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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.
RRAS2 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
16.4
Number of samples
254
Samples
Sample
Description
TPM
TCGA-A6-6780-01A
0 years, male, white, stage:Stage IIA, alive, 612 days
46.2
TCGA-A6-A56B-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 1711 days
43.5
TCGA-A6-3809-01A
0 years, female, white, stage:Stage IIB, alive, 996 days
41.2
TCGA-AZ-6607-01A
0 years, male, white, stage:Stage IV, dead, 97 days
37.2
TCGA-A6-6648-01A
0 years, male, white, stage:Stage IVA, alive, 766 days
32.2
TCGA-AM-5821-01A
0 years, female, white, stage:Stage IIA, alive, 28 days
32.1
TCGA-A6-5665-01A
0 years, female, white, stage:Stage IIA, alive, 671 days
32.0
TCGA-G4-6314-01A
0 years, female, white, stage:Stage IV, alive, 1093 days
31.5
TCGA-G4-6309-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2600 days
31.5
TCGA-AA-3663-01A
0 years, male, stage:Stage II, alive, 212 days
30.6
TCGA-DM-A1DB-01A
0 years, male, white, stage:Stage IIA, dead, 1348 days
29.4
TCGA-CM-6166-01A
0 years, female, white, stage:Stage I, alive, 669 days
29.0
TCGA-AZ-5403-01A
0 years, male, white, stage:Stage II, dead, 1910 days
29.0
TCGA-QG-A5Z1-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 256 days
28.9
TCGA-CM-6162-01A
0 years, female, white, stage:Stage IIIB, alive, 365 days
28.9
TCGA-AM-5820-01A
0 years, female, white, stage:Stage IVA, alive, 14 days
28.9
TCGA-D5-6533-01A
0 years, female, white, stage:'--, alive, 775 days
28.8
TCGA-CA-6717-01A
0 years, male, asian, stage:Stage IIA, alive, 388 days
28.7
TCGA-CM-6168-01A
0 years, female, black or african american, stage:Stage IIA, alive, 395 days
28.7
TCGA-AD-6888-01A
0 years, male, white, stage:Stage IIIB, dead, 472 days
28.5
TCGA-CK-5913-01A
0 years, female, white, stage:Stage IIA, alive, 1561 days
28.3
TCGA-D5-6898-01A
0 years, female, white, stage:Stage I, alive, 229 days
28.0
TCGA-A6-6781-01A
0 years, male, white, stage:Stage IIIC, alive, 598 days
27.9
TCGA-CM-6674-01A
0 years, male, white, stage:Stage IIA, alive, 394 days
27.5
TCGA-D5-6923-01A
0 years, male, white, stage:Stage I, alive, 378 days
27.4
TCGA-DM-A28H-01A
0 years, male, white, stage:Stage IIIC, alive, 3561 days
27.1
TCGA-A6-2674-01A
0 years, male, white, stage:Stage IV, alive, 1331 days
26.1
TCGA-DM-A1D6-01A
0 years, male, white, stage:Stage IIA, dead, 570 days
25.5
TCGA-A6-6137-01A
0 years, male, white, stage:Stage IIIB, alive, 824 days
25.5
TCGA-AD-6895-01A
0 years, male, white, stage:Stage IIIB, alive, 763 days
25.3
TCGA-AY-6197-01A
0 years, male, white, stage:Stage IIA, alive, 652 days
25.3
TCGA-A6-5662-01A
0 years, male, white, stage:Stage IVA, alive, 718 days
25.2
TCGA-D5-6922-01A
0 years, male, white, stage:Stage IIIA, alive, 308 days
25.1
TCGA-A6-5660-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 888 days
25.0
TCGA-G4-6303-01A
0 years, female, white, stage:Stage IV, dead, 2003 days
24.9
TCGA-G4-6628-01A
0 years, male, white, stage:Stage I, alive, 2424 days
24.4
TCGA-DM-A28F-01A
0 years, male, white, stage:Stage IIIB, dead, 1094 days
24.0
TCGA-AD-6901-01A
0 years, male, white, stage:'--, dead, 682 days
23.9
TCGA-QG-A5Z2-01A
0 years, male, black or african american, stage:Stage I, alive, 952 days
23.5
TCGA-A6-5657-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 962 days
23.4
TCGA-A6-2675-01A
0 years, male, white, stage:Stage IIA, alive, 1321 days
23.4
TCGA-DM-A285-01A
0 years, female, white, stage:Stage IV, dead, 179 days
23.4
TCGA-CM-6164-01A
0 years, female, white, stage:Stage IIA, alive, 883 days
23.4
TCGA-AD-5900-01A
0 years, male, white, stage:Stage I, alive, 370 days
23.3
TCGA-A6-5667-01A
0 years, female, white, stage:Stage IIIB, alive, 887 days
23.3
TCGA-CA-6719-01A
0 years, male, asian, stage:Stage IIA, alive, 435 days
23.3
TCGA-D5-6540-01A
0 years, male, white, stage:Stage I, alive, 491 days
23.3
TCGA-A6-2686-01A
0 years, female, white, stage:Stage IIA, dead, 1126 days
23.2
TCGA-QG-A5YW-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 896 days
23.1
TCGA-F4-6459-01A
0 years, female, white, stage:Stage IIIB, dead, 262 days
23.1
TCGA-5M-AAT4-01A
0 years, male, black or african american, stage:Stage IV, dead, 49 days
23.0
TCGA-CM-6172-01A
0 years, female, white, stage:Stage IIIB, alive, 335 days
22.7
TCGA-A6-5666-01A
0 years, male, white, stage:Stage IIC, alive, 995 days
22.7
TCGA-CM-5344-01A
0 years, female, white, stage:Stage IIIB, alive, 670 days
22.6
TCGA-CM-5868-01A
0 years, female, white, stage:Stage IVA, alive, 518 days
22.6
TCGA-AD-6965-01A
0 years, male, white, stage:Stage IIIC, alive, 805 days
22.6
TCGA-AU-6004-01A
0 years, female, white, stage:Stage I, alive, 824 days
22.4
TCGA-CM-5348-01A
0 years, male, white, stage:Stage IIIB, alive, 699 days
22.3
TCGA-A6-6653-01A
0 years, male, white, stage:Stage I, alive, 742 days
22.3
TCGA-CM-5349-01A
0 years, female, white, stage:Stage IIA, alive, 915 days
22.3
TCGA-D5-6539-01A
0 years, female, white, stage:'--, alive, 380 days
21.7
TCGA-CA-6718-01A
0 years, male, asian, stage:Stage IIA, dead, 306 days
21.5
TCGA-CM-6676-01A
0 years, male, white, stage:Stage I, alive, 337 days
21.4
TCGA-CM-6165-01A
0 years, male, white, stage:Stage IIA, alive, 488 days
21.4
TCGA-CA-5254-01A
0 years, female, asian, stage:Stage IIA, alive, 386 days
21.3
TCGA-CA-5797-01A
0 years, male, asian, stage:Stage IIA, alive, 383 days
21.3
TCGA-F4-6808-01A
0 years, female, white, stage:Stage I, alive, 1024 days
21.1
TCGA-CA-6715-01A
0 years, male, asian, stage:Stage IIIB, alive, 383 days
21.1
TCGA-F4-6805-01A
0 years, female, white, stage:Stage IIA, alive, 1047 days
20.9
TCGA-AZ-6605-01A
0 years, male, white, stage:Stage IIIB, dead, 159 days
20.8
TCGA-A6-5661-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1020 days
20.5
TCGA-5M-AAT6-01A
0 years, female, black or african american, stage:Stage IV, dead, 290 days
20.4
TCGA-AZ-6608-01A
0 years, female, white, stage:Stage IIIA, dead, 59 days
20.3
TCGA-DM-A0XF-01A
0 years, female, white, stage:Stage IIIC, dead, 1162 days
20.3
TCGA-CM-6170-01A
0 years, female, white, stage:Stage I, alive, 457 days
20.2
TCGA-RU-A8FL-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 1177 days
20.1
TCGA-AY-A8YK-01A
0 years, male, black or african american, stage:Stage IVA, alive, 573 days
20.0
TCGA-CK-5916-01A
0 years, female, white, stage:Stage I, dead, 643 days
20.0
TCGA-CK-6747-01A
0 years, female, white, stage:Stage IIA, alive, 820 days
19.8
TCGA-CK-5912-01A
0 years, male, white, stage:Stage I, dead, 1493 days
19.6
TCGA-CM-5861-01A
0 years, female, white, stage:Stage IIA, alive, 457 days
19.6
TCGA-AA-3655-01A
0 years, male, stage:Stage II, alive, 1856 days
19.6
TCGA-A6-6140-01A
0 years, male, white, stage:Stage IIA, alive, 734 days
19.5
TCGA-AA-3526-01A
0 years, male, stage:Stage I, alive, 580 days
19.4
TCGA-D5-6537-01A
0 years, male, white, stage:Stage IIIB, dead, 146 days
19.4
TCGA-QG-A5YX-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1003 days
19.4
TCGA-CM-6677-01A
0 years, female, white, stage:Stage IIA, alive, 337 days
19.3
TCGA-A6-5664-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 672 days
19.3
TCGA-D5-6930-01A
0 years, male, white, stage:Stage IIA, alive, 406 days
19.1
TCGA-G4-6310-01A
0 years, male, white, stage:Stage IIIB, alive, 1935 days
19.0
TCGA-D5-5539-01A
0 years, male, white, stage:Stage IIIA, alive, 596 days
19.0
TCGA-AA-3697-01A
0 years, male, stage:Stage II, alive, 2587 days
19.0
TCGA-WS-AB45-01A
0 years, female, black or african american, stage:Stage IIA, alive, 2130 days
18.8
TCGA-D5-7000-01A
0 years, female, white, stage:Stage I, alive, 312 days
18.7
TCGA-G4-6322-01A
0 years, male, white, stage:Stage IIIB, alive, 792 days
18.6
TCGA-QG-A5YV-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 1301 days
18.5
TCGA-DM-A28A-01A
0 years, male, white, stage:Stage IIIC, dead, 805 days
18.5
TCGA-G4-6315-01A
0 years, male, white, stage:Stage IV, alive, 1883 days
18.4
TCGA-AY-6386-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 542 days
18.3
TCGA-AZ-4616-01A
0 years, female, white, stage:Stage IV, dead, 156 days
18.3
TCGA-SS-A7HO-01A
0 years, female, black or african american, stage:Stage IIB, alive, 1829 days
18.3
TCGA-D5-6927-01A
0 years, male, white, stage:Stage IIA, alive, 287 days
18.1
TCGA-CM-6680-01A
0 years, female, white, stage:Stage IIIB, alive, 366 days
18.0
TCGA-A6-A565-01A
0 years, female, black or african american, stage:Stage IIIC, dead, 494 days
17.9
TCGA-F4-6461-01A
0 years, female, white, stage:Stage IIIC, dead, 338 days
17.8
TCGA-NH-A6GA-01A
0 years, male, black or african american, stage:Stage IIIC, dead, 302 days
17.8
TCGA-CA-5255-01A
0 years, male, asian, stage:Stage IIA, alive, 376 days
17.8
TCGA-F4-6807-01A
0 years, female, white, stage:Stage IIIC, alive, 1309 days
17.6
TCGA-AA-3660-01A
0 years, female, stage:Stage II, alive, 2375 days
17.6
TCGA-DM-A1HB-01A
0 years, male, white, stage:Stage IIIB, alive, 4126 days
17.6
TCGA-AA-3496-01A
0 years, female, stage:Stage II, alive, 31 days
17.5
TCGA-AA-3489-01A
0 years, male, stage:Stage II, dead, 214 days
17.4
TCGA-AZ-6606-01A
0 years, male, white, stage:Stage IV, dead, 357 days
17.3
TCGA-A6-A567-01A
0 years, male, black or african american, stage:Stage IV, dead, 1881 days
17.3
TCGA-G4-6321-01A
0 years, female, white, stage:Stage III, alive, 672 days
17.0
TCGA-NH-A50T-01A
0 years, female, black or african american, stage:Stage IIA, alive, 553 days
16.8
TCGA-NH-A50U-01A
0 years, male, black or african american, stage:Stage IVA, dead, 334 days
16.7
TCGA-D5-6530-01A
0 years, male, white, stage:Stage I, alive, 621 days
16.6
TCGA-F4-6806-01A
0 years, female, white, stage:Stage I, alive, 1260 days
16.5
TCGA-F4-6463-01A
0 years, male, white, stage:Stage IIA, alive, 1087 days
16.4
TCGA-AZ-6601-01A
0 years, male, white, stage:Stage II, dead, 3042 days
16.4
TCGA-F4-6703-01A
0 years, male, white, stage:Stage IIA, alive, 1456 days
16.3
TCGA-G4-6625-01A
0 years, female, white, stage:Stage IIA, alive, 2792 days
16.3
TCGA-G4-6311-01A
0 years, male, white, stage:Stage III, alive, 1199 days
16.2
TCGA-F4-6856-01A
0 years, male, white, stage:Stage I, alive, 1074 days
16.1
TCGA-G4-6626-01A
0 years, male, white, stage:Stage IIA, dead, 1 days
16.0
TCGA-D5-6536-01A
