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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.
RAVER2 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
11.5
Number of samples
254
Samples
Sample
Description
TPM
TCGA-A6-6780-01A
0 years, male, white, stage:Stage IIA, alive, 612 days
31.9
TCGA-CM-6165-01A
0 years, male, white, stage:Stage IIA, alive, 488 days
27.8
TCGA-AM-5820-01A
0 years, female, white, stage:Stage IVA, alive, 14 days
26.4
TCGA-QG-A5YX-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1003 days
25.6
TCGA-CM-6171-01A
0 years, female, white, stage:Stage I, alive, 427 days
23.6
TCGA-A6-5656-01A
0 years, male, white, stage:Stage I, alive, 1001 days
22.4
TCGA-CM-6675-01A
0 years, male, black or african american, stage:Stage IVB, alive, 397 days
21.7
TCGA-D5-6922-01A
0 years, male, white, stage:Stage IIIA, alive, 308 days
20.7
TCGA-CK-4952-01A
0 years, female, white, stage:Stage IIIC, alive, 475 days
20.2
TCGA-CK-5912-01A
0 years, male, white, stage:Stage I, dead, 1493 days
20.0
TCGA-A6-6648-01A
0 years, male, white, stage:Stage IVA, alive, 766 days
19.4
TCGA-DM-A1D8-01A
0 years, female, white, stage:'--, dead, 383 days
19.0
TCGA-QG-A5Z2-01A
0 years, male, black or african american, stage:Stage I, alive, 952 days
19.0
TCGA-A6-5666-01A
0 years, male, white, stage:Stage IIC, alive, 995 days
19.0
TCGA-DM-A28G-01A
0 years, male, white, stage:Stage IIA, dead, 1849 days
18.5
TCGA-QG-A5Z1-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 256 days
18.2
TCGA-A6-5661-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1020 days
18.0
TCGA-CK-5913-01A
0 years, female, white, stage:Stage IIA, alive, 1561 days
18.0
TCGA-G4-6321-01A
0 years, female, white, stage:Stage III, alive, 672 days
17.7
TCGA-DM-A1D7-01A
0 years, male, white, stage:Stage IIA, dead, 405 days
17.5
TCGA-AY-5543-01A
0 years, female, black or african american, stage:Stage IVA, alive, 1004 days
17.5
TCGA-DM-A28E-01A
0 years, female, white, stage:Stage IIA, alive, 3648 days
17.3
TCGA-G4-6323-01A
0 years, male, black or african american, stage:Stage IA, alive, 419 days
17.0
TCGA-AA-A02K-01A
0 years, male, stage:Stage IV, dead, 426 days
16.9
TCGA-QL-A97D-01A
0 years, female, black or african american, stage:Stage I, alive, 666 days
16.8
TCGA-NH-A8F7-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
16.8
TCGA-CA-6715-01A
0 years, male, asian, stage:Stage IIIB, alive, 383 days
16.7
TCGA-A6-5667-01A
0 years, female, white, stage:Stage IIIB, alive, 887 days
16.5
TCGA-CK-5914-01A
0 years, male, white, stage:Stage IIIB, alive, 669 days
16.5
TCGA-CM-6164-01A
0 years, female, white, stage:Stage IIA, alive, 883 days
16.3
TCGA-D5-6539-01A
0 years, female, white, stage:'--, alive, 380 days
16.3
TCGA-A6-6140-01A
0 years, male, white, stage:Stage IIA, alive, 734 days
16.3
TCGA-AY-A69D-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
16.3
TCGA-CA-5797-01A
0 years, male, asian, stage:Stage IIA, alive, 383 days
16.3
TCGA-CM-6680-01A
0 years, female, white, stage:Stage IIIB, alive, 366 days
16.2
TCGA-F4-6809-01A
0 years, female, white, stage:Stage IVA, dead, 403 days
16.1
TCGA-DM-A1D9-01A
0 years, female, white, stage:Stage IIA, alive, 4270 days
16.1
TCGA-AA-3713-01A
0 years, male, stage:Stage IV, alive, 579 days
15.8
TCGA-NH-A6GC-01A
0 years, female, black or african american, stage:Stage IVB, alive, 389 days
15.7
TCGA-F4-6807-01A
0 years, female, white, stage:Stage IIIC, alive, 1309 days
15.7
TCGA-AY-A71X-01A
0 years, female, black or african american, stage:Stage I, alive, 588 days
15.6
TCGA-A6-6137-01A
0 years, male, white, stage:Stage IIIB, alive, 824 days
15.6
TCGA-CM-6172-01A
0 years, female, white, stage:Stage IIIB, alive, 335 days
15.3
TCGA-A6-5665-01A
0 years, female, white, stage:Stage IIA, alive, 671 days
15.3
TCGA-A6-6650-01A
0 years, female, black or african american, stage:Stage IIA, alive, 627 days
15.2
TCGA-NH-A50V-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 588 days
15.2
TCGA-AA-3663-01A
0 years, male, stage:Stage II, alive, 212 days
15.2
TCGA-SS-A7HO-01A
0 years, female, black or african american, stage:Stage IIB, alive, 1829 days
15.2
TCGA-AY-6386-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 542 days
15.1
TCGA-NH-A50U-01A
0 years, male, black or african american, stage:Stage IVA, dead, 334 days
15.1
TCGA-D5-6532-01A
0 years, male, white, stage:Stage IIA, alive, 555 days
15.0
TCGA-DM-A28M-01A
0 years, male, white, stage:Stage IIA, alive, 2895 days
15.0
TCGA-CM-6161-01A
0 years, female, white, stage:Stage I, alive, 457 days
14.9
TCGA-CK-5916-01A
0 years, female, white, stage:Stage I, dead, 643 days
14.9
TCGA-F4-6806-01A
0 years, female, white, stage:Stage I, alive, 1260 days
14.9
TCGA-D5-6931-01A
0 years, male, white, stage:Stage IIIC, alive, 365 days
14.8
TCGA-D5-6538-01A
0 years, female, white, stage:Stage IIIB, alive, 521 days
14.8
TCGA-CM-5863-01A
0 years, female, white, stage:Stage IIIB, alive, 457 days
14.7
TCGA-QG-A5YV-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 1301 days
14.5
TCGA-AY-A54L-01A
0 years, female, black or african american, stage:Stage I, alive, 525 days
14.5
TCGA-CM-6170-01A
0 years, female, white, stage:Stage I, alive, 457 days
14.5
TCGA-F4-6854-01A
0 years, female, white, stage:Stage IIA, alive, 16 days
14.4
TCGA-D5-6898-01A
0 years, female, white, stage:Stage I, alive, 229 days
14.3
TCGA-A6-A56B-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 1711 days
14.3
TCGA-CA-6718-01A
0 years, male, asian, stage:Stage IIA, dead, 306 days
14.2
TCGA-D5-6535-01A
0 years, female, white, stage:Stage IIIB, alive, 460 days
14.2
TCGA-F4-6463-01A
0 years, male, white, stage:Stage IIA, alive, 1087 days
14.2
TCGA-F4-6459-01A
0 years, female, white, stage:Stage IIIB, dead, 262 days
14.2
TCGA-D5-6920-01A
0 years, female, white, stage:Stage IIA, alive, 377 days
14.2
TCGA-G4-6625-01A
0 years, female, white, stage:Stage IIA, alive, 2792 days
14.1
TCGA-A6-A565-01A
0 years, female, black or african american, stage:Stage IIIC, dead, 494 days
14.1
TCGA-A6-6649-01A
0 years, male, white, stage:Stage IIIB, alive, 735 days
14.0
TCGA-CA-6716-01A
0 years, male, asian, stage:Stage IIA, alive, 371 days
14.0
TCGA-AD-A5EK-01A
0 years, male, black or african american, stage:Stage I, alive, 500 days
13.9
TCGA-CM-6163-01A
0 years, male, white, stage:Stage I, alive, 427 days
13.9
TCGA-G4-6315-01A
0 years, male, white, stage:Stage IV, alive, 1883 days
13.9
TCGA-A6-6653-01A
0 years, male, white, stage:Stage I, alive, 742 days
13.9
TCGA-G4-6310-01A
0 years, male, white, stage:Stage IIIB, alive, 1935 days
13.8
TCGA-AZ-6601-01A
0 years, male, white, stage:Stage II, dead, 3042 days
13.5
TCGA-AD-6889-01A
0 years, male, asian, stage:Stage IIA, dead, 2532 days
13.4
TCGA-D5-5537-01A
0 years, male, white, stage:'--, dead, 1381 days
13.4
TCGA-AZ-5407-01A
0 years, female, white, stage:Stage I, alive, 2683 days
13.4
TCGA-F4-6570-01A
0 years, female, white, stage:Stage IIA, dead, 188 days
13.4
TCGA-G4-6294-01A
0 years, male, white, stage:Stage IV, dead, 858 days
13.4
TCGA-CM-5349-01A
0 years, female, white, stage:Stage IIA, alive, 915 days
13.3
TCGA-A6-5659-01A
0 years, male, white, stage:Stage I, alive, 926 days
13.2
TCGA-A6-6138-01A
0 years, male, white, stage:Stage I, alive, 685 days
13.2
TCGA-A6-3809-01A
0 years, female, white, stage:Stage IIB, alive, 996 days
13.2
TCGA-G4-6295-01A
0 years, female, white, stage:Stage II, alive, 254 days
13.2
TCGA-CM-6162-01A
0 years, female, white, stage:Stage IIIB, alive, 365 days
13.2
TCGA-CK-6747-01A
0 years, female, white, stage:Stage IIA, alive, 820 days
13.1
TCGA-AZ-6599-01A
0 years, male, white, stage:Stage I, dead, 206 days
12.9
TCGA-AZ-6603-01A
0 years, female, white, stage:'--, dead, 899 days
12.9
TCGA-G4-6307-01A
0 years, female, white, stage:Stage IIIB, alive, 1674 days
12.7
TCGA-AA-3655-01A
0 years, male, stage:Stage II, alive, 1856 days
12.7
TCGA-AD-6965-01A
0 years, male, white, stage:Stage IIIC, alive, 805 days
12.6
TCGA-DM-A282-01A
0 years, female, white, stage:Stage IIA, alive, 4233 days
12.6
TCGA-CM-6166-01A
0 years, female, white, stage:Stage I, alive, 669 days
12.5
TCGA-CM-5868-01A
0 years, female, white, stage:Stage IVA, alive, 518 days
12.5
TCGA-CM-6679-01A
0 years, male, white, stage:Stage IIA, alive, 306 days
12.5
TCGA-RU-A8FL-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 1177 days
12.5
TCGA-CM-6676-01A
0 years, male, white, stage:Stage I, alive, 337 days
