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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.
NRAS 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
22.7
Number of samples
254
Samples
Sample
Description
TPM
TCGA-CK-5912-01A
0 years, male, white, stage:Stage I, dead, 1493 days
61.7
TCGA-F4-6459-01A
0 years, female, white, stage:Stage IIIB, dead, 262 days
54.6
TCGA-A6-5656-01A
0 years, male, white, stage:Stage I, alive, 1001 days
53.2
TCGA-D5-6898-01A
0 years, female, white, stage:Stage I, alive, 229 days
47.8
TCGA-QG-A5Z1-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 256 days
46.2
TCGA-A6-6648-01A
0 years, male, white, stage:Stage IVA, alive, 766 days
45.5
TCGA-CM-6172-01A
0 years, female, white, stage:Stage IIIB, alive, 335 days
43.9
TCGA-D5-6922-01A
0 years, male, white, stage:Stage IIIA, alive, 308 days
41.7
TCGA-CA-5797-01A
0 years, male, asian, stage:Stage IIA, alive, 383 days
41.7
TCGA-A6-6140-01A
0 years, male, white, stage:Stage IIA, alive, 734 days
41.4
TCGA-A6-6780-01A
0 years, male, white, stage:Stage IIA, alive, 612 days
40.6
TCGA-A6-5667-01A
0 years, female, white, stage:Stage IIIB, alive, 887 days
39.3
TCGA-AZ-5403-01A
0 years, male, white, stage:Stage II, dead, 1910 days
37.1
TCGA-CM-6170-01A
0 years, female, white, stage:Stage I, alive, 457 days
36.8
TCGA-D5-6926-01A
0 years, male, white, stage:Stage IIIB, alive, 275 days
36.4
TCGA-CM-6165-01A
0 years, male, white, stage:Stage IIA, alive, 488 days
36.2
TCGA-CM-6169-01A
0 years, male, black or african american, stage:Stage IIA, alive, 396 days
36.1
TCGA-CM-5348-01A
0 years, male, white, stage:Stage IIIB, alive, 699 days
35.3
TCGA-AA-3697-01A
0 years, male, stage:Stage II, alive, 2587 days
35.0
TCGA-A6-6138-01A
0 years, male, white, stage:Stage I, alive, 685 days
34.7
TCGA-D5-6923-01A
0 years, male, white, stage:Stage I, alive, 378 days
34.6
TCGA-A6-2675-01A
0 years, male, white, stage:Stage IIA, alive, 1321 days
34.1
TCGA-A6-6650-01A
0 years, female, black or african american, stage:Stage IIA, alive, 627 days
34.0
TCGA-CM-6676-01A
0 years, male, white, stage:Stage I, alive, 337 days
33.8
TCGA-A6-3809-01A
0 years, female, white, stage:Stage IIB, alive, 996 days
33.5
TCGA-CM-6162-01A
0 years, female, white, stage:Stage IIIB, alive, 365 days
33.4
TCGA-A6-5661-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1020 days
32.9
TCGA-CM-6168-01A
0 years, female, black or african american, stage:Stage IIA, alive, 395 days
32.8
TCGA-A6-3810-01A
0 years, male, white, stage:Stage IIA, alive, 1111 days
32.8
TCGA-A6-6137-01A
0 years, male, white, stage:Stage IIIB, alive, 824 days
32.7
TCGA-AA-3526-01A
0 years, male, stage:Stage I, alive, 580 days
32.7
TCGA-AM-5820-01A
0 years, female, white, stage:Stage IVA, alive, 14 days
31.9
TCGA-CM-5862-01A
0 years, male, white, stage:Stage IVA, dead, 153 days
31.8
TCGA-A6-5666-01A
0 years, male, white, stage:Stage IIC, alive, 995 days
31.6
TCGA-G4-6295-01A
0 years, female, white, stage:Stage II, alive, 254 days
31.1
TCGA-D5-6539-01A
0 years, female, white, stage:'--, alive, 380 days
30.7
TCGA-A6-A567-01A
0 years, male, black or african american, stage:Stage IV, dead, 1881 days
30.7
TCGA-D5-5538-01A
0 years, female, white, stage:Stage IIIB, dead, 1661 days
29.8
TCGA-CM-6161-01A
0 years, female, white, stage:Stage I, alive, 457 days
29.6
TCGA-CM-6164-01A
0 years, female, white, stage:Stage IIA, alive, 883 days
29.4
TCGA-AA-3655-01A
0 years, male, stage:Stage II, alive, 1856 days
29.3
TCGA-CM-5860-01A
0 years, male, white, stage:Stage IIA, alive, 974 days
28.8
TCGA-D5-7000-01A
0 years, female, white, stage:Stage I, alive, 312 days
28.6
TCGA-AY-A54L-01A
0 years, female, black or african american, stage:Stage I, alive, 525 days
28.2
TCGA-A6-A566-01A
0 years, female, black or african american, stage:Stage IIIB, dead, 758 days
28.1
TCGA-G4-6303-01A
0 years, female, white, stage:Stage IV, dead, 2003 days
28.0
TCGA-AD-6963-01A
0 years, male, white, stage:'--, alive, 834 days
27.9
TCGA-CK-5914-01A
0 years, male, white, stage:Stage IIIB, alive, 669 days
27.9
TCGA-AA-3713-01A
0 years, male, stage:Stage IV, alive, 579 days
27.8
TCGA-CA-6715-01A
0 years, male, asian, stage:Stage IIIB, alive, 383 days
27.8
TCGA-G4-6321-01A
0 years, female, white, stage:Stage III, alive, 672 days
27.7
TCGA-DM-A28E-01A
0 years, female, white, stage:Stage IIA, alive, 3648 days
27.7
TCGA-A6-6781-01A
0 years, male, white, stage:Stage IIIC, alive, 598 days
27.6
TCGA-CM-5349-01A
0 years, female, white, stage:Stage IIA, alive, 915 days
27.6
TCGA-AY-A8YK-01A
0 years, male, black or african american, stage:Stage IVA, alive, 573 days
27.5
TCGA-AA-3496-01A
0 years, female, stage:Stage II, alive, 31 days
27.4
TCGA-D5-6540-01A
0 years, male, white, stage:Stage I, alive, 491 days
27.1
TCGA-A6-2674-01A
0 years, male, white, stage:Stage IV, alive, 1331 days
27.1
TCGA-AZ-6603-01A
0 years, female, white, stage:'--, dead, 899 days
26.9
TCGA-WS-AB45-01A
0 years, female, black or african american, stage:Stage IIA, alive, 2130 days
26.8
TCGA-G4-6315-01A
0 years, male, white, stage:Stage IV, alive, 1883 days
26.7
TCGA-G4-6294-01A
0 years, male, white, stage:Stage IV, dead, 858 days
26.7
TCGA-G4-6311-01A
0 years, male, white, stage:Stage III, alive, 1199 days
26.7
TCGA-A6-6653-01A
0 years, male, white, stage:Stage I, alive, 742 days
26.5
TCGA-CM-6679-01A
0 years, male, white, stage:Stage IIA, alive, 306 days
26.4
TCGA-NH-A8F7-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
26.4
TCGA-DM-A28F-01A
0 years, male, white, stage:Stage IIIB, dead, 1094 days
26.3
TCGA-CM-6171-01A
0 years, female, white, stage:Stage I, alive, 427 days
26.3
TCGA-AA-3662-01A
0 years, female, stage:Stage IV, alive, 184 days
26.2
TCGA-RU-A8FL-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 1177 days
26.0
TCGA-CM-6675-01A
0 years, male, black or african american, stage:Stage IVB, alive, 397 days
26.0
TCGA-AA-3511-01A
0 years, male, stage:Stage II, alive, 212 days
26.0
TCGA-D5-6532-01A
0 years, male, white, stage:Stage IIA, alive, 555 days
25.9
TCGA-D5-6534-01A
0 years, female, white, stage:Stage IIA, alive, 1316 days
25.7
TCGA-G4-6628-01A
0 years, male, white, stage:Stage I, alive, 2424 days
25.6
TCGA-CA-6719-01A
0 years, male, asian, stage:Stage IIA, alive, 435 days
25.6
TCGA-CA-6717-01A
0 years, male, asian, stage:Stage IIA, alive, 388 days
25.5
TCGA-AA-A02K-01A
0 years, male, stage:Stage IV, dead, 426 days
25.5
TCGA-G4-6297-01A
0 years, female, white, stage:Stage IV, alive, 2506 days
25.4
TCGA-A6-5659-01A
0 years, male, white, stage:Stage I, alive, 926 days
25.4
TCGA-DM-A28H-01A
0 years, male, white, stage:Stage IIIC, alive, 3561 days
25.2
TCGA-A6-5657-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 962 days
24.9
TCGA-D5-6931-01A
0 years, male, white, stage:Stage IIIC, alive, 365 days
24.9
TCGA-CK-6748-01A
0 years, female, white, stage:Stage IV, alive, 61 days
24.8
TCGA-AD-6965-01A
0 years, male, white, stage:Stage IIIC, alive, 805 days
24.7
TCGA-CM-6677-01A
0 years, female, white, stage:Stage IIA, alive, 337 days
24.7
TCGA-CM-5864-01A
0 years, male, white, stage:Stage I, alive, 457 days
24.7
TCGA-AD-6548-01A
0 years, female, white, stage:Stage I, alive, 650 days
24.6
TCGA-D5-6537-01A
0 years, male, white, stage:Stage IIIB, dead, 146 days
24.6
TCGA-DM-A0XF-01A
0 years, female, white, stage:Stage IIIC, dead, 1162 days
24.5
TCGA-QG-A5YX-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1003 days
24.3
TCGA-AZ-6605-01A
0 years, male, white, stage:Stage IIIB, dead, 159 days
24.3
TCGA-A6-A565-01A
0 years, female, black or african american, stage:Stage IIIC, dead, 494 days
24.2
TCGA-A6-6649-01A
0 years, male, white, stage:Stage IIIB, alive, 735 days
24.1
TCGA-G4-6310-01A
0 years, male, white, stage:Stage IIIB, alive, 1935 days
24.0
TCGA-G4-6293-01A
0 years, female, white, stage:Stage III, alive, 4051 days
23.8
TCGA-F4-6463-01A
0 years, male, white, stage:Stage IIA, alive, 1087 days
23.7
TCGA-D5-6920-01A
0 years, female, white, stage:Stage IIA, alive, 377 days
23.7
TCGA-A6-6142-01A
0 years, female, white, stage:Stage IVA, alive, 763 days
23.6
TCGA-F4-6805-01A
0 years, female, white, stage:Stage IIA, alive, 1047 days
23.5
TCGA-AU-3779-01A
0 years, female, white, stage:Stage IIA, alive, 441 days
23.4
TCGA-F4-6570-01A
0 years, female, white, stage:Stage IIA, dead, 188 days
23.3
TCGA-D5-6529-01A
0 years, male, white, stage:Stage IIA, alive, 614 days
23.3
TCGA-D5-6924-01A
0 years, male, white, stage:Stage IIA, alive, 435 days
23.2
TCGA-DM-A1D0-01A
0 years, female, white, stage:Stage IIA, alive, 3974 days
23.1
TCGA-CM-4751-01A
0 years, male, white, stage:Stage IIIB, alive, 822 days
23.1
TCGA-A6-4105-01A
0 years, male, white, stage:Stage IIA, dead, 442 days
23.0
TCGA-F4-6569-01A
0 years, male, white, stage:Stage I, alive, 1087 days
23.0
TCGA-CA-6718-01A
0 years, male, asian, stage:Stage IIA, dead, 306 days
22.9
TCGA-NH-A8F8-01A
0 years, male, black or african american, stage:Stage IV, dead, 511 days
22.9
TCGA-F4-6808-01A
0 years, female, white, stage:Stage I, alive, 1024 days
22.8
TCGA-CM-5868-01A
0 years, female, white, stage:Stage IVA, alive, 518 days
22.8
TCGA-G4-6309-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2600 days
22.8
TCGA-AA-3663-01A
0 years, male, stage:Stage II, alive, 212 days
22.7
TCGA-AZ-6607-01A
0 years, male, white, stage:Stage IV, dead, 97 days
22.7
TCGA-AY-6386-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 542 days
22.6
TCGA-QL-A97D-01A
0 years, female, black or african american, stage:Stage I, alive, 666 days
22.5
TCGA-DM-A1DB-01A
0 years, male, white, stage:Stage IIA, dead, 1348 days
22.4
TCGA-D5-6541-01A
0 years, male, white, stage:Stage IIA, alive, 474 days
22.4
TCGA-AY-A69D-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
22.4
TCGA-CK-6751-01A
0 years, female, white, stage:Stage I, alive, 518 days
22.4
TCGA-AA-3660-01A
0 years, female, stage:Stage II, alive, 2375 days
22.1
TCGA-F4-6854-01A
0 years, female, white, stage:Stage IIA, alive, 16 days
22.1
TCGA-G4-6625-01A
0 years, female, white, stage:Stage IIA, alive, 2792 days
21.9
TCGA-D5-6536-01A
0 years, male, white, stage:Stage IIA, alive, 543 days
21.9
TCGA-D5-6538-01A
0 years, female, white, stage:Stage IIIB, alive, 521 days
21.7
TCGA-G4-6588-01A
0 years, female, white, stage:Stage IIA, alive, 796 days
21.6