0 years, male, white, stage:Stage IIA, alive, 543 days
15.7
TCGA-F4-6854-01A
0 years, female, white, stage:Stage IIA, alive, 16 days
15.7
TCGA-D5-6920-01A
0 years, female, white, stage:Stage IIA, alive, 377 days
15.6
TCGA-AD-6889-01A
0 years, male, asian, stage:Stage IIA, dead, 2532 days
15.6
TCGA-NH-A50V-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 588 days
15.4
TCGA-AY-6196-01A
0 years, male, white, stage:Stage IIIC, alive, 6 days
15.4
TCGA-CM-6161-01A
0 years, female, white, stage:Stage I, alive, 457 days
15.4
TCGA-AZ-4323-01A
0 years, male, white, stage:Stage IV, dead, 43 days
15.4
TCGA-CK-5914-01A
0 years, male, white, stage:Stage IIIB, alive, 669 days
15.4
TCGA-CM-4744-01A
0 years, male, white, stage:Stage I, alive, 609 days
15.3
TCGA-AA-3675-01A
0 years, male, stage:Stage II, alive, 1431 days
15.2
TCGA-CM-6169-01A
0 years, male, black or african american, stage:Stage IIA, alive, 396 days
15.2
TCGA-CM-5860-01A
0 years, male, white, stage:Stage IIA, alive, 974 days
15.0
TCGA-AZ-5407-01A
0 years, female, white, stage:Stage I, alive, 2683 days
15.0
TCGA-4N-A93T-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 146 days
14.8
TCGA-DM-A1D0-01A
0 years, female, white, stage:Stage IIA, alive, 3974 days
14.8
TCGA-A6-5656-01A
0 years, male, white, stage:Stage I, alive, 1001 days
14.7
TCGA-AZ-6599-01A
0 years, male, white, stage:Stage I, dead, 206 days
14.6
TCGA-D5-6926-01A
0 years, male, white, stage:Stage IIIB, alive, 275 days
14.6
TCGA-G4-6317-01A
0 years, female, white, stage:Stage IIIC, alive, 1095 days
14.6
TCGA-DM-A1HA-01A
0 years, male, white, stage:Stage IIIC, alive, 2600 days
14.6
TCGA-AD-6963-01A
0 years, male, white, stage:'--, alive, 834 days
14.6
TCGA-D5-6929-01A
0 years, female, white, stage:Stage IV, alive, 408 days
14.5
TCGA-A6-6142-01A
0 years, female, white, stage:Stage IVA, alive, 763 days
14.5
TCGA-D5-6931-01A
0 years, male, white, stage:Stage IIIC, alive, 365 days
14.3
TCGA-F4-6704-01A
0 years, male, american indian or alaska native, stage:Stage IIIC, alive, 47 days
14.3
TCGA-D5-6538-01A
0 years, female, white, stage:Stage IIIB, alive, 521 days
14.3
TCGA-CK-6748-01A
0 years, female, white, stage:Stage IV, alive, 61 days
14.2
TCGA-F4-6855-01A
0 years, female, white, stage:Stage IIA, alive, 1442 days
14.2
TCGA-F4-6569-01A
0 years, male, white, stage:Stage I, alive, 1087 days
14.2
TCGA-DM-A1D9-01A
0 years, female, white, stage:Stage IIA, alive, 4270 days
14.2
TCGA-G4-6297-01A
0 years, female, white, stage:Stage IV, alive, 2506 days
14.2
TCGA-A6-6650-01A
0 years, female, black or african american, stage:Stage IIA, alive, 627 days
14.0
TCGA-CM-5863-01A
0 years, female, white, stage:Stage IIIB, alive, 457 days
13.8
TCGA-DM-A282-01A
0 years, female, white, stage:Stage IIA, alive, 4233 days
13.7
TCGA-T9-A92H-01A
0 years, male, black or african american, stage:Stage IIA, alive, 362 days
13.6
TCGA-AD-6964-01A
0 years, male, white, stage:'--, dead, 331 days
13.5
TCGA-NH-A6GB-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 476 days
13.5
TCGA-G4-6293-01A
0 years, female, white, stage:Stage III, alive, 4051 days
13.5
TCGA-CK-6751-01A
0 years, female, white, stage:Stage I, alive, 518 days
13.5
TCGA-AY-A71X-01A
0 years, female, black or african american, stage:Stage I, alive, 588 days
13.4
TCGA-CM-6167-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 456 days
13.4
TCGA-G4-6304-01A
0 years, female, white, stage:Stage IIB, alive, 1631 days
13.2
TCGA-DM-A0XD-01A
0 years, male, white, stage:Stage IIA, dead, 743 days
13.1
TCGA-AZ-6600-01A
0 years, male, black or african american, stage:Stage IV, dead, 368 days
12.9
TCGA-DM-A280-01A
0 years, female, white, stage:Stage IIA, dead, 236 days
12.9
TCGA-AZ-6603-01A
0 years, female, white, stage:'--, dead, 899 days
12.9
TCGA-G4-6307-01A
0 years, female, white, stage:Stage IIIB, alive, 1674 days
12.9
TCGA-G4-6586-01A
0 years, female, white, stage:Stage IIA, alive, 1089 days
12.7
TCGA-A6-6141-01A
0 years, male, black or african american, stage:Stage IIA, alive, 255 days
12.5
TCGA-CM-4743-01A
0 years, male, white, stage:Stage IIA, alive, 701 days
12.5
TCGA-DM-A28G-01A
0 years, male, white, stage:Stage IIA, dead, 1849 days
12.5
TCGA-AD-A5EK-01A
0 years, male, black or african american, stage:Stage I, alive, 500 days
12.5
TCGA-AY-A69D-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
12.4
TCGA-D5-6924-01A
0 years, male, white, stage:Stage IIA, alive, 435 days
12.3
TCGA-A6-6651-01A
0 years, female, white, stage:Stage IIIB, alive, 662 days
12.3
TCGA-G4-6294-01A
0 years, male, white, stage:Stage IV, dead, 858 days
12.3
TCGA-AD-6899-01A
0 years, male, white, stage:Stage IIIC, dead, 176 days
12.2
TCGA-AU-3779-01A
0 years, female, white, stage:Stage IIA, alive, 441 days
12.2
TCGA-AZ-6598-01A
0 years, female, white, stage:Stage II, dead, 1503 days
11.9
TCGA-D5-5538-01A
0 years, female, white, stage:Stage IIIB, dead, 1661 days
11.9
TCGA-A6-6782-01A
0 years, male, white, stage:Stage IIB, alive, 617 days
11.8
TCGA-D5-6529-01A
0 years, male, white, stage:Stage IIA, alive, 614 days
11.7
TCGA-DM-A1D7-01A
0 years, male, white, stage:Stage IIA, dead, 405 days
11.7
TCGA-AA-3713-01A
0 years, male, stage:Stage IV, alive, 579 days
11.6
TCGA-G4-6588-01A
0 years, female, white, stage:Stage IIA, alive, 796 days
11.6
TCGA-CM-6678-01A
0 years, female, white, stage:Stage IVA, alive, 335 days
11.4
TCGA-A6-6649-01A
0 years, male, white, stage:Stage IIIB, alive, 735 days
11.3
TCGA-G4-6627-01A
0 years, male, white, stage:Stage IIA, alive, 2175 days
11.3
TCGA-D5-6928-01A
0 years, male, white, stage:Stage IIA, alive, 354 days
11.3
TCGA-CM-6679-01A
0 years, male, white, stage:Stage IIA, alive, 306 days
11.2
TCGA-A6-3810-01A
0 years, male, white, stage:Stage IIA, alive, 1111 days
11.1
TCGA-CM-6163-01A
0 years, male, white, stage:Stage I, alive, 427 days
11.1
TCGA-G4-6323-01A
0 years, male, black or african american, stage:Stage IA, alive, 419 days
11.0
TCGA-D5-6541-01A
0 years, male, white, stage:Stage IIA, alive, 474 days
11.0
TCGA-CM-6675-01A
0 years, male, black or african american, stage:Stage IVB, alive, 397 days
10.9
TCGA-CM-5864-01A
0 years, male, white, stage:Stage I, alive, 457 days
10.7
TCGA-G4-6295-01A
0 years, female, white, stage:Stage II, alive, 254 days
10.5
TCGA-DM-A28K-01A
0 years, male, white, stage:Stage IIA, alive, 2988 days
10.4
TCGA-4T-AA8H-01A
0 years, female, black or african american, stage:Stage IIA, alive, 385 days
10.3
TCGA-AD-6890-01A
0 years, male, white, stage:'--, alive, 746 days
10.3
TCGA-F4-6809-01A
0 years, female, white, stage:Stage IVA, dead, 403 days
10.2
TCGA-D5-6932-01A
0 years, male, white, stage:Stage IIA, alive, 346 days
10.0
TCGA-D5-5537-01A
0 years, male, white, stage:'--, dead, 1381 days
9.9
TCGA-AA-A02K-01A
0 years, male, stage:Stage IV, dead, 426 days
9.8
TCGA-DM-A28E-01A
0 years, female, white, stage:Stage IIA, alive, 3648 days
9.7
TCGA-3L-AA1B-01A
0 years, female, black or african american, stage:Stage I, alive, 475 days
9.3
TCGA-A6-4105-01A
0 years, male, white, stage:Stage IIA, dead, 442 days
9.2
TCGA-DM-A28M-01A
0 years, male, white, stage:Stage IIA, alive, 2895 days
9.0
TCGA-NH-A6GC-01A
0 years, female, black or african american, stage:Stage IVB, alive, 389 days
8.6
TCGA-CK-4952-01A
0 years, female, white, stage:Stage IIIC, alive, 475 days
8.3
TCGA-A6-6654-01A
0 years, female, white, stage:Stage IIIB, alive, 726 days
8.2
TCGA-A6-A5ZU-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 293 days
8.2
TCGA-AY-A54L-01A
0 years, female, black or african american, stage:Stage I, alive, 525 days
8.1
TCGA-CK-4950-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2599 days
7.8
TCGA-DM-A288-01A
0 years, male, white, stage:Stage IIIC, dead, 427 days
7.5
TCGA-G4-6306-01A
0 years, male, white, stage:'--, alive, 1359 days
7.4
TCGA-5M-AATE-01A
0 years, male, black or african american, stage:Stage IIA, alive, 1200 days
7.1
TCGA-DM-A1DA-01A
0 years, female, white, stage:Stage IIIC, dead, 228 days
6.5
TCGA-NH-A8F8-01A
0 years, male, black or african american, stage:Stage IV, dead, 511 days
6.5
TCGA-AA-3662-01A
0 years, female, stage:Stage IV, alive, 184 days
6.5
TCGA-DM-A1D4-01A
0 years, male, white, stage:Stage IIA, dead, 2821 days
6.4
TCGA-D5-6534-01A
0 years, female, white, stage:Stage IIA, alive, 1316 days
6.0
TCGA-DM-A28C-01A
0 years, male, white, stage:Stage IIA, dead, 2475 days
5.9
TCGA-F4-6460-01A
0 years, female, white, stage:Stage IIIB, dead, 972 days
5.5
TCGA-DM-A0X9-01A
0 years, female, white, stage:Stage IIA, alive, 3641 days
5.0
TCGA-A6-A566-01A
0 years, female, black or african american, stage:Stage IIIB, dead, 758 days
4.8
TCGA-CM-4751-01A
0 years, male, white, stage:Stage IIIB, alive, 822 days
4.6
TCGA-AA-3511-01A
0 years, male, stage:Stage II, alive, 212 days
4.4
TCGA-A6-5659-01A
0 years, male, white, stage:Stage I, alive, 926 days
4.3
TCGA-AA-A02Y-01A
0 years, male, stage:Stage I, alive, 1216 days
4.2
TCGA-AA-3685-01A
0 years, male, stage:Stage II, alive, 1127 days
3.0
TCGA-AD-6548-01A
0 years, female, white, stage:Stage I, alive, 650 days
3.0
TCGA-D5-6531-01A
0 years, male, white, stage:Stage IIA, alive, 540 days
2.2
TCGA-D5-6532-01A
0 years, male, white, stage:Stage IIA, alive, 555 days
2.0
TCGA-QL-A97D-01A
0 years, female, black or african american, stage:Stage I, alive, 666 days
2.0
TCGA-CA-6716-01A
0 years, male, asian, stage:Stage IIA, alive, 371 days
1.9
TCGA-A6-6138-01A
0 years, male, white, stage:Stage I, alive, 685 days
1.8
TCGA-F4-6570-01A
0 years, female, white, stage:Stage IIA, dead, 188 days
1.8
TCGA-D5-6535-01A
0 years, female, white, stage:Stage IIIB, alive, 460 days
1.6
TCGA-G4-6299-01A
0 years, male, white, stage:Stage IIIC, alive, 2268 days
1.6
TCGA-NH-A8F7-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
1.4
TCGA-CM-5862-01A
0 years, male, white, stage:Stage IVA, dead, 153 days
1.0
TCGA-AY-5543-01A
0 years, female, black or african american, stage:Stage IVA, alive, 1004 days
1.0
TCGA-CM-6171-01A
0 years, female, white, stage:Stage I, alive, 427 days
1.0
TCGA-A6-6652-01A
0 years, male, black or african american, stage:Stage IVA, alive, 751 days
0.9
TCGA-DM-A1D8-01A
0 years, female, white, stage:'--, dead, 383 days
0.5
TCGA-G4-6320-01A
0 years, male, white, stage:Stage III, alive, 804 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.