12.4
TCGA-DM-A1D0-01A
0 years, female, white, stage:Stage IIA, alive, 3974 days
12.2
TCGA-D5-7000-01A
0 years, female, white, stage:Stage I, alive, 312 days
12.2
TCGA-G4-6304-01A
0 years, female, white, stage:Stage IIB, alive, 1631 days
12.2
TCGA-F4-6461-01A
0 years, female, white, stage:Stage IIIC, dead, 338 days
12.2
TCGA-DM-A1DA-01A
0 years, female, white, stage:Stage IIIC, dead, 228 days
12.2
TCGA-5M-AAT4-01A
0 years, male, black or african american, stage:Stage IV, dead, 49 days
12.1
TCGA-AU-6004-01A
0 years, female, white, stage:Stage I, alive, 824 days
12.0
TCGA-CM-6168-01A
0 years, female, black or african american, stage:Stage IIA, alive, 395 days
12.0
TCGA-A6-2675-01A
0 years, male, white, stage:Stage IIA, alive, 1321 days
11.9
TCGA-DM-A288-01A
0 years, male, white, stage:Stage IIIC, dead, 427 days
11.9
TCGA-4T-AA8H-01A
0 years, female, black or african american, stage:Stage IIA, alive, 385 days
11.8
TCGA-D5-6533-01A
0 years, female, white, stage:'--, alive, 775 days
11.8
TCGA-AA-3496-01A
0 years, female, stage:Stage II, alive, 31 days
11.8
TCGA-F4-6805-01A
0 years, female, white, stage:Stage IIA, alive, 1047 days
11.7
TCGA-AY-A8YK-01A
0 years, male, black or african american, stage:Stage IVA, alive, 573 days
11.6
TCGA-D5-5538-01A
0 years, female, white, stage:Stage IIIB, dead, 1661 days
11.6
TCGA-DM-A0X9-01A
0 years, female, white, stage:Stage IIA, alive, 3641 days
11.5
TCGA-G4-6628-01A
0 years, male, white, stage:Stage I, alive, 2424 days
11.5
TCGA-A6-A567-01A
0 years, male, black or african american, stage:Stage IV, dead, 1881 days
11.5
TCGA-5M-AATE-01A
0 years, male, black or african american, stage:Stage IIA, alive, 1200 days
11.4
TCGA-AA-3697-01A
0 years, male, stage:Stage II, alive, 2587 days
11.4
TCGA-D5-6926-01A
0 years, male, white, stage:Stage IIIB, alive, 275 days
11.3
TCGA-AD-6899-01A
0 years, male, white, stage:Stage IIIC, dead, 176 days
11.3
TCGA-AA-3489-01A
0 years, male, stage:Stage II, dead, 214 days
11.2
TCGA-AA-3511-01A
0 years, male, stage:Stage II, alive, 212 days
11.2
TCGA-F4-6856-01A
0 years, male, white, stage:Stage I, alive, 1074 days
11.0
TCGA-CA-6717-01A
0 years, male, asian, stage:Stage IIA, alive, 388 days
11.0
TCGA-AZ-6598-01A
0 years, female, white, stage:Stage II, dead, 1503 days
10.9
TCGA-DM-A28C-01A
0 years, male, white, stage:Stage IIA, dead, 2475 days
10.9
TCGA-AD-5900-01A
0 years, male, white, stage:Stage I, alive, 370 days
10.9
TCGA-A6-6781-01A
0 years, male, white, stage:Stage IIIC, alive, 598 days
10.8
TCGA-A6-2686-01A
0 years, female, white, stage:Stage IIA, dead, 1126 days
10.8
TCGA-A6-6141-01A
0 years, male, black or african american, stage:Stage IIA, alive, 255 days
10.8
TCGA-AA-3526-01A
0 years, male, stage:Stage I, alive, 580 days
10.7
TCGA-CM-4751-01A
0 years, male, white, stage:Stage IIIB, alive, 822 days
10.6
TCGA-AZ-6608-01A
0 years, female, white, stage:Stage IIIA, dead, 59 days
10.6
TCGA-3L-AA1B-01A
0 years, female, black or african american, stage:Stage I, alive, 475 days
10.6
TCGA-AA-A02Y-01A
0 years, male, stage:Stage I, alive, 1216 days
10.6
TCGA-QG-A5YW-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 896 days
10.5
TCGA-G4-6293-01A
0 years, female, white, stage:Stage III, alive, 4051 days
10.5
TCGA-CM-6169-01A
0 years, male, black or african american, stage:Stage IIA, alive, 396 days
10.4
TCGA-5M-AAT6-01A
0 years, female, black or african american, stage:Stage IV, dead, 290 days
10.4
TCGA-A6-5664-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 672 days
10.3
TCGA-G4-6322-01A
0 years, male, white, stage:Stage IIIB, alive, 792 days
10.3
TCGA-AA-3675-01A
0 years, male, stage:Stage II, alive, 1431 days
10.3
TCGA-AD-6963-01A
0 years, male, white, stage:'--, alive, 834 days
10.2
TCGA-DM-A285-01A
0 years, female, white, stage:Stage IV, dead, 179 days
10.1
TCGA-G4-6627-01A
0 years, male, white, stage:Stage IIA, alive, 2175 days
10.1
TCGA-A6-6652-01A
0 years, male, black or african american, stage:Stage IVA, alive, 751 days
10.0
TCGA-T9-A92H-01A
0 years, male, black or african american, stage:Stage IIA, alive, 362 days
9.9
TCGA-D5-6923-01A
0 years, male, white, stage:Stage I, alive, 378 days
9.9
TCGA-D5-6927-01A
0 years, male, white, stage:Stage IIA, alive, 287 days
9.8
TCGA-AU-3779-01A
0 years, female, white, stage:Stage IIA, alive, 441 days
9.7
TCGA-F4-6704-01A
0 years, male, american indian or alaska native, stage:Stage IIIC, alive, 47 days
9.7
TCGA-A6-5657-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 962 days
9.7
TCGA-F4-6808-01A
0 years, female, white, stage:Stage I, alive, 1024 days
9.7
TCGA-G4-6299-01A
0 years, male, white, stage:Stage IIIC, alive, 2268 days
9.6
TCGA-CK-6751-01A
0 years, female, white, stage:Stage I, alive, 518 days
9.5
TCGA-AA-3662-01A
0 years, female, stage:Stage IV, alive, 184 days
9.5
TCGA-CK-4950-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2599 days
9.5
TCGA-D5-6537-01A
0 years, male, white, stage:Stage IIIB, dead, 146 days
9.5
TCGA-NH-A50T-01A
0 years, female, black or african american, stage:Stage IIA, alive, 553 days
9.5
TCGA-CM-5860-01A
0 years, male, white, stage:Stage IIA, alive, 974 days
9.5
TCGA-G4-6309-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2600 days
9.5
TCGA-AZ-6606-01A
0 years, male, white, stage:Stage IV, dead, 357 days
9.4
TCGA-DM-A28K-01A
0 years, male, white, stage:Stage IIA, alive, 2988 days
9.4
TCGA-4N-A93T-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 146 days
9.4
TCGA-G4-6311-01A
0 years, male, white, stage:Stage III, alive, 1199 days
9.4
TCGA-A6-4105-01A
0 years, male, white, stage:Stage IIA, dead, 442 days
9.3
TCGA-CM-6167-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 456 days
9.3
TCGA-G4-6586-01A
0 years, female, white, stage:Stage IIA, alive, 1089 days
9.1
TCGA-AD-6548-01A
0 years, female, white, stage:Stage I, alive, 650 days
9.0
TCGA-G4-6306-01A
0 years, male, white, stage:'--, alive, 1359 days
9.0
TCGA-AD-6901-01A
0 years, male, white, stage:'--, dead, 682 days
9.0
TCGA-D5-6924-01A
0 years, male, white, stage:Stage IIA, alive, 435 days
8.9
TCGA-CM-5864-01A
0 years, male, white, stage:Stage I, alive, 457 days
8.9
TCGA-CK-6748-01A
0 years, female, white, stage:Stage IV, alive, 61 days
8.8
TCGA-A6-6782-01A
0 years, male, white, stage:Stage IIB, alive, 617 days
8.8
TCGA-A6-3810-01A
0 years, male, white, stage:Stage IIA, alive, 1111 days
8.8
TCGA-D5-5539-01A
0 years, male, white, stage:Stage IIIA, alive, 596 days
8.7
TCGA-F4-6855-01A
0 years, female, white, stage:Stage IIA, alive, 1442 days
8.7
TCGA-A6-A566-01A
0 years, female, black or african american, stage:Stage IIIB, dead, 758 days
8.7
TCGA-D5-6540-01A
0 years, male, white, stage:Stage I, alive, 491 days
8.7
TCGA-G4-6320-01A
0 years, male, white, stage:Stage III, alive, 804 days
8.7
TCGA-G4-6588-01A
0 years, female, white, stage:Stage IIA, alive, 796 days
8.7
TCGA-G4-6303-01A
0 years, female, white, stage:Stage IV, dead, 2003 days
8.6
TCGA-DM-A28F-01A
0 years, male, white, stage:Stage IIIB, dead, 1094 days
8.5
TCGA-G4-6317-01A
0 years, female, white, stage:Stage IIIC, alive, 1095 days
8.4
TCGA-DM-A28A-01A
0 years, male, white, stage:Stage IIIC, dead, 805 days
8.3
TCGA-D5-6932-01A
0 years, male, white, stage:Stage IIA, alive, 346 days
8.3
TCGA-AZ-6605-01A
0 years, male, white, stage:Stage IIIB, dead, 159 days
8.3
TCGA-AY-6197-01A
0 years, male, white, stage:Stage IIA, alive, 652 days
8.2
TCGA-CM-6674-01A
0 years, male, white, stage:Stage IIA, alive, 394 days
8.1
TCGA-CM-5861-01A
0 years, female, white, stage:Stage IIA, alive, 457 days
8.1
TCGA-DM-A1DB-01A
0 years, male, white, stage:Stage IIA, dead, 1348 days
8.0
TCGA-D5-6530-01A
0 years, male, white, stage:Stage I, alive, 621 days
8.0
TCGA-AD-6888-01A
0 years, male, white, stage:Stage IIIB, dead, 472 days
8.0
TCGA-AA-3660-01A
0 years, female, stage:Stage II, alive, 2375 days
7.7
TCGA-CM-5862-01A
0 years, male, white, stage:Stage IVA, dead, 153 days
7.6
TCGA-CA-5255-01A
0 years, male, asian, stage:Stage IIA, alive, 376 days
7.5
TCGA-D5-6531-01A
0 years, male, white, stage:Stage IIA, alive, 540 days
7.5
TCGA-CM-6678-01A
0 years, female, white, stage:Stage IVA, alive, 335 days
7.5
TCGA-A6-5660-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 888 days
7.4
TCGA-CM-4744-01A
0 years, male, white, stage:Stage I, alive, 609 days
7.3
TCGA-A6-A5ZU-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 293 days
7.3
TCGA-A6-5662-01A
0 years, male, white, stage:Stage IVA, alive, 718 days