TCGA-A6-5660-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 888 days
21.6
TCGA-CM-6166-01A
0 years, female, white, stage:Stage I, alive, 669 days
21.6
TCGA-AZ-6606-01A
0 years, male, white, stage:Stage IV, dead, 357 days
21.4
TCGA-AA-3685-01A
0 years, male, stage:Stage II, alive, 1127 days
21.4
TCGA-CK-6747-01A
0 years, female, white, stage:Stage IIA, alive, 820 days
21.4
TCGA-F4-6806-01A
0 years, female, white, stage:Stage I, alive, 1260 days
21.3
TCGA-G4-6306-01A
0 years, male, white, stage:'--, alive, 1359 days
21.3
TCGA-DM-A1D7-01A
0 years, male, white, stage:Stage IIA, dead, 405 days
21.2
TCGA-D5-6932-01A
0 years, male, white, stage:Stage IIA, alive, 346 days
21.2
TCGA-AZ-6598-01A
0 years, female, white, stage:Stage II, dead, 1503 days
21.1
TCGA-AD-6899-01A
0 years, male, white, stage:Stage IIIC, dead, 176 days
21.1
TCGA-CM-6680-01A
0 years, female, white, stage:Stage IIIB, alive, 366 days
21.1
TCGA-F4-6856-01A
0 years, male, white, stage:Stage I, alive, 1074 days
21.0
TCGA-A6-5665-01A
0 years, female, white, stage:Stage IIA, alive, 671 days
21.0
TCGA-A6-6654-01A
0 years, female, white, stage:Stage IIIB, alive, 726 days
21.0
TCGA-G4-6314-01A
0 years, female, white, stage:Stage IV, alive, 1093 days
20.9
TCGA-A6-5664-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 672 days
20.8
TCGA-D5-6533-01A
0 years, female, white, stage:'--, alive, 775 days
20.6
TCGA-DM-A1D9-01A
0 years, female, white, stage:Stage IIA, alive, 4270 days
20.4
TCGA-D5-5539-01A
0 years, male, white, stage:Stage IIIA, alive, 596 days
20.1
TCGA-D5-5537-01A
0 years, male, white, stage:'--, dead, 1381 days
20.1
TCGA-AD-6888-01A
0 years, male, white, stage:Stage IIIB, dead, 472 days
20.0
TCGA-SS-A7HO-01A
0 years, female, black or african american, stage:Stage IIB, alive, 1829 days
20.0
TCGA-NH-A50U-01A
0 years, male, black or african american, stage:Stage IVA, dead, 334 days
20.0
TCGA-A6-6652-01A
0 years, male, black or african american, stage:Stage IVA, alive, 751 days
20.0
TCGA-AZ-4323-01A
0 years, male, white, stage:Stage IV, dead, 43 days
20.0
TCGA-G4-6627-01A
0 years, male, white, stage:Stage IIA, alive, 2175 days
19.9
TCGA-T9-A92H-01A
0 years, male, black or african american, stage:Stage IIA, alive, 362 days
19.8
TCGA-AZ-6601-01A
0 years, male, white, stage:Stage II, dead, 3042 days
19.8
TCGA-CM-6167-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 456 days
19.4
TCGA-A6-5662-01A
0 years, male, white, stage:Stage IVA, alive, 718 days
19.3
TCGA-QG-A5Z2-01A
0 years, male, black or african american, stage:Stage I, alive, 952 days
19.3
TCGA-AZ-5407-01A
0 years, female, white, stage:Stage I, alive, 2683 days
19.2
TCGA-CA-6716-01A
0 years, male, asian, stage:Stage IIA, alive, 371 days
19.2
TCGA-AZ-6600-01A
0 years, male, black or african american, stage:Stage IV, dead, 368 days
19.1
TCGA-NH-A6GB-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 476 days
19.1
TCGA-CM-6674-01A
0 years, male, white, stage:Stage IIA, alive, 394 days
19.1
TCGA-QG-A5YV-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 1301 days
19.1
TCGA-CM-4743-01A
0 years, male, white, stage:Stage IIA, alive, 701 days
19.0
TCGA-AY-6197-01A
0 years, male, white, stage:Stage IIA, alive, 652 days
19.0
TCGA-AA-3675-01A
0 years, male, stage:Stage II, alive, 1431 days
18.8
TCGA-5M-AATE-01A
0 years, male, black or african american, stage:Stage IIA, alive, 1200 days
18.8
TCGA-CM-5863-01A
0 years, female, white, stage:Stage IIIB, alive, 457 days
18.7
TCGA-CM-6163-01A
0 years, male, white, stage:Stage I, alive, 427 days
18.7
TCGA-F4-6703-01A
0 years, male, white, stage:Stage IIA, alive, 1456 days
18.3
TCGA-DM-A280-01A
0 years, female, white, stage:Stage IIA, dead, 236 days
18.1
TCGA-D5-6927-01A
0 years, male, white, stage:Stage IIA, alive, 287 days
18.1
TCGA-G4-6317-01A
0 years, female, white, stage:Stage IIIC, alive, 1095 days
17.9
TCGA-CK-4950-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2599 days
17.9
TCGA-G4-6626-01A
0 years, male, white, stage:Stage IIA, dead, 1 days
17.8
TCGA-CK-5913-01A
0 years, female, white, stage:Stage IIA, alive, 1561 days
17.7
TCGA-G4-6323-01A
0 years, male, black or african american, stage:Stage IA, alive, 419 days
17.7
TCGA-AM-5821-01A
0 years, female, white, stage:Stage IIA, alive, 28 days
17.7
TCGA-AY-6196-01A
0 years, male, white, stage:Stage IIIC, alive, 6 days
17.6
TCGA-CM-5344-01A
0 years, female, white, stage:Stage IIIB, alive, 670 days
17.6
TCGA-AY-5543-01A
0 years, female, black or african american, stage:Stage IVA, alive, 1004 days
17.5
TCGA-A6-6782-01A
0 years, male, white, stage:Stage IIB, alive, 617 days
17.5
TCGA-G4-6299-01A
0 years, male, white, stage:Stage IIIC, alive, 2268 days
17.5
TCGA-A6-2686-01A
0 years, female, white, stage:Stage IIA, dead, 1126 days
17.5
TCGA-CM-5861-01A
0 years, female, white, stage:Stage IIA, alive, 457 days
17.5
TCGA-A6-6651-01A
0 years, female, white, stage:Stage IIIB, alive, 662 days
17.3
TCGA-NH-A50V-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 588 days
17.3
TCGA-F4-6809-01A
0 years, female, white, stage:Stage IVA, dead, 403 days
17.3
TCGA-AU-6004-01A
0 years, female, white, stage:Stage I, alive, 824 days
17.2
TCGA-DM-A28M-01A
0 years, male, white, stage:Stage IIA, alive, 2895 days
17.0
TCGA-QG-A5YW-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 896 days
17.0
TCGA-DM-A28C-01A
0 years, male, white, stage:Stage IIA, dead, 2475 days
16.7
TCGA-DM-A285-01A
0 years, female, white, stage:Stage IV, dead, 179 days
16.7
TCGA-5M-AAT6-01A
0 years, female, black or african american, stage:Stage IV, dead, 290 days
16.7
TCGA-3L-AA1B-01A
0 years, female, black or african american, stage:Stage I, alive, 475 days
16.5
TCGA-D5-6531-01A
0 years, male, white, stage:Stage IIA, alive, 540 days
16.5
TCGA-AY-A71X-01A
0 years, female, black or african american, stage:Stage I, alive, 588 days
16.5
TCGA-AD-5900-01A
0 years, male, white, stage:Stage I, alive, 370 days
16.5
TCGA-AZ-6608-01A
0 years, female, white, stage:Stage IIIA, dead, 59 days
16.5
TCGA-D5-6535-01A
0 years, female, white, stage:Stage IIIB, alive, 460 days
16.4
TCGA-DM-A28A-01A
0 years, male, white, stage:Stage IIIC, dead, 805 days
16.4
TCGA-CK-4952-01A
0 years, female, white, stage:Stage IIIC, alive, 475 days
16.3
TCGA-AD-6964-01A
0 years, male, white, stage:'--, dead, 331 days
16.3
TCGA-AD-A5EK-01A
0 years, male, black or african american, stage:Stage I, alive, 500 days
16.1
TCGA-F4-6461-01A
0 years, female, white, stage:Stage IIIC, dead, 338 days
15.7
TCGA-CM-4744-01A
0 years, male, white, stage:Stage I, alive, 609 days
15.6
TCGA-G4-6307-01A
0 years, female, white, stage:Stage IIIB, alive, 1674 days
15.5
TCGA-DM-A282-01A
0 years, female, white, stage:Stage IIA, alive, 4233 days
15.4
TCGA-G4-6586-01A
0 years, female, white, stage:Stage IIA, alive, 1089 days
15.3
TCGA-4T-AA8H-01A
0 years, female, black or african american, stage:Stage IIA, alive, 385 days
15.3
TCGA-NH-A6GA-01A
0 years, male, black or african american, stage:Stage IIIC, dead, 302 days
15.3
TCGA-DM-A28G-01A
0 years, male, white, stage:Stage IIA, dead, 1849 days
15.2
TCGA-A6-6141-01A
0 years, male, black or african american, stage:Stage IIA, alive, 255 days
15.2
TCGA-DM-A1DA-01A
0 years, female, white, stage:Stage IIIC, dead, 228 days
15.2
TCGA-AD-6890-01A
0 years, male, white, stage:'--, alive, 746 days
15.1
TCGA-A6-A5ZU-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 293 days
15.0
TCGA-A6-A56B-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 1711 days
15.0
TCGA-AD-6895-01A
0 years, male, white, stage:Stage IIIB, alive, 763 days
14.9
TCGA-CA-5254-01A
0 years, female, asian, stage:Stage IIA, alive, 386 days
14.9
TCGA-DM-A288-01A
0 years, male, white, stage:Stage IIIC, dead, 427 days
14.9
TCGA-F4-6704-01A
0 years, male, american indian or alaska native, stage:Stage IIIC, alive, 47 days
14.6
TCGA-DM-A1HB-01A
0 years, male, white, stage:Stage IIIB, alive, 4126 days
14.5
TCGA-G4-6322-01A
0 years, male, white, stage:Stage IIIB, alive, 792 days
14.4
TCGA-D5-6530-01A
0 years, male, white, stage:Stage I, alive, 621 days
14.2
TCGA-G4-6320-01A
0 years, male, white, stage:Stage III, alive, 804 days
14.2
TCGA-5M-AAT4-01A
0 years, male, black or african american, stage:Stage IV, dead, 49 days
14.1
TCGA-NH-A50T-01A
0 years, female, black or african american, stage:Stage IIA, alive, 553 days
14.1
TCGA-AZ-6599-01A
0 years, male, white, stage:Stage I, dead, 206 days
13.8
TCGA-D5-6928-01A
0 years, male, white, stage:Stage IIA, alive, 354 days
13.8
TCGA-DM-A0X9-01A
0 years, female, white, stage:Stage IIA, alive, 3641 days
13.5
TCGA-F4-6807-01A
0 years, female, white, stage:Stage IIIC, alive, 1309 days
13.4
TCGA-D5-6930-01A
0 years, male, white, stage:Stage IIA, alive, 406 days
13.4
TCGA-D5-6929-01A
0 years, female, white, stage:Stage IV, alive, 408 days
13.2
TCGA-F4-6855-01A
0 years, female, white, stage:Stage IIA, alive, 1442 days
13.1
TCGA-AA-3489-01A
0 years, male, stage:Stage II, dead, 214 days
12.9
TCGA-CK-5916-01A
0 years, female, white, stage:Stage I, dead, 643 days
12.9
TCGA-AD-6901-01A
0 years, male, white, stage:'--, dead, 682 days
12.8
TCGA-AA-A02Y-01A
0 years, male, stage:Stage I, alive, 1216 days
12.6
TCGA-DM-A1D8-01A
0 years, female, white, stage:'--, dead, 383 days
12.4
TCGA-AD-6889-01A
0 years, male, asian, stage:Stage IIA, dead, 2532 days
11.9
TCGA-AZ-4616-01A
0 years, female, white, stage:Stage IV, dead, 156 days
11.8
TCGA-CM-6678-01A
0 years, female, white, stage:Stage IVA, alive, 335 days
11.6
TCGA-DM-A28K-01A
0 years, male, white, stage:Stage IIA, alive, 2988 days
11.5
TCGA-G4-6304-01A
0 years, female, white, stage:Stage IIB, alive, 1631 days
11.3
TCGA-F4-6460-01A
0 years, female, white, stage:Stage IIIB, dead, 972 days
10.8
TCGA-NH-A6GC-01A
0 years, female, black or african american, stage:Stage IVB, alive, 389 days
10.7
TCGA-DM-A1D6-01A
0 years, male, white, stage:Stage IIA, dead, 570 days
10.1
TCGA-4N-A93T-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 146 days
9.9
TCGA-CA-5255-01A
0 years, male, asian, stage:Stage IIA, alive, 376 days
9.4
TCGA-DM-A0XD-01A
0 years, male, white, stage:Stage IIA, dead, 743 days
9.3
TCGA-DM-A1HA-01A
0 years, male, white, stage:Stage IIIC, alive, 2600 days
8.5
TCGA-DM-A1D4-01A
0 years, male, white, stage:Stage IIA, dead, 2821 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.