RRAS2 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
22.2
Number of samples
486
Samples
Sample
Description
TPM
U0127
0 years, female, NA, stage:T3N0M0, dead, 2753 days
64.8
U2891
0 years, male, NA, stage:T3N1M0, alive, 619 days
53.6
U0131
0 years, female, NA, stage:T4N2M1, alive, 238 days
53.5
U0267
0 years, male, NA, stage:T4N0M0, dead, 445 days
50.2
U0420
0 years, male, NA, stage:T4N1M1, alive, 417 days
47.1
U0106
0 years, female, NA, stage:T3N1M0, dead, 653 days
46.4
U3042
0 years, male, NA, stage:T3N0M0, alive, 324 days
42.8
U1483
0 years, female, NA, stage:T3N0M0, alive, 1094 days
42.0
U0087
0 years, female, NA, stage:T3N2M0, dead, 337 days
41.2
U1344
0 years, female, NA, stage:T3N1M0, alive, 1450 days
41.1
U0203
0 years, male, NA, stage:T3N0M0, dead, 827 days
40.2
U1252
0 years, female, NA, stage:T4N2M0, alive, 1309 days
39.8
U0360
0 years, female, NA, stage:T3N0M0, dead, 1016 days
39.7
U0313
0 years, male, NA, stage:T4N1M0, dead, 1142 days
39.5
U2979
0 years, male, NA, stage:T3N2M0, alive, 616 days
39.4
U0221
0 years, male, NA, stage:T3N0M0, alive, 569 days
39.4
U1103
0 years, female, NA, stage:T4N2M0, alive, 975 days
39.1
U0590
0 years, female, NA, stage:T3N0M0, alive, 661 days
38.7
U2956
0 years, female, NA, stage:T3N0M0, alive, 540 days
38.6
U1188
0 years, female, NA, stage:T3N0M0, dead, 967 days
38.5
U0472
0 years, male, NA, stage:TXN2M0, alive, 542 days
38.4
U1150
0 years, female, NA, stage:T3N0M0, alive, 15 days
38.2
U0377
0 years, female, NA, stage:T3N2M0, alive, 3720 days
38.1
U0117
0 years, female, NA, stage:T2N0M0, dead, 1078 days
37.0
U0397
0 years, male, NA, stage:T4N0M0, alive, 1663 days
36.7
U0103
0 years, female, NA, stage:T3N1M0, alive, 1197 days
36.6
U1291
0 years, female, NA, stage:T3N0M0, alive, 2000 days
36.3
U0098
0 years, male, NA, stage:T3N0M0, dead, 2473 days
36.2
U0215
0 years, male, NA, stage:T3N0M0, alive, 1269 days
36.1
U1241
0 years, male, NA, stage:T3N1M0, dead, 49 days
35.8
U0456
0 years, male, NA, stage:T4N0M0, dead, 2222 days
35.7
U0161
0 years, male, NA, stage:T4N2M1, alive, 42 days
35.6
U1327
0 years, female, NA, stage:T3N0M0, alive, 1613 days
35.3
U0182
0 years, female, NA, stage:T4N1M0, dead, 260 days
35.3
U0287
0 years, female, NA, stage:T2N0M0, alive, 1897 days
35.0
U0072
0 years, male, NA, stage:T3N0M0, alive, 2772 days
35.0
U3100
0 years, male, NA, stage:T3N1M0, dead, 1608 days
34.8
U2935
0 years, male, NA, stage:T4N1M0, alive, 555 days
34.4
U0938
0 years, female, NA, stage:T3N0M0, dead, 1231 days
34.1
U1040
0 years, male, NA, stage:T2N0M0, alive, 1029 days
33.8
U0104
0 years, female, NA, stage:T4N0M0, dead, 1639 days
33.7
U1473
0 years, female, NA, stage:T3N0M0, alive, 1553 days
33.6
U0256
0 years, male, NA, stage:T3N0M0, alive, 738 days
33.5
U1037
0 years, male, NA, stage:T4N0M0, alive, 1658 days
33.4
U1122
0 years, female, NA, stage:T3N2M0, alive, 1675 days
33.4
U0933
0 years, male, NA, stage:T3N2M0, dead, 1960 days
33.2
U0332
0 years, female, NA, stage:T3N0M0, alive, 2101 days
33.2
U2995
0 years, female, NA, stage:T3N1M0, alive, 491 days
33.2
U3005
0 years, male, NA, stage:T3N0M0, alive, 478 days
33.1
U0455
0 years, female, NA, stage:T3N2M0, alive, 2445 days
32.9
U0259
0 years, female, NA, stage:T4N2M0, alive, 76 days
32.8
U2837
0 years, female, NA, stage:T4N1M0, alive, 681 days
32.6
U2959
0 years, male, NA, stage:T3N2M0, alive, 536 days
32.6
U0427
0 years, male, NA, stage:T2N0M0, alive, 1193 days
32.3
U0069
0 years, female, NA, stage:T4N2M0, dead, 135 days
32.3
U0399
0 years, female, NA, stage:T4N2M0, dead, 547 days
32.0
U0149
0 years, female, NA, stage:T3N2M0, alive, 1715 days
31.9
U2774
0 years, female, NA, stage:T3N0M0, alive, 783 days
31.8
U0348
0 years, female, NA, stage:T3N0M0, alive, 533 days
31.6
U1102
0 years, male, NA, stage:T2N0M0, alive, 1354 days
31.6
U0122
0 years, female, NA, stage:T2N0M0, dead, 159 days
31.6
U1352
0 years, male, NA, stage:T3N2M1, dead, 741 days
31.5
U1032
0 years, male, NA, stage:T3N1M0, alive, 2113 days
31.3
U0460
0 years, female, NA, stage:T3N0M0, dead, 2069 days
31.2
U1251
0 years, male, NA, stage:T4N2M0, alive, 126 days
31.2
U0180
0 years, male, NA, stage:T3N0M1, dead, 965 days
31.2
U3032
0 years, female, NA, stage:T3N1M0, alive, 449 days
31.0
U0404
0 years, female, NA, stage:T3N2M0, dead, 204 days
30.8
U0318
0 years, male, NA, stage:T3N0M0, alive, 762 days
30.7
U0191
0 years, male, NA, stage:T3N1M0, alive, 900 days
30.7
U1276
0 years, male, NA, stage:T3N0M0, alive, 2474 days
30.6
U1292
0 years, female, NA, stage:T4N1M0, alive, 1147 days
30.5
U0416
0 years, male, NA, stage:T1N1M0, alive, 1228 days
30.4
U0266
0 years, female, NA, stage:T3N1M0, dead, 2221 days
30.3
U0384
0 years, male, NA, stage:T2N1M1, alive, 1024 days
30.3
U0929
0 years, male, NA, stage:T4N1M0, alive, 436 days
30.3
U1067
0 years, male, NA, stage:T3N0M0, alive, 1570 days
30.1
U2942
0 years, male, NA, stage:T2N0M0, alive, 549 days
30.1
U0166
0 years, female, NA, stage:T3N0M0, alive, 763 days
30.0
U0358
0 years, female, NA, stage:T4N1M0, alive, 2290 days
29.9
U0073
0 years, male, NA, stage:T4N0MX, dead, 318 days
29.8
U0091
0 years, male, NA, stage:T3N0M0, alive, 520 days
29.8
U0916
0 years, female, NA, stage:T3N0M0, alive, 1578 days
29.8
U0303
0 years, female, NA, stage:T3N0M0, alive, 2847 days
29.7
U0414
0 years, male, NA, stage:T3N0M0, alive, 1691 days
29.6
U1114
0 years, female, NA, stage:TXNXM1, dead, 473 days
29.6
U0217
0 years, female, NA, stage:T3N0M0, dead, 538 days
29.6
U0976
0 years, female, NA, stage:T3N2M0, dead, 97 days
29.4
U1274
0 years, male, NA, stage:T2N1M0, alive, 1198 days
29.4
U0099
0 years, female, NA, stage:T3N0M0, dead, 986 days
29.3
U1432
0 years, female, NA, stage:T3N1M0, alive, 577 days
29.3
U0063
0 years, male, NA, stage:T1N0M0, dead, 1779 days
29.3
U1060
0 years, male, NA, stage:T3N0M0, alive, 2442 days
29.2
U0067
0 years, female, NA, stage:T3N0M0, alive, 2180 days
29.1
U0589
0 years, female, NA, stage:T3N0M0, alive, 1176 days
29.1
U0204
0 years, male, NA, stage:T3N0M0, dead, 770 days
29.1
U0440
0 years, female, NA, stage:T4N0M0, dead, 2743 days
29.0
U0473
0 years, male, NA, stage:T3N1M0, alive, 786 days
29.0
U1099
0 years, female, NA, stage:T3N0M0, alive, 2068 days
29.0
U1436
0 years, female, NA, stage:T3N0M0, alive, 1745 days
29.0
U2803
0 years, male, NA, stage:T3N1M0, alive, 744 days
29.0
U1018
0 years, male, NA, stage:T4N1M1, dead, 1693 days
28.8
U0092
0 years, male, NA, stage:T3N0M0, alive, 2779 days
28.8
U0254
0 years, female, NA, stage:T3N1M0, alive, 659 days
28.7
U0898
0 years, female, NA, stage:T4aN0M0, dead, 340 days
28.7
U0165
0 years, female, NA, stage:T2N0M0, alive, 1702 days
28.6
U0115
0 years, female, NA, stage:T3N0M0, dead, 1738 days
28.6
U0394
0 years, male, NA, stage:T2N1M0, alive, 969 days
28.6
U0451
0 years, female, NA, stage:T4N2M0, alive, 3023 days
28.6
U0436
0 years, male, NA, stage:T4N1M1, alive, 960 days
28.6
U0125
0 years, female, NA, stage:T1N0M0, dead, 668 days
28.5
U0154
0 years, male, NA, stage:T3N0M0, alive, 820 days
28.4
U2843
0 years, female, NA, stage:T3N0M0, alive, 674 days
28.3
U0244
0 years, female, NA, stage:T3N1M0, alive, 3184 days
28.3
U1074
0 years, male, NA, stage:T3N0M0, dead, 1043 days
28.3
U0463
0 years, male, NA, stage:T3N0M0, alive, 946 days
28.2
U0082
0 years, female, NA, stage:T3N1M0, dead, 2339 days
28.2
U0186
0 years, female, NA, stage:T2N0M0, alive, 3726 days
28.0
U0464
0 years, male, NA, stage:T3N0M0, alive, 918 days
27.8
U0109
0 years, female, NA, stage:T4N2M1, alive, 144 days
27.8
U3037
0 years, male, NA, stage:T3N1M0, alive, 405 days
27.7
U0398
0 years, female, NA, stage:T3N0M0, alive, 721 days
27.6
U3051
0 years, male, NA, stage:T3N2M0, alive, 415 days
27.6
U0143
0 years, male, NA, stage:T3N2M0, alive, 2313 days
27.6
U0113
0 years, male, NA, stage:T4N2M0, alive, 1102 days
27.5
U0260
0 years, male, NA, stage:T1N0M1, alive, 2928 days
27.5
U2928
0 years, male, NA, stage:T2N0M0, alive, 563 days
27.3
U0949
0 years, female, NA, stage:T3N0M1, dead, 594 days
27.3
U3030
0 years, female, NA, stage:T3N0M0, alive, 380 days
27.2
U1321
0 years, male, NA, stage:T3N1M0, alive, 2578 days
27.2
U0222
0 years, female, NA, stage:T3N2M1, alive, 1779 days
27.1
U0448
0 years, male, NA, stage:T3N2M0, alive, 3615 days
27.1
U2780
0 years, male, NA, stage:T3N0M0, alive, 778 days
27.1
U0449
0 years, female, NA, stage:T3N0M0, alive, 1851 days
27.0
U0224
0 years, female, NA, stage:T3N0M0, alive, 2367 days
27.0
U0378
0 years, female, NA, stage:T4N1M0, dead, 815 days
26.9
U0253
0 years, female, NA, stage:T3N0M0, alive, 958 days
26.9
U2902
0 years, female, NA, stage:T2N0M0, alive, 596 days
26.8
U0333
0 years, female, NA, stage:T3N2M0, dead, 1959 days
26.8
U3050
0 years, female, NA, stage:T3N0M0, alive, 407 days
26.8
U0347
0 years, female, NA, stage:T4N1M1, alive, 628 days
26.8
U0977
0 years, female, NA, stage:T4N2M0, dead, 140 days
26.7
U0937
0 years, male, NA, stage:T2N0M0, dead, 1558 days
26.7
U0121
0 years, male, NA, stage:T4N2M0, alive, 655 days
26.6
U0179
0 years, male, NA, stage:T3N1M0, dead, 1043 days
26.5
U0972
0 years, female, NA, stage:T1N0M0, alive, 2473 days
26.5
U0277
0 years, male, NA, stage:T2N1M0, alive, 270 days
26.4
U0105
0 years, female, NA, stage:T2N0M0, dead, 2158 days
26.4
U3025
0 years, male, NA, stage:T4N2M1, alive, 377 days
26.4
U0208
0 years, female, NA, stage:T3N1M0, dead, 1233 days
26.4
U0915
0 years, female, NA, stage:T3N0M0, alive, 1613 days
26.4
U1240
0 years, male, NA, stage:T4N0M0, alive, 765 days
26.4
U0438
0 years, female, NA, stage:T3N0M0, alive, 2009 days
26.4
U2753
0 years, female, NA, stage:T2N0M0, alive, 813 days
26.3
U0321
0 years, female, NA, stage:T3N0M0, alive, 1029 days
26.3
U0002
0 years, female, NA, stage:T3N2M0, alive, 3691 days
26.2
U3043
0 years, female, NA, stage:T3N2M0, alive, 287 days
26.2
U1349
0 years, female, NA, stage:T3N1M0, alive, 1899 days
26.2
U0387
0 years, male, NA, stage:T2N0M0, alive, 1327 days
26.2
U0145
0 years, male, NA, stage:T3N1M1, alive, 623 days
26.1
U0317