7.3
TCGA-AZ-4323-01A
0 years, male, white, stage:Stage IV, dead, 43 days
7.3
TCGA-CM-5344-01A
0 years, female, white, stage:Stage IIIB, alive, 670 days
7.2
TCGA-G4-6297-01A
0 years, female, white, stage:Stage IV, alive, 2506 days
7.2
TCGA-A6-6654-01A
0 years, female, white, stage:Stage IIIB, alive, 726 days
7.2
TCGA-AZ-5403-01A
0 years, male, white, stage:Stage II, dead, 1910 days
7.1
TCGA-D5-6929-01A
0 years, female, white, stage:Stage IV, alive, 408 days
7.1
TCGA-WS-AB45-01A
0 years, female, black or african american, stage:Stage IIA, alive, 2130 days
7.1
TCGA-A6-6651-01A
0 years, female, white, stage:Stage IIIB, alive, 662 days
7.0
TCGA-AD-6895-01A
0 years, male, white, stage:Stage IIIB, alive, 763 days
7.0
TCGA-DM-A1D6-01A
0 years, male, white, stage:Stage IIA, dead, 570 days
7.0
TCGA-AY-6196-01A
0 years, male, white, stage:Stage IIIC, alive, 6 days
7.0
TCGA-AZ-6600-01A
0 years, male, black or african american, stage:Stage IV, dead, 368 days
6.9
TCGA-G4-6314-01A
0 years, female, white, stage:Stage IV, alive, 1093 days
6.9
TCGA-AZ-4616-01A
0 years, female, white, stage:Stage IV, dead, 156 days
6.9
TCGA-AD-6964-01A
0 years, male, white, stage:'--, dead, 331 days
6.8
TCGA-DM-A1D4-01A
0 years, male, white, stage:Stage IIA, dead, 2821 days
6.7
TCGA-D5-6928-01A
0 years, male, white, stage:Stage IIA, alive, 354 days
6.7
TCGA-DM-A1HB-01A
0 years, male, white, stage:Stage IIIB, alive, 4126 days
6.6
TCGA-A6-6142-01A
0 years, female, white, stage:Stage IVA, alive, 763 days
6.5
TCGA-CA-6719-01A
0 years, male, asian, stage:Stage IIA, alive, 435 days
6.4
TCGA-D5-6541-01A
0 years, male, white, stage:Stage IIA, alive, 474 days
6.4
TCGA-CA-5254-01A
0 years, female, asian, stage:Stage IIA, alive, 386 days
6.3
TCGA-D5-6529-01A
0 years, male, white, stage:Stage IIA, alive, 614 days
6.3
TCGA-G4-6626-01A
0 years, male, white, stage:Stage IIA, dead, 1 days
6.3
TCGA-CM-4743-01A
0 years, male, white, stage:Stage IIA, alive, 701 days
6.3
TCGA-D5-6930-01A
0 years, male, white, stage:Stage IIA, alive, 406 days
6.1
TCGA-DM-A0XD-01A
0 years, male, white, stage:Stage IIA, dead, 743 days
6.0
TCGA-DM-A0XF-01A
0 years, female, white, stage:Stage IIIC, dead, 1162 days
5.8
TCGA-CM-6677-01A
0 years, female, white, stage:Stage IIA, alive, 337 days
5.7
TCGA-NH-A8F8-01A
0 years, male, black or african american, stage:Stage IV, dead, 511 days
5.7
TCGA-NH-A6GB-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 476 days
5.6
TCGA-AD-6890-01A
0 years, male, white, stage:'--, alive, 746 days
5.5
TCGA-DM-A280-01A
0 years, female, white, stage:Stage IIA, dead, 236 days
5.5
TCGA-F4-6569-01A
0 years, male, white, stage:Stage I, alive, 1087 days
5.4
TCGA-NH-A6GA-01A
0 years, male, black or african american, stage:Stage IIIC, dead, 302 days
5.3
TCGA-F4-6460-01A
0 years, female, white, stage:Stage IIIB, dead, 972 days
4.7
TCGA-D5-6534-01A
0 years, female, white, stage:Stage IIA, alive, 1316 days
4.6
TCGA-F4-6703-01A
0 years, male, white, stage:Stage IIA, alive, 1456 days
4.4
TCGA-AA-3685-01A
0 years, male, stage:Stage II, alive, 1127 days
4.4
TCGA-CM-5348-01A
0 years, male, white, stage:Stage IIIB, alive, 699 days
3.8
TCGA-DM-A1HA-01A
0 years, male, white, stage:Stage IIIC, alive, 2600 days
3.3
TCGA-D5-6536-01A
0 years, male, white, stage:Stage IIA, alive, 543 days
2.9
TCGA-AM-5821-01A
0 years, female, white, stage:Stage IIA, alive, 28 days
2.8
TCGA-AZ-6607-01A
0 years, male, white, stage:Stage IV, dead, 97 days
2.8
TCGA-A6-2674-01A
0 years, male, white, stage:Stage IV, alive, 1331 days
2.0
TCGA-DM-A28H-01A
0 years, male, white, stage:Stage IIIC, alive, 3561 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.
RAVER2 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
18.4
Number of samples
486
Samples
Sample
Description
TPM
U2979
0 years, male, NA, stage:T3N2M0, alive, 616 days
41.8
U1073
0 years, female, NA, stage:T3N1M0, alive, 1359 days
36.3
U0347
0 years, female, NA, stage:T4N1M1, alive, 628 days
36.3
U0300
0 years, male, NA, stage:T2N0M0, alive, 974 days
36.2
U0949
0 years, female, NA, stage:T3N0M1, dead, 594 days
35.7
U1040
0 years, male, NA, stage:T2N0M0, alive, 1029 days
34.1
U3022
0 years, male, NA, stage:T2N0M0, alive, 484 days
33.4
U1208
0 years, female, NA, stage:T1N0M0, alive, 834 days
32.9
U0302
0 years, male, NA, stage:T1N0M0, alive, 892 days
32.5
U0929
0 years, male, NA, stage:T4N1M0, alive, 436 days
32.2
U0414
0 years, male, NA, stage:T3N0M0, alive, 1691 days
32.1
U0225
0 years, male, NA, stage:T3N1M0, alive, 581 days
32.0
U2958
0 years, female, NA, stage:T1N0M0, alive, 536 days
31.5
U0342
0 years, male, NA, stage:T4N2M0, alive, 305 days
31.4
U0098
0 years, male, NA, stage:T3N0M0, dead, 2473 days
30.9
U1239
0 years, male, NA, stage:T2N0M0, dead, 1998 days
30.8
U0429
0 years, female, NA, stage:T3N0M1, alive, 1099 days
30.6
U0972
0 years, female, NA, stage:T1N0M0, alive, 2473 days
30.6
U0109
0 years, female, NA, stage:T4N2M1, alive, 144 days
30.4
U1212
0 years, female, NA, stage:T2N0M0, alive, 69 days
30.3
U0999
0 years, male, NA, stage:T3N2M0, alive, 860 days
30.1
U0290
0 years, male, NA, stage:T4N2M0, dead, 593 days
30.0
U0229
0 years, female, NA, stage:TXN2M1, dead, 2115 days
29.9
U0288
0 years, male, NA, stage:T1N0M0, alive, 1513 days
29.7
U0078
0 years, female, NA, stage:T3N0M0, alive, 1183 days
29.7
U1095
0 years, female, NA, stage:T3N1M1, alive, 2425 days
29.2
U0332
0 years, female, NA, stage:T3N0M0, alive, 2101 days
29.2
U1130
0 years, male, NA, stage:T2N1M0, alive, 913 days
28.9
U0144
0 years, male, NA, stage:T3N0M0, alive, 1218 days
28.4
U0152
0 years, male, NA, stage:T3N1M0, alive, 989 days
28.4
U0185
0 years, male, NA, stage:T1N0M0, alive, 1248 days
28.2
U0260
0 years, male, NA, stage:T1N0M1, alive, 2928 days
28.1
U0328
0 years, male, NA, stage:T4N0M0, dead, 1362 days
28.1
U0125
0 years, female, NA, stage:T1N0M0, dead, 668 days
28.1
U1366
0 years, male, NA, stage:T3N1M0, alive, 2010 days
28.0
U0203
0 years, male, NA, stage:T3N0M0, dead, 827 days
27.8
U0966
0 years, male, NA, stage:T4N0M0, dead, 1513 days
27.8
U0105
0 years, female, NA, stage:T2N0M0, dead, 2158 days
27.8
U0397
0 years, male, NA, stage:T4N0M0, alive, 1663 days
27.4
U0589
0 years, female, NA, stage:T3N0M0, alive, 1176 days
27.3
U2803
0 years, male, NA, stage:T3N1M0, alive, 744 days
27.3
U0198
0 years, male, NA, stage:T3N1M0, alive, 1272 days
27.2
U0462
0 years, female, NA, stage:T4N1M0, alive, 1017 days
27.1
U0459
0 years, female, NA, stage:T3N0M0, alive, 966 days
27.0
U0162
0 years, female, NA, stage:T3N0M0, alive, 1488 days
26.9
U1486
0 years, female, NA, stage:T4N0M0, alive, 1606 days
26.8
U1474
0 years, female, NA, stage:T1N0MX, alive, 2012 days
26.7
U0095
0 years, male, NA, stage:T4N1M0, dead, 1034 days
26.4
U3051
0 years, male, NA, stage:T3N2M0, alive, 415 days
26.3
U0151
0 years, female, NA, stage:T3N0M0, alive, 2014 days
26.2
U0308
0 years, male, NA, stage:T4N1M0, alive, 1075 days
26.0
U0067
0 years, female, NA, stage:T3N0M0, alive, 2180 days
26.0
U0449
0 years, female, NA, stage:T3N0M0, alive, 1851 days
25.9
U3032
0 years, female, NA, stage:T3N1M0, alive, 449 days
25.9
U0323
0 years, male, NA, stage:T2N0M0, dead, 1016 days
25.7
U0134
0 years, male, NA, stage:T3N0M0, alive, 2009 days
25.6
U0107
0 years, male, NA, stage:T3N0M0, dead, 2354 days
25.6
U0916
0 years, female, NA, stage:T3N0M0, alive, 1578 days
25.5
U2819
0 years, female, NA, stage:T3N0M0, alive, 708 days
25.5
U1432
0 years, female, NA, stage:T3N1M0, alive, 577 days
25.2
U1251
0 years, male, NA, stage:T4N2M0, alive, 126 days
25.2
U2942
0 years, male, NA, stage:T2N0M0, alive, 549 days
25.1
U3012
0 years, male, NA, stage:T3N0M0, alive, 472 days
25.1
U0100
0 years, female, NA, stage:T3N0M0, dead, 1920 days
25.1
U2999
0 years, female, NA, stage:T2N0M0, alive, 581 days
24.9
U0361
0 years, male, NA, stage:T3N0M0, alive, 686 days
24.9
U2947
0 years, female, NA, stage:T3N0M0, alive, 543 days
24.8
U1158
0 years, female, NA, stage:T3N1M0, alive, 721 days
24.7
U0224
0 years, female, NA, stage:T3N0M0, alive, 2367 days
24.7
U0384
0 years, male, NA, stage:T2N1M1, alive, 1024 days
24.7
U0193
0 years, male, NA, stage:T3N1M0, dead, 876 days
24.6
U2975
0 years, male, NA, stage:T4N1M0, alive, 514 days
24.6
U1102
0 years, male, NA, stage:T2N0M0, alive, 1354 days
24.6
U0326
0 years, female, NA, stage:T3N0M0, alive, 3178 days
24.4
U0292
0 years, male, NA, stage:T4N1M0, alive, 1666 days
24.4
U0227