NRAS 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
29.4
Number of samples
486
Samples
Sample
Description
TPM
U0103
0 years, female, NA, stage:T3N1M0, alive, 1197 days
73.1
U3048
0 years, male, NA, stage:T4N2M0, alive, 535 days
54.2
U0210
0 years, male, NA, stage:T3N0M0, dead, 1800 days
52.5
U0285
0 years, female, NA, stage:T3N0M0, alive, 2165 days
52.4
U0999
0 years, male, NA, stage:T3N2M0, alive, 860 days
50.6
U0404
0 years, female, NA, stage:T3N2M0, dead, 204 days
50.2
U3051
0 years, male, NA, stage:T3N2M0, alive, 415 days
49.9
U0455
0 years, female, NA, stage:T3N2M0, alive, 2445 days
48.9
U1276
0 years, male, NA, stage:T3N0M0, alive, 2474 days
48.5
U0225
0 years, male, NA, stage:T3N1M0, alive, 581 days
48.0
U2798
0 years, male, NA, stage:T3N0M0, alive, 751 days
47.9
U0202
0 years, male, NA, stage:T3N0M0, dead, 2670 days
47.3
U0222
0 years, female, NA, stage:T3N2M1, alive, 1779 days
47.1
U3032
0 years, female, NA, stage:T3N1M0, alive, 449 days
47.0
U0427
0 years, male, NA, stage:T2N0M0, alive, 1193 days
46.2
U3034
0 years, female, NA, stage:T3N1M0, alive, 443 days
46.1
U0411
0 years, female, NA, stage:T3N1M0, alive, 1868 days
45.6
U1017
0 years, male, NA, stage:T3N0M0, alive, 615 days
45.5
U0181
0 years, female, NA, stage:T1N0M0, alive, 3623 days
45.3
U3122
0 years, female, NA, stage:T3N0M1, dead, 91 days
44.8
U1251
0 years, male, NA, stage:T4N2M0, alive, 126 days
43.9
U0444
0 years, female, NA, stage:T4N1M0, alive, 1841 days
43.7
U0384
0 years, male, NA, stage:T2N1M1, alive, 1024 days
43.4
U1160
0 years, male, NA, stage:T3N1M0, alive, 1557 days
43.3
U0236
0 years, male, NA, stage:T3N1M0, alive, 1842 days
43.2
U1239
0 years, male, NA, stage:T2N0M0, dead, 1998 days
42.6
U0178
0 years, female, NA, stage:T3N1M0, dead, 2096 days
42.5
U0451
0 years, female, NA, stage:T4N2M0, alive, 3023 days
42.4
U1447
0 years, male, NA, stage:T4N1M0, alive, 988 days
42.0
U0260
0 years, male, NA, stage:T1N0M1, alive, 2928 days
41.6
U0392
0 years, male, NA, stage:T3N2M0, alive, 489 days
41.6
U2995
0 years, female, NA, stage:T3N1M0, alive, 491 days
41.5
U0955
0 years, female, NA, stage:T3N0M0, alive, 2170 days
41.4
U0394
0 years, male, NA, stage:T2N1M0, alive, 969 days
41.1
U0125
0 years, female, NA, stage:T1N0M0, dead, 668 days
41.1
U0127
0 years, female, NA, stage:T3N0M0, dead, 2753 days
40.9
U2848
0 years, female, NA, stage:T4N2M0, alive, 669 days
40.7
U0317
0 years, female, NA, stage:T3N2M0, alive, 3209 days
40.5
U0937
0 years, male, NA, stage:T2N0M0, dead, 1558 days
40.1
U0290
0 years, male, NA, stage:T4N2M0, dead, 593 days
40.0
U0328
0 years, male, NA, stage:T4N0M0, dead, 1362 days
40.0
U1483
0 years, female, NA, stage:T3N0M0, alive, 1094 days
39.9
U0087
0 years, female, NA, stage:T3N2M0, dead, 337 days
39.8
U3005
0 years, male, NA, stage:T3N0M0, alive, 478 days
39.4
U1032
0 years, male, NA, stage:T3N1M0, alive, 2113 days
39.2
U0933
0 years, male, NA, stage:T3N2M0, dead, 1960 days
38.9
U0379
0 years, male, NA, stage:T2N0M0, alive, 1819 days
38.9
U1252
0 years, female, NA, stage:T4N2M0, alive, 1309 days
38.9
U0462
0 years, female, NA, stage:T4N1M0, alive, 1017 days
38.9
U0984
0 years, female, NA, stage:T4N0M0, alive, 1287 days
38.3
U0063
0 years, male, NA, stage:T1N0M0, dead, 1779 days
38.3
U0314
0 years, female, NA, stage:T1N0M0, dead, 2436 days
38.3
U0078
0 years, female, NA, stage:T3N0M0, alive, 1183 days
38.3
U0179
0 years, male, NA, stage:T3N1M0, dead, 1043 days
38.3
U0361
0 years, male, NA, stage:T3N0M0, alive, 686 days
38.1
U1045
0 years, female, NA, stage:T4N2M0, alive, 1239 days
38.0
U3024
0 years, female, NA, stage:T3N0M0, alive, 463 days
37.9
U2947
0 years, female, NA, stage:T3N0M0, alive, 543 days
37.8
U1250
0 years, male, NA, stage:T2N0M0, alive, 597 days
37.8
U1162
0 years, male, NA, stage:T2N1M0, dead, 354 days
37.5
U0218
0 years, female, NA, stage:T3N0M0, alive, 714 days
37.1
U0229
0 years, female, NA, stage:TXN2M1, dead, 2115 days
37.0
U2975
0 years, male, NA, stage:T4N1M0, alive, 514 days
37.0
U0239
0 years, male, NA, stage:T2N0M0, alive, 67 days
36.8
U0939
0 years, male, NA, stage:T3N1M0, alive, 2960 days
36.7
U1429
0 years, female, NA, stage:T3N0M0, alive, 1660 days
36.6
U3042
0 years, male, NA, stage:T3N0M0, alive, 324 days
36.5
U0075
0 years, male, NA, stage:T3N0M0, dead, 3 days
36.5
U0262
0 years, female, NA, stage:T2N0M0, alive, 2534 days
36.4
U0316
0 years, male, NA, stage:T3N2M0, alive, 2012 days
36.4
U2942
0 years, male, NA, stage:T2N0M0, alive, 549 days
36.4
U1188
0 years, female, NA, stage:T3N0M0, dead, 967 days
36.4
U0446
0 years, male, NA, stage:T2N0M0, alive, 1446 days
36.3
U0420
0 years, male, NA, stage:T4N1M1, alive, 417 days
36.3
U0467
0 years, female, NA, stage:T3N0M0, alive, 1848 days
36.3
U1366
0 years, male, NA, stage:T3N1M0, alive, 2010 days
36.2
U0112
0 years, female, NA, stage:T3N0M1, alive, 551 days
36.2
U0106
0 years, female, NA, stage:T3N1M0, dead, 653 days
36.1
U0268
0 years, male, NA, stage:T3N0M0, alive, 2978 days
36.1
U2958
0 years, female, NA, stage:T1N0M0, alive, 536 days
35.9
U0144
0 years, male, NA, stage:T3N0M0, alive, 1218 days
35.9
U0414
0 years, male, NA, stage:T3N0M0, alive, 1691 days
35.8
U3038
0 years, male, NA, stage:T3N0M0, alive, 328 days
35.7
U1074
0 years, male, NA, stage:T3N0M0, dead, 1043 days
35.7
U1291
0 years, female, NA, stage:T3N0M0, alive, 2000 days
35.7
U0367
0 years, female, NA, stage:T3N1M0, alive, 3075 days
35.6
U1240
0 years, male, NA, stage:T4N0M0, alive, 765 days
35.6
U0413
0 years, male, NA, stage:T2N0M0, alive, 1228 days
35.6
U1201
0 years, male, NA, stage:T3N2M0, alive, 1484 days
35.6
U0403
0 years, male, NA, stage:T3N1M1, dead, 1809 days
35.5
U2981
0 years, male, NA, stage:T3N0M0, alive, 508 days
35.4
U3000
0 years, female, NA, stage:T3N0M0, alive, 584 days
35.4
U0469
0 years, male, NA, stage:T3N0M0, dead, 409 days
35.3
U0203
0 years, male, NA, stage:T3N0M0, dead, 827 days
35.3
U0135
0 years, female, NA, stage:T3N0M0, alive, 1738 days
35.2
U0352
0 years, female, NA, stage:T4N2M0, dead, 385 days
35.2
U0459
0 years, female, NA, stage:T3N0M0, alive, 966 days
35.2
U1086
0 years, female, NA, stage:T1N0M0, alive, 2907 days
35.1
U0070
0 years, male, NA, stage:T1N0M0, dead, 1319 days
35.0
U1292
0 years, female, NA, stage:T4N1M0, alive, 1147 days
35.0
U0165
0 years, female, NA, stage:T2N0M0, alive, 1702 days
34.9
U2754
0 years, male, NA, stage:T4N0M0, alive, 809 days
34.9
U1448
0 years, male, NA, stage:T3N0M1, dead, 1512 days
34.9
U1401
0 years, female, NA, stage:T3N0M0, alive, 1482 days
34.8
U0375
0 years, male, NA, stage:T3N0M0, dead, 666 days
34.8
U0233
0 years, female, NA, stage:T3N1M0, alive, 975 days
34.7
U0908
0 years, female, NA, stage:T3N0M1, dead, 40 days
34.6
U0195
0 years, male, NA, stage:T3N0M0, alive, 3326 days
34.6
U0257
0 years, male, NA, stage:T3N1M0, dead, 2508 days
34.5
U3029
0 years, male, NA, stage:T2N0M0, alive, 475 days
34.5
U0224
0 years, female, NA, stage:T3N0M0, alive, 2367 days
34.5
U0348
0 years, female, NA, stage:T3N0M0, alive, 533 days
34.4
U3022
0 years, male, NA, stage:T2N0M0, alive, 484 days
34.3
U2780
0 years, male, NA, stage:T3N0M0, alive, 778 days
34.2
U0315
0 years, female, NA, stage:T2N0M0, alive, 1973 days
34.2
U0288
0 years, male, NA, stage:T1N0M0, alive, 1513 days
34.1
U2792
0 years, male, NA, stage:T2N1M0, alive, 758 days
34.1
U0068
0 years, female, NA, stage:T3N1M0, alive, 1991 days
34.1
U0373
0 years, female, NA, stage:T3N0M0, alive, 1822 days
34.0
U0292
0 years, male, NA, stage:T4N1M0, alive, 1666 days
34.0
U0146
0 years, female, NA, stage:T3N2M0, dead, 733 days
34.0
U0340
0 years, female, NA, stage:T4N2M1, dead, 438 days
33.9
U1274
0 years, male, NA, stage:T2N1M0, alive, 1198 days
33.9
U0172
0 years, male, NA, stage:T4N0M0, dead, 678 days
33.9
U0215
0 years, male, NA, stage:T3N0M0, alive, 1269 days
33.8
U3025
0 years, male, NA, stage:T4N2M1, alive, 377 days
33.8
U0369
0 years, female, NA, stage:T3N0M0, dead, 1095 days
33.7
U1127
0 years, female, NA, stage:T3N0M0, alive, 3465 days
33.7
U0323
0 years, male, NA, stage:T2N0M0, dead, 1016 days
33.6
U0336
0 years, female, NA, stage:T3N0M0, alive, 1100 days
33.6
U0287
0 years, female, NA, stage:T2N0M0, alive, 1897 days
33.6
U0266
0 years, female, NA, stage:T3N1M0, dead, 2221 days
33.6
U2882
0 years, female, NA, stage:T3N1M0, alive, 637 days
33.5
U0929
0 years, male, NA, stage:T4N1M0, alive, 436 days
33.4
U0386
0 years, female, NA, stage:T4N1M1, alive, 2592 days
33.4
U0465
0 years, male, NA, stage:T3N0M0, alive, 2383 days
33.3
U0161
0 years, male, NA, stage:T4N2M1, alive, 42 days
33.2
U3043
0 years, female, NA, stage:T3N2M0, alive, 287 days
33.2
U1103
0 years, female, NA, stage:T4N2M0, alive, 975 days
33.2
U2956
0 years, female, NA, stage:T3N0M0, alive, 540 days
33.2
U0108
0 years, female, NA, stage:T3N0M1, alive, 535 days
33.2
U1075
0 years, female, NA, stage:T3N0M0, alive, 1290 days
33.1
U1145
0 years, female, NA, stage:T3N0M0, dead, 445 days
32.8
U0162
0 years, female, NA, stage:T3N0M0, alive, 1488 days
32.8
U0441
0 years, female, NA, stage:T2N1M0, alive, 2738 days
32.7
U0156
0 years, female, NA, stage:T4N1M0, alive, 1573 days
32.7
U0122
0 years, female, NA, stage:T2N0M0, dead, 159 days
32.7
U0347
0 years, female, NA, stage:T4N1M1, alive, 628 days
32.7
U0399
0 years, female, NA, stage:T4N2M0, dead, 547 days
32.6
U0289
0 years, female, NA, stage:T3N0M0, alive, 3511 days
32.6
U0396
0 years, male, NA, stage:T4N2M0, alive, 2243 days
32.6
U0332
0 years, female, NA, stage:T3N0M0, alive, 2101 days
32.5
U0302
0 years, male, NA, stage:T1N0M0, alive, 892 days
32.5
U0259
0 years, female, NA, stage:T4N2M0, alive, 76 days
32.4
U0977
0 years, female, NA, stage:T4N2M0, dead, 140 days
32.4
U0217
0 years, female, NA, stage:T3N0M0, dead, 538 days
32.3
U0309
0 years, female, NA, stage:T3N0M0, dead, 1898 days
32.3
U1374
0 years, male, NA, stage:T4N0M0, alive, 827 days
32.3
U1344
0 years, female, NA, stage:T3N1M0, alive, 1450 days
32.2
U1040
0 years, male, NA, stage:T2N0M0, alive, 1029 days
32.2
U1338
0 years, female, NA, stage:T4N1M0, dead, 716 days