0 years, female, NA, stage:T3N2M0, alive, 3209 days
26.1
U1013
0 years, female, NA, stage:T2N1M0, alive, 1439 days
26.0
U0247
0 years, female, NA, stage:T3N1M0, alive, 2538 days
26.0
U2842
0 years, female, NA, stage:T4N2M0, alive, 675 days
26.0
U1448
0 years, male, NA, stage:T3N0M1, dead, 1512 days
26.0
U0108
0 years, female, NA, stage:T3N0M1, alive, 535 days
25.9
U0357
0 years, female, NA, stage:T3N0M0, alive, 2285 days
25.8
U0066
0 years, male, NA, stage:T3N0M0, dead, 2486 days
25.8
U0144
0 years, male, NA, stage:T3N0M0, alive, 1218 days
25.7
U1072
0 years, male, NA, stage:T1N0M0, alive, 1446 days
25.7
U0095
0 years, male, NA, stage:T4N1M0, dead, 1034 days
25.6
U1301
0 years, female, NA, stage:T4N2M0, dead, 877 days
25.6
U2792
0 years, male, NA, stage:T2N1M0, alive, 758 days
25.6
U0309
0 years, female, NA, stage:T3N0M0, dead, 1898 days
25.6
U0465
0 years, male, NA, stage:T3N0M0, alive, 2383 days
25.5
U0112
0 years, female, NA, stage:T3N0M1, alive, 551 days
25.5
U1047
0 years, female, NA, stage:T4N2M0, alive, 3592 days
25.5
U0445
0 years, female, NA, stage:T3N0M0, alive, 1851 days
25.5
U0273
0 years, male, NA, stage:T2N1M0, alive, 2641 days
25.4
U0239
0 years, male, NA, stage:T2N0M0, alive, 67 days
25.4
U0307
0 years, male, NA, stage:T3N0M0, alive, 2921 days
25.3
U0467
0 years, female, NA, stage:T3N0M0, alive, 1848 days
25.2
U0211
0 years, female, NA, stage:T3N1M0, alive, 1236 days
25.2
U1073
0 years, female, NA, stage:T3N1M0, alive, 1359 days
25.2
U1162
0 years, male, NA, stage:T2N1M0, dead, 354 days
25.2
U0068
0 years, female, NA, stage:T3N1M0, alive, 1991 days
25.2
U0195
0 years, male, NA, stage:T3N0M0, alive, 3326 days
25.0
U1304
0 years, female, NA, stage:TXNXM0, alive, 1081 days
25.0
U0392
0 years, male, NA, stage:T3N2M0, alive, 489 days
24.9
U0442
0 years, male, NA, stage:T3N0M0, alive, 619 days
24.9
U0240
0 years, female, NA, stage:T3N1M0, dead, 800 days
24.9
U1386
0 years, male, NA, stage:T3N1M0, alive, 1518 days
24.8
U2754
0 years, male, NA, stage:T4N0M0, alive, 809 days
24.8
U2782
0 years, male, NA, stage:T3N1M1, alive, 773 days
24.7
U0275
0 years, female, NA, stage:T3N2M0, alive, 549 days
24.6
U0250
0 years, female, NA, stage:T4N0M0, dead, 906 days
24.6
U0162
0 years, female, NA, stage:T3N0M0, alive, 1488 days
24.6
U1044
0 years, male, NA, stage:T4N0M0, alive, 3146 days
24.6
U0413
0 years, male, NA, stage:T2N0M0, alive, 1228 days
24.6
U0183
0 years, male, NA, stage:T3N1M1, dead, 2957 days
24.6
U1474
0 years, female, NA, stage:T1N0MX, alive, 2012 days
24.6
U1107
0 years, male, NA, stage:T3N0M0, alive, 329 days
24.5
U0269
0 years, female, NA, stage:T3N0M0, alive, 2530 days
24.4
U1031
0 years, male, NA, stage:T1N1M0, alive, 1625 days
24.4
U0285
0 years, female, NA, stage:T3N0M0, alive, 2165 days
24.4
U0158
0 years, male, NA, stage:T1N0M0, dead, 3101 days
24.4
U0189
0 years, female, NA, stage:T3N0M0, dead, 1823 days
24.4
U1184
0 years, male, NA, stage:T4N1M0, alive, 290 days
24.3
U0389
0 years, female, NA, stage:T3N1M0, dead, 927 days
24.2
U1208
0 years, female, NA, stage:T1N0M0, alive, 834 days
24.1
U0368
0 years, male, NA, stage:T2N0M0, alive, 801 days
24.1
U0100
0 years, female, NA, stage:T3N0M0, dead, 1920 days
24.0
U0209
0 years, male, NA, stage:T3N1M0, alive, 2109 days
23.9
U0289
0 years, female, NA, stage:T3N0M0, alive, 3511 days
23.9
U3048
0 years, male, NA, stage:T4N2M0, alive, 535 days
23.9
U1447
0 years, male, NA, stage:T4N1M0, alive, 988 days
23.8
U0361
0 years, male, NA, stage:T3N0M0, alive, 686 days
23.8
U1041
0 years, male, NA, stage:T2N0M0, alive, 1108 days
23.6
U1075
0 years, female, NA, stage:T3N0M0, alive, 1290 days
23.6
U1160
0 years, male, NA, stage:T3N1M0, alive, 1557 days
23.6
U1045
0 years, female, NA, stage:T4N2M0, alive, 1239 days
23.6
U1228
0 years, male, NA, stage:T3N0M0, alive, 1333 days
23.6
U1343
0 years, female, NA, stage:T4N2M0, alive, 3178 days
23.5
U3029
0 years, male, NA, stage:T2N0M0, alive, 475 days
23.5
U0396
0 years, male, NA, stage:T4N2M0, alive, 2243 days
23.5
U0471
0 years, female, NA, stage:T3N1M0, alive, 1673 days
23.5
U0295
0 years, male, NA, stage:T3N0M0, dead, 2572 days
23.4
U0107
0 years, male, NA, stage:T3N0M0, dead, 2354 days
23.3
U1069
0 years, female, NA, stage:T3N0M0, dead, 2187 days
23.2
U0111
0 years, male, NA, stage:T2N0M0, alive, 1117 days
23.2
U3039
0 years, male, NA, stage:T4N1M1, dead, 366 days
23.2
U1130
0 years, male, NA, stage:T2N1M0, alive, 913 days
23.2
U0970
0 years, female, NA, stage:T4N1M0, alive, 939 days
23.2
U0302
0 years, male, NA, stage:T1N0M0, alive, 892 days
23.2
U0270
0 years, female, NA, stage:T1N0M0, alive, 2187 days
23.1
U0245
0 years, female, NA, stage:T3N1M0, dead, 564 days
23.1
U0297
0 years, female, NA, stage:T3N2M0, alive, 1196 days
23.1
U1250
0 years, male, NA, stage:T2N0M0, alive, 597 days
22.9
U0385
0 years, male, NA, stage:T3N0M0, alive, 902 days
22.9
U0386
0 years, female, NA, stage:T4N1M1, alive, 2592 days
22.8
U0369
0 years, female, NA, stage:T3N0M0, dead, 1095 days
22.8
U1472
0 years, female, NA, stage:T3N1M0, alive, 1316 days
22.8
U0177
0 years, female, NA, stage:T3N0M0, alive, 355 days
22.7
U2981
0 years, male, NA, stage:T3N0M0, alive, 508 days
22.7
U1049
0 years, female, NA, stage:T3N1M0, alive, 1200 days
22.6
U0999
0 years, male, NA, stage:T3N2M0, alive, 860 days
22.6
U1332
0 years, male, NA, stage:T3N0M0, alive, 1672 days
22.5
U0170
0 years, male, NA, stage:T4N1M0, dead, 832 days
22.5
U0231
0 years, female, NA, stage:T2N0M0, alive, 991 days
22.4
U0236
0 years, male, NA, stage:T3N1M0, alive, 1842 days
22.4
U2747
0 years, female, NA, stage:T4N1M0, dead, 54 days
22.3
U0153
0 years, female, NA, stage:T3N0M0, dead, 1718 days
22.3
U0429
0 years, female, NA, stage:T3N0M1, alive, 1099 days
22.3
U1258
0 years, male, NA, stage:T3N1M0, alive, 1373 days
22.3
U0123
0 years, male, NA, stage:T3N0M0, dead, 1880 days
22.3
U1086
0 years, female, NA, stage:T1N0M0, alive, 2907 days
22.1
U2971
0 years, male, NA, stage:T4aN0M0, alive, 629 days
22.1
U0327
0 years, male, NA, stage:T4N0M0, alive, 833 days
22.1
U0300
0 years, male, NA, stage:T2N0M0, alive, 974 days
21.8
U2958
0 years, female, NA, stage:T1N0M0, alive, 536 days
21.7
U0126
0 years, male, NA, stage:T3N0M0, dead, 2876 days
21.7
U1094
0 years, female, NA, stage:T4N1M0, alive, 1267 days
21.7
U0987
0 years, female, NA, stage:T3N0M0, alive, 2482 days
21.6
U0151
0 years, female, NA, stage:T3N0M0, alive, 2014 days
21.6
U0421
0 years, male, NA, stage:T3N1M0, alive, 674 days
21.6
U1253
0 years, female, NA, stage:T3N0M0, dead, 165 days
21.5
U0181
0 years, female, NA, stage:T1N0M0, alive, 3623 days
21.5
U0382
0 years, female, NA, stage:T3N0M0, alive, 2550 days
21.5
U2927
0 years, male, NA, stage:T3N1M0, alive, 564 days
21.5
U0335
0 years, female, NA, stage:T3N1M0, alive, 2464 days
21.3
U3022
0 years, male, NA, stage:T2N0M0, alive, 484 days
21.3
U0218
0 years, female, NA, stage:T3N0M0, alive, 714 days
21.2
U0316
0 years, male, NA, stage:T3N2M0, alive, 2012 days
21.2
U2953
0 years, female, NA, stage:T4aN0M0, alive, 541 days
21.2
U1129
0 years, male, NA, stage:T3N0M0, dead, 118 days
21.2
U1392
0 years, male, NA, stage:T3N0M0, alive, 1513 days
21.1
U0134
0 years, male, NA, stage:T3N0M0, alive, 2009 days
21.0
U0960
0 years, male, NA, stage:T3N0M0, alive, 1009 days
21.0
U2882
0 years, female, NA, stage:T3N1M0, alive, 637 days
21.0
U0227
0 years, female, NA, stage:T4N2M0, alive, 291 days
20.9
U0403
0 years, male, NA, stage:T3N1M1, dead, 1809 days
20.8
U0462
0 years, female, NA, stage:T4N1M0, alive, 1017 days
20.7
U0292
0 years, male, NA, stage:T4N1M0, alive, 1666 days
20.7
U1235
0 years, female, NA, stage:T2N0M0, alive, 1319 days
20.6
U0176
0 years, male, NA, stage:T3N1M0, alive, 2600 days
20.5
U0955
0 years, female, NA, stage:T3N0M0, alive, 2170 days
20.5
U0942
0 years, male, NA, stage:T3N0M0, alive, 665 days
20.5
U1071
0 years, female, NA, stage:T4N0M1, alive, 1514 days
20.4
U1007
0 years, male, NA, stage:T3N0M0, alive, 1333 days
20.4
U0101
0 years, male, NA, stage:T3N1M1, alive, 1878 days
20.3
U0459
0 years, female, NA, stage:T3N0M0, alive, 966 days
20.3
U1147
0 years, male, NA, stage:T3N0M0, dead, 282 days
20.3
U0263
0 years, female, NA, stage:T3N0M1, alive, 362 days
20.3
U0268
0 years, male, NA, stage:T3N0M0, alive, 2978 days
20.3
U0288
0 years, male, NA, stage:T1N0M0, alive, 1513 days
20.2
U0424
0 years, male, NA, stage:T3N0M0, alive, 2192 days
20.0
U1239
0 years, male, NA, stage:T2N0M0, dead, 1998 days
20.0
U0314
0 years, female, NA, stage:T1N0M0, dead, 2436 days
20.0
U1396
0 years, female, NA, stage:T4N0M0, alive, 1168 days
20.0
U1366
0 years, male, NA, stage:T3N1M0, alive, 2010 days
19.9
U0196
0 years, male, NA, stage:T3N0M0, alive, 2086 days
19.9
U0124
0 years, female, NA, stage:T1N0M0, alive, 2430 days
19.9
U0365
0 years, female, NA, stage:T4N1M0, dead, 313 days
19.9
U1127
0 years, female, NA, stage:T3N0M0, alive, 3465 days
19.9
U0439
0 years, male, NA, stage:T3N1M0, alive, 1418 days
19.8
U0225
0 years, male, NA, stage:T3N1M0, alive, 581 days
19.8
U0315
0 years, female, NA, stage:T2N0M0, alive, 1973 days
19.8
U1062
0 years, female, NA, stage:T4N0M0, alive, 1689 days
19.8
U1317
0 years, male, NA, stage:T4N1M0, alive, 965 days
19.7
U0323
0 years, male, NA, stage:T2N0M0, dead, 1016 days
19.7
U1257
0 years, male, NA, stage:T3N0M0, alive, 833 days
19.7
U0070
0 years, male, NA, stage:T1N0M0, dead, 1319 days
19.6
U1338
0 years, female, NA, stage:T4N1M0, dead, 716 days
19.5
U0156
0 years, female, NA, stage:T4N1M0, alive, 1573 days
19.5
U0411
0 years, female, NA, stage:T3N1M0, alive, 1868 days
19.4
U1022
0 years, male, NA, stage:T4N2M0, dead, 61 days
19.3
U0090
0 years, female, NA, stage:T3N0M0, dead, 1258 days
19.3
U1204
0 years, male, NA, stage:T4N2M0, alive, 2214 days
19.1
U1212
0 years, female, NA, stage:T2N0M0, alive, 69 days
19.1
U0187
0 years, male, NA, stage:T3N2M0, alive, 1632 days
19.1
U2999
0 years, female, NA, stage:T2N0M0, alive, 581 days
19.0
U1145
0 years, female, NA, stage:T3N0M0, dead, 445 days
18.9
U0102