0 years, female, NA, stage:T4N2M0, alive, 291 days
24.3
U0373
0 years, female, NA, stage:T3N0M0, alive, 1822 days
24.2
U0368
0 years, male, NA, stage:T2N0M0, alive, 801 days
24.1
U0287
0 years, female, NA, stage:T2N0M0, alive, 1897 days
23.8
U0179
0 years, male, NA, stage:T3N1M0, dead, 1043 days
23.6
U0124
0 years, female, NA, stage:T1N0M0, alive, 2430 days
23.6
U0117
0 years, female, NA, stage:T2N0M0, dead, 1078 days
23.6
U0590
0 years, female, NA, stage:T3N0M0, alive, 661 days
23.5
U0976
0 years, female, NA, stage:T3N2M0, dead, 97 days
23.5
U2856
0 years, female, NA, stage:T4N1M1, alive, 660 days
23.4
U0367
0 years, female, NA, stage:T3N1M0, alive, 3075 days
23.4
U0207
0 years, female, NA, stage:T3N0M0, dead, 2593 days
23.4
U0208
0 years, female, NA, stage:T3N1M0, dead, 1233 days
23.4
U0202
0 years, male, NA, stage:T3N0M0, dead, 2670 days
23.3
U2774
0 years, female, NA, stage:T3N0M0, alive, 783 days
23.2
U2927
0 years, male, NA, stage:T3N1M0, alive, 564 days
23.2
U0195
0 years, male, NA, stage:T3N0M0, alive, 3326 days
23.1
U1046
0 years, female, NA, stage:T4N2M1, dead, 697 days
23.0
U1429
0 years, female, NA, stage:T3N0M0, alive, 1660 days
23.0
U0254
0 years, female, NA, stage:T3N1M0, alive, 659 days
23.0
U3008
0 years, female, NA, stage:T2N0M0, alive, 473 days
23.0
U3039
0 years, male, NA, stage:T4N1M1, dead, 366 days
22.9
U0094
0 years, female, NA, stage:T3N2M0, alive, 741 days
22.9
U0991
0 years, male, NA, stage:T4N2M0, dead, 534 days
22.9
U2956
0 years, female, NA, stage:T3N0M0, alive, 540 days
22.8
U0413
0 years, male, NA, stage:T2N0M0, alive, 1228 days
22.8
U1257
0 years, male, NA, stage:T3N0M0, alive, 833 days
22.7
U0175
0 years, male, NA, stage:T3N2M0, alive, 1875 days
22.6
U0394
0 years, male, NA, stage:T2N1M0, alive, 969 days
22.6
U1240
0 years, male, NA, stage:T4N0M0, alive, 765 days
22.6
U0166
0 years, female, NA, stage:T3N0M0, alive, 763 days
22.6
U1017
0 years, male, NA, stage:T3N0M0, alive, 615 days
22.5
U0199
0 years, female, NA, stage:T4N2M0, alive, 1372 days
22.5
U0427
0 years, male, NA, stage:T2N0M0, alive, 1193 days
22.5
U0349
0 years, male, NA, stage:T3N1M0, alive, 2682 days
22.5
U1401
0 years, female, NA, stage:T3N0M0, alive, 1482 days
22.4
U0327
0 years, male, NA, stage:T4N0M0, alive, 833 days
22.4
U0365
0 years, female, NA, stage:T4N1M0, dead, 313 days
22.3
U0387
0 years, male, NA, stage:T2N0M0, alive, 1327 days
22.3
U3100
0 years, male, NA, stage:T3N1M0, dead, 1608 days
22.3
U1352
0 years, male, NA, stage:T3N2M1, dead, 741 days
22.3
U1065
0 years, female, NA, stage:T3N2M0, alive, 2954 days
22.2
U0196
0 years, male, NA, stage:T3N0M0, alive, 2086 days
22.1
U0960
0 years, male, NA, stage:T3N0M0, alive, 1009 days
22.1
U0178
0 years, female, NA, stage:T3N1M0, dead, 2096 days
21.9
U0108
0 years, female, NA, stage:T3N0M1, alive, 535 days
21.9
U0315
0 years, female, NA, stage:T2N0M0, alive, 1973 days
21.8
U0933
0 years, male, NA, stage:T3N2M0, dead, 1960 days
21.8
U0314
0 years, female, NA, stage:T1N0M0, dead, 2436 days
21.8
U1228
0 years, male, NA, stage:T3N0M0, alive, 1333 days
21.8
U2842
0 years, female, NA, stage:T4N2M0, alive, 675 days
21.8
U0382
0 years, female, NA, stage:T3N0M0, alive, 2550 days
21.7
U0246
0 years, female, NA, stage:T4N0M0, dead, 1192 days
21.7
U0987
0 years, female, NA, stage:T3N0M0, alive, 2482 days
21.7
U0386
0 years, female, NA, stage:T4N1M1, alive, 2592 days
21.6
U0335
0 years, female, NA, stage:T3N1M0, alive, 2464 days
21.5
U0464
0 years, male, NA, stage:T3N0M0, alive, 918 days
21.4
U1392
0 years, male, NA, stage:T3N0M0, alive, 1513 days
21.4
U1447
0 years, male, NA, stage:T4N1M0, alive, 988 days
21.4
U0471
0 years, female, NA, stage:T3N1M0, alive, 1673 days
21.3
U1031
0 years, male, NA, stage:T1N1M0, alive, 1625 days
21.3
U0239
0 years, male, NA, stage:T2N0M0, alive, 67 days
21.2
U1122
0 years, female, NA, stage:T3N2M0, alive, 1675 days
21.2
U0297
0 years, female, NA, stage:T3N2M0, alive, 1196 days
21.2
U0317
0 years, female, NA, stage:T3N2M0, alive, 3209 days
21.2
U0103
0 years, female, NA, stage:T3N1M0, alive, 1197 days
21.1
U3034
0 years, female, NA, stage:T3N1M0, alive, 443 days
21.1
U1155
0 years, male, NA, stage:T4N1M0, alive, 1815 days
21.1
U0217
0 years, female, NA, stage:T3N0M0, dead, 538 days
21.1
U1472
0 years, female, NA, stage:T3N1M0, alive, 1316 days
21.1
U0318
0 years, male, NA, stage:T3N0M0, alive, 762 days
21.0
U0465
0 years, male, NA, stage:T3N0M0, alive, 2383 days
21.0
U0115
0 years, female, NA, stage:T3N0M0, dead, 1738 days
20.9
U1347
0 years, female, NA, stage:T3N0M0, alive, 1401 days
20.9
U0278
0 years, female, NA, stage:T2N0M0, alive, 763 days
20.9
U0171
0 years, female, NA, stage:T3N1M0, dead, 1920 days
20.9
U0211
0 years, female, NA, stage:T3N1M0, alive, 1236 days
20.9
U0091
0 years, male, NA, stage:T3N0M0, alive, 520 days
20.8
U2995
0 years, female, NA, stage:T3N1M0, alive, 491 days
20.8
U0319
0 years, male, NA, stage:T3N0M0, alive, 2801 days
20.7
U1304
0 years, female, NA, stage:TXNXM0, alive, 1081 days
20.7
U0369
0 years, female, NA, stage:T3N0M0, dead, 1095 days
20.7
U0222
0 years, female, NA, stage:T3N2M1, alive, 1779 days
20.6
U0158
0 years, male, NA, stage:T1N0M0, dead, 3101 days
20.6
U1454
0 years, female, NA, stage:T3N0M0, alive, 393 days
20.5
U1060
0 years, male, NA, stage:T3N0M0, alive, 2442 days
20.5
U2848
0 years, female, NA, stage:T4N2M0, alive, 669 days
20.5
U0344
0 years, male, NA, stage:T2N1M0, dead, 818 days
20.5
U1241
0 years, male, NA, stage:T3N1M0, dead, 49 days
20.4
U0270
0 years, female, NA, stage:T1N0M0, alive, 2187 days
20.4
U0156
0 years, female, NA, stage:T4N1M0, alive, 1573 days
20.4
U1049
0 years, female, NA, stage:T3N1M0, alive, 1200 days
20.4
U1448
0 years, male, NA, stage:T3N0M1, dead, 1512 days
20.4
U2780
0 years, male, NA, stage:T3N0M0, alive, 778 days
20.4
U1018
0 years, male, NA, stage:T4N1M1, dead, 1693 days
20.4
U1074
0 years, male, NA, stage:T3N0M0, dead, 1043 days
20.2
U1086
0 years, female, NA, stage:T1N0M0, alive, 2907 days
20.2
U0967
0 years, male, NA, stage:T2N0M0, dead, 1691 days
20.1
U2837
0 years, female, NA, stage:T4N1M0, alive, 681 days
20.1
U0090
0 years, female, NA, stage:T3N0M0, dead, 1258 days
20.1
U3029
0 years, male, NA, stage:T2N0M0, alive, 475 days
20.0
U0099
0 years, female, NA, stage:T3N0M0, dead, 986 days
20.0
U0467
0 years, female, NA, stage:T3N0M0, alive, 1848 days
20.0
U1078
0 years, female, NA, stage:T3N0M0, alive, 1016 days
20.0
U2753
0 years, female, NA, stage:T2N0M0, alive, 813 days
19.9
U1303
0 years, male, NA, stage:T4N1M0, alive, 2283 days
19.9
U0274
0 years, male, NA, stage:T3N0M0, dead, 1570 days
19.9
U0119
0 years, female, NA, stage:T3N0M0, alive, 3259 days
19.9
U1421
0 years, female, NA, stage:T3N1M0, alive, 1905 days
19.9
U0248
0 years, male, NA, stage:T3N0M0, alive, 1870 days
19.8
U2747
0 years, female, NA, stage:T4N1M0, dead, 54 days
19.8
U1062
0 years, female, NA, stage:T4N0M0, alive, 1689 days
19.8
U0448
0 years, male, NA, stage:T3N2M0, alive, 3615 days
19.7
U0257
0 years, male, NA, stage:T3N1M0, dead, 2508 days
19.7
U2882
0 years, female, NA, stage:T3N1M0, alive, 637 days
19.7
U0392
0 years, male, NA, stage:T3N2M0, alive, 489 days
19.7
U0181
0 years, female, NA, stage:T1N0M0, alive, 3623 days
19.7
U1075
0 years, female, NA, stage:T3N0M0, alive, 1290 days
19.6
U3122
0 years, female, NA, stage:T3N0M1, dead, 91 days
19.6
U0336
0 years, female, NA, stage:T3N0M0, alive, 1100 days
19.6
U0362
0 years, male, NA, stage:T3N0M0, alive, 1148 days
19.6
U0401
0 years, male, NA, stage:T4N1M0, alive, 1715 days
19.6
U0937
0 years, male, NA, stage:T2N0M0, dead, 1558 days
19.6
U0408
0 years, female, NA, stage:T4N0M0, dead, 2100 days
19.6
U1246
0 years, female, NA, stage:T3N0M0, alive, 1441 days
19.5
U2792
0 years, male, NA, stage:T2N1M0, alive, 758 days
19.5
U0381
0 years, male, NA, stage:T3N1M0, dead, 71 days
19.4
U0321
0 years, female, NA, stage:T3N0M0, alive, 1029 days
19.3
U0312
0 years, female, NA, stage:T4N2M1, alive, 499 days
19.3
U0469
0 years, male, NA, stage:T3N0M0, dead, 409 days
19.1
U1473
0 years, female, NA, stage:T3N0M0, alive, 1553 days
19.1
U0068
0 years, female, NA, stage:T3N1M0, alive, 1991 days
19.1
U0398
0 years, female, NA, stage:T3N0M0, alive, 721 days
18.9
U0104
0 years, female, NA, stage:T4N0M0, dead, 1639 days
18.9
U0269
0 years, female, NA, stage:T3N0M0, alive, 2530 days
18.9
U0439
0 years, male, NA, stage:T3N1M0, alive, 1418 days
18.8
U0446