32.1
U0207
0 years, female, NA, stage:T3N0M0, dead, 2593 days
32.0
U0119
0 years, female, NA, stage:T3N0M0, alive, 3259 days
31.9
U1095
0 years, female, NA, stage:T3N1M1, alive, 2425 days
31.8
U0938
0 years, female, NA, stage:T3N0M0, dead, 1231 days
31.8
U1155
0 years, male, NA, stage:T4N1M0, alive, 1815 days
31.8
U1078
0 years, female, NA, stage:T3N0M0, alive, 1016 days
31.7
U0300
0 years, male, NA, stage:T2N0M0, alive, 974 days
31.6
U0471
0 years, female, NA, stage:T3N1M0, alive, 1673 days
31.5
U0098
0 years, male, NA, stage:T3N0M0, dead, 2473 days
31.5
U0186
0 years, female, NA, stage:T2N0M0, alive, 3726 days
31.5
U1473
0 years, female, NA, stage:T3N0M0, alive, 1553 days
31.4
U1107
0 years, male, NA, stage:T3N0M0, alive, 329 days
31.4
U0991
0 years, male, NA, stage:T4N2M0, dead, 534 days
31.4
U0447
0 years, male, NA, stage:T4N1M0, dead, 1819 days
31.4
U0416
0 years, male, NA, stage:T1N1M0, alive, 1228 days
31.3
U0950
0 years, female, NA, stage:T4N1M0, alive, 1834 days
31.2
U0143
0 years, male, NA, stage:T3N2M0, alive, 2313 days
31.2
U2999
0 years, female, NA, stage:T2N0M0, alive, 581 days
31.2
U1062
0 years, female, NA, stage:T4N0M0, alive, 1689 days
31.2
U1041
0 years, male, NA, stage:T2N0M0, alive, 1108 days
31.2
U0247
0 years, female, NA, stage:T3N1M0, alive, 2538 days
31.1
U1031
0 years, male, NA, stage:T1N1M0, alive, 1625 days
31.1
U1349
0 years, female, NA, stage:T3N1M0, alive, 1899 days
31.1
U0204
0 years, male, NA, stage:T3N0M0, dead, 770 days
31.1
U0182
0 years, female, NA, stage:T4N1M0, dead, 260 days
31.1
U0362
0 years, male, NA, stage:T3N0M0, alive, 1148 days
31.0
U0398
0 years, female, NA, stage:T3N0M0, alive, 721 days
30.9
U0949
0 years, female, NA, stage:T3N0M1, dead, 594 days
30.9
U0967
0 years, male, NA, stage:T2N0M0, dead, 1691 days
30.8
U0448
0 years, male, NA, stage:T3N2M0, alive, 3615 days
30.8
U1321
0 years, male, NA, stage:T3N1M0, alive, 2578 days
30.8
U2953
0 years, female, NA, stage:T4aN0M0, alive, 541 days
30.7
U0067
0 years, female, NA, stage:T3N0M0, alive, 2180 days
30.7
U0307
0 years, male, NA, stage:T3N0M0, alive, 2921 days
30.6
U0349
0 years, male, NA, stage:T3N1M0, alive, 2682 days
30.6
U2896
0 years, female, NA, stage:T3N1M0, alive, 609 days
30.6
U2979
0 years, male, NA, stage:T3N2M0, alive, 616 days
30.5
U1141
0 years, female, NA, stage:T4N1M1, dead, 596 days
30.5
U0090
0 years, female, NA, stage:T3N0M0, dead, 1258 days
30.4
U0136
0 years, female, NA, stage:T3N0M0, dead, 2795 days
30.4
U0397
0 years, male, NA, stage:T4N0M0, alive, 1663 days
30.4
U1158
0 years, female, NA, stage:T3N1M0, alive, 721 days
30.3
U0176
0 years, male, NA, stage:T3N1M0, alive, 2600 days
30.3
U0358
0 years, female, NA, stage:T4N1M0, alive, 2290 days
30.3
U3030
0 years, female, NA, stage:T3N0M0, alive, 380 days
30.3
U0439
0 years, male, NA, stage:T3N1M0, alive, 1418 days
30.3
U0987
0 years, female, NA, stage:T3N0M0, alive, 2482 days
30.3
U1301
0 years, female, NA, stage:T4N2M0, dead, 877 days
30.3
U0321
0 years, female, NA, stage:T3N0M0, alive, 1029 days
30.2
U3008
0 years, female, NA, stage:T2N0M0, alive, 473 days
30.2
U0209
0 years, male, NA, stage:T3N1M0, alive, 2109 days
30.1
U0100
0 years, female, NA, stage:T3N0M0, dead, 1920 days
30.1
U1122
0 years, female, NA, stage:T3N2M0, alive, 1675 days
29.9
U0472
0 years, male, NA, stage:TXN2M0, alive, 542 days
29.9
U0191
0 years, male, NA, stage:T3N1M0, alive, 900 days
29.8
U1246
0 years, female, NA, stage:T3N0M0, alive, 1441 days
29.8
U1129
0 years, male, NA, stage:T3N0M0, dead, 118 days
29.8
U0976
0 years, female, NA, stage:T3N2M0, dead, 97 days
29.7
U0381
0 years, male, NA, stage:T3N1M0, dead, 71 days
29.7
U2782
0 years, male, NA, stage:T3N1M1, alive, 773 days
29.6
U0134
0 years, male, NA, stage:T3N0M0, alive, 2009 days
29.6
U1386
0 years, male, NA, stage:T3N1M0, alive, 1518 days
29.6
U0105
0 years, female, NA, stage:T2N0M0, dead, 2158 days
29.6
U0360
0 years, female, NA, stage:T3N0M0, dead, 1016 days
29.5
U0308
0 years, male, NA, stage:T4N1M0, alive, 1075 days
29.5
U0401
0 years, male, NA, stage:T4N1M0, alive, 1715 days
29.5
U0187
0 years, male, NA, stage:T3N2M0, alive, 1632 days
29.5
U1212
0 years, female, NA, stage:T2N0M0, alive, 69 days
29.4
U0357
0 years, female, NA, stage:T3N0M0, alive, 2285 days
29.4
U1067
0 years, male, NA, stage:T3N0M0, alive, 1570 days
29.4
U0335
0 years, female, NA, stage:T3N1M0, alive, 2464 days
29.3
U1111
0 years, female, NA, stage:T3N0M0, dead, 1631 days
29.3
U0170
0 years, male, NA, stage:T4N1M0, dead, 832 days
29.2
U0916
0 years, female, NA, stage:T3N0M0, alive, 1578 days
29.2
U0473
0 years, male, NA, stage:T3N1M0, alive, 786 days
29.2
U0107
0 years, male, NA, stage:T3N0M0, dead, 2354 days
29.1
U1235
0 years, female, NA, stage:T2N0M0, alive, 1319 days
29.1
U0429
0 years, female, NA, stage:T3N0M1, alive, 1099 days
29.1
U1102
0 years, male, NA, stage:T2N0M0, alive, 1354 days
29.0
U1454
0 years, female, NA, stage:T3N0M0, alive, 393 days
29.0
U2928
0 years, male, NA, stage:T2N0M0, alive, 563 days
29.0
U0092
0 years, male, NA, stage:T3N0M0, alive, 2779 days
28.9
U0208
0 years, female, NA, stage:T3N1M0, dead, 1233 days
28.9
U1049
0 years, female, NA, stage:T3N1M0, alive, 1200 days
28.8
U1228
0 years, male, NA, stage:T3N0M0, alive, 1333 days
28.8
U0368
0 years, male, NA, stage:T2N0M0, alive, 801 days
28.7
U2747
0 years, female, NA, stage:T4N1M0, dead, 54 days
28.7
U1220
0 years, male, NA, stage:T3N2M0, dead, 1953 days
28.6
U0270
0 years, female, NA, stage:T1N0M0, alive, 2187 days
28.6
U0095
0 years, male, NA, stage:T4N1M0, dead, 1034 days
28.6
U0104
0 years, female, NA, stage:T4N0M0, dead, 1639 days
28.6
U3050
0 years, female, NA, stage:T3N0M0, alive, 407 days
28.6
U0149
0 years, female, NA, stage:T3N2M0, alive, 1715 days
28.5
U0449
0 years, female, NA, stage:T3N0M0, alive, 1851 days
28.5
U1208
0 years, female, NA, stage:T1N0M0, alive, 834 days
28.5
U1258
0 years, male, NA, stage:T3N1M0, alive, 1373 days
28.4
U0129
0 years, male, NA, stage:T4N0M0, dead, 1265 days
28.4
U0072
0 years, male, NA, stage:T3N0M0, alive, 2772 days
28.4
U0277
0 years, male, NA, stage:T2N1M0, alive, 270 days
28.3
U0589
0 years, female, NA, stage:T3N0M0, alive, 1176 days
28.2
U0189
0 years, female, NA, stage:T3N0M0, dead, 1823 days
28.2
U0185
0 years, male, NA, stage:T1N0M0, alive, 1248 days
28.0
U0085
0 years, male, NA, stage:T4N1M0, dead, 1698 days
28.0
U0123
0 years, male, NA, stage:T3N0M0, dead, 1880 days
27.9
U0109
0 years, female, NA, stage:T4N2M1, alive, 144 days
27.9
U0387
0 years, male, NA, stage:T2N0M0, alive, 1327 days
27.9
U0345
0 years, female, NA, stage:T3N0M0, alive, 2127 days
27.8
U0378
0 years, female, NA, stage:T4N1M0, dead, 815 days
27.8
U0966
0 years, male, NA, stage:T4N0M0, dead, 1513 days
27.8
U0400
0 years, male, NA, stage:T4N0M0, dead, 1073 days
27.7
U1130
0 years, male, NA, stage:T2N1M0, alive, 913 days
27.7
U0240
0 years, female, NA, stage:T3N1M0, dead, 800 days
27.7
U0231
0 years, female, NA, stage:T2N0M0, alive, 991 days
27.6
U0435
0 years, female, NA, stage:T2N0M0, alive, 3616 days
27.6
U2861
0 years, male, NA, stage:T3N0M0, alive, 652 days
27.5
U0342
0 years, male, NA, stage:T4N2M0, alive, 305 days
27.5
U0333
0 years, female, NA, stage:T3N2M0, dead, 1959 days
27.2
U1392
0 years, male, NA, stage:T3N0M0, alive, 1513 days
27.1
U0254
0 years, female, NA, stage:T3N1M0, alive, 659 days
27.1
U0318
0 years, male, NA, stage:T3N0M0, alive, 762 days
27.1
U2959
0 years, male, NA, stage:T3N2M0, alive, 536 days
27.0
U1352
0 years, male, NA, stage:T3N2M1, dead, 741 days
27.0
U0126
0 years, male, NA, stage:T3N0M0, dead, 2876 days
27.0
U1347
0 years, female, NA, stage:T3N0M0, alive, 1401 days
26.9
U0157
0 years, male, NA, stage:T4N0M0, dead, 131 days
26.9
U0274
0 years, male, NA, stage:T3N0M0, dead, 1570 days
26.9
U2935
0 years, male, NA, stage:T4N1M0, alive, 555 days
26.7
U0235
0 years, female, NA, stage:T3N0M0, alive, 1327 days
26.7
U0383
0 years, male, NA, stage:T3N2M1, dead, 595 days
26.7
U0153
0 years, female, NA, stage:T3N0M0, dead, 1718 days
26.6
U0445
0 years, female, NA, stage:T3N0M0, alive, 1851 days
26.6
U0303
0 years, female, NA, stage:T3N0M0, alive, 2847 days
26.6
U0442
0 years, male, NA, stage:T3N0M0, alive, 619 days
26.6
U0252
0 years, male, NA, stage:T3N1M0, dead, 1761 days
26.6
U1044
0 years, male, NA, stage:T4N0M0, alive, 3146 days
26.6
U0102
0 years, female, NA, stage:T4N2M0, dead, 670 days
26.6
U0390
0 years, male, NA, stage:T3N1M0, alive, 871 days
26.6
U0463
0 years, male, NA, stage:T3N0M0, alive, 946 days
26.5
U0370
0 years, female, NA, stage:T3N0M0, alive, 1047 days
26.5
U1071
0 years, female, NA, stage:T4N0M1, alive, 1514 days
26.5
U0590
0 years, female, NA, stage:T3N0M0, alive, 661 days
26.5
U0273
0 years, male, NA, stage:T2N1M0, alive, 2641 days
26.4
U1150
0 years, female, NA, stage:T3N0M0, alive, 15 days
26.3
U0175
0 years, male, NA, stage:T3N2M0, alive, 1875 days
26.2
U0253
0 years, female, NA, stage:T3N0M0, alive, 958 days
26.2
U0915
0 years, female, NA, stage:T3N0M0, alive, 1613 days
26.2
U0898
0 years, female, NA, stage:T4aN0M0, dead, 340 days
26.1
U0171
0 years, female, NA, stage:T3N1M0, dead, 1920 days
26.1
U1327
0 years, female, NA, stage:T3N0M0, alive, 1613 days
26.1
U1073
0 years, female, NA, stage:T3N1M0, alive, 1359 days
26.1
U0377
0 years, female, NA, stage:T3N2M0, alive, 3720 days
26.0
U0306
0 years, male, NA, stage:T3N1M0, dead, 717 days
26.0
U1184
0 years, male, NA, stage:T4N1M0, alive, 290 days
25.9
U0152
0 years, male, NA, stage:T3N1M0, alive, 989 days
25.9
U2856
0 years, female, NA, stage:T4N1M1, alive, 660 days
25.9
U1474
0 years, female, NA, stage:T1N0MX, alive, 2012 days
25.8
U0115
0 years, female, NA, stage:T3N0M0, dead, 1738 days
25.8
U3018
0 years, male, NA, stage:T4N1M0, alive, 463 days
25.8
U2815
0 years, female, NA, stage:T3N0M0, alive, 717 days
25.8
U2803
0 years, male, NA, stage:T3N1M0, alive, 744 days
25.8
U1472
0 years, female, NA, stage:T3N1M0, alive, 1316 days
25.8
U0244
0 years, female, NA, stage:T3N1M0, alive, 3184 days
25.8