0 years, female, NA, stage:T4N2M0, dead, 670 days
18.8
U1120
0 years, male, NA, stage:T4N1M1, alive, 823 days
18.8
U0178
0 years, female, NA, stage:T3N1M0, dead, 2096 days
18.8
U2856
0 years, female, NA, stage:T4N1M1, alive, 660 days
18.7
U1401
0 years, female, NA, stage:T3N0M0, alive, 1482 days
18.7
U0453
0 years, male, NA, stage:T3N0M0, alive, 2859 days
18.7
U0084
0 years, male, NA, stage:T3N0M0, dead, 1662 days
18.6
U0136
0 years, female, NA, stage:T3N0M0, dead, 2795 days
18.6
U0133
0 years, female, NA, stage:T3N0M0, alive, 773 days
18.6
U0249
0 years, female, NA, stage:T4N2M0, dead, 874 days
18.5
U1421
0 years, female, NA, stage:T3N1M0, alive, 1905 days
18.5
U0152
0 years, male, NA, stage:T3N1M0, alive, 989 days
18.5
U0367
0 years, female, NA, stage:T3N1M0, alive, 3075 days
18.4
U1078
0 years, female, NA, stage:T3N0M0, alive, 1016 days
18.3
U0344
0 years, male, NA, stage:T2N1M0, dead, 818 days
18.2
U0280
0 years, male, NA, stage:T3N1M1, alive, 2731 days
18.2
U1065
0 years, female, NA, stage:T3N2M0, alive, 2954 days
18.2
U0352
0 years, female, NA, stage:T4N2M0, dead, 385 days
18.1
U0993
0 years, male, NA, stage:T4N2M0, alive, 1267 days
18.1
U0939
0 years, male, NA, stage:T3N1M0, alive, 2960 days
18.0
U0345
0 years, female, NA, stage:T3N0M0, alive, 2127 days
18.0
U0328
0 years, male, NA, stage:T4N0M0, dead, 1362 days
18.0
U0908
0 years, female, NA, stage:T3N0M1, dead, 40 days
18.0
U0401
0 years, male, NA, stage:T4N1M0, alive, 1715 days
18.0
U0381
0 years, male, NA, stage:T3N1M0, dead, 71 days
18.0
U0326
0 years, female, NA, stage:T3N0M0, alive, 3178 days
18.0
U0223
0 years, male, NA, stage:T4N1M0, alive, 1812 days
18.0
U1369
0 years, male, NA, stage:T3N0M0, dead, 1604 days
17.9
U2948
0 years, female, NA, stage:T3N1M0, alive, 543 days
17.8
U0172
0 years, male, NA, stage:T4N0M0, dead, 678 days
17.7
U0984
0 years, female, NA, stage:T4N0M0, alive, 1287 days
17.7
U0081
0 years, male, NA, stage:T3N2M0, dead, 248 days
17.7
U0446
0 years, male, NA, stage:T2N0M0, alive, 1446 days
17.7
U0142
0 years, female, NA, stage:T4N1M0, alive, 2340 days
17.6
U0094
0 years, female, NA, stage:T3N2M0, alive, 741 days
17.6
U1347
0 years, female, NA, stage:T3N0M0, alive, 1401 days
17.5
U0207
0 years, female, NA, stage:T3N0M0, dead, 2593 days
17.3
U0390
0 years, male, NA, stage:T3N1M0, alive, 871 days
17.2
U0336
0 years, female, NA, stage:T3N0M0, alive, 1100 days
17.2
U0319
0 years, male, NA, stage:T3N0M0, alive, 2801 days
17.1
U0308
0 years, male, NA, stage:T4N1M0, alive, 1075 days
17.1
U1104
0 years, female, NA, stage:T4N0M0, alive, 1109 days
17.1
U1220
0 years, male, NA, stage:T3N2M0, dead, 1953 days
17.0
U0148
0 years, male, NA, stage:T3N0M0, alive, 1780 days
17.0
U0428
0 years, male, NA, stage:T4N1M1, alive, 1016 days
17.0
U1213
0 years, female, NA, stage:T2N0M0, alive, 560 days
17.0
U1267
0 years, male, NA, stage:T3N1M0, dead, 2869 days
16.9
U0312
0 years, female, NA, stage:T4N2M1, alive, 499 days
16.9
U0370
0 years, female, NA, stage:T3N0M0, alive, 1047 days
16.8
U0167
0 years, male, NA, stage:T3N1M0, alive, 1820 days
16.6
U1183
0 years, male, NA, stage:T4N2M0, alive, 959 days
16.6
U0444
0 years, female, NA, stage:T4N1M0, alive, 1841 days
16.6
U2975
0 years, male, NA, stage:T4N1M0, alive, 514 days
16.5
U0435
0 years, female, NA, stage:T2N0M0, alive, 3616 days
16.5
U0376
0 years, male, NA, stage:T2N1M0, alive, 965 days
16.5
U0433
0 years, male, NA, stage:T4N1M1, dead, 440 days
16.4
U1486
0 years, female, NA, stage:T4N0M0, alive, 1606 days
16.4
U1446
0 years, female, NA, stage:T3N0M0, alive, 2314 days
16.3
U0146
0 years, female, NA, stage:T3N2M0, dead, 733 days
16.3
U1155
0 years, male, NA, stage:T4N1M0, alive, 1815 days
16.3
U2815
0 years, female, NA, stage:T3N0M0, alive, 717 days
16.2
U1141
0 years, female, NA, stage:T4N1M1, dead, 596 days
16.1
U0185
0 years, male, NA, stage:T1N0M0, alive, 1248 days
16.1
U0934
0 years, female, NA, stage:T3N0M0, alive, 1185 days
15.9
U3012
0 years, male, NA, stage:T3N0M0, alive, 472 days
15.8
U0278
0 years, female, NA, stage:T2N0M0, alive, 763 days
15.8
U0246
0 years, female, NA, stage:T4N0M0, dead, 1192 days
15.8
U0450
0 years, female, NA, stage:T3N1M0, alive, 763 days
15.7
U0338
0 years, female, NA, stage:T3N0M0, alive, 1016 days
15.7
U0210
0 years, male, NA, stage:T3N0M0, dead, 1800 days
15.6
U1201
0 years, male, NA, stage:T3N2M0, alive, 1484 days
15.4
U0163
0 years, male, NA, stage:T4N0M0, alive, 697 days
15.2
U1346
0 years, female, NA, stage:T3N0M0, alive, 1137 days
15.2
U1034
0 years, male, NA, stage:T4N0M0, alive, 1575 days
15.1
U0168
0 years, male, NA, stage:T3N0M0, dead, 948 days
14.8
U2819
0 years, female, NA, stage:T3N0M0, alive, 708 days
14.8
U0340
0 years, female, NA, stage:T4N2M1, dead, 438 days
14.8
U0354
0 years, male, NA, stage:T3N1M0, alive, 430 days
14.7
U0426
0 years, male, NA, stage:T3N0M0, dead, 976 days
14.7
U2889
0 years, male, NA, stage:T4N0M0, alive, 623 days
14.4
U0408
0 years, female, NA, stage:T4N0M0, dead, 2100 days
14.3
U0089
0 years, female, NA, stage:T1NXM0, dead, 2365 days
14.3
U0119
0 years, female, NA, stage:T3N0M0, alive, 3259 days
14.3
U0362
0 years, male, NA, stage:T3N0M0, alive, 1148 days
14.1
U0078
0 years, female, NA, stage:T3N0M0, alive, 1183 days
13.8
U1059
0 years, male, NA, stage:T3N1M0, alive, 2790 days
13.6
U0373
0 years, female, NA, stage:T3N0M0, alive, 1822 days
13.6
U3008
0 years, female, NA, stage:T2N0M0, alive, 473 days
13.6
U0306
0 years, male, NA, stage:T3N1M0, dead, 717 days
13.5
U0469
0 years, male, NA, stage:T3N0M0, dead, 409 days
13.5
U0233
0 years, female, NA, stage:T3N1M0, alive, 975 days
13.3
U0085
0 years, male, NA, stage:T4N1M0, dead, 1698 days
13.0
U3018
0 years, male, NA, stage:T4N1M0, alive, 463 days
12.8
U0235
0 years, female, NA, stage:T3N0M0, alive, 1327 days
12.5
U3038
0 years, male, NA, stage:T3N0M0, alive, 328 days
12.3
U0966
0 years, male, NA, stage:T4N0M0, dead, 1513 days
12.2
U2861
0 years, male, NA, stage:T3N0M0, alive, 652 days
12.1
U1429
0 years, female, NA, stage:T3N0M0, alive, 1660 days
12.0
U0441
0 years, female, NA, stage:T2N1M0, alive, 2738 days
12.0
U0202
0 years, male, NA, stage:T3N0M0, dead, 2670 days
11.8
U0004
0 years, female, NA, stage:T4N0M0, alive, 3649 days
11.7
U1374
0 years, male, NA, stage:T4N0M0, alive, 827 days
11.5
U0214
0 years, male, NA, stage:T4N1M1, alive, 788 days
11.5
U0234
0 years, male, NA, stage:T1N1M0, alive, 990 days
10.9
U0198
0 years, male, NA, stage:T3N1M0, alive, 1272 days
10.9
U0169
0 years, male, NA, stage:T4N2M0, alive, 616 days
10.9
U0443
0 years, male, NA, stage:T3N0M0, alive, 1677 days
10.9
U1246
0 years, female, NA, stage:T3N0M0, alive, 1441 days
10.7
U0290
0 years, male, NA, stage:T4N2M0, dead, 593 days
10.7
U1111
0 years, female, NA, stage:T3N0M0, dead, 1631 days
10.6
U1158
0 years, female, NA, stage:T3N1M0, alive, 721 days
10.5
U0141
0 years, male, NA, stage:T3N2M0, alive, 2079 days
10.5
U0252
0 years, male, NA, stage:T3N1M0, dead, 1761 days
10.4
U0950
0 years, female, NA, stage:T4N1M0, alive, 1834 days
10.2
U0355
0 years, male, NA, stage:T4N1M0, dead, 1038 days
10.0
U0193
0 years, male, NA, stage:T3N1M0, dead, 876 days
9.9
U0474
0 years, male, NA, stage:T3N1M0, alive, 1017 days
9.6
U1454
0 years, female, NA, stage:T3N0M0, alive, 393 days
9.5
U2848
0 years, female, NA, stage:T4N2M0, alive, 669 days
9.3
U3000
0 years, female, NA, stage:T3N0M0, alive, 584 days
9.1
U0257
0 years, male, NA, stage:T3N1M0, dead, 2508 days
9.1
U0363
0 years, male, NA, stage:T3N1M0, alive, 3601 days
8.7
U0200
0 years, female, NA, stage:T3N0M0, alive, 2614 days
8.4
U2964
0 years, male, NA, stage:T3N1M0, alive, 637 days
8.2
U0882
0 years, male, NA, stage:T3N0M0, alive, 1675 days
8.1
U2947
0 years, female, NA, stage:T3N0M0, alive, 543 days
8.1
U0991
0 years, male, NA, stage:T4N2M0, dead, 534 days
8.0
U0320
0 years, female, NA, stage:T4N2M1, alive, 188 days
7.4
U0129
0 years, male, NA, stage:T4N0M0, dead, 1265 days
7.4
U0281
0 years, male, NA, stage:T3N2M0, alive, 933 days
7.3
U0375
0 years, male, NA, stage:T3N0M0, dead, 666 days
7.2
U0229
0 years, female, NA, stage:TXN2M1, dead, 2115 days
7.2
U0171
0 years, female, NA, stage:T3N1M0, dead, 1920 days
7.0
U2896
0 years, female, NA, stage:T3N1M0, alive, 609 days
6.9
U1017
0 years, male, NA, stage:T3N0M0, alive, 615 days
6.8
U0383
0 years, male, NA, stage:T3N2M1, dead, 595 days
6.7
U0175
0 years, male, NA, stage:T3N2M0, alive, 1875 days
6.7
U0349
0 years, male, NA, stage:T3N1M0, alive, 2682 days
6.5
U1046
0 years, female, NA, stage:T4N2M1, dead, 697 days
6.5
U0274
0 years, male, NA, stage:T3N0M0, dead, 1570 days
6.3
U1303
0 years, male, NA, stage:T4N1M0, alive, 2283 days
6.3
U0075
0 years, male, NA, stage:T3N0M0, dead, 3 days
6.1
U3034
0 years, female, NA, stage:T3N1M0, alive, 443 days
6.0
U0199
0 years, female, NA, stage:T4N2M0, alive, 1372 days
5.6
U0447
0 years, male, NA, stage:T4N1M0, dead, 1819 days
5.4
U1095
0 years, female, NA, stage:T3N1M1, alive, 2425 days
5.0
U0135
0 years, female, NA, stage:T3N0M0, alive, 1738 days
4.6
U0083
0 years, male, NA, stage:T4N0M0, dead, 731 days
4.5
U3122
0 years, female, NA, stage:T3N0M1, dead, 91 days
4.2
U0350
0 years, female, NA, stage:T4N0M0, alive, 770 days
4.2
U0400
0 years, male, NA, stage:T4N0M0, dead, 1073 days
4.0
U0248
0 years, male, NA, stage:T3N0M0, alive, 1870 days
3.9
U0110
0 years, female, NA, stage:T3N1M1, dead, 878 days
3.7
U3024
0 years, female, NA, stage:T3N0M0, alive, 463 days
3.3
U0342
0 years, male, NA, stage:T4N2M0, alive, 305 days
3.3
U0262
0 years, female, NA, stage:T2N0M0, alive, 2534 days
3.2
U2798
0 years, male, NA, stage:T3N0M0, alive, 751 days
2.9
U0379
0 years, male, NA, stage:T2N0M0, alive, 1819 days
2.6
U0157
0 years, male, NA, stage:T4N0M0, dead, 131 days
2.2
U1264
0 years, female, NA, stage:T3N0M0, dead, 1583 days
2.2
U0356
0 years, male, NA, stage:T4N1M0, alive, 536 days
2.0
U0967
0 years, male, NA, stage:T2N0M0, dead, 1691 days
1.5
U1384
0 years, male, NA, stage:T4N1M0, alive, 1319 days
1.1
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.