0 years, male, NA, stage:T2N0M0, alive, 1446 days
18.8
U0444
0 years, female, NA, stage:T4N1M0, alive, 1841 days
18.8
U1162
0 years, male, NA, stage:T2N1M0, dead, 354 days
18.7
U0133
0 years, female, NA, stage:T3N0M0, alive, 773 days
18.7
U1204
0 years, male, NA, stage:T4N2M0, alive, 2214 days
18.6
U1104
0 years, female, NA, stage:T4N0M0, alive, 1109 days
18.5
U1349
0 years, female, NA, stage:T3N1M0, alive, 1899 days
18.4
U1072
0 years, male, NA, stage:T1N0M0, alive, 1446 days
18.4
U0268
0 years, male, NA, stage:T3N0M0, alive, 2978 days
18.3
U2782
0 years, male, NA, stage:T3N1M1, alive, 773 days
18.3
U1044
0 years, male, NA, stage:T4N0M0, alive, 3146 days
18.3
U2948
0 years, female, NA, stage:T3N1M0, alive, 543 days
18.3
U0882
0 years, male, NA, stage:T3N0M0, alive, 1675 days
18.3
U0204
0 years, male, NA, stage:T3N0M0, dead, 770 days
18.3
U3025
0 years, male, NA, stage:T4N2M1, alive, 377 days
18.3
U0210
0 years, male, NA, stage:T3N0M0, dead, 1800 days
18.3
U0411
0 years, female, NA, stage:T3N1M0, alive, 1868 days
18.3
U0389
0 years, female, NA, stage:T3N1M0, dead, 927 days
18.2
U0970
0 years, female, NA, stage:T4N1M0, alive, 939 days
18.2
U0240
0 years, female, NA, stage:T3N1M0, dead, 800 days
18.2
U3005
0 years, male, NA, stage:T3N0M0, alive, 478 days
18.2
U0102
0 years, female, NA, stage:T4N2M0, dead, 670 days
18.2
U0112
0 years, female, NA, stage:T3N0M1, alive, 551 days
18.1
U0277
0 years, male, NA, stage:T2N1M0, alive, 270 days
18.0
U3050
0 years, female, NA, stage:T3N0M0, alive, 407 days
18.0
U0122
0 years, female, NA, stage:T2N0M0, dead, 159 days
18.0
U0142
0 years, female, NA, stage:T4N1M0, alive, 2340 days
17.9
U1291
0 years, female, NA, stage:T3N0M0, alive, 2000 days
17.9
U0070
0 years, male, NA, stage:T1N0M0, dead, 1319 days
17.9
U0456
0 years, male, NA, stage:T4N0M0, dead, 2222 days
17.9
U1374
0 years, male, NA, stage:T4N0M0, alive, 827 days
17.9
U1436
0 years, female, NA, stage:T3N0M0, alive, 1745 days
17.9
U1111
0 years, female, NA, stage:T3N0M0, dead, 1631 days
17.9
U0295
0 years, male, NA, stage:T3N0M0, dead, 2572 days
17.8
U0221
0 years, male, NA, stage:T3N0M0, alive, 569 days
17.8
U0379
0 years, male, NA, stage:T2N0M0, alive, 1819 days
17.8
U0165
0 years, female, NA, stage:T2N0M0, alive, 1702 days
17.8
U0350
0 years, female, NA, stage:T4N0M0, alive, 770 days
17.8
U0400
0 years, male, NA, stage:T4N0M0, dead, 1073 days
17.7
U0223
0 years, male, NA, stage:T4N1M0, alive, 1812 days
17.7
U0236
0 years, male, NA, stage:T3N1M0, alive, 1842 days
17.7
U0168
0 years, male, NA, stage:T3N0M0, dead, 948 days
17.7
U0259
0 years, female, NA, stage:T4N2M0, alive, 76 days
17.5
U1267
0 years, male, NA, stage:T3N1M0, dead, 2869 days
17.5
U0915
0 years, female, NA, stage:T3N0M0, alive, 1613 days
17.4
U0352
0 years, female, NA, stage:T4N2M0, dead, 385 days
17.4
U0170
0 years, male, NA, stage:T4N1M0, dead, 832 days
17.4
U0354
0 years, male, NA, stage:T3N1M0, alive, 430 days
17.3
U0191
0 years, male, NA, stage:T3N1M0, alive, 900 days
17.3
U2935
0 years, male, NA, stage:T4N1M0, alive, 555 days
17.3
U1235
0 years, female, NA, stage:T2N0M0, alive, 1319 days
17.3
U1007
0 years, male, NA, stage:T3N0M0, alive, 1333 days
17.3
U0313
0 years, male, NA, stage:T4N1M0, dead, 1142 days
17.3
U1099
0 years, female, NA, stage:T3N0M0, alive, 2068 days
17.3
U0136
0 years, female, NA, stage:T3N0M0, dead, 2795 days
17.2
U0082
0 years, female, NA, stage:T3N1M0, dead, 2339 days
17.2
U1276
0 years, male, NA, stage:T3N0M0, alive, 2474 days
17.2
U0993
0 years, male, NA, stage:T4N2M0, alive, 1267 days
17.1
U1317
0 years, male, NA, stage:T4N1M0, alive, 965 days
17.1
U1274
0 years, male, NA, stage:T2N1M0, alive, 1198 days
17.1
U0442
0 years, male, NA, stage:T3N0M0, alive, 619 days
17.1
U0063
0 years, male, NA, stage:T1N0M0, dead, 1779 days
17.0
U0355
0 years, male, NA, stage:T4N1M0, dead, 1038 days
17.0
U2815
0 years, female, NA, stage:T3N0M0, alive, 717 days
17.0
U2754
0 years, male, NA, stage:T4N0M0, alive, 809 days
16.9
U0250
0 years, female, NA, stage:T4N0M0, dead, 906 days
16.9
U1141
0 years, female, NA, stage:T4N1M1, dead, 596 days
16.9
U0473
0 years, male, NA, stage:T3N1M0, alive, 786 days
16.9
U2959
0 years, male, NA, stage:T3N2M0, alive, 536 days
16.8
U0450
0 years, female, NA, stage:T3N1M0, alive, 763 days
16.8
U0357
0 years, female, NA, stage:T3N0M0, alive, 2285 days
16.8
U0247
0 years, female, NA, stage:T3N1M0, alive, 2538 days
16.7
U0307
0 years, male, NA, stage:T3N0M0, alive, 2921 days
16.7
U0416
0 years, male, NA, stage:T1N1M0, alive, 1228 days
16.6
U1160
0 years, male, NA, stage:T3N1M0, alive, 1557 days
16.6
U0316
0 years, male, NA, stage:T3N2M0, alive, 2012 days
16.6
U1258
0 years, male, NA, stage:T3N1M0, alive, 1373 days
16.4
U0306
0 years, male, NA, stage:T3N1M0, dead, 717 days
16.4
U0474
0 years, male, NA, stage:T3N1M0, alive, 1017 days
16.4
U0333
0 years, female, NA, stage:T3N2M0, dead, 1959 days
16.4
U0244
0 years, female, NA, stage:T3N1M0, alive, 3184 days
16.4
U0303
0 years, female, NA, stage:T3N0M0, alive, 2847 days
16.4
U0898
0 years, female, NA, stage:T4aN0M0, dead, 340 days
16.4
U0186
0 years, female, NA, stage:T2N0M0, alive, 3726 days
16.4
U0129
0 years, male, NA, stage:T4N0M0, dead, 1265 days
16.4
U0460
0 years, female, NA, stage:T3N0M0, dead, 2069 days
16.3
U0143
0 years, male, NA, stage:T3N2M0, alive, 2313 days
16.3
U0189
0 years, female, NA, stage:T3N0M0, dead, 1823 days
16.3
U1047
0 years, female, NA, stage:T4N2M0, alive, 3592 days
16.3
U0309
0 years, female, NA, stage:T3N0M0, dead, 1898 days
16.2
U2953
0 years, female, NA, stage:T4aN0M0, alive, 541 days
16.2
U1386
0 years, male, NA, stage:T3N1M0, alive, 1518 days
16.2
U1369
0 years, male, NA, stage:T3N0M0, dead, 1604 days
16.2
U0146
0 years, female, NA, stage:T3N2M0, dead, 733 days
16.2
U0377
0 years, female, NA, stage:T3N2M0, alive, 3720 days
16.2
U1446
0 years, female, NA, stage:T3N0M0, alive, 2314 days
16.2
U0218
0 years, female, NA, stage:T3N0M0, alive, 714 days
16.1
U1114
0 years, female, NA, stage:TXNXM1, dead, 473 days
16.0
U1250
0 years, male, NA, stage:T2N0M0, alive, 597 days
16.0
U0235
0 years, female, NA, stage:T3N0M0, alive, 1327 days
16.0
U0426
0 years, male, NA, stage:T3N0M0, dead, 976 days
15.9
U1346
0 years, female, NA, stage:T3N0M0, alive, 1137 days
15.9
U0106
0 years, female, NA, stage:T3N1M0, dead, 653 days
15.9
U0083
0 years, male, NA, stage:T4N0M0, dead, 731 days
15.9
U0934
0 years, female, NA, stage:T3N0M0, alive, 1185 days
15.9
U0955
0 years, female, NA, stage:T3N0M0, alive, 2170 days
15.9
U0390
0 years, male, NA, stage:T3N1M0, alive, 871 days
15.8
U1145
0 years, female, NA, stage:T3N0M0, dead, 445 days
15.8
U0167
0 years, male, NA, stage:T3N1M0, alive, 1820 days
15.8
U0127
0 years, female, NA, stage:T3N0M0, dead, 2753 days
15.7
U0087
0 years, female, NA, stage:T3N2M0, dead, 337 days
15.7
U2889
0 years, male, NA, stage:T4N0M0, alive, 623 days
15.7
U0153
0 years, female, NA, stage:T3N0M0, dead, 1718 days
15.7
U0356
0 years, male, NA, stage:T4N1M0, alive, 536 days
15.7
U2928
0 years, male, NA, stage:T2N0M0, alive, 563 days
15.6
U0451
0 years, female, NA, stage:T4N2M0, alive, 3023 days
15.6
U0163
0 years, male, NA, stage:T4N0M0, alive, 697 days
15.6
U0253
0 years, female, NA, stage:T3N0M0, alive, 958 days
15.5
U3038
0 years, male, NA, stage:T3N0M0, alive, 328 days
15.4
U0177
0 years, female, NA, stage:T3N0M0, alive, 355 days
15.4
U0004
0 years, female, NA, stage:T4N0M0, alive, 3649 days
15.4
U0187
0 years, male, NA, stage:T3N2M0, alive, 1632 days
15.4
U0085
0 years, male, NA, stage:T4N1M0, dead, 1698 days
15.3
U1103
0 years, female, NA, stage:T4N2M0, alive, 975 days
15.3
U0320
0 years, female, NA, stage:T4N2M1, alive, 188 days
15.2
U0403
0 years, male, NA, stage:T3N1M1, dead, 1809 days
15.1
U1037
0 years, male, NA, stage:T4N0M0, alive, 1658 days
15.1
U1071
0 years, female, NA, stage:T4N0M1, alive, 1514 days
15.1
U3030
0 years, female, NA, stage:T3N0M0, alive, 380 days
15.0
U0149
0 years, female, NA, stage:T3N2M0, alive, 1715 days
15.0
U1396
0 years, female, NA, stage:T4N0M0, alive, 1168 days
15.0
U0404
0 years, female, NA, stage:T3N2M0, dead, 204 days
15.0
U0385
0 years, male, NA, stage:T3N0M0, alive, 902 days
14.8
U0141
0 years, male, NA, stage:T3N2M0, alive, 2079 days
14.8
U0285
0 years, female, NA, stage:T3N0M0, alive, 2165 days
14.8
U0233
0 years, female, NA, stage:T3N1M0, alive, 975 days
14.8
U0338
0 years, female, NA, stage:T3N0M0, alive, 1016 days
14.8
U0420