U0421
0 years, male, NA, stage:T3N1M0, alive, 674 days
25.7
U1436
0 years, female, NA, stage:T3N0M0, alive, 1745 days
25.7
U0145
0 years, male, NA, stage:T3N1M1, alive, 623 days
25.7
U0131
0 years, female, NA, stage:T4N2M1, alive, 238 days
25.6
U2843
0 years, female, NA, stage:T3N0M0, alive, 674 days
25.6
U1346
0 years, female, NA, stage:T3N0M0, alive, 1137 days
25.5
U0312
0 years, female, NA, stage:T4N2M1, alive, 499 days
25.5
U0269
0 years, female, NA, stage:T3N0M0, alive, 2530 days
25.5
U2774
0 years, female, NA, stage:T3N0M0, alive, 783 days
25.5
U2819
0 years, female, NA, stage:T3N0M0, alive, 708 days
25.4
U3100
0 years, male, NA, stage:T3N1M0, dead, 1608 days
25.4
U1147
0 years, male, NA, stage:T3N0M0, dead, 282 days
25.4
U0124
0 years, female, NA, stage:T1N0M0, alive, 2430 days
25.4
U0198
0 years, male, NA, stage:T3N1M0, alive, 1272 days
25.4
U1446
0 years, female, NA, stage:T3N0M0, alive, 2314 days
25.3
U0363
0 years, male, NA, stage:T3N1M0, alive, 3601 days
25.2
U0089
0 years, female, NA, stage:T1NXM0, dead, 2365 days
25.2
U0200
0 years, female, NA, stage:T3N0M0, alive, 2614 days
25.2
U2971
0 years, male, NA, stage:T4aN0M0, alive, 629 days
25.2
U3039
0 years, male, NA, stage:T4N1M1, dead, 366 days
25.1
U0091
0 years, male, NA, stage:T3N0M0, alive, 520 days
25.1
U2837
0 years, female, NA, stage:T4N1M0, alive, 681 days
25.0
U0141
0 years, male, NA, stage:T3N2M0, alive, 2079 days
25.0
U1114
0 years, female, NA, stage:TXNXM1, dead, 473 days
25.0
U0154
0 years, male, NA, stage:T3N0M0, alive, 820 days
25.0
U1213
0 years, female, NA, stage:T2N0M0, alive, 560 days
24.9
U1069
0 years, female, NA, stage:T3N0M0, dead, 2187 days
24.9
U1037
0 years, male, NA, stage:T4N0M0, alive, 1658 days
24.9
U0148
0 years, male, NA, stage:T3N0M0, alive, 1780 days
24.8
U1421
0 years, female, NA, stage:T3N1M0, alive, 1905 days
24.8
U0158
0 years, male, NA, stage:T1N0M0, dead, 3101 days
24.8
U0275
0 years, female, NA, stage:T3N2M0, alive, 549 days
24.7
U0094
0 years, female, NA, stage:T3N2M0, alive, 741 days
24.7
U0081
0 years, male, NA, stage:T3N2M0, dead, 248 days
24.6
U0199
0 years, female, NA, stage:T4N2M0, alive, 1372 days
24.6
U0474
0 years, male, NA, stage:T3N1M0, alive, 1017 days
24.5
U0099
0 years, female, NA, stage:T3N0M0, dead, 986 days
24.5
U1303
0 years, male, NA, stage:T4N1M0, alive, 2283 days
24.5
U0408
0 years, female, NA, stage:T4N0M0, dead, 2100 days
24.5
U0073
0 years, male, NA, stage:T4N0MX, dead, 318 days
24.5
U0069
0 years, female, NA, stage:T4N2M0, dead, 135 days
24.4
U0211
0 years, female, NA, stage:T3N1M0, alive, 1236 days
24.4
U0464
0 years, male, NA, stage:T3N0M0, alive, 918 days
24.4
U2753
0 years, female, NA, stage:T2N0M0, alive, 813 days
24.3
U2964
0 years, male, NA, stage:T3N1M0, alive, 637 days
24.3
U1204
0 years, male, NA, stage:T4N2M0, alive, 2214 days
24.3
U0382
0 years, female, NA, stage:T3N0M0, alive, 2550 days
24.3
U1241
0 years, male, NA, stage:T3N1M0, dead, 49 days
24.3
U0004
0 years, female, NA, stage:T4N0M0, alive, 3649 days
24.2
U0460
0 years, female, NA, stage:T3N0M0, dead, 2069 days
24.2
U1065
0 years, female, NA, stage:T3N2M0, alive, 2954 days
24.1
U2927
0 years, male, NA, stage:T3N1M0, alive, 564 days
24.1
U0249
0 years, female, NA, stage:T4N2M0, dead, 874 days
24.0
U0196
0 years, male, NA, stage:T3N0M0, alive, 2086 days
24.0
U0223
0 years, male, NA, stage:T4N1M0, alive, 1812 days
23.9
U0993
0 years, male, NA, stage:T4N2M0, alive, 1267 days
23.9
U0356
0 years, male, NA, stage:T4N1M0, alive, 536 days
23.8
U0942
0 years, male, NA, stage:T3N0M0, alive, 665 days
23.8
U0083
0 years, male, NA, stage:T4N0M0, dead, 731 days
23.7
U1369
0 years, male, NA, stage:T3N0M0, dead, 1604 days
23.6
U0972
0 years, female, NA, stage:T1N0M0, alive, 2473 days
23.6
U0111
0 years, male, NA, stage:T2N0M0, alive, 1117 days
23.6
U0002
0 years, female, NA, stage:T3N2M0, alive, 3691 days
23.5
U1486
0 years, female, NA, stage:T4N0M0, alive, 1606 days
23.5
U0376
0 years, male, NA, stage:T2N1M0, alive, 965 days
23.5
U0177
0 years, female, NA, stage:T3N0M0, alive, 355 days
23.5
U0438
0 years, female, NA, stage:T3N0M0, alive, 2009 days
23.4
U0456
0 years, male, NA, stage:T4N0M0, dead, 2222 days
23.4
U0385
0 years, male, NA, stage:T3N0M0, alive, 902 days
23.4
U0082
0 years, female, NA, stage:T3N1M0, dead, 2339 days
23.3
U0297
0 years, female, NA, stage:T3N2M0, alive, 1196 days
23.3
U0327
0 years, male, NA, stage:T4N0M0, alive, 833 days
23.3
U0084
0 years, male, NA, stage:T3N0M0, dead, 1662 days
23.2
U1034
0 years, male, NA, stage:T4N0M0, alive, 1575 days
23.2
U0313
0 years, male, NA, stage:T4N1M0, dead, 1142 days
23.1
U1047
0 years, female, NA, stage:T4N2M0, alive, 3592 days
23.1
U0389
0 years, female, NA, stage:T3N1M0, dead, 927 days
23.0
U0970
0 years, female, NA, stage:T4N1M0, alive, 939 days
23.0
U0267
0 years, male, NA, stage:T4N0M0, dead, 445 days
22.9
U0246
0 years, female, NA, stage:T4N0M0, dead, 1192 days
22.9
U1072
0 years, male, NA, stage:T1N0M0, alive, 1446 days
22.9
U0453
0 years, male, NA, stage:T3N0M0, alive, 2859 days
22.8
U0440
0 years, female, NA, stage:T4N0M0, dead, 2743 days
22.7
U1396
0 years, female, NA, stage:T4N0M0, alive, 1168 days
22.7
U3037
0 years, male, NA, stage:T3N1M0, alive, 405 days
22.6
U1267
0 years, male, NA, stage:T3N1M0, dead, 2869 days
22.6
U0166
0 years, female, NA, stage:T3N0M0, alive, 763 days
22.4
U0250
0 years, female, NA, stage:T4N0M0, dead, 906 days
22.4
U0117
0 years, female, NA, stage:T2N0M0, dead, 1078 days
22.4
U0168
0 years, male, NA, stage:T3N0M0, dead, 948 days
22.3
U0227
0 years, female, NA, stage:T4N2M0, alive, 291 days
22.2
U0263
0 years, female, NA, stage:T3N0M1, alive, 362 days
22.2
U0151
0 years, female, NA, stage:T3N0M0, alive, 2014 days
22.1
U1304
0 years, female, NA, stage:TXNXM0, alive, 1081 days
22.1
U1253
0 years, female, NA, stage:T3N0M0, dead, 165 days
22.1
U2842
0 years, female, NA, stage:T4N2M0, alive, 675 days
22.0
U0169
0 years, male, NA, stage:T4N2M0, alive, 616 days
21.9
U0320
0 years, female, NA, stage:T4N2M1, alive, 188 days
21.9
U0221
0 years, male, NA, stage:T3N0M0, alive, 569 days
21.9
U1120
0 years, male, NA, stage:T4N1M1, alive, 823 days
21.8
U0365
0 years, female, NA, stage:T4N1M0, dead, 313 days
21.6
U0183
0 years, male, NA, stage:T3N1M1, dead, 2957 days
21.6
U0180
0 years, male, NA, stage:T3N0M1, dead, 965 days
21.6
U1104
0 years, female, NA, stage:T4N0M0, alive, 1109 days
21.6
U1317
0 years, male, NA, stage:T4N1M0, alive, 965 days
21.6
U2948
0 years, female, NA, stage:T3N1M0, alive, 543 days
21.5
U1343
0 years, female, NA, stage:T4N2M0, alive, 3178 days
21.4
U1060
0 years, male, NA, stage:T3N0M0, alive, 2442 days
21.4
U0281
0 years, male, NA, stage:T3N2M0, alive, 933 days
21.4
U0295
0 years, male, NA, stage:T3N0M0, dead, 2572 days
21.3
U0133
0 years, female, NA, stage:T3N0M0, alive, 773 days
21.3
U0426
0 years, male, NA, stage:T3N0M0, dead, 976 days
21.3
U0350
0 years, female, NA, stage:T4N0M0, alive, 770 days
21.2
U0424
0 years, male, NA, stage:T3N0M0, alive, 2192 days
21.0
U0101
0 years, male, NA, stage:T3N1M1, alive, 1878 days
21.0
U0338
0 years, female, NA, stage:T3N0M0, alive, 1016 days
20.9
U0280
0 years, male, NA, stage:T3N1M1, alive, 2731 days
20.8
U0214
0 years, male, NA, stage:T4N1M1, alive, 788 days
20.8
U0319
0 years, male, NA, stage:T3N0M0, alive, 2801 days
20.8
U0354
0 years, male, NA, stage:T3N1M0, alive, 430 days
20.8
U1099
0 years, female, NA, stage:T3N0M0, alive, 2068 days
20.6
U0110
0 years, female, NA, stage:T3N1M1, dead, 878 days
20.6
U0163
0 years, male, NA, stage:T4N0M0, alive, 697 days
20.6
U0066
0 years, male, NA, stage:T3N0M0, dead, 2486 days
20.5
U1183
0 years, male, NA, stage:T4N2M0, alive, 959 days
20.5
U2889
0 years, male, NA, stage:T4N0M0, alive, 623 days
20.4
U1022
0 years, male, NA, stage:T4N2M0, dead, 61 days
20.4
U1332
0 years, male, NA, stage:T3N0M0, alive, 1672 days
20.3
U1059
0 years, male, NA, stage:T3N1M0, alive, 2790 days
20.3
U0167
0 years, male, NA, stage:T3N1M0, alive, 1820 days
20.1
U0248
0 years, male, NA, stage:T3N0M0, alive, 1870 days
20.1
U0436
0 years, male, NA, stage:T4N1M1, alive, 960 days
20.0
U1432
0 years, female, NA, stage:T3N1M0, alive, 577 days
19.9
U0113
0 years, male, NA, stage:T4N2M0, alive, 1102 days
19.9
U1264
0 years, female, NA, stage:T3N0M0, dead, 1583 days
19.9
U0443
0 years, male, NA, stage:T3N0M0, alive, 1677 days
19.8
U0433
0 years, male, NA, stage:T4N1M1, dead, 440 days
19.8
U3012
0 years, male, NA, stage:T3N0M0, alive, 472 days
19.7
U1013
0 years, female, NA, stage:T2N1M0, alive, 1439 days
19.7
U0121
0 years, male, NA, stage:T4N2M0, alive, 655 days
19.6
U0245
0 years, female, NA, stage:T3N1M0, dead, 564 days
19.1
U1094
0 years, female, NA, stage:T4N1M0, alive, 1267 days
18.9
U2891
0 years, male, NA, stage:T3N1M0, alive, 619 days
18.9
U1257
0 years, male, NA, stage:T3N0M0, alive, 833 days
18.8
U0344
0 years, male, NA, stage:T2N1M0, dead, 818 days
18.3
U0234
0 years, male, NA, stage:T1N1M0, alive, 990 days
18.2
U0450
0 years, female, NA, stage:T3N1M0, alive, 763 days
18.0
U1007
0 years, male, NA, stage:T3N0M0, alive, 1333 days
17.9
U0882
0 years, male, NA, stage:T3N0M0, alive, 1675 days
17.9
U0326
0 years, female, NA, stage:T3N0M0, alive, 3178 days
17.9
U0193
0 years, male, NA, stage:T3N1M0, dead, 876 days
17.8
U0960
0 years, male, NA, stage:T3N0M0, alive, 1009 days
17.4
U1046
0 years, female, NA, stage:T4N2M1, dead, 697 days
17.1
U2902
0 years, female, NA, stage:T2N0M0, alive, 596 days
16.9
U0142
0 years, female, NA, stage:T4N1M0, alive, 2340 days
16.8
U0428
0 years, male, NA, stage:T4N1M1, alive, 1016 days
16.7
U0355
0 years, male, NA, stage:T4N1M0, dead, 1038 days
14.8
U0256
0 years, male, NA, stage:T3N0M0, alive, 738 days
14.4
U0934
0 years, female, NA, stage:T3N0M0, alive, 1185 days
14.3
U0278
0 years, female, NA, stage:T2N0M0, alive, 763 days
12.3
U1018
0 years, male, NA, stage:T4N1M1, dead, 1693 days
12.2
U1384
0 years, male, NA, stage:T4N1M0, alive, 1319 days
1.2
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.