RRAS2 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
17.8
Number of samples
88
Samples
Sample
Description
TPM
TCGA-DC-5869-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 943 days
40.9
TCGA-AH-6897-01A
0 years, male, white, stage:Stage I, alive, 804 days
38.2
TCGA-DC-6682-01A
0 years, male, white, stage:Stage IIA, alive, 762 days
34.5
TCGA-F5-6811-01A
0 years, female, white, stage:Stage IIA, alive, 979 days
33.5
TCGA-AF-2687-01A
0 years, male, white, stage:Stage IIIC, alive, 1427 days
33.4
TCGA-DY-A0XA-01A
0 years, female, white, stage:Stage IIA, alive, 3846 days
32.2
TCGA-EI-6882-01A
0 years, male, white, stage:Stage IIA, alive, 262 days
32.2
TCGA-DC-6160-01A
0 years, male, white, stage:Stage I, alive, 1339 days
31.5
TCGA-DC-4749-01A
0 years, male, white, stage:Stage I, alive, 762 days
30.1
TCGA-EI-6507-01A
0 years, male, white, stage:Stage IIA, alive, 607 days
30.0
TCGA-CI-6621-01A
0 years, male, white, stage:Stage IIIB, alive, 419 days
29.0
TCGA-AG-3591-01A
0 years, female, stage:Stage IIA, alive, 1035 days
27.6
TCGA-AF-3911-01A
0 years, male, white, stage:Stage IIIC, alive, 1148 days
27.5
TCGA-EF-5831-01A
0 years, male, white, stage:Stage IIA, alive, 127 days
27.4
TCGA-AH-6549-01A
0 years, male, white, stage:'--, alive, 532 days
26.9
TCGA-AG-3731-01A
0 years, male, stage:Stage IV, alive, 1126 days
26.7
TCGA-DC-6157-01A
0 years, male, black or african american, stage:Stage I, alive, 1581 days
26.6
TCGA-EI-6508-01A
0 years, female, white, stage:Stage IIIB, alive, 636 days
26.2
TCGA-DC-6158-01A
0 years, male, white, stage:Stage I, dead, 334 days
26.0
TCGA-CI-6620-01A
0 years, female, white, stage:Stage IVA, alive, 1009 days
25.9
TCGA-EI-6513-01A
0 years, male, white, stage:Stage IIIB, alive, 497 days
24.7
TCGA-F5-6814-01A
0 years, male, white, stage:Stage IIA, alive, 1131 days
24.3
TCGA-AG-4021-01A
0 years, female, stage:Stage IV, dead, 121 days
24.3
TCGA-G5-6641-01A
0 years, male, white, stage:Stage IIIA, alive, 804 days
23.1
TCGA-F5-6702-01A
0 years, male, white, stage:Stage IVA, dead, 869 days
23.0
TCGA-AF-6672-01A
0 years, male, white, stage:Stage IV, alive, 748 days
21.8
TCGA-CL-5917-01A
0 years, female, white, stage:Stage IIIC, alive, 2376 days
21.6
TCGA-F5-6864-01A
0 years, female, white, stage:Stage IIIB, alive, 379 days
21.5
TCGA-EI-6917-01A
0 years, male, white, stage:Stage IIIA, alive, 531 days
21.1
TCGA-AG-3732-01A
0 years, female, stage:Stage I, alive, 1003 days
20.7
TCGA-AF-A56L-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 2007 days
20.6
TCGA-DY-A1DE-01A
0 years, female, white, stage:Stage IIA, alive, 3932 days
20.5
TCGA-DC-6154-01A
0 years, female, white, stage:Stage IVA, alive, 365 days
20.1
TCGA-G5-6233-01A
0 years, male, white, stage:'--, dead, 556 days
19.9
TCGA-EI-6884-01A
0 years, male, white, stage:Stage IIIA, alive, 328 days
19.5
TCGA-EI-6885-01A
0 years, female, white, stage:Stage IV, alive, 415 days
19.0
TCGA-AF-2693-01A
0 years, male, white, stage:Stage I, alive, 1155 days
18.8
TCGA-DC-5337-01A
0 years, male, white, stage:Stage I, alive, 792 days
18.7
TCGA-AH-6903-01A
0 years, male, white, stage:Stage IIIB, alive, 592 days
18.6
TCGA-AH-6547-01A
0 years, female, white, stage:'--, dead, 76 days
18.5
TCGA-AF-2690-01A
0 years, female, white, stage:Stage IIIC, dead, 524 days
18.0
TCGA-AG-3742-01A
0 years, female, stage:Stage I, alive, 30 days
17.9
TCGA-DT-5265-01A
0 years, male, asian, stage:Stage II, alive, 384 days
17.9
TCGA-DC-6681-01A
0 years, female, white, stage:Stage IVA, alive, 790 days
17.7
TCGA-EI-6510-01A
0 years, female, white, stage:'--, alive, 556 days
17.7
TCGA-G5-6572-01A
0 years, male, white, stage:'--, dead, 1432 days
17.2
TCGA-EI-6506-01A
0 years, female, white, stage:Stage IIA, alive, 625 days
16.3
TCGA-AF-6655-01A
0 years, male, white, stage:Stage IIIA, alive, 609 days
16.1
TCGA-DC-6156-01A
0 years, male, white, stage:Stage IVA, alive, 943 days
15.8
TCGA-AF-5654-01A
0 years, female, white, stage:Stage I, dead, 512 days
15.3
TCGA-AF-A56N-01A
0 years, female, black or african american, stage:Stage IIA, alive, 360 days
15.0
TCGA-CL-4957-01A
0 years, female, stage:'--, dead, 425 days
14.8
TCGA-EI-6512-01A
0 years, female, white, stage:Stage IIIB, alive, 538 days
14.5
TCGA-DY-A1DG-01A
0 years, male, white, stage:Stage IVA, dead, 1566 days
14.1
TCGA-EI-6511-01A
0 years, male, white, stage:Stage IIIB, alive, 482 days
14.1
TCGA-G5-6235-01A
0 years, male, white, stage:Stage IIIB, alive, 1696 days
14.0
TCGA-EI-7002-01A
0 years, male, white, stage:Stage IV, alive, 364 days
13.9
TCGA-EI-7004-01A
0 years, female, white, stage:'--, alive, 257 days
13.8
TCGA-DY-A1DC-01A
0 years, female, white, stage:Stage IIA, dead, 1258 days
13.5
TCGA-AG-3592-01A
0 years, male, stage:Stage IIA, alive, 1035 days
13.3
TCGA-DC-6683-01A
0 years, male, white, stage:Stage IIIB, alive, 762 days
13.2
TCGA-F5-6863-01A
0 years, female, white, stage:Stage IIIB, dead, 361 days
13.0
TCGA-F5-6812-01A
0 years, male, white, stage:Stage IIA, alive, 1110 days
13.0
TCGA-EF-5830-01A
0 years, male, white, stage:Stage IIB, alive, 106 days
12.5
TCGA-F5-6861-01A
0 years, female, white, stage:Stage IIA, alive, 1160 days
12.4
TCGA-AF-6136-01A
0 years, female, white, stage:Stage IIIB, alive, 741 days
12.2
TCGA-AF-A56K-01A
0 years, male, black or african american, stage:Stage IIA, alive, 2635 days
12.2
TCGA-DY-A1H8-01A
0 years, female, white, stage:Stage IIIA, dead, 992 days
10.3
TCGA-AG-4022-01A
0 years, female, stage:Stage II, alive, 1400 days
10.2
TCGA-F5-6813-01A
0 years, male, white, stage:Stage IIIC, dead, 598 days
9.8
TCGA-BM-6198-01A
0 years, male, white, stage:Stage IIIB, alive, 646 days
9.7
TCGA-AH-6544-01A
0 years, male, white, stage:'--, alive, 1173 days
9.4
TCGA-DY-A1DD-01A
0 years, female, white, stage:Stage IIIB, dead, 1741 days
9.3
TCGA-AF-4110-01A
0 years, male, white, stage:Stage IVA, alive, 912 days
9.1
TCGA-AG-3902-01A
0 years, male, stage:Stage IIA, alive, 974 days
8.9
TCGA-AH-6643-01A
0 years, male, white, stage:Stage IIIC, dead, 1314 days
8.7
TCGA-AH-6644-01A
0 years, male, white, stage:'--, alive, 838 days
8.7
TCGA-CI-6622-01A
0 years, male, white, stage:Stage IIB, alive, 1362 days
7.8
TCGA-F5-6464-01A
0 years, female, white, stage:Stage IIIC, dead, 303 days
7.0
TCGA-EI-6881-01A
0 years, male, white, stage:Stage IIIA, alive, 499 days
6.8
TCGA-EI-6509-01A
0 years, male, white, stage:Stage IIIC, alive, 517 days
5.8
TCGA-F5-6571-01A
0 years, female, white, stage:Stage IIA, alive, 1288 days
4.8
TCGA-EI-6514-01A
0 years, female, white, stage:Stage IIA, alive, 496 days
4.6
TCGA-F5-6465-01A
0 years, female, white, stage:Stage IIA, alive, 1506 days
4.5
TCGA-DC-4745-01A
0 years, female, white, stage:Stage IIIB, alive, 639 days
3.2
TCGA-DC-6155-01A
0 years, female, white, stage:Stage IIIA, alive, 425 days
3.1
TCGA-EI-6883-01A
0 years, male, white, stage:Stage IIC, alive, 350 days
3.0
TCGA-DY-A1DF-01A
0 years, female, white, stage:Stage IIIC, dead, 734 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.
RRAS2 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
21.1
Number of samples
207
Samples
Sample
Description
TPM
U0502
0 years, male, NA, stage:T4N1M0, alive, 1065 days
56.0
U2764
0 years, male, NA, stage:T3N2M0, alive, 440 days
40.4
U0852
0 years, male, NA, stage:T3N2M1, alive, 1651 days
37.9
U0080
0 years, female, NA, stage:T3N0M0, dead, 489 days
37.7
U2994
0 years, female, NA, stage:T4N1M0, alive, 132 days
35.1
U2960
0 years, male, NA, stage:T3N1M0, alive, 176 days
33.6
U2991
0 years, female, NA, stage:T1N0M0, alive, 135 days
33.0
U0776
0 years, male, NA, stage:T4N2M0, alive, 1702 days
33.0
U0457
0 years, male, NA, stage:T3N0M0, alive, 833 days
32.8
U0538
0 years, female, NA, stage:T3N1M0, alive, 1308 days
32.8
U0592
0 years, female, NA, stage:T2N0M0, dead, 670 days
32.6
U0331
0 years, male, NA, stage:T3N1M1, dead, 906 days
31.7
U0359
0 years, male, NA, stage:T3N2M0, dead, 2443 days
31.2
U0120
0 years, female, NA, stage:T3N0M0, alive, 3233 days
31.1
U0216
0 years, male, NA, stage:T2N0M0, alive, 2684 days
31.1
U0545
0 years, male, NA, stage:T3N0M0, alive, 2340 days
31.0
U2972
0 years, male, NA, stage:T3N0M0, alive, 161 days
31.0
U0454
0 years, male, NA, stage:T3N1M0, alive, 2997 days
30.4
U0553
0 years, female, NA, stage:T3N2M0, alive, 1704 days
30.4
U3047
0 years, male, NA, stage:T3N2M0, alive, 205 days
30.2
U0458
0 years, male, NA, stage:T3N2M0, alive, 1073 days
30.0
U0466
0 years, male, NA, stage:T3N0M0, alive, 1381 days
30.0
U0001
0 years, female, NA, stage:T3N0M0, alive, 3188 days
29.5
U0577
0 years, female, NA, stage:T3N2M0, alive, 2474 days
29.5
U0366
0 years, male, NA, stage:T3NXM1, alive, 895 days
29.5
U0194
0 years, male, NA, stage:T3N1M0, alive, 680 days
29.2
U0809
0 years, female, NA, stage:T3N1M1, dead, 275 days
28.9
U0232
0 years, female, NA, stage:T2N0M0, dead, 994 days
28.9
U0603
0 years, male, NA, stage:T2N1M0, alive, 1904 days
28.8
U0591
0 years, male, NA, stage:T2N0M0, alive, 1023 days
28.3
U0343
0 years, female, NA, stage:T2N0M0, alive, 701 days
28.2
U0800
0 years, male, NA, stage:T3N2M1, dead, 411 days
28.2
U0093
0 years, male, NA, stage:T3N2M0, dead, 1118 days
28.1
U0645
0 years, male, NA, stage:T3N0M0, alive, 1567 days
27.9
U0713
0 years, male, NA, stage:T2N0M0, alive, 359 days
27.7
U0557
0 years, female, NA, stage:T3N2M0, alive, 2009 days
27.6
U0418
0 years, male, NA, stage:T4N1M0, alive, 1246 days
27.4
U0750
0 years, female, NA, stage:T3N2M0, dead, 1393 days
27.3
U0803
0 years, female, NA, stage:T3N1M1, dead, 495 days
27.3
U0241
0 years, female, NA, stage:T2N1M0, alive, 552 days
27.2
U0593
0 years, male, NA, stage:T4bN0M0, alive, 876 days
27.2
U0296