0 years, male, NA, stage:T4N1M1, alive, 417 days
14.8
U0135
0 years, female, NA, stage:T3N0M0, alive, 1738 days
14.7
U0252
0 years, male, NA, stage:T3N1M0, dead, 1761 days
14.7
U0441
0 years, female, NA, stage:T2N1M0, alive, 2738 days
14.7
U0256
0 years, male, NA, stage:T3N0M0, alive, 738 days
14.7
U3042
0 years, male, NA, stage:T3N0M0, alive, 324 days
14.6
U1041
0 years, male, NA, stage:T2N0M0, alive, 1108 days
14.6
U0231
0 years, female, NA, stage:T2N0M0, alive, 991 days
14.6
U0081
0 years, male, NA, stage:T3N2M0, dead, 248 days
14.6
U0249
0 years, female, NA, stage:T4N2M0, dead, 874 days
14.5
U0950
0 years, female, NA, stage:T4N1M0, alive, 1834 days
14.5
U0121
0 years, male, NA, stage:T4N2M0, alive, 655 days
14.5
U0345
0 years, female, NA, stage:T3N0M0, alive, 2127 days
14.5
U1264
0 years, female, NA, stage:T3N0M0, dead, 1583 days
14.4
U0066
0 years, male, NA, stage:T3N0M0, dead, 2486 days
14.4
U0289
0 years, female, NA, stage:T3N0M0, alive, 3511 days
14.4
U0176
0 years, male, NA, stage:T3N1M0, alive, 2600 days
14.4
U2971
0 years, male, NA, stage:T4aN0M0, alive, 629 days
14.4
U0435
0 years, female, NA, stage:T2N0M0, alive, 3616 days
14.4
U1022
0 years, male, NA, stage:T4N2M0, dead, 61 days
14.3
U0375
0 years, male, NA, stage:T3N0M0, dead, 666 days
14.3
U0942
0 years, male, NA, stage:T3N0M0, alive, 665 days
14.3
U0455
0 years, female, NA, stage:T3N2M0, alive, 2445 days
14.3
U0126
0 years, male, NA, stage:T3N0M0, dead, 2876 days
14.3
U1213
0 years, female, NA, stage:T2N0M0, alive, 560 days
14.2
U1127
0 years, female, NA, stage:T3N0M0, alive, 3465 days
14.2
U0182
0 years, female, NA, stage:T4N1M0, dead, 260 days
14.1
U0273
0 years, male, NA, stage:T2N1M0, alive, 2641 days
14.1
U0378
0 years, female, NA, stage:T4N1M0, dead, 815 days
14.0
U0072
0 years, male, NA, stage:T3N0M0, alive, 2772 days
14.0
U1150
0 years, female, NA, stage:T3N0M0, alive, 15 days
14.0
U0440
0 years, female, NA, stage:T4N0M0, dead, 2743 days
13.9
U1321
0 years, male, NA, stage:T3N1M0, alive, 2578 days
13.9
U1120
0 years, male, NA, stage:T4N1M1, alive, 823 days
13.9
U0447
0 years, male, NA, stage:T4N1M0, dead, 1819 days
13.8
U0172
0 years, male, NA, stage:T4N0M0, dead, 678 days
13.8
U0428
0 years, male, NA, stage:T4N1M1, alive, 1016 days
13.8
U1067
0 years, male, NA, stage:T3N0M0, alive, 1570 days
13.7
U0399
0 years, female, NA, stage:T4N2M0, dead, 547 days
13.6
U0169
0 years, male, NA, stage:T4N2M0, alive, 616 days
13.6
U0111
0 years, male, NA, stage:T2N0M0, alive, 1117 days
13.6
U1344
0 years, female, NA, stage:T3N1M0, alive, 1450 days
13.5
U3024
0 years, female, NA, stage:T3N0M0, alive, 463 days
13.5
U1220
0 years, male, NA, stage:T3N2M0, dead, 1953 days
13.5
U3048
0 years, male, NA, stage:T4N2M0, alive, 535 days
13.5
U0262
0 years, female, NA, stage:T2N0M0, alive, 2534 days
13.4
U0438
0 years, female, NA, stage:T3N0M0, alive, 2009 days
13.4
U0073
0 years, male, NA, stage:T4N0MX, dead, 318 days
13.4
U1188
0 years, female, NA, stage:T3N0M0, dead, 967 days
13.4
U1129
0 years, male, NA, stage:T3N0M0, dead, 118 days
13.3
U1107
0 years, male, NA, stage:T3N0M0, alive, 329 days
13.2
U3018
0 years, male, NA, stage:T4N1M0, alive, 463 days
13.2
U1094
0 years, female, NA, stage:T4N1M0, alive, 1267 days
13.1
U1013
0 years, female, NA, stage:T2N1M0, alive, 1439 days
13.1
U2861
0 years, male, NA, stage:T3N0M0, alive, 652 days
13.0
U0123
0 years, male, NA, stage:T3N0M0, dead, 1880 days
13.0
U0183
0 years, male, NA, stage:T3N1M1, dead, 2957 days
13.0
U1483
0 years, female, NA, stage:T3N0M0, alive, 1094 days
13.0
U3043
0 years, female, NA, stage:T3N2M0, alive, 287 days
13.0
U1327
0 years, female, NA, stage:T3N0M0, alive, 1613 days
13.0
U0370
0 years, female, NA, stage:T3N0M0, alive, 1047 days
12.9
U0445
0 years, female, NA, stage:T3N0M0, alive, 1851 days
12.8
U0234
0 years, male, NA, stage:T1N1M0, alive, 990 days
12.8
U0383
0 years, male, NA, stage:T3N2M1, dead, 595 days
12.7
U0275
0 years, female, NA, stage:T3N2M0, alive, 549 days
12.7
U0281
0 years, male, NA, stage:T3N2M0, alive, 933 days
12.6
U0145
0 years, male, NA, stage:T3N1M1, alive, 623 days
12.6
U0360
0 years, female, NA, stage:T3N0M0, dead, 1016 days
12.6
U0938
0 years, female, NA, stage:T3N0M0, dead, 1231 days
12.5
U0200
0 years, female, NA, stage:T3N0M0, alive, 2614 days
12.4
U1252
0 years, female, NA, stage:T4N2M0, alive, 1309 days
12.4
U0939
0 years, male, NA, stage:T3N1M0, alive, 2960 days
12.2
U0433
0 years, male, NA, stage:T4N1M1, dead, 440 days
12.2
U0245
0 years, female, NA, stage:T3N1M0, dead, 564 days
12.1
U1253
0 years, female, NA, stage:T3N0M0, dead, 165 days
12.1
U1045
0 years, female, NA, stage:T4N2M0, alive, 1239 days
12.1
U0421
0 years, male, NA, stage:T3N1M0, alive, 674 days
12.0
U0396
0 years, male, NA, stage:T4N2M0, alive, 2243 days
12.0
U0180
0 years, male, NA, stage:T3N0M1, dead, 965 days
11.7
U2902
0 years, female, NA, stage:T2N0M0, alive, 596 days
11.6
U1332
0 years, male, NA, stage:T3N0M0, alive, 1672 days
11.5
U0002
0 years, female, NA, stage:T3N2M0, alive, 3691 days
11.5
U1301
0 years, female, NA, stage:T4N2M0, dead, 877 days
11.5
U3000
0 years, female, NA, stage:T3N0M0, alive, 584 days
11.5
U2798
0 years, male, NA, stage:T3N0M0, alive, 751 days
11.5
U0092
0 years, male, NA, stage:T3N0M0, alive, 2779 days
11.4
U1147
0 years, male, NA, stage:T3N0M0, dead, 282 days
11.3
U0376
0 years, male, NA, stage:T2N1M0, alive, 965 days
11.3
U1059
0 years, male, NA, stage:T3N1M0, alive, 2790 days
11.1
U0113
0 years, male, NA, stage:T4N2M0, alive, 1102 days
11.1
U0215
0 years, male, NA, stage:T3N0M0, alive, 1269 days
10.8
U0266
0 years, female, NA, stage:T3N1M0, dead, 2221 days
10.8
U1338
0 years, female, NA, stage:T4N1M0, dead, 716 days
10.8
U2843
0 years, female, NA, stage:T3N0M0, alive, 674 days
10.7
U0075
0 years, male, NA, stage:T3N0M0, dead, 3 days
10.7
U0084
0 years, male, NA, stage:T3N0M0, dead, 1662 days
10.6
U0209
0 years, male, NA, stage:T3N1M0, alive, 2109 days
10.6
U0154
0 years, male, NA, stage:T3N0M0, alive, 820 days
10.5
U0069
0 years, female, NA, stage:T4N2M0, dead, 135 days
10.4
U0340
0 years, female, NA, stage:T4N2M1, dead, 438 days
10.4
U0348
0 years, female, NA, stage:T3N0M0, alive, 533 days
10.4
U0984
0 years, female, NA, stage:T4N0M0, alive, 1287 days
10.3
U0263
0 years, female, NA, stage:T3N0M1, alive, 362 days
10.3
U0161
0 years, male, NA, stage:T4N2M1, alive, 42 days
10.2
U1069
0 years, female, NA, stage:T3N0M0, dead, 2187 days
10.1
U1032
0 years, male, NA, stage:T3N1M0, alive, 2113 days
10.1
U1201
0 years, male, NA, stage:T3N2M0, alive, 1484 days
10.0
U1184
0 years, male, NA, stage:T4N1M0, alive, 290 days
10.0
U2981
0 years, male, NA, stage:T3N0M0, alive, 508 days
9.9
U0101
0 years, male, NA, stage:T3N1M1, alive, 1878 days
9.8
U0908
0 years, female, NA, stage:T3N0M1, dead, 40 days
9.7
U1034
0 years, male, NA, stage:T4N0M0, alive, 1575 days
9.7
U0977
0 years, female, NA, stage:T4N2M0, dead, 140 days
9.7
U1292
0 years, female, NA, stage:T4N1M0, alive, 1147 days
9.5
U0157
0 years, male, NA, stage:T4N0M0, dead, 131 days
9.3
U0110
0 years, female, NA, stage:T3N1M1, dead, 878 days
9.3
U0443
0 years, male, NA, stage:T3N0M0, alive, 1677 days
9.2
U0358
0 years, female, NA, stage:T4N1M0, alive, 2290 days
9.2
U0280
0 years, male, NA, stage:T3N1M1, alive, 2731 days
9.1
U0463
0 years, male, NA, stage:T3N0M0, alive, 946 days
9.1
U0453
0 years, male, NA, stage:T3N0M0, alive, 2859 days
8.9
U0436
0 years, male, NA, stage:T4N1M1, alive, 960 days
8.9
U1343
0 years, female, NA, stage:T4N2M0, alive, 3178 days
8.8
U2964
0 years, male, NA, stage:T3N1M0, alive, 637 days
8.6
U0089
0 years, female, NA, stage:T1NXM0, dead, 2365 days
8.3
U2896
0 years, female, NA, stage:T3N1M0, alive, 609 days
8.2
U3037
0 years, male, NA, stage:T3N1M0, alive, 405 days
8.1
U0214
0 years, male, NA, stage:T4N1M1, alive, 788 days
7.9
U1183
0 years, male, NA, stage:T4N2M0, alive, 959 days
7.7
U0267
0 years, male, NA, stage:T4N0M0, dead, 445 days
7.7
U0424
0 years, male, NA, stage:T3N0M0, alive, 2192 days
7.4
U0363
0 years, male, NA, stage:T3N1M0, alive, 3601 days
7.2
U0472
0 years, male, NA, stage:TXN2M0, alive, 542 days
6.4
U0131
0 years, female, NA, stage:T4N2M1, alive, 238 days
6.3
U0148
0 years, male, NA, stage:T3N0M0, alive, 1780 days
5.7
U2891
0 years, male, NA, stage:T3N1M0, alive, 619 days
4.5
U1384
0 years, male, NA, stage:T4N1M0, alive, 1319 days
0.6
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.