NRAS 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
24.1
Number of samples
88
Samples
Sample
Description
TPM
TCGA-DC-6156-01A
0 years, male, white, stage:Stage IVA, alive, 943 days
45.4
TCGA-DC-6158-01A
0 years, male, white, stage:Stage I, dead, 334 days
42.8
TCGA-EF-5831-01A
0 years, male, white, stage:Stage IIA, alive, 127 days
41.3
TCGA-DC-6683-01A
0 years, male, white, stage:Stage IIIB, alive, 762 days
41.2
TCGA-AG-4021-01A
0 years, female, stage:Stage IV, dead, 121 days
40.2
TCGA-EI-6508-01A
0 years, female, white, stage:Stage IIIB, alive, 636 days
39.3
TCGA-F5-6465-01A
0 years, female, white, stage:Stage IIA, alive, 1506 days
38.3
TCGA-EI-6881-01A
0 years, male, white, stage:Stage IIIA, alive, 499 days
38.1
TCGA-AF-6136-01A
0 years, female, white, stage:Stage IIIB, alive, 741 days
36.5
TCGA-DC-5869-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 943 days
35.6
TCGA-CL-5917-01A
0 years, female, white, stage:Stage IIIC, alive, 2376 days
35.5
TCGA-AG-3731-01A
0 years, male, stage:Stage IV, alive, 1126 days
34.8
TCGA-AG-4022-01A
0 years, female, stage:Stage II, alive, 1400 days
34.1
TCGA-AF-3911-01A
0 years, male, white, stage:Stage IIIC, alive, 1148 days
33.2
TCGA-G5-6235-01A
0 years, male, white, stage:Stage IIIB, alive, 1696 days
32.9
TCGA-CI-6621-01A
0 years, male, white, stage:Stage IIIB, alive, 419 days
32.2
TCGA-CI-6622-01A
0 years, male, white, stage:Stage IIB, alive, 1362 days
31.7
TCGA-DC-6157-01A
0 years, male, black or african american, stage:Stage I, alive, 1581 days
31.6
TCGA-DC-6682-01A
0 years, male, white, stage:Stage IIA, alive, 762 days
29.7
TCGA-AF-2693-01A
0 years, male, white, stage:Stage I, alive, 1155 days
29.7
TCGA-F5-6864-01A
0 years, female, white, stage:Stage IIIB, alive, 379 days
29.6
TCGA-CI-6620-01A
0 years, female, white, stage:Stage IVA, alive, 1009 days
29.2
TCGA-CL-4957-01A
0 years, female, stage:'--, dead, 425 days
28.5
TCGA-AH-6644-01A
0 years, male, white, stage:'--, alive, 838 days
28.4
TCGA-EI-6882-01A
0 years, male, white, stage:Stage IIA, alive, 262 days
28.4
TCGA-EI-6513-01A
0 years, male, white, stage:Stage IIIB, alive, 497 days
28.3
TCGA-DC-6160-01A
0 years, male, white, stage:Stage I, alive, 1339 days
28.3
TCGA-F5-6571-01A
0 years, female, white, stage:Stage IIA, alive, 1288 days
28.0
TCGA-F5-6702-01A
0 years, male, white, stage:Stage IVA, dead, 869 days
27.9
TCGA-AH-6549-01A
0 years, male, white, stage:'--, alive, 532 days
27.6
TCGA-AH-6903-01A
0 years, male, white, stage:Stage IIIB, alive, 592 days
27.3
TCGA-DC-6681-01A
0 years, female, white, stage:Stage IVA, alive, 790 days
27.2
TCGA-AG-3591-01A
0 years, female, stage:Stage IIA, alive, 1035 days
26.9
TCGA-AG-3732-01A
0 years, female, stage:Stage I, alive, 1003 days
26.9
TCGA-DC-6154-01A
0 years, female, white, stage:Stage IVA, alive, 365 days
26.8
TCGA-AF-A56K-01A
0 years, male, black or african american, stage:Stage IIA, alive, 2635 days
26.7
TCGA-DY-A1DG-01A
0 years, male, white, stage:Stage IVA, dead, 1566 days
25.7
TCGA-AF-2687-01A
0 years, male, white, stage:Stage IIIC, alive, 1427 days
25.3
TCGA-F5-6464-01A
0 years, female, white, stage:Stage IIIC, dead, 303 days
25.1
TCGA-AF-A56N-01A
0 years, female, black or african american, stage:Stage IIA, alive, 360 days
24.6
TCGA-F5-6811-01A
0 years, female, white, stage:Stage IIA, alive, 979 days
24.3
TCGA-EI-6514-01A
0 years, female, white, stage:Stage IIA, alive, 496 days
24.2
TCGA-DC-5337-01A
0 years, male, white, stage:Stage I, alive, 792 days
24.2
TCGA-F5-6814-01A
0 years, male, white, stage:Stage IIA, alive, 1131 days
24.1
TCGA-EF-5830-01A
0 years, male, white, stage:Stage IIB, alive, 106 days
23.8
TCGA-EI-6884-01A
0 years, male, white, stage:Stage IIIA, alive, 328 days
23.8
TCGA-EI-6512-01A
0 years, female, white, stage:Stage IIIB, alive, 538 days
23.6
TCGA-AG-3592-01A
0 years, male, stage:Stage IIA, alive, 1035 days
23.1
TCGA-AH-6897-01A
0 years, male, white, stage:Stage I, alive, 804 days
23.1
TCGA-AG-3742-01A
0 years, female, stage:Stage I, alive, 30 days
22.9
TCGA-DC-4745-01A
0 years, female, white, stage:Stage IIIB, alive, 639 days
22.8
TCGA-EI-7004-01A
0 years, female, white, stage:'--, alive, 257 days
22.5
TCGA-AH-6547-01A
0 years, female, white, stage:'--, dead, 76 days
22.5
TCGA-AF-6655-01A
0 years, male, white, stage:Stage IIIA, alive, 609 days
22.3
TCGA-F5-6861-01A
0 years, female, white, stage:Stage IIA, alive, 1160 days
21.9
TCGA-EI-6507-01A
0 years, male, white, stage:Stage IIA, alive, 607 days
20.8
TCGA-DY-A0XA-01A
0 years, female, white, stage:Stage IIA, alive, 3846 days
20.7
TCGA-G5-6641-01A
0 years, male, white, stage:Stage IIIA, alive, 804 days
20.7
TCGA-F5-6863-01A
0 years, female, white, stage:Stage IIIB, dead, 361 days
20.5
TCGA-EI-6506-01A
0 years, female, white, stage:Stage IIA, alive, 625 days
19.4
TCGA-AF-A56L-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 2007 days
19.3
TCGA-DC-4749-01A
0 years, male, white, stage:Stage I, alive, 762 days
19.3
TCGA-EI-6917-01A
0 years, male, white, stage:Stage IIIA, alive, 531 days
19.1
TCGA-EI-6510-01A
0 years, female, white, stage:'--, alive, 556 days
18.9
TCGA-AG-3902-01A
0 years, male, stage:Stage IIA, alive, 974 days
18.7
TCGA-AF-4110-01A
0 years, male, white, stage:Stage IVA, alive, 912 days
18.5
TCGA-AF-6672-01A
0 years, male, white, stage:Stage IV, alive, 748 days
18.0
TCGA-AH-6643-01A
0 years, male, white, stage:Stage IIIC, dead, 1314 days
17.6
TCGA-AF-5654-01A
0 years, female, white, stage:Stage I, dead, 512 days
17.4
TCGA-EI-7002-01A
0 years, male, white, stage:Stage IV, alive, 364 days
17.2
TCGA-G5-6572-01A
0 years, male, white, stage:'--, dead, 1432 days
16.7
TCGA-EI-6885-01A
0 years, female, white, stage:Stage IV, alive, 415 days
16.3
TCGA-DY-A1DE-01A
0 years, female, white, stage:Stage IIA, alive, 3932 days
16.0
TCGA-G5-6233-01A
0 years, male, white, stage:'--, dead, 556 days
15.7
TCGA-AF-2690-01A
0 years, female, white, stage:Stage IIIC, dead, 524 days
14.7
TCGA-AH-6544-01A
0 years, male, white, stage:'--, alive, 1173 days
14.6
TCGA-EI-6509-01A
0 years, male, white, stage:Stage IIIC, alive, 517 days
13.3
TCGA-EI-6511-01A
0 years, male, white, stage:Stage IIIB, alive, 482 days
13.1
TCGA-DT-5265-01A
0 years, male, asian, stage:Stage II, alive, 384 days
12.2
TCGA-F5-6812-01A
0 years, male, white, stage:Stage IIA, alive, 1110 days
11.9
TCGA-DY-A1DC-01A
0 years, female, white, stage:Stage IIA, dead, 1258 days
10.7
TCGA-DY-A1DD-01A
0 years, female, white, stage:Stage IIIB, dead, 1741 days
10.7
TCGA-F5-6813-01A
0 years, male, white, stage:Stage IIIC, dead, 598 days
10.2
TCGA-BM-6198-01A
0 years, male, white, stage:Stage IIIB, alive, 646 days
9.4
TCGA-DY-A1DF-01A
0 years, female, white, stage:Stage IIIC, dead, 734 days
8.9
TCGA-EI-6883-01A
0 years, male, white, stage:Stage IIC, alive, 350 days
8.6
TCGA-DY-A1H8-01A
0 years, female, white, stage:Stage IIIA, dead, 992 days
7.2
TCGA-DC-6155-01A
0 years, female, white, stage:Stage IIIA, alive, 425 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
NRAS 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
29.5
Number of samples
207
Samples
Sample
Description
TPM
U0294
0 years, male, NA, stage:T4N0M1, alive, 561 days
56.3
U0216
0 years, male, NA, stage:T2N0M0, alive, 2684 days
49.6
U0645
0 years, male, NA, stage:T3N0M0, alive, 1567 days
48.5
U0296
0 years, male, NA, stage:T3N0M0, alive, 2610 days
48.2
U3023
0 years, female, NA, stage:T2N0M0, alive, 404 days
45.8
U0637
0 years, male, NA, stage:T3N1M0, alive, 1997 days
45.7
U0657
0 years, female, NA, stage:T2N0M0, dead, 1109 days
45.0
U0512
0 years, male, NA, stage:T3N0M0, alive, 2550 days
44.5
U0137
0 years, male, NA, stage:T3N1M0, dead, 1799 days
44.4
U0695
0 years, male, NA, stage:T3N0M0, alive, 566 days
43.5
U0862
0 years, male, NA, stage:T4N2M1, dead, 1064 days
43.3
U0502
0 years, male, NA, stage:T4N1M0, alive, 1065 days
43.2
U0558
0 years, female, NA, stage:T3N2M0, alive, 2011 days
43.2
U2761
0 years, female, NA, stage:T3N1M0, alive, 447 days
43.0
U2943
0 years, male, NA, stage:T3N0M0, alive, 189 days
42.8
U2991
0 years, female, NA, stage:T1N0M0, alive, 135 days
42.3
U0545
0 years, male, NA, stage:T3N0M0, alive, 2340 days
42.2
U0568
0 years, male, NA, stage:T4N1M0, alive, 1287 days
41.5
U0422
0 years, female, NA, stage:T3N2M1, dead, 1710 days
40.9
U2972
0 years, male, NA, stage:T3N0M0, alive, 161 days
40.8
U0555
0 years, male, NA, stage:T3N2M0, alive, 2043 days
40.5
U0651
0 years, male, NA, stage:T3N0M0, alive, 1354 days
40.4
U0212
0 years, male, NA, stage:T3N0M1, alive, 1330 days
40.2
U0230
0 years, female, NA, stage:T1N1M0, alive, 3152 days
40.1
U0282
0 years, male, NA, stage:T3N2M0, dead, 1869 days
40.0
U0228
0 years, male, NA, stage:T2N0M0, alive, 963 days
39.2
U3049
0 years, male, NA, stage:T2N0M0, alive, 533 days
39.0
U0406
0 years, female, NA, stage:T4N2M1, dead, 778 days
38.8
U0638
0 years, male, NA, stage:T2N0M0, alive, 1801 days
38.4
U0346
0 years, male, NA, stage:T4N2M0, alive, 1148 days
38.4
U0331
0 years, male, NA, stage:T3N1M1, dead, 906 days
38.1
U0138
0 years, male, NA, stage:T3N1M0, dead, 2472 days
38.1
U2960
0 years, male, NA, stage:T3N1M0, alive, 176 days
37.8
U0852
0 years, male, NA, stage:T3N2M1, alive, 1651 days
37.8
U0311
0 years, female, NA, stage:T3N1M0, alive, 1176 days
37.8
U0468
0 years, female, NA, stage:T3N0M0, alive, 1921 days
37.3
U0466
0 years, male, NA, stage:T3N0M0, alive, 1381 days
36.1
U0140
0 years, male, NA, stage:T3N2M0, alive, 2655 days
36.0
U0116
0 years, male, NA, stage:T3N1M0, dead, 930 days
36.0
U0001
0 years, female, NA, stage:T3N0M0, alive, 3188 days
35.9
U0820
