f_D2
Normal
0.2
2666323d-522f-4f0a-823c-ff8866_D2
Normal
0.2
51590333-cfe5-4ce5-b8ff-58fa3c_D2
Normal
0.2
aa0f5b40-3290-4255-8f4d-f45d4e_D3
Tumor
0.2
23e938d0-92b8-4aea-90c1-4385df_D2
Normal
0.2
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Normal
0.1
903d5fe0-970a-47be-a97f-3cc914_D2
Normal
0.1
a467b905-fc0b-427b-8753-6d38dd_D3
Tumor
0.1
c9730cb4-b52c-4ca8-9652-4509d0_D2
Tumor
0.1
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Normal
0.1
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Normal
0.1
16ac8458-5200-4302-9ad0-b311df_D2
Normal
0.1
8960a27e-69d8-4ec8-a795-c6cf8a_D3
Tumor
0.1
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Normal
0.1
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Normal
0.1
9bf309bc-0fb6-4060-aba2-888eb3_D2
Tumor
0.1
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Normal
0.1
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Tumor
0.1
41a04113-2061-4923-bca5-da586c_D2
Normal
0.1
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Normal
0.1
fc9b09af-23b8-4ffe-b6c6-41236d_D2
Normal
0.1
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Tumor
0.1
3a17283c-a0f4-4514-956b-080d11_D2
Normal
0.1
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Normal
0.1
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Normal
0.1
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Tumor
0.1
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Normal
0.1
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Tumor
0.1
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Normal
0.1
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Normal
0.1
5de06adb-e00d-4114-8d76-04bd30_D2
Normal
0.1
1fbb1add-4660-4ec1-b8c2-360f9f_D2
Normal
0.1
573048dd-2502-40e0-8e8c-c41bb8_D3
Tumor
0.1
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Tumor
0.1
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Tumor
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
325b5314-6f3c-4d79-9b36-4e7ded_D2
Normal
0.1
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Tumor
0.1
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Tumor
0.1
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Normal
0.1
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Normal
0.1
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Tumor
0.1
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Tumor
0.1
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Tumor
0.1
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Tumor
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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Tumor
0.1
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Normal
0.1
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Tumor
0.1
348f6009-e1be-44d2-a093-9ca844_D2
Normal
0.1
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Normal
0.1
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Tumor
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
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Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
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Tumor
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
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Normal
0.0
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Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
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Normal
0.0
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Normal
0.0
5cf5e61d-21ff-4678-9126-14e9bb_D2
Normal
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
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Tumor
-0.1
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Normal
-0.1
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Tumor
-0.1
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Tumor
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Normal
-0.1
206f3bd9-f62c-4663-8fdb-5b731b_D2
Normal
-0.1
5da00abd-5fa7-4deb-95f1-7982e0_D3
Tumor
-0.1
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Tumor
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Tumor
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Tumor
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Tumor
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Tumor
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Tumor
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Normal
-0.1
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Tumor
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Normal
-0.1
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Tumor
-0.1
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Normal
-0.1
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Tumor
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Normal
-0.1
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Tumor
-0.1
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Normal
-0.1
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Tumor
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Tumor
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Tumor
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Tumor
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Tumor
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Tumor
-0.1
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Tumor
-0.2
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Normal
-0.2
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Tumor
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Tumor
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Tumor
-0.2
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Normal
-0.2
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Tumor
-0.2
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Tumor
-0.2
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Tumor
-0.2
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Tumor
-0.2
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Normal
-0.2
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Normal
-0.2
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Tumor
-0.2
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Tumor
-0.2
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Tumor
-0.2
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Tumor
-0.2
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Tumor
-0.2
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Tumor
-0.2
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Tumor
-0.3
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Tumor
-0.3
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Normal
-0.3
1c070992-647b-4173-a481-904c4d_D2
Normal
-0.3
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Tumor
-0.4
6e20c8e9-ab75-4996-9296-445b00_D2
Tumor
-0.4
b4dd4a04-5eda-43dd-8298-215b07_D3
Tumor
-0.4
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.