RAVER2 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
11.2
Number of samples
88
Samples
Sample
Description
TPM
TCGA-AG-3732-01A
0 years, female, stage:Stage I, alive, 1003 days
28.1
TCGA-EI-6508-01A
0 years, female, white, stage:Stage IIIB, alive, 636 days
27.3
TCGA-F5-6814-01A
0 years, male, white, stage:Stage IIA, alive, 1131 days
21.4
TCGA-AH-6644-01A
0 years, male, white, stage:'--, alive, 838 days
21.0
TCGA-AH-6903-01A
0 years, male, white, stage:Stage IIIB, alive, 592 days
18.6
TCGA-EI-6882-01A
0 years, male, white, stage:Stage IIA, alive, 262 days
18.5
TCGA-DC-6681-01A
0 years, female, white, stage:Stage IVA, alive, 790 days
17.5
TCGA-AH-6547-01A
0 years, female, white, stage:'--, dead, 76 days
17.4
TCGA-EF-5831-01A
0 years, male, white, stage:Stage IIA, alive, 127 days
17.2
TCGA-DC-6683-01A
0 years, male, white, stage:Stage IIIB, alive, 762 days
17.2
TCGA-G5-6235-01A
0 years, male, white, stage:Stage IIIB, alive, 1696 days
16.8
TCGA-AF-2693-01A
0 years, male, white, stage:Stage I, alive, 1155 days
15.9
TCGA-DC-6157-01A
0 years, male, black or african american, stage:Stage I, alive, 1581 days
15.9
TCGA-F5-6864-01A
0 years, female, white, stage:Stage IIIB, alive, 379 days
15.6
TCGA-AF-6136-01A
0 years, female, white, stage:Stage IIIB, alive, 741 days
15.3
TCGA-AG-3902-01A
0 years, male, stage:Stage IIA, alive, 974 days
15.0
TCGA-CI-6620-01A
0 years, female, white, stage:Stage IVA, alive, 1009 days
14.9
TCGA-EI-6506-01A
0 years, female, white, stage:Stage IIA, alive, 625 days
14.7
TCGA-AF-6672-01A
0 years, male, white, stage:Stage IV, alive, 748 days
14.5
TCGA-DC-6682-01A
0 years, male, white, stage:Stage IIA, alive, 762 days
14.5
TCGA-CL-5917-01A
0 years, female, white, stage:Stage IIIC, alive, 2376 days
14.2
TCGA-AH-6549-01A
0 years, male, white, stage:'--, alive, 532 days
14.0
TCGA-EI-6512-01A
0 years, female, white, stage:Stage IIIB, alive, 538 days
13.7
TCGA-DY-A0XA-01A
0 years, female, white, stage:Stage IIA, alive, 3846 days
13.4
TCGA-G5-6641-01A
0 years, male, white, stage:Stage IIIA, alive, 804 days
12.8
TCGA-F5-6863-01A
0 years, female, white, stage:Stage IIIB, dead, 361 days
12.6
TCGA-AG-3591-01A
0 years, female, stage:Stage IIA, alive, 1035 days
12.6
TCGA-F5-6861-01A
0 years, female, white, stage:Stage IIA, alive, 1160 days
12.6
TCGA-AF-5654-01A
0 years, female, white, stage:Stage I, dead, 512 days
12.1
TCGA-CL-4957-01A
0 years, female, stage:'--, dead, 425 days
12.0
TCGA-AF-6655-01A
0 years, male, white, stage:Stage IIIA, alive, 609 days
11.9
TCGA-EI-6917-01A
0 years, male, white, stage:Stage IIIA, alive, 531 days
11.7
TCGA-AF-A56N-01A
0 years, female, black or african american, stage:Stage IIA, alive, 360 days
11.5
TCGA-EI-6881-01A
0 years, male, white, stage:Stage IIIA, alive, 499 days
11.4
TCGA-DC-6156-01A
0 years, male, white, stage:Stage IVA, alive, 943 days
11.2
TCGA-AG-3731-01A
0 years, male, stage:Stage IV, alive, 1126 days
11.2
TCGA-EI-6507-01A
0 years, male, white, stage:Stage IIA, alive, 607 days
11.2
TCGA-DY-A1DG-01A
0 years, male, white, stage:Stage IVA, dead, 1566 days
11.0
TCGA-AG-3592-01A
0 years, male, stage:Stage IIA, alive, 1035 days
11.0
TCGA-AG-3742-01A
0 years, female, stage:Stage I, alive, 30 days
11.0
TCGA-CI-6622-01A
0 years, male, white, stage:Stage IIB, alive, 1362 days
11.0
TCGA-DY-A1DE-01A
0 years, female, white, stage:Stage IIA, alive, 3932 days
10.9
TCGA-DC-4745-01A
0 years, female, white, stage:Stage IIIB, alive, 639 days
10.7
TCGA-G5-6233-01A
0 years, male, white, stage:'--, dead, 556 days
10.7
TCGA-AF-A56L-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 2007 days
10.6
TCGA-DC-6154-01A
0 years, female, white, stage:Stage IVA, alive, 365 days
10.6
TCGA-F5-6571-01A
0 years, female, white, stage:Stage IIA, alive, 1288 days
10.5
TCGA-DC-6160-01A
0 years, male, white, stage:Stage I, alive, 1339 days
10.5
TCGA-AG-4021-01A
0 years, female, stage:Stage IV, dead, 121 days
10.5
TCGA-EI-6510-01A
0 years, female, white, stage:'--, alive, 556 days
10.3
TCGA-EI-6513-01A
0 years, male, white, stage:Stage IIIB, alive, 497 days
10.2
TCGA-AH-6897-01A
0 years, male, white, stage:Stage I, alive, 804 days
10.1
TCGA-F5-6465-01A
0 years, female, white, stage:Stage IIA, alive, 1506 days
10.1
TCGA-EI-6514-01A
0 years, female, white, stage:Stage IIA, alive, 496 days
10.1
TCGA-EF-5830-01A
0 years, male, white, stage:Stage IIB, alive, 106 days
10.1
TCGA-AF-3911-01A
0 years, male, white, stage:Stage IIIC, alive, 1148 days
10.0
TCGA-AG-4022-01A
0 years, female, stage:Stage II, alive, 1400 days
9.9
TCGA-EI-7002-01A
0 years, male, white, stage:Stage IV, alive, 364 days
9.9
TCGA-AH-6544-01A
0 years, male, white, stage:'--, alive, 1173 days
9.7
TCGA-DC-5869-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 943 days
9.6
TCGA-DC-6158-01A
0 years, male, white, stage:Stage I, dead, 334 days
9.4
TCGA-EI-6884-01A
0 years, male, white, stage:Stage IIIA, alive, 328 days
9.1
TCGA-DC-4749-01A
0 years, male, white, stage:Stage I, alive, 762 days
8.8
TCGA-F5-6464-01A
0 years, female, white, stage:Stage IIIC, dead, 303 days
8.5
TCGA-G5-6572-01A
0 years, male, white, stage:'--, dead, 1432 days
8.3
TCGA-AF-A56K-01A
0 years, male, black or african american, stage:Stage IIA, alive, 2635 days
8.2
TCGA-DY-A1DC-01A
0 years, female, white, stage:Stage IIA, dead, 1258 days
8.1
TCGA-EI-6883-01A
0 years, male, white, stage:Stage IIC, alive, 350 days
8.1
TCGA-F5-6811-01A
0 years, female, white, stage:Stage IIA, alive, 979 days
7.9
TCGA-EI-6885-01A
0 years, female, white, stage:Stage IV, alive, 415 days
7.8
TCGA-EI-7004-01A
0 years, female, white, stage:'--, alive, 257 days
7.8
TCGA-DC-5337-01A
0 years, male, white, stage:Stage I, alive, 792 days
7.4
TCGA-DT-5265-01A
0 years, male, asian, stage:Stage II, alive, 384 days
7.4
TCGA-F5-6702-01A
0 years, male, white, stage:Stage IVA, dead, 869 days
7.1
TCGA-AF-2687-01A
0 years, male, white, stage:Stage IIIC, alive, 1427 days
6.9
TCGA-CI-6621-01A
0 years, male, white, stage:Stage IIIB, alive, 419 days
6.7
TCGA-F5-6812-01A
0 years, male, white, stage:Stage IIA, alive, 1110 days
6.6
TCGA-BM-6198-01A
0 years, male, white, stage:Stage IIIB, alive, 646 days
6.2
TCGA-AF-4110-01A
0 years, male, white, stage:Stage IVA, alive, 912 days
6.0
TCGA-AF-2690-01A
0 years, female, white, stage:Stage IIIC, dead, 524 days
5.5
TCGA-DY-A1DD-01A
0 years, female, white, stage:Stage IIIB, dead, 1741 days
5.1
TCGA-F5-6813-01A
0 years, male, white, stage:Stage IIIC, dead, 598 days
5.1
TCGA-AH-6643-01A
0 years, male, white, stage:Stage IIIC, dead, 1314 days
4.7
TCGA-DY-A1DF-01A
0 years, female, white, stage:Stage IIIC, dead, 734 days
4.7
TCGA-DY-A1H8-01A
0 years, female, white, stage:Stage IIIA, dead, 992 days
4.5
TCGA-EI-6511-01A
0 years, male, white, stage:Stage IIIB, alive, 482 days
3.7
TCGA-EI-6509-01A
0 years, male, white, stage:Stage IIIC, alive, 517 days
3.4
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.