0 years, male, NA, stage:T3N0M0, alive, 2610 days
26.9
U0814
0 years, female, NA, stage:T3N1M1, dead, 482 days
26.9
U0137
0 years, male, NA, stage:T3N1M0, dead, 1799 days
26.8
U0652
0 years, male, NA, stage:T3N0M0, alive, 1319 days
26.5
U0649
0 years, male, NA, stage:T2N0M0, alive, 1424 days
26.3
U0282
0 years, male, NA, stage:T3N2M0, dead, 1869 days
26.2
U0380
0 years, male, NA, stage:T2N0M0, alive, 2155 days
26.1
U0159
0 years, female, NA, stage:T3N1M0, alive, 1517 days
26.1
U0305
0 years, male, NA, stage:T3N1M0, alive, 2676 days
26.1
U0638
0 years, male, NA, stage:T2N0M0, alive, 1801 days
26.1
U2834
0 years, male, NA, stage:T3N1M0, alive, 323 days
26.0
U0657
0 years, female, NA, stage:T2N0M0, dead, 1109 days
25.3
U0568
0 years, male, NA, stage:T4N1M0, alive, 1287 days
25.3
U0255
0 years, female, NA, stage:T3N2M0, dead, 1079 days
25.2
U0494
0 years, male, NA, stage:T4N2M0, alive, 1290 days
25.1
U0086
0 years, female, NA, stage:T3N1M0, dead, 594 days
25.1
U0584
0 years, male, NA, stage:T3N2M0, alive, 2705 days
25.1
U2761
0 years, female, NA, stage:T3N1M0, alive, 447 days
25.0
U0293
0 years, male, NA, stage:T3N1M0, alive, 2717 days
24.9
U0405
0 years, male, NA, stage:T3N1M0, alive, 829 days
24.8
U0212
0 years, male, NA, stage:T3N0M1, alive, 1330 days
24.7
U0391
0 years, female, NA, stage:T3N0M0, alive, 1179 days
24.7
U0128
0 years, female, NA, stage:T3N1M0, alive, 449 days
24.6
U0079
0 years, male, NA, stage:T4N2M0, dead, 1891 days
24.6
U0238
0 years, male, NA, stage:T3N0M0, dead, 868 days
24.5
U0641
0 years, female, NA, stage:T3N0M0, dead, 1626 days
24.5
U0230
0 years, female, NA, stage:T1N1M0, alive, 3152 days
24.4
U0805
0 years, male, NA, stage:T3N1M1, dead, 731 days
24.3
U0423
0 years, female, NA, stage:T4N2M0, alive, 2735 days
24.2
U0118
0 years, female, NA, stage:T3N2M0, dead, 350 days
24.2
U3049
0 years, male, NA, stage:T2N0M0, alive, 533 days
24.1
U0415
0 years, male, NA, stage:T3N1M0, alive, 2526 days
24.0
U0600
0 years, male, NA, stage:T3N1M0, alive, 1659 days
23.9
U0605
0 years, male, NA, stage:T2N0M0, alive, 952 days
23.8
U0371
0 years, female, NA, stage:T3N0M0, alive, 2688 days
23.8
U0578
0 years, male, NA, stage:T2N2M0, alive, 1724 days
23.7
U0640
0 years, male, NA, stage:T2N0M0, alive, 1696 days
23.7
U0637
0 years, male, NA, stage:T3N1M0, alive, 1997 days
23.6
U0572
0 years, female, NA, stage:T3N1M0, alive, 2621 days
23.6
U0353
0 years, female, NA, stage:T1N0M0, alive, 2912 days
23.2
U0579
0 years, female, NA, stage:T4aN0M0, alive, 2845 days
23.0
U0279
0 years, male, NA, stage:T2N1M0, dead, 176 days
22.9
U0686
0 years, female, NA, stage:T4bN0M0, dead, 123 days
22.8
U0552
0 years, male, NA, stage:T3N2M0, alive, 1701 days
22.8
U0581
0 years, female, NA, stage:T3N2M0, alive, 1660 days
22.7
U0406
0 years, female, NA, stage:T4N2M1, dead, 778 days
22.6
U0407
0 years, male, NA, stage:T3N1M0, dead, 2027 days
22.6
U2836
0 years, male, NA, stage:T3N0M0, alive, 322 days
22.4
U0485
0 years, male, NA, stage:T3N0M0, dead, 2737 days
22.3
U0258
0 years, male, NA, stage:T4N1M2, dead, 195 days
22.2
U0334
0 years, male, NA, stage:T3N1M0, alive, 3171 days
22.2
U0519
0 years, male, NA, stage:T4N2M0, dead, 519 days
22.1
U0849
0 years, female, NA, stage:T4N0M1, dead, 267 days
22.1
U0339
0 years, male, NA, stage:T3N2M0, alive, 2155 days
22.0
U0140
0 years, male, NA, stage:T3N2M0, alive, 2655 days
22.0
U0205
0 years, female, NA, stage:T3N2M0, alive, 2984 days
22.0
U0654
0 years, male, NA, stage:T3N2M0, alive, 1220 days
22.0
U0512
0 years, male, NA, stage:T3N0M0, alive, 2550 days
21.9
U0304
0 years, male, NA, stage:T3N2M0, alive, 2065 days
21.9
U0096
0 years, female, NA, stage:T4N2M1, dead, 257 days
21.9
U0671
0 years, male, NA, stage:T3N1M0, dead, 785 days
21.9
U0857
0 years, male, NA, stage:T4N2M1, dead, 954 days
21.9
U2779
0 years, male, NA, stage:T3N0M0, alive, 419 days
21.8
U0656
0 years, male, NA, stage:T3N2M0, alive, 1150 days
21.8
U0565
0 years, male, NA, stage:T4N1M0, alive, 1452 days
21.6
U0346
0 years, male, NA, stage:T4N2M0, alive, 1148 days
21.5
U0561
0 years, female, NA, stage:T3N2M0, alive, 1577 days
21.3
U0299
0 years, female, NA, stage:T4N2M0, alive, 43426 days
21.2
U0511
0 years, female, NA, stage:T3N0M0, dead, 2387 days
21.1
U0497
0 years, female, NA, stage:T3N1M0, alive, 1414 days
20.6
U0642
0 years, male, NA, stage:T3N0M0, alive, 1603 days
20.6
U0820
0 years, male, NA, stage:T3NXM1, dead, 622 days
20.6
U0030
0 years, female, NA, stage:T2N0M0, dead, 987 days
20.6
U0602
0 years, male, NA, stage:T2N0M0, alive, 1385 days
20.5
U0707
0 years, male, NA, stage:T3N1M0, alive, 518 days
20.4
U0650
0 years, female, NA, stage:T2N2M0, alive, 1331 days
20.4
U0077
0 years, female, NA, stage:T2N0M0, dead, 588 days
20.4
U0434
0 years, male, NA, stage:T2N0M0, alive, 2558 days
20.3
U0155
0 years, male, NA, stage:T2N0M0, dead, 1672 days
20.3
U0298
0 years, male, NA, stage:T3N1M0, alive, 513 days
20.2
U0430
0 years, male, NA, stage:T3N2M0, dead, 2472 days
20.2
U0114
0 years, male, NA, stage:T3N0M0, alive, 1910 days
20.0
U0431
0 years, female, NA, stage:T3N1M0, alive, 695 days
19.9
U0088
0 years, male, NA, stage:T3N1M1, dead, 260 days
19.9
U0417
0 years, female, NA, stage:T3N2M1, dead, 893 days
19.7
U0173
0 years, male, NA, stage:T2N0M0, dead, 2375 days
19.7
U0804
0 years, female, NA, stage:T3N2M1, dead, 380 days
19.6
U3023
0 years, female, NA, stage:T2N0M0, alive, 404 days
19.6
U0264
0 years, male, NA, stage:T4N2M0, alive, 2020 days
19.5
U0587
0 years, male, NA, stage:T3N1M0, alive, 2107 days
19.5
U0658
0 years, male, NA, stage:T3N2M0, alive, 1108 days
19.4
U0663
0 years, female, NA, stage:T3N1M0, alive, 762 days
19.2
U0514
0 years, female, NA, stage:T2N2M0, alive, 2799 days
19.0
U0271
0 years, female, NA, stage:T3N1M0, alive, 2414 days
19.0
U0374
0 years, female, NA, stage:T2N0M0, alive, 1067 days
18.7
U0409
0 years, female, NA, stage:T3N1M0, alive, 934 days
18.5
U0484
0 years, male, NA, stage:T4N2M0, alive, 1275 days
18.5
U0542
0 years, male, NA, stage:T3N2M0, dead, 1482 days
18.5
U0116
0 years, male, NA, stage:T3N1M0, dead, 930 days
18.3
U0437
0 years, male, NA, stage:T1N1M0, alive, 849 days
18.3
U0534
0 years, female, NA, stage:T3N2M0, alive, 1361 days
18.3
U0648
0 years, female, NA, stage:T3N0M0, alive, 1415 days
18.0
U0861
0 years, female, NA, stage:T4N2M1, dead, 184 days
17.9
U0694
0 years, male, NA, stage:T4N0M0, dead, 489 days
17.9
U0651
0 years, male, NA, stage:T3N0M0, alive, 1354 days
17.8
U0666
0 years, male, NA, stage:T3N1M0, alive, 709 days
17.8
U0498
0 years, female, NA, stage:T4N1M0, alive, 1906 days
17.5
U0388
0 years, male, NA, stage:T2N1M0, alive, 2186 days
17.4
U0562
0 years, female, NA, stage:T3N1M0, alive, 3092 days
17.4
U0132
0 years, male, NA, stage:T3N1M0, alive, 1798 days
17.4
U0555
0 years, male, NA, stage:T3N2M0, alive, 2043 days
17.3
U0550
0 years, male, NA, stage:T3N2M0, alive, 2191 days
17.3
U0243
0 years, female, NA, stage:T3N2M0, alive, 2975 days
17.3
U0294
0 years, male, NA, stage:T4N0M1, alive, 561 days
17.3
U0138
0 years, male, NA, stage:T3N1M0, dead, 2472 days
17.3
U0643
0 years, female, NA, stage:T2N1M0, dead, 1583 days
17.2
U0147
0 years, female, NA, stage:T3N0M0, dead, 2085 days
17.1
U0174
0 years, male, NA, stage:T3N0M0, alive, 450 days
17.0
U0468
0 years, female, NA, stage:T3N0M0, alive, 1921 days
16.9
U0595
0 years, male, NA, stage:T2N0M0, alive, 2535 days
16.0
U0492
0 years, male, NA, stage:T3N2M0, alive, 1114 days
15.9
U0237
0 years, male, NA, stage:T3N1M0, alive, 2492 days
15.9
U0535
0 years, female, NA, stage:T4N1M0, alive, 2473 days
15.8
U0422
0 years, female, NA, stage:T3N2M1, dead, 1710 days
15.7
U0190
0 years, male, NA, stage:T3N0M0, alive, 2367 days
15.4
U0533
0 years, male, NA, stage:T3N2M0, alive, 2248 days
15.4
U0604
0 years, male, NA, stage:T3N1M0, alive, 1522 days
15.2
U0192
0 years, male, NA, stage:T3N0M0, alive, 2081 days
15.0
U0576
0 years, male, NA, stage:T3N2M0, alive, 2540 days
14.7
U0097
0 years, male, NA, stage:T3N0M1, dead, 2903 days
14.4
U0558
0 years, female, NA, stage:T3N2M0, alive, 2011 days
14.2
U0402
0 years, female, NA, stage:T3N1M0, dead, 2487 days
13.9
U0242
0 years, male, NA, stage:T3N0M0, alive, 2950 days
13.8
U0556
0 years, male, NA, stage:T3N2M0, alive, 2037 days
13.7
U0539
0 years, male, NA, stage:T4N2M0, alive, 2017 days
13.6
U0188
0 years, female, NA, stage:T3N1M0, alive, 2134 days
13.4
U0364
0 years, female, NA, stage:T4N2M1, dead, 151 days
13.0
U0311
0 years, female, NA, stage:T3N1M0, alive, 1176 days
12.8
U0675
0 years, female, NA, stage:T4N1M0, dead, 89 days
12.3
U0793
0 years, male, NA, stage:T3N1M1, dead, 195 days
12.3
U0213
0 years, male, NA, stage:T3N1M0, alive, 3018 days
12.2
U0601
0 years, female, NA, stage:T4N1M0, alive, 1368 days
12.0
U0284
0 years, male, NA, stage:T3N2M0, alive, 581 days
11.8
U0695
0 years, male, NA, stage:T3N0M0, alive, 566 days
11.7
U0865
0 years, female, NA, stage:T3N1M1, dead, 856 days
11.5
U0596
0 years, male, NA, stage:T3N0M0, alive, 2233 days
11.3
U0220
0 years, male, NA, stage:T2N0M0, alive, 1066 days
11.0
U0508
0 years, male, NA, stage:T3N1M0, alive, 1120 days
10.7
U0325
0 years, male, NA, stage:T3N0M0, dead, 1947 days
9.7
U0251
0 years, male, NA, stage:T2N0M0, alive, 1906 days
9.3
U2943
0 years, male, NA, stage:T3N0M0, alive, 189 days
9.2
U0351
0 years, female, NA, stage:T3N2M0, alive, 2886 days
9.2
U0862
0 years, male, NA, stage:T4N2M1, dead, 1064 days
8.9
U0276
0 years, male, NA, stage:T3N1M1, alive, 934 days
8.4
U0478
0 years, male, NA, stage:T4N2M0, alive, 2051 days
8.4
U0322
0 years, male, NA, stage:T4N2M0, alive, 1694 days
7.8
U0532
0 years, male, NA, stage:T3N0M0, dead, 730 days
7.7
U0324
0 years, female, NA, stage:T4N1M0, alive, 938 days