0 years, male, NA, stage:T3NXM1, dead, 622 days
35.8
U0550
0 years, male, NA, stage:T3N2M0, alive, 2191 days
35.8
U0391
0 years, female, NA, stage:T3N0M0, alive, 1179 days
35.7
U0343
0 years, female, NA, stage:T2N0M0, alive, 701 days
35.6
U0553
0 years, female, NA, stage:T3N2M0, alive, 1704 days
35.3
U0587
0 years, male, NA, stage:T3N1M0, alive, 2107 days
35.2
U0593
0 years, male, NA, stage:T4bN0M0, alive, 876 days
35.1
U0650
0 years, female, NA, stage:T2N2M0, alive, 1331 days
34.8
U0800
0 years, male, NA, stage:T3N2M1, dead, 411 days
34.7
U3047
0 years, male, NA, stage:T3N2M0, alive, 205 days
34.5
U0192
0 years, male, NA, stage:T3N0M0, alive, 2081 days
34.5
U0173
0 years, male, NA, stage:T2N0M0, dead, 2375 days
34.1
U0405
0 years, male, NA, stage:T3N1M0, alive, 829 days
34.1
U0652
0 years, male, NA, stage:T3N0M0, alive, 1319 days
34.1
U0305
0 years, male, NA, stage:T3N1M0, alive, 2676 days
34.1
U0539
0 years, male, NA, stage:T4N2M0, alive, 2017 days
33.7
U0454
0 years, male, NA, stage:T3N1M0, alive, 2997 days
33.5
U2836
0 years, male, NA, stage:T3N0M0, alive, 322 days
33.4
U0174
0 years, male, NA, stage:T3N0M0, alive, 450 days
33.1
U0649
0 years, male, NA, stage:T2N0M0, alive, 1424 days
33.0
U0120
0 years, female, NA, stage:T3N0M0, alive, 3233 days
32.9
U0077
0 years, female, NA, stage:T2N0M0, dead, 588 days
32.7
U0430
0 years, male, NA, stage:T3N2M0, dead, 2472 days
32.6
U0535
0 years, female, NA, stage:T4N1M0, alive, 2473 days
32.6
U0656
0 years, male, NA, stage:T3N2M0, alive, 1150 days
32.5
U0030
0 years, female, NA, stage:T2N0M0, dead, 987 days
32.4
U0814
0 years, female, NA, stage:T3N1M1, dead, 482 days
32.4
U0578
0 years, male, NA, stage:T2N2M0, alive, 1724 days
32.2
U0532
0 years, male, NA, stage:T3N0M0, dead, 730 days
32.2
U0371
0 years, female, NA, stage:T3N0M0, alive, 2688 days
31.9
U0088
0 years, male, NA, stage:T3N1M1, dead, 260 days
31.8
U0080
0 years, female, NA, stage:T3N0M0, dead, 489 days
31.6
U0251
0 years, male, NA, stage:T2N0M0, alive, 1906 days
31.4
U0238
0 years, male, NA, stage:T3N0M0, dead, 868 days
31.4
U0293
0 years, male, NA, stage:T3N1M0, alive, 2717 days
31.4
U0128
0 years, female, NA, stage:T3N1M0, alive, 449 days
31.4
U0380
0 years, male, NA, stage:T2N0M0, alive, 2155 days
31.3
U2764
0 years, male, NA, stage:T3N2M0, alive, 440 days
31.3
U2955
0 years, male, NA, stage:T3N1M0, alive, 181 days
31.2
U0592
0 years, female, NA, stage:T2N0M0, dead, 670 days
31.2
U0155
0 years, male, NA, stage:T2N0M0, dead, 1672 days
31.2
U0434
0 years, male, NA, stage:T2N0M0, alive, 2558 days
31.1
U0220
0 years, male, NA, stage:T2N0M0, alive, 1066 days
31.1
U0508
0 years, male, NA, stage:T3N1M0, alive, 1120 days
30.9
U0561
0 years, female, NA, stage:T3N2M0, alive, 1577 days
30.9
U0642
0 years, male, NA, stage:T3N0M0, alive, 1603 days
30.9
U0194
0 years, male, NA, stage:T3N1M0, alive, 680 days
30.7
U0388
0 years, male, NA, stage:T2N1M0, alive, 2186 days
30.7
U0591
0 years, male, NA, stage:T2N0M0, alive, 1023 days
30.6
U0643
0 years, female, NA, stage:T2N1M0, dead, 1583 days
30.3
U2994
0 years, female, NA, stage:T4N1M0, alive, 132 days
30.1
U0096
0 years, female, NA, stage:T4N2M1, dead, 257 days
30.1
U0132
0 years, male, NA, stage:T3N1M0, alive, 1798 days
30.1
U0542
0 years, male, NA, stage:T3N2M0, dead, 1482 days
30.1
U0241
0 years, female, NA, stage:T2N1M0, alive, 552 days
30.1
U0511
0 years, female, NA, stage:T3N0M0, dead, 2387 days
30.1
U0374
0 years, female, NA, stage:T2N0M0, alive, 1067 days
30.0
U0865
0 years, female, NA, stage:T3N1M1, dead, 856 days
29.9
U0809
0 years, female, NA, stage:T3N1M1, dead, 275 days
29.8
U0237
0 years, male, NA, stage:T3N1M0, alive, 2492 days
29.8
U0640
0 years, male, NA, stage:T2N0M0, alive, 1696 days
29.5
U0359
0 years, male, NA, stage:T3N2M0, dead, 2443 days
29.3
U0353
0 years, female, NA, stage:T1N0M0, alive, 2912 days
29.3
U0437
0 years, male, NA, stage:T1N1M0, alive, 849 days
29.1
U0484
0 years, male, NA, stage:T4N2M0, alive, 1275 days
28.9
U0279
0 years, male, NA, stage:T2N1M0, dead, 176 days
28.9
U0339
0 years, male, NA, stage:T3N2M0, alive, 2155 days
28.9
U0663
0 years, female, NA, stage:T3N1M0, alive, 762 days
28.8
U0494
0 years, male, NA, stage:T4N2M0, alive, 1290 days
28.8
U0485
0 years, male, NA, stage:T3N0M0, dead, 2737 days
28.8
U0351
0 years, female, NA, stage:T3N2M0, alive, 2886 days
28.7
U2779
0 years, male, NA, stage:T3N0M0, alive, 419 days
28.7
U0675
0 years, female, NA, stage:T4N1M0, dead, 89 days
28.6
U0584
0 years, male, NA, stage:T3N2M0, alive, 2705 days
28.5
U0601
0 years, female, NA, stage:T4N1M0, alive, 1368 days
28.5
U0284
0 years, male, NA, stage:T3N2M0, alive, 581 days
28.5
U0857
0 years, male, NA, stage:T4N2M1, dead, 954 days
28.4
U0594
0 years, male, NA, stage:T3N0M0, alive, 2852 days
28.4
U0458
0 years, male, NA, stage:T3N2M0, alive, 1073 days
28.3
U2834
0 years, male, NA, stage:T3N1M0, alive, 323 days
28.2
U0514
0 years, female, NA, stage:T2N2M0, alive, 2799 days
28.1
U0304
0 years, male, NA, stage:T3N2M0, alive, 2065 days
27.9
U0648
0 years, female, NA, stage:T3N0M0, alive, 1415 days
27.9
U0492
0 years, male, NA, stage:T3N2M0, alive, 1114 days
27.7
U0603
0 years, male, NA, stage:T2N1M0, alive, 1904 days
27.5
U0334
0 years, male, NA, stage:T3N1M0, alive, 3171 days
27.3
U0407
0 years, male, NA, stage:T3N1M0, dead, 2027 days
27.2
U0079
0 years, male, NA, stage:T4N2M0, dead, 1891 days
27.2
U0572
0 years, female, NA, stage:T3N1M0, alive, 2621 days
27.0
U0604
0 years, male, NA, stage:T3N1M0, alive, 1522 days
27.0
U0364
0 years, female, NA, stage:T4N2M1, dead, 151 days
27.0
U0602
0 years, male, NA, stage:T2N0M0, alive, 1385 days
26.9
U0538
0 years, female, NA, stage:T3N1M0, alive, 1308 days
26.8
U0264
0 years, male, NA, stage:T4N2M0, alive, 2020 days
26.7
U0243
0 years, female, NA, stage:T3N2M0, alive, 2975 days
26.5
U0258
0 years, male, NA, stage:T4N1M2, dead, 195 days
26.4
U0579
0 years, female, NA, stage:T4aN0M0, alive, 2845 days
26.2
U0402
0 years, female, NA, stage:T3N1M0, dead, 2487 days
26.2
U0647
0 years, female, NA, stage:T3N0M0, alive, 1476 days
25.9
U0654
0 years, male, NA, stage:T3N2M0, alive, 1220 days
25.6
U0861
0 years, female, NA, stage:T4N2M1, dead, 184 days
25.6
U0097
0 years, male, NA, stage:T3N0M1, dead, 2903 days
25.5
U0276
0 years, male, NA, stage:T3N1M1, alive, 934 days
25.1
U0457
0 years, male, NA, stage:T3N0M0, alive, 833 days
25.1
U0417
0 years, female, NA, stage:T3N2M1, dead, 893 days
25.1
U0159
0 years, female, NA, stage:T3N1M0, alive, 1517 days
25.1
U0366
0 years, male, NA, stage:T3NXM1, alive, 895 days
24.9
U0213
0 years, male, NA, stage:T3N1M0, alive, 3018 days
24.8
U0299
0 years, female, NA, stage:T4N2M0, alive, 43426 days
24.8
U0803
0 years, female, NA, stage:T3N1M1, dead, 495 days
24.7
U0707
0 years, male, NA, stage:T3N1M0, alive, 518 days
24.3
U0086
0 years, female, NA, stage:T3N1M0, dead, 594 days
24.2
U0242
0 years, male, NA, stage:T3N0M0, alive, 2950 days
24.0
U0805
0 years, male, NA, stage:T3N1M1, dead, 731 days
23.7
U0423
0 years, female, NA, stage:T4N2M0, alive, 2735 days
23.6
U0562
0 years, female, NA, stage:T3N1M0, alive, 3092 days
23.5
U0409
0 years, female, NA, stage:T3N1M0, alive, 934 days
23.4
U0600
0 years, male, NA, stage:T3N1M0, alive, 1659 days
23.4
U0671
0 years, male, NA, stage:T3N1M0, dead, 785 days
23.4
U0418
0 years, male, NA, stage:T4N1M0, alive, 1246 days
23.4
U0232
0 years, female, NA, stage:T2N0M0, dead, 994 days
23.4
U0325
0 years, male, NA, stage:T3N0M0, dead, 1947 days
23.2
U0581
0 years, female, NA, stage:T3N2M0, alive, 1660 days
23.1
U0255
0 years, female, NA, stage:T3N2M0, dead, 1079 days
22.9
U0533
0 years, male, NA, stage:T3N2M0, alive, 2248 days
22.8
U0666
0 years, male, NA, stage:T3N1M0, alive, 709 days
22.7
U0658
0 years, male, NA, stage:T3N2M0, alive, 1108 days
22.7
U0713
0 years, male, NA, stage:T2N0M0, alive, 359 days
22.6
U0324
0 years, female, NA, stage:T4N1M0, alive, 938 days
22.4
U0478
0 years, male, NA, stage:T4N2M0, alive, 2051 days
22.2
U0793
0 years, male, NA, stage:T3N1M1, dead, 195 days
22.1
U0802
0 years, male, NA, stage:T3N2M1, dead, 338 days
22.0
U0641
0 years, female, NA, stage:T3N0M0, dead, 1626 days
21.6
U0595
0 years, male, NA, stage:T2N0M0, alive, 2535 days
21.5
U0565
0 years, male, NA, stage:T4N1M0, alive, 1452 days
21.3
U0147
0 years, female, NA, stage:T3N0M0, dead, 2085 days
21.2
U0271
0 years, female, NA, stage:T3N1M0, alive, 2414 days
21.1
U0205
0 years, female, NA, stage:T3N2M0, alive, 2984 days
21.1
U0686
0 years, female, NA, stage:T4bN0M0, dead, 123 days
21.0
U0118
0 years, female, NA, stage:T3N2M0, dead, 350 days
21.0
U0188
0 years, female, NA, stage:T3N1M0, alive, 2134 days
20.7
U0534
0 years, female, NA, stage:T3N2M0, alive, 1361 days
20.6
U0804
0 years, female, NA, stage:T3N2M1, dead, 380 days
20.5
U0497
0 years, female, NA, stage:T3N1M0, alive, 1414 days
20.4
U0848
0 years, male, NA, stage:T3N1M1, dead, 1185 days
20.3
U0849
0 years, female, NA, stage:T4N0M1, dead, 267 days
20.2
U0431
0 years, female, NA, stage:T3N1M0, alive, 695 days
20.2
U0750
0 years, female, NA, stage:T3N2M0, dead, 1393 days
20.2
U0329
0 years, male, NA, stage:T3N1M0, dead, 805 days
20.1
U0519
0 years, male, NA, stage:T4N2M0, dead, 519 days
20.0
U0556
0 years, male, NA, stage:T3N2M0, alive, 2037 days
19.9
U0776
0 years, male, NA, stage:T4N2M0, alive, 1702 days
19.7
U0190
0 years, male, NA, stage:T3N0M0, alive, 2367 days
19.7
U0557
0 years, female, NA, stage:T3N2M0, alive, 2009 days
19.6
U0577
0 years, female, NA, stage:T3N2M0, alive, 2474 days
19.4
U0498
0 years, female, NA, stage:T4N1M0, alive, 1906 days
19.0
U0576