6.8
U0594
0 years, male, NA, stage:T3N0M0, alive, 2852 days
6.6
U2955
0 years, male, NA, stage:T3N1M0, alive, 181 days
6.1
U0329
0 years, male, NA, stage:T3N1M0, dead, 805 days
6.0
U0647
0 years, female, NA, stage:T3N0M0, alive, 1476 days
4.8
U0228
0 years, male, NA, stage:T2N0M0, alive, 963 days
4.7
U0470
0 years, female, NA, stage:T2N2M0, alive, 961 days
4.7
U0802
0 years, male, NA, stage:T3N2M1, dead, 338 days
3.6
U0848
0 years, male, NA, stage:T3N1M1, dead, 1185 days
3.2
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COLON ADENOCARCINOMA - Protein relative expression (CPTAC)
Number of samples
197
Samples
Sample ID
Sample type
nRPX
efee6bb9-69dd-46c2-85b3-b55962_D2
Normal
1.8
02cde0c0-6840-495b-9b11-007d82_D2
Normal
1.7
5a3aa99d-ca10-45f6-939f-12392a_D2
Normal
1.7
206f3bd9-f62c-4663-8fdb-5b731b_D2
Normal
1.5
da747cee-5026-4923-af63-ad9f81_D2
Normal
1.3
9a6879b1-4f78-4ac6-9fca-dad049_D2
Normal
1.2
04ded2cd-3b57-4aec-9c11-48f58e_D2
Normal
1.2
7784e2e5-c0e1-4b85-8cc1-7faac8_D2
Normal
1.2
d8805fa4-30f9-4417-907e-fdc50c_D2
Normal
1.2
233ec093-9a30-4ef4-a12c-91757e_D2
Normal
1.1
d80408d6-598d-4411-ab34-eb2545_D2
Normal
1.1
3a17283c-a0f4-4514-956b-080d11_D2
Normal
1.1
3765c09a-fff7-4b37-bf2b-452b23_D2
Normal
1.0
1f79fed9-f0d4-4c45-acd2-ea1441_D2
Normal
1.0
a5c8bf1d-776c-406f-82a3-2d9ce6_D2
Normal
1.0
c307b7b0-534a-45fa-a420-35f773_D2
Normal
0.9
694e8df1-d9ee-473b-bec1-4f9237_D2
Normal
0.9
e74089a9-f78c-4ffe-8174-aef71b_D2
Normal
0.9
154115ac-2ec2-439d-b55e-0464ee_D2
Normal
0.9
2666323d-522f-4f0a-823c-ff8866_D2
Normal
0.9
903d5fe0-970a-47be-a97f-3cc914_D2
Normal
0.9
16ac8458-5200-4302-9ad0-b311df_D2
Normal
0.9
b6b41ba2-6415-41aa-b5f5-4d47db_D2
Normal
0.9
bed27f66-ef3b-4868-b4ad-205018_D2
Normal
0.9
067db520-1b1f-4569-9414-e37a6e_D2
Normal
0.9
da95f6f8-be46-4ed8-a493-2c99f0_D2
Normal
0.9
a313f6ef-5994-4d49-9e66-c26911_D2
Normal
0.8
7fd2eea8-bf99-4f97-8b9e-fb703f_D2
Normal
0.8
e070ff10-058b-4733-93ab-bdd702_D2
Normal
0.8
87b0e853-43ea-4efb-8a22-dd221f_D2
Normal
0.8
51590333-cfe5-4ce5-b8ff-58fa3c_D2
Normal
0.8
cc271b3d-ed33-481f-9d23-15f2f6_D2
Normal
0.8
7fd386f0-e7f6-4ee1-9cd7-b3318a_D2
Normal
0.7
059a7065-3a5f-4eea-97e5-85ab01_D2
Normal
0.7
63c1f7ac-b1ae-4c28-95aa-ce21e5_D2
Normal
0.7
cd3a9d59-bf13-48f3-ae97-bdbca4_D2
Normal
0.7
963fc8db-f412-4427-a198-23f660_D2
Normal
0.7
76498650-fdbf-4f5d-a19a-cce9a2_D2
Normal
0.7
fc9b09af-23b8-4ffe-b6c6-41236d_D2
Normal
0.7
65867ab1-5eab-44a8-b2bb-d27263_D2
Normal
0.7
23e938d0-92b8-4aea-90c1-4385df_D2
Normal
0.7
a243b765-61ab-4aa6-88e1-226896_D2
Normal
0.7
359f5c81-2575-497e-8630-e4866f_D2
Normal
0.7
5347d2ce-df0c-4d81-a3e2-22db11_D2
Normal
0.6
8980bb9d-65c1-41cb-9f90-dddd5f_D2
Normal
0.6
41a04113-2061-4923-bca5-da586c_D2
Normal
0.6
6797a69d-2f74-44b9-8147-cd4fac_D2
Normal
0.6
71b2c1cc-0a31-4ca8-8beb-251e17_D2
Normal
0.6
bda3787a-1397-4716-bb17-4992a8_D2
Normal
0.6
0c330883-ab58-4a5a-bff7-07d283_D2
Normal
0.6
df479b07-bbf6-472d-a580-c3fd0c_D2
Normal
0.6
1136008b-97ce-49b0-bf24-abbea6_D2
Normal
0.6
019cd0c0-733d-4b25-90e3-d54ce0_D2
Normal
0.6
d0511ea6-43c3-4c61-b08e-cf49b7_D3
Tumor
0.6
6e0d04fc-e6a8-41ed-b6f3-45537d_D2
Normal
0.5
b871c0c1-a97b-4ac1-887c-0317b6_D2
Normal
0.5
b2978e90-cd2a-4665-b1bf-508a99_D2
Normal
0.5
82157a70-12f1-4913-b548-d98881_D2
Normal
0.5
853ecf90-71e6-4156-a56f-a34b65_D2
Normal
0.5
974e136f-7020-4a38-b9c1-094df9_D2
Normal
0.5
a27cf22d-836e-49a7-802f-47c1db_D2
Normal
0.5
325b5314-6f3c-4d79-9b36-4e7ded_D2
Normal
0.5
cbd0e774-c741-4753-9c9e-391a7d_D2
Normal
0.5
6d9f8b06-f28c-4e9b-823b-33ebb7_D2
Normal
0.5
b3696374-c6c0-49dd-833e-596e26_D2
Normal
0.5
5de06adb-e00d-4114-8d76-04bd30_D2
Normal
0.5
377cdd37-d1bd-4042-997e-478a0f_D2
Normal
0.4
6b0a3188-d8ca-4d50-a377-a8fe4c_D2
Normal
0.4
1bf00d93-240f-47e8-8055-f546b0_D2
Normal
0.4
0d5554d1-1653-4589-a44f-43113e_D2
Normal
0.4
5c70e654-583c-4dd3-ad42-0d9b39_D2
Normal
0.4
7478980a-60fb-4f5e-aa1c-2d7941_D2
Normal
0.4
9a48cf57-e1f0-4ea1-9804-d563f2_D2
Normal
0.4
526c3664-5b9b-4a2b-a00e-a14623_D2
Tumor
0.4
e14c2cbe-eca0-4745-97f6-8f27bd_D2
Normal
0.3
62627b73-1763-48bc-8eea-e5bd76_D2
Normal
0.3
4c9dcc8c-ccdc-4336-8e23-107feb_D2
Normal
0.3
64ed43a2-f083-43cb-9d0d-118495_D2
Normal
0.3
26acb513-3ffe-49ad-8581-9dfc97_D2
Normal
0.3
2cc46aec-6142-4fb9-aca5-c442b9_D2
Normal
0.3
7bdfa5c9-d11f-4600-9c44-a87996_D2
Normal
0.3
8fab37a4-cdf9-4ce8-9081-7b9148_D2
Normal
0.2
46dfc1e4-0110-4d9f-888e-6a29ab_D2
Normal
0.2
5f823547-ee16-45b7-a6a0-ef25d6_D3
Tumor
0.2
5e886f1c-8165-4232-9591-d80799_D2
Normal
0.2
1563ef63-d2e6-406f-adc1-255949_D3
Tumor
0.2
8af80ae9-2088-4124-91fb-8d6c17_D3
Tumor
0.2
176d1b96-8c6e-44fe-8a32-e15194_D2
Normal
0.1
211cbcef-cb1f-4c80-a1c8-a76d3c_D2
Normal
0.1
3d797911-d476-436f-9cce-33e20c_D8
Tumor
0.1
799893aa-d523-4a08-9ea7-611cca_D3
Tumor
0.1
1c070992-647b-4173-a481-904c4d_D2
Normal
0.1
5cf5e61d-21ff-4678-9126-14e9bb_D2
Normal
0.1
c9f0f144-47f3-4d64-b29f-bcedfa_D2
Normal
0.1
01d1ffca-4235-4dfe-bf62-56f71d_D3
Tumor
0.1
2d266d2d-4bb3-436c-a3e7-06acb2_D3
Tumor
0.1
e3c012aa-51c2-42b0-a478-bd620f_D2
Normal
0.1
348f6009-e1be-44d2-a093-9ca844_D2
Normal
0.1
4b263734-430f-41dc-a296-8691f0_D3
Tumor
0.1
092c5a37-325b-4181-b230-2d8fff_D2
Tumor
0.1
d3078fa8-0692-411f-8441-0c7c48_D8
Tumor
0.0
2167c594-c33f-4795-b95b-69bd07_D2
Tumor
0.0
2b810478-7956-4a8b-870d-184859_D2
Tumor
0.0
47d2a435-b203-4438-ae72-53c424_D2
Normal
0.0
a84149b1-8453-45f0-8400-d7b12f_D2
Normal
0.0
b2400046-1d25-429d-a821-6040a6
Tumor
0.0
411d9597-c785-4de5-b449-29a80d_D2
Normal
0.0
e1cd3d70-132b-452f-ba10-026721_D2
Tumor
-0.1
8c73f3a5-fea8-4942-90c0-966f66_D3
Tumor
-0.1
2f8b02e4-1848-4abc-a95e-dd9eb5_D3
Tumor
-0.1
1fbb1add-4660-4ec1-b8c2-360f9f_D2
Normal
-0.1
43bc845e-d22e-4c10-b3e8-bc54e6_D2
Normal
-0.1
88c621d7-7fb3-4825-abbe-82ae4c_D2
Normal
-0.1
d6584b4a-ca99-4a2a-8b4e-c8b22e_D3
Tumor
-0.1
0784c7b3-e6a4-42a8-9288-eb4ba0_D2
Normal
-0.1
f5ed5ebc-881d-456a-80d7-42c9e7_D2
Normal
-0.2
f6b1079b-9d67-4c63-b3d0-d562b5_D2
Tumor
-0.2
0f757044-9bc8-4ed4-90f3-e0a49a_D3
Tumor
-0.2
98742d96-cc2f-43f0-9de2-bc7afe_D3
Tumor
-0.2
c1b66358-d103-493c-b8ec-92c43b_D1
Tumor
-0.2
db3f5ad9-d14d-4126-a3e7-d80faa_D3
Tumor
-0.2
3e8019e8-125f-4615-a1fa-a448e9_D2
Normal
-0.2
573048dd-2502-40e0-8e8c-c41bb8_D3
Tumor
-0.2
f4bccfe4-98d0-466b-a6d7-44341b_D3
Tumor
-0.2
bc574f73-89ba-44d7-992e-82622c_D3
Tumor
-0.2
92f7419c-c57a-4b50-bdc9-4d09ca_D2
Tumor
-0.2
cd89ffbb-574a-4052-bd9a-00c890_D2
Tumor
-0.2
515040a4-bbfb-4a15-9e53-e7b6e6_D2
Normal
-0.3
e8faa3a7-9fc7-428e-9334-a0afd0_D3
Tumor
-0.3
820a3f08-5bb1-44b3-a133-ee167e_D2
Tumor
-0.3
7cc7f69f-99f5-4b23-a9e0-ba0dc8_D8
Tumor
-0.3
372c900a-fced-4eef-9dc4-7282ec_D2
Tumor
-0.3
4bb08fad-fa5e-471e-978b-6b09ab_D2
Tumor
-0.3
e2e83b72-b14b-4b06-9461-1115d6_D2
Tumor
-0.3
66b829db-1cdd-460d-b2f3-0e9ca9_D3
Tumor
-0.3
f6afe41c-111d-4818-8485-fe95e0_D2
Tumor
-0.3
c8694e31-2c8f-4eb6-a7ef-a137d9_D3
Tumor
-0.3
cd6a4013-2958-44b9-a4f1-45c9e4_D2
Tumor
-0.3
0aef1fe8-ca61-4113-81d0-d82ee7_D2
Tumor
-0.4
54565eae-05c5-4dae-bde9-ae4874_D2
Normal
-0.4
f9d6fb1b-988e-4D88-9272-cc672f_D8
Tumor
-0.4
642fc6c3-8d4a-4e3d-ad0a-cc088a_D2
Tumor
-0.4
c2c53076-b5db-4b7d-983c-a35740_D3
Tumor
-0.4
79097be1-cd36-4a23-99d1-3d744f_D2
Tumor
-0.4
4cdeecb5-19fb-493c-91f5-eb0efc_D3
Tumor
-0.4
cfb4831f-e9ee-4e11-80fb-958f6f_D2
Tumor
-0.4
e515eb5c-8005-416a-9b42-59de9d_D8
Tumor
-0.4
dffcac99-9eac-4717-aeb6-f4a2e7_D8
Tumor
-0.4
5da00abd-5fa7-4deb-95f1-7982e0_D3
Tumor
-0.4
b605fafc-f7dd-44cc-9c86-da04e3_D2
Tumor
-0.4
f69deaeb-6b6f-4c61-8900-fd0f26_D3
Tumor
-0.4
c65afd57-530c-4366-b2c8-463a46_D2
Tumor
-0.5
321fb3b2-ebb6-4ea5-b737-081264_D2
Tumor
-0.5
591fb460-703a-437d-8d9a-ff2a35_D3
Tumor
-0.5
dfdf03a6-c324-4d8c-a909-ea7345_D2
Tumor
-0.5
aa0f5b40-3290-4255-8f4d-f45d4e_D3
Tumor
-0.5
b4e91300-405e-4239-b8da-5e1a42_D2
Tumor
-0.5
0630ecb0-b664-4e75-bb3c-fb62ee_D3
Tumor
-0.5
d7608884-a0d6-4e9e-aac7-6cd813_D3
Tumor
-0.5
b4dd4a04-5eda-43dd-8298-215b07_D3
Tumor
-0.5
37219a7c-6fe2-4684-a494-d0be08_D2
Tumor
-0.5
8960a27e-69d8-4ec8-a795-c6cf8a_D3
Tumor
-0.6
8b9e4266-7754-4f2c-ac9e-329905_D2
Tumor
-0.6
9bf309bc-0fb6-4060-aba2-888eb3_D2
Tumor
-0.6
42216d99-e8ff-43c9-b6db-28c3a6_D3
Tumor
-0.6
ec9afcc4-ccf7-4226-b0e8-d6897d_D3
Tumor
-0.6
f635496c-0046-4ecd-89bc-7a4f33_D2
Tumor
-0.6
bd67de01-ad7d-431a-9ad6-4dd5a1
Tumor
-0.6
c6ae57a7-65a0-438e-bae2-97b1c8_D3
Tumor
-0.6
21cab01c-e968-42cc-9651-1e53c0_D3
Tumor
-0.6
803736b3-9ca9-4f9f-bdfe-8783e3_D3
Tumor
-0.7
5557e478-3e6f-475b-8acc-1b4159_D8
Tumor
-0.7
0065bfd9-e1b9-43a8-9379-9658ba_D3
Tumor
-0.7
92c1ebb5-ac1d-4bf5-a14f-516e1d_D3
Tumor
-0.7
66b57abc-0d49-46bb-a390-0e11a9_D2
Tumor
-0.7
43192517-085e-450e-9481-0a6713_D3
Tumor
-0.7
e196a0b4-2a05-43de-bb30-ceb761_D2
Tumor
-0.7
0f238226-864c-4de0-8c61-01e729_D2
Tumor
-0.7
a2f03d85-5f1a-4b3e-9dbf-74e67e_D3
Tumor
-0.7
c9730cb4-b52c-4ca8-9652-4509d0_D2
Tumor
-0.7
722378ea-d1a7-4cfc-aca5-ba45f9_D8
Tumor
-0.8
a90eb718-6a8f-4cbf-89c1-f9e9bd_D2
Tumor
-0.8
6e20c8e9-ab75-4996-9296-445b00_D2
Tumor
-0.8
5271982c-5de1-4d6e-b414-b1f3ef_D2
Tumor
-0.8
1425a1a1-c835-47a2-a9b9-4db5d0_D8
Tumor
-0.8
c7aeb685-31b3-445e-8177-a3e729_D3
Tumor
-0.9
87408d9e-4029-4e8f-b14c-8efc04_D3
Tumor
-0.9
f6173181-0993-4a5f-a4cd-5f30b1_D2
Tumor
-0.9
41ee934e-f7a3-4ef5-8a83-e2ac56_D2
Tumor
-0.9
695b0b00-a86b-43c0-a6c8-50a840_D3
Tumor
-1.0
a467b905-fc0b-427b-8753-6d38dd_D3
Tumor
-1.0
1ab06c24-ffc0-4323-a0cc-e9f5c5_D2
Tumor
-1.0
ea6df59d-5240-4927-b19d-d44590_D2
Tumor
-1.1
58a92726-4d1f-4e44-8938-52b97d_D3
Tumor
-1.2
05a33362-82bb-48ac-8feb-ad2ea1_D2
Tumor
-1.2
8cc7e656-0152-4359-8566-0581c3
Tumor
-1.4
e0068ac5-f557-443a-bd4b-bdfcef_D3
Tumor
-1.4
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.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.