0 years, male, NA, stage:T3N2M0, alive, 2540 days
18.9
U0596
0 years, male, NA, stage:T3N0M0, alive, 2233 days
18.7
U0605
0 years, male, NA, stage:T2N0M0, alive, 952 days
18.3
U0694
0 years, male, NA, stage:T4N0M0, dead, 489 days
17.2
U0415
0 years, male, NA, stage:T3N1M0, alive, 2526 days
16.6
U0298
0 years, male, NA, stage:T3N1M0, alive, 513 days
15.9
U0552
0 years, male, NA, stage:T3N2M0, alive, 1701 days
15.2
U0114
0 years, male, NA, stage:T3N0M0, alive, 1910 days
13.3
U0470
0 years, female, NA, stage:T2N2M0, alive, 961 days
12.9
U0322
0 years, male, NA, stage:T4N2M0, alive, 1694 days
12.4
U0093
0 years, male, NA, stage:T3N2M0, dead, 1118 days
5.4
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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
0.7
2666323d-522f-4f0a-823c-ff8866_D2
Normal
0.7
cc271b3d-ed33-481f-9d23-15f2f6_D2
Normal
0.6
b2400046-1d25-429d-a821-6040a6
Tumor
0.6
e070ff10-058b-4733-93ab-bdd702_D2
Normal
0.6
02cde0c0-6840-495b-9b11-007d82_D2
Normal
0.6
63c1f7ac-b1ae-4c28-95aa-ce21e5_D2
Normal
0.5
c307b7b0-534a-45fa-a420-35f773_D2
Normal
0.5
c9f0f144-47f3-4d64-b29f-bcedfa_D2
Normal
0.5
5a3aa99d-ca10-45f6-939f-12392a_D2
Normal
0.5
7bdfa5c9-d11f-4600-9c44-a87996_D2
Normal
0.5
76498650-fdbf-4f5d-a19a-cce9a2_D2
Normal
0.5
7784e2e5-c0e1-4b85-8cc1-7faac8_D2
Normal
0.4
3a17283c-a0f4-4514-956b-080d11_D2
Normal
0.4
43bc845e-d22e-4c10-b3e8-bc54e6_D2
Normal
0.4
8af80ae9-2088-4124-91fb-8d6c17_D3
Tumor
0.4
62627b73-1763-48bc-8eea-e5bd76_D2
Normal
0.4
64ed43a2-f083-43cb-9d0d-118495_D2
Normal
0.4
df479b07-bbf6-472d-a580-c3fd0c_D2
Normal
0.4
bda3787a-1397-4716-bb17-4992a8_D2
Normal
0.4
d80408d6-598d-4411-ab34-eb2545_D2
Normal
0.4
067db520-1b1f-4569-9414-e37a6e_D2
Normal
0.4
211cbcef-cb1f-4c80-a1c8-a76d3c_D2
Normal
0.4
233ec093-9a30-4ef4-a12c-91757e_D2
Normal
0.4
903d5fe0-970a-47be-a97f-3cc914_D2
Normal
0.4
0f757044-9bc8-4ed4-90f3-e0a49a_D3
Tumor
0.4
23e938d0-92b8-4aea-90c1-4385df_D2
Normal
0.4
820a3f08-5bb1-44b3-a133-ee167e_D2
Tumor
0.4
b871c0c1-a97b-4ac1-887c-0317b6_D2
Normal
0.4
974e136f-7020-4a38-b9c1-094df9_D2
Normal
0.4
04ded2cd-3b57-4aec-9c11-48f58e_D2
Normal
0.4
325b5314-6f3c-4d79-9b36-4e7ded_D2
Normal
0.3
019cd0c0-733d-4b25-90e3-d54ce0_D2
Normal
0.3
377cdd37-d1bd-4042-997e-478a0f_D2
Normal
0.3
7fd386f0-e7f6-4ee1-9cd7-b3318a_D2
Normal
0.3
5e886f1c-8165-4232-9591-d80799_D2
Normal
0.3
82157a70-12f1-4913-b548-d98881_D2
Normal
0.3
9a6879b1-4f78-4ac6-9fca-dad049_D2
Normal
0.3
65867ab1-5eab-44a8-b2bb-d27263_D2
Normal
0.3
54565eae-05c5-4dae-bde9-ae4874_D2
Normal
0.3
5c70e654-583c-4dd3-ad42-0d9b39_D2
Normal
0.3
51590333-cfe5-4ce5-b8ff-58fa3c_D2
Normal
0.3
8980bb9d-65c1-41cb-9f90-dddd5f_D2
Normal
0.3
a243b765-61ab-4aa6-88e1-226896_D2
Normal
0.3
da95f6f8-be46-4ed8-a493-2c99f0_D2
Normal
0.3
6d9f8b06-f28c-4e9b-823b-33ebb7_D2
Normal
0.3
6797a69d-2f74-44b9-8147-cd4fac_D2
Normal
0.3
5347d2ce-df0c-4d81-a3e2-22db11_D2
Normal
0.3
0784c7b3-e6a4-42a8-9288-eb4ba0_D2
Normal
0.3
0c330883-ab58-4a5a-bff7-07d283_D2
Normal
0.3
e14c2cbe-eca0-4745-97f6-8f27bd_D2
Normal
0.3
a313f6ef-5994-4d49-9e66-c26911_D2
Normal
0.3
88c621d7-7fb3-4825-abbe-82ae4c_D2
Normal
0.3
0d5554d1-1653-4589-a44f-43113e_D2
Normal
0.3
7fd2eea8-bf99-4f97-8b9e-fb703f_D2
Normal
0.3
9a48cf57-e1f0-4ea1-9804-d563f2_D2
Normal
0.3
4c9dcc8c-ccdc-4336-8e23-107feb_D2
Normal
0.3
154115ac-2ec2-439d-b55e-0464ee_D2
Normal
0.3
a5c8bf1d-776c-406f-82a3-2d9ce6_D2
Normal
0.3
6b0a3188-d8ca-4d50-a377-a8fe4c_D2
Normal
0.3
1f79fed9-f0d4-4c45-acd2-ea1441_D2
Normal
0.3
cd89ffbb-574a-4052-bd9a-00c890_D2
Tumor
0.3
b6b41ba2-6415-41aa-b5f5-4d47db_D2
Normal
0.3
e3c012aa-51c2-42b0-a478-bd620f_D2
Normal
0.2
cd3a9d59-bf13-48f3-ae97-bdbca4_D2
Normal
0.2
da747cee-5026-4923-af63-ad9f81_D2
Normal
0.2
3e8019e8-125f-4615-a1fa-a448e9_D2
Normal
0.2
6e0d04fc-e6a8-41ed-b6f3-45537d_D2
Normal
0.2
41a04113-2061-4923-bca5-da586c_D2
Normal
0.2
a84149b1-8453-45f0-8400-d7b12f_D2
Normal
0.2
7cc7f69f-99f5-4b23-a9e0-ba0dc8_D8
Tumor
0.2
694e8df1-d9ee-473b-bec1-4f9237_D2
Normal
0.2
b3696374-c6c0-49dd-833e-596e26_D2
Normal
0.2
f6afe41c-111d-4818-8485-fe95e0_D2
Tumor
0.2
46dfc1e4-0110-4d9f-888e-6a29ab_D2
Normal
0.2
963fc8db-f412-4427-a198-23f660_D2
Normal
0.2
d6584b4a-ca99-4a2a-8b4e-c8b22e_D3
Tumor
0.2
a27cf22d-836e-49a7-802f-47c1db_D2
Normal
0.2
87b0e853-43ea-4efb-8a22-dd221f_D2
Normal
0.2
bed27f66-ef3b-4868-b4ad-205018_D2
Normal
0.2
e0068ac5-f557-443a-bd4b-bdfcef_D3
Tumor
0.2
b2978e90-cd2a-4665-b1bf-508a99_D2
Normal
0.2
5cf5e61d-21ff-4678-9126-14e9bb_D2
Normal
0.2
d3078fa8-0692-411f-8441-0c7c48_D8
Tumor
0.2
5de06adb-e00d-4114-8d76-04bd30_D2
Normal
0.2
0aef1fe8-ca61-4113-81d0-d82ee7_D2
Tumor
0.1
3d797911-d476-436f-9cce-33e20c_D8
Tumor
0.1
8cc7e656-0152-4359-8566-0581c3
Tumor
0.1
16ac8458-5200-4302-9ad0-b311df_D2
Normal
0.1
206f3bd9-f62c-4663-8fdb-5b731b_D2
Normal
0.1
411d9597-c785-4de5-b449-29a80d_D2
Normal
0.1
2cc46aec-6142-4fb9-aca5-c442b9_D2
Normal
0.1
fc9b09af-23b8-4ffe-b6c6-41236d_D2
Normal
0.1
cbd0e774-c741-4753-9c9e-391a7d_D2
Normal
0.1
853ecf90-71e6-4156-a56f-a34b65_D2
Normal
0.1
1c070992-647b-4173-a481-904c4d_D2
Normal
0.1
26acb513-3ffe-49ad-8581-9dfc97_D2
Normal
0.1
f9d6fb1b-988e-4D88-9272-cc672f_D8
Tumor
0.1
7478980a-60fb-4f5e-aa1c-2d7941_D2
Normal
0.1
359f5c81-2575-497e-8630-e4866f_D2
Normal
0.1
2f8b02e4-1848-4abc-a95e-dd9eb5_D3
Tumor
0.1
1fbb1add-4660-4ec1-b8c2-360f9f_D2
Normal
0.1
71b2c1cc-0a31-4ca8-8beb-251e17_D2
Normal
0.1
176d1b96-8c6e-44fe-8a32-e15194_D2
Normal
0.1
d8805fa4-30f9-4417-907e-fdc50c_D2
Normal
0.1
47d2a435-b203-4438-ae72-53c424_D2
Normal
0.1
4cdeecb5-19fb-493c-91f5-eb0efc_D3
Tumor
0.1
8fab37a4-cdf9-4ce8-9081-7b9148_D2
Normal
0.1
c2c53076-b5db-4b7d-983c-a35740_D3
Tumor
0.1
f5ed5ebc-881d-456a-80d7-42c9e7_D2
Normal
0.1
092c5a37-325b-4181-b230-2d8fff_D2
Tumor
0.1
2d266d2d-4bb3-436c-a3e7-06acb2_D3
Tumor
0.1
a2f03d85-5f1a-4b3e-9dbf-74e67e_D3
Tumor
0.1
0065bfd9-e1b9-43a8-9379-9658ba_D3
Tumor
0.0
f6b1079b-9d67-4c63-b3d0-d562b5_D2
Tumor
0.0
c9730cb4-b52c-4ca8-9652-4509d0_D2
Tumor
0.0
8c73f3a5-fea8-4942-90c0-966f66_D3
Tumor
0.0
1136008b-97ce-49b0-bf24-abbea6_D2
Normal
0.0
573048dd-2502-40e0-8e8c-c41bb8_D3
Tumor
0.0
4b263734-430f-41dc-a296-8691f0_D3
Tumor
0.0
db3f5ad9-d14d-4126-a3e7-d80faa_D3
Tumor
0.0
b605fafc-f7dd-44cc-9c86-da04e3_D2
Tumor
0.0
05a33362-82bb-48ac-8feb-ad2ea1_D2
Tumor
0.0
4bb08fad-fa5e-471e-978b-6b09ab_D2
Tumor
0.0
dffcac99-9eac-4717-aeb6-f4a2e7_D8
Tumor
0.0
98742d96-cc2f-43f0-9de2-bc7afe_D3
Tumor
0.0
01d1ffca-4235-4dfe-bf62-56f71d_D3
Tumor
0.0
0630ecb0-b664-4e75-bb3c-fb62ee_D3
Tumor
0.0
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Normal
0.0
c1b66358-d103-493c-b8ec-92c43b_D1
Tumor
0.0
3765c09a-fff7-4b37-bf2b-452b23_D2
Normal
0.0
5557e478-3e6f-475b-8acc-1b4159_D8
Tumor
0.0
321fb3b2-ebb6-4ea5-b737-081264_D2
Tumor
0.0
0f238226-864c-4de0-8c61-01e729_D2
Tumor
0.0
2167c594-c33f-4795-b95b-69bd07_D2
Tumor
0.0
79097be1-cd36-4a23-99d1-3d744f_D2
Tumor
0.0
059a7065-3a5f-4eea-97e5-85ab01_D2
Normal
0.0
dfdf03a6-c324-4d8c-a909-ea7345_D2
Tumor
0.0
87408d9e-4029-4e8f-b14c-8efc04_D3
Tumor
0.0
e1cd3d70-132b-452f-ba10-026721_D2
Tumor
-0.1
5f823547-ee16-45b7-a6a0-ef25d6_D3
Tumor
-0.1
1425a1a1-c835-47a2-a9b9-4db5d0_D8
Tumor
-0.1
526c3664-5b9b-4a2b-a00e-a14623_D2
Tumor
-0.1
1bf00d93-240f-47e8-8055-f546b0_D2
Normal
-0.1
6e20c8e9-ab75-4996-9296-445b00_D2
Tumor
-0.1
642fc6c3-8d4a-4e3d-ad0a-cc088a_D2
Tumor
-0.1
aa0f5b40-3290-4255-8f4d-f45d4e_D3
Tumor
-0.1
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Tumor
-0.1
58a92726-4d1f-4e44-8938-52b97d_D3
Tumor
-0.1
42216d99-e8ff-43c9-b6db-28c3a6_D3
Tumor
-0.1
c8694e31-2c8f-4eb6-a7ef-a137d9_D3
Tumor
-0.1
e2e83b72-b14b-4b06-9461-1115d6_D2
Tumor
-0.1
cfb4831f-e9ee-4e11-80fb-958f6f_D2
Tumor
-0.1
1563ef63-d2e6-406f-adc1-255949_D3
Tumor
-0.1
1ab06c24-ffc0-4323-a0cc-e9f5c5_D2
Tumor
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Tumor
-0.1
a90eb718-6a8f-4cbf-89c1-f9e9bd_D2
Tumor
-0.1
348f6009-e1be-44d2-a093-9ca844_D2
Normal
-0.1
43192517-085e-450e-9481-0a6713_D3
Tumor
-0.1
e515eb5c-8005-416a-9b42-59de9d_D8
Tumor
-0.1
e196a0b4-2a05-43de-bb30-ceb761_D2
Tumor
-0.1
5271982c-5de1-4d6e-b414-b1f3ef_D2
Tumor
-0.1
ec9afcc4-ccf7-4226-b0e8-d6897d_D3
Tumor
-0.1
722378ea-d1a7-4cfc-aca5-ba45f9_D8
Tumor
-0.2
803736b3-9ca9-4f9f-bdfe-8783e3_D3
Tumor
-0.2
f69deaeb-6b6f-4c61-8900-fd0f26_D3
Tumor
-0.2
c65afd57-530c-4366-b2c8-463a46_D2
Tumor
-0.2
c7aeb685-31b3-445e-8177-a3e729_D3
Tumor
-0.2
92c1ebb5-ac1d-4bf5-a14f-516e1d_D3
Tumor
-0.2
37219a7c-6fe2-4684-a494-d0be08_D2
Tumor
-0.2
a467b905-fc0b-427b-8753-6d38dd_D3
Tumor
-0.2
d0511ea6-43c3-4c61-b08e-cf49b7_D3
Tumor
-0.2
f4bccfe4-98d0-466b-a6d7-44341b_D3
Tumor
-0.2
8b9e4266-7754-4f2c-ac9e-329905_D2
Tumor
-0.2
41ee934e-f7a3-4ef5-8a83-e2ac56_D2
Tumor
-0.2
ea6df59d-5240-4927-b19d-d44590_D2
Tumor
-0.2
cd6a4013-2958-44b9-a4f1-45c9e4_D2
Tumor
-0.2
591fb460-703a-437d-8d9a-ff2a35_D3
Tumor
-0.2
5da00abd-5fa7-4deb-95f1-7982e0_D3
Tumor
-0.2
372c900a-fced-4eef-9dc4-7282ec_D2
Tumor
-0.2
2b810478-7956-4a8b-870d-184859_D2
Tumor
-0.2
bd67de01-ad7d-431a-9ad6-4dd5a1
Tumor
-0.3
92f7419c-c57a-4b50-bdc9-4d09ca_D2
Tumor
-0.3
8960a27e-69d8-4ec8-a795-c6cf8a_D3
Tumor
-0.3
695b0b00-a86b-43c0-a6c8-50a840_D3
Tumor
-0.3
9bf309bc-0fb6-4060-aba2-888eb3_D2
Tumor
-0.3
515040a4-bbfb-4a15-9e53-e7b6e6_D2
Normal
-0.3
e8faa3a7-9fc7-428e-9334-a0afd0_D3
Tumor
-0.3
66b829db-1cdd-460d-b2f3-0e9ca9_D3
Tumor
-0.3
799893aa-d523-4a08-9ea7-611cca_D3
Tumor
-0.3
21cab01c-e968-42cc-9651-1e53c0_D3
Tumor
-0.4
b4dd4a04-5eda-43dd-8298-215b07_D3
Tumor
-0.4
c6ae57a7-65a0-438e-bae2-97b1c8_D3
Tumor
-0.4
66b57abc-0d49-46bb-a390-0e11a9_D2
Tumor
-0.4
Show allShow less
COLORECTAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