RAVER2 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
17.7
Number of samples
207
Samples
Sample
Description
TPM
U2960
0 years, male, NA, stage:T3N1M0, alive, 176 days
38.3
U0334
0 years, male, NA, stage:T3N1M0, alive, 3171 days
36.1
U0155
0 years, male, NA, stage:T2N0M0, dead, 1672 days
35.5
U0343
0 years, female, NA, stage:T2N0M0, alive, 701 days
33.3
U2991
0 years, female, NA, stage:T1N0M0, alive, 135 days
33.2
U0296
0 years, male, NA, stage:T3N0M0, alive, 2610 days
32.1
U0645
0 years, male, NA, stage:T3N0M0, alive, 1567 days
32.1
U2761
0 years, female, NA, stage:T3N1M0, alive, 447 days
31.7
U0508
0 years, male, NA, stage:T3N1M0, alive, 1120 days
30.5
U0216
0 years, male, NA, stage:T2N0M0, alive, 2684 days
30.1
U0293
0 years, male, NA, stage:T3N1M0, alive, 2717 days
30.0
U0258
0 years, male, NA, stage:T4N1M2, dead, 195 days
29.4
U0279
0 years, male, NA, stage:T2N1M0, dead, 176 days
28.8
U0603
0 years, male, NA, stage:T2N1M0, alive, 1904 days
28.8
U0353
0 years, female, NA, stage:T1N0M0, alive, 2912 days
28.3
U0128
0 years, female, NA, stage:T3N1M0, alive, 449 days
27.3
U0539
0 years, male, NA, stage:T4N2M0, alive, 2017 days
27.2
U0237
0 years, male, NA, stage:T3N1M0, alive, 2492 days
26.5
U3049
0 years, male, NA, stage:T2N0M0, alive, 533 days
26.4
U0080
0 years, female, NA, stage:T3N0M0, dead, 489 days
25.9
U0641
0 years, female, NA, stage:T3N0M0, dead, 1626 days
25.9
U0643
0 years, female, NA, stage:T2N1M0, dead, 1583 days
25.6
U0339
0 years, male, NA, stage:T3N2M0, alive, 2155 days
25.6
U0238
0 years, male, NA, stage:T3N0M0, dead, 868 days
25.5
U0299
0 years, female, NA, stage:T4N2M0, alive, 43426 days
25.4
U0304
0 years, male, NA, stage:T3N2M0, alive, 2065 days
24.4
U0243
0 years, female, NA, stage:T3N2M0, alive, 2975 days
24.4
U0305
0 years, male, NA, stage:T3N1M0, alive, 2676 days
24.1
U0550
0 years, male, NA, stage:T3N2M0, alive, 2191 days
23.6
U0605
0 years, male, NA, stage:T2N0M0, alive, 952 days
23.5
U0077
0 years, female, NA, stage:T2N0M0, dead, 588 days
23.3
U0359
0 years, male, NA, stage:T3N2M0, dead, 2443 days
23.3
U0542
0 years, male, NA, stage:T3N2M0, dead, 1482 days
23.1
U0282
0 years, male, NA, stage:T3N2M0, dead, 1869 days
23.1
U0600
0 years, male, NA, stage:T3N1M0, alive, 1659 days
23.0
U0430
0 years, male, NA, stage:T3N2M0, dead, 2472 days
22.9
U0555
0 years, male, NA, stage:T3N2M0, alive, 2043 days
22.8
U0852
0 years, male, NA, stage:T3N2M1, alive, 1651 days
22.7
U0776
0 years, male, NA, stage:T4N2M0, alive, 1702 days
22.6
U0652
0 years, male, NA, stage:T3N0M0, alive, 1319 days
22.5
U0405
0 years, male, NA, stage:T3N1M0, alive, 829 days
22.5
U0658
0 years, male, NA, stage:T3N2M0, alive, 1108 days
22.4
U0311
0 years, female, NA, stage:T3N1M0, alive, 1176 days
22.2
U0406
0 years, female, NA, stage:T4N2M1, dead, 778 days
22.2
U0331
0 years, male, NA, stage:T3N1M1, dead, 906 days
22.0
U0579
0 years, female, NA, stage:T4aN0M0, alive, 2845 days
21.9
U0230
0 years, female, NA, stage:T1N1M0, alive, 3152 days
21.6
U0458
0 years, male, NA, stage:T3N2M0, alive, 1073 days
21.6
U0114
0 years, male, NA, stage:T3N0M0, alive, 1910 days
21.6
U0649
0 years, male, NA, stage:T2N0M0, alive, 1424 days
21.4
U0814
0 years, female, NA, stage:T3N1M1, dead, 482 days
21.1
U0294
0 years, male, NA, stage:T4N0M1, alive, 561 days
20.9
U0601
0 years, female, NA, stage:T4N1M0, alive, 1368 days
20.9
U0030
0 years, female, NA, stage:T2N0M0, dead, 987 days
20.8
U3023
0 years, female, NA, stage:T2N0M0, alive, 404 days
20.8
U0251
0 years, male, NA, stage:T2N0M0, alive, 1906 days
20.5
U0418
0 years, male, NA, stage:T4N1M0, alive, 1246 days
20.5
U2943
0 years, male, NA, stage:T3N0M0, alive, 189 days
20.4
U0750
0 years, female, NA, stage:T3N2M0, dead, 1393 days
20.4
U0657
0 years, female, NA, stage:T2N0M0, dead, 1109 days
20.3
U0695
0 years, male, NA, stage:T3N0M0, alive, 566 days
20.2
U0001
0 years, female, NA, stage:T3N0M0, alive, 3188 days
20.1
U0096
0 years, female, NA, stage:T4N2M1, dead, 257 days
20.1
U0671
0 years, male, NA, stage:T3N1M0, dead, 785 days
20.1
U0431
0 years, female, NA, stage:T3N1M0, alive, 695 days
19.6
U0147
0 years, female, NA, stage:T3N0M0, dead, 2085 days
19.6
U0604
0 years, male, NA, stage:T3N1M0, alive, 1522 days
19.5
U0434
0 years, male, NA, stage:T2N0M0, alive, 2558 days
19.4
U0132
0 years, male, NA, stage:T3N1M0, alive, 1798 days
19.4
U0650
0 years, female, NA, stage:T2N2M0, alive, 1331 days
19.3
U0494
0 years, male, NA, stage:T4N2M0, alive, 1290 days
19.3
U0388
0 years, male, NA, stage:T2N1M0, alive, 2186 days
19.3
U0417
0 years, female, NA, stage:T3N2M1, dead, 893 days
19.0
U0591
0 years, male, NA, stage:T2N0M0, alive, 1023 days
19.0
U0351
0 years, female, NA, stage:T3N2M0, alive, 2886 days
18.9
U0592
0 years, female, NA, stage:T2N0M0, dead, 670 days
18.9
U0466
0 years, male, NA, stage:T3N0M0, alive, 1381 days
18.9
U0578
0 years, male, NA, stage:T2N2M0, alive, 1724 days
18.7
U0120
0 years, female, NA, stage:T3N0M0, alive, 3233 days
18.6
U0642
0 years, male, NA, stage:T3N0M0, alive, 1603 days
18.4
U0694
0 years, male, NA, stage:T4N0M0, dead, 489 days
18.4
U0255
0 years, female, NA, stage:T3N2M0, dead, 1079 days
18.2
U0809
0 years, female, NA, stage:T3N1M1, dead, 275 days
18.1
U0545
0 years, male, NA, stage:T3N0M0, alive, 2340 days
17.9
U0861
0 years, female, NA, stage:T4N2M1, dead, 184 days
17.8
U0602
0 years, male, NA, stage:T2N0M0, alive, 1385 days
17.8
U0391
0 years, female, NA, stage:T3N0M0, alive, 1179 days
17.8
U0374
0 years, female, NA, stage:T2N0M0, alive, 1067 days
17.7
U0097
0 years, male, NA, stage:T3N0M1, dead, 2903 days
17.7
U0232
0 years, female, NA, stage:T2N0M0, dead, 994 days
17.7
U0532
0 years, male, NA, stage:T3N0M0, dead, 730 days
17.6
U0803
0 years, female, NA, stage:T3N1M1, dead, 495 days
17.6
U0640
0 years, male, NA, stage:T2N0M0, alive, 1696 days
17.6
U2836
0 years, male, NA, stage:T3N0M0, alive, 322 days
17.6
U0820
0 years, male, NA, stage:T3NXM1, dead, 622 days
17.5
U0402
0 years, female, NA, stage:T3N1M0, dead, 2487 days
17.5
U2994
0 years, female, NA, stage:T4N1M0, alive, 132 days
17.4
U0485
0 years, male, NA, stage:T3N0M0, dead, 2737 days
17.4
U0470
0 years, female, NA, stage:T2N2M0, alive, 961 days
17.3
U0581
0 years, female, NA, stage:T3N2M0, alive, 1660 days
17.3
U0366
0 years, male, NA, stage:T3NXM1, alive, 895 days
17.2
U0793
0 years, male, NA, stage:T3N1M1, dead, 195 days
17.2
U0284
0 years, male, NA, stage:T3N2M0, alive, 581 days
17.2
U0594
0 years, male, NA, stage:T3N0M0, alive, 2852 days
17.2
U0173
0 years, male, NA, stage:T2N0M0, dead, 2375 days
17.1
U0116
0 years, male, NA, stage:T3N1M0, dead, 930 days
17.0
U0666
0 years, male, NA, stage:T3N1M0, alive, 709 days
17.0
U2972
0 years, male, NA, stage:T3N0M0, alive, 161 days
17.0
U0568
0 years, male, NA, stage:T4N1M0, alive, 1287 days
17.0
U0565
0 years, male, NA, stage:T4N1M0, alive, 1452 days
16.9
U0638
0 years, male, NA, stage:T2N0M0, alive, 1801 days
16.9
U0194
0 years, male, NA, stage:T3N1M0, alive, 680 days
16.8
U0380
0 years, male, NA, stage:T2N0M0, alive, 2155 days
16.7
U0802
0 years, male, NA, stage:T3N2M1, dead, 338 days
16.6
U0407
0 years, male, NA, stage:T3N1M0, dead, 2027 days
16.5
U0593
0 years, male, NA, stage:T4bN0M0, alive, 876 days
16.5
U2764
0 years, male, NA, stage:T3N2M0, alive, 440 days
16.4
U0561
0 years, female, NA, stage:T3N2M0, alive, 1577 days
16.2
U0346
0 years, male, NA, stage:T4N2M0, alive, 1148 days
16.1
U0276
0 years, male, NA, stage:T3N1M1, alive, 934 days
15.9
U0511
0 years, female, NA, stage:T3N0M0, dead, 2387 days
15.9
U0174
0 years, male, NA, stage:T3N0M0, alive, 450 days
15.9
U0514
0 years, female, NA, stage:T2N2M0, alive, 2799 days
15.8
U0212
0 years, male, NA, stage:T3N0M1, alive, 1330 days
15.8
U0213
0 years, male, NA, stage:T3N1M0, alive, 3018 days
15.7
U0454
0 years, male, NA, stage:T3N1M0, alive, 2997 days
15.7
U0538
0 years, female, NA, stage:T3N1M0, alive, 1308 days
15.7
U0637
0 years, male, NA, stage:T3N1M0, alive, 1997 days
15.5
U0324
0 years, female, NA, stage:T4N1M0, alive, 938 days
15.4
U0415
0 years, male, NA, stage:T3N1M0, alive, 2526 days
15.4
U0862
0 years, male, NA, stage:T4N2M1, dead, 1064 days
15.3
U0648
0 years, female, NA, stage:T3N0M0, alive, 1415 days
15.3
U0484
0 years, male, NA, stage:T4N2M0, alive, 1275 days
15.3
U0686
0 years, female, NA, stage:T4bN0M0, dead, 123 days
15.2
U0468
0 years, female, NA, stage:T3N0M0, alive, 1921 days
15.2
U0663
0 years, female, NA, stage:T3N1M0, alive, 762 days
15.2
U0137
0 years, male, NA, stage:T3N1M0, dead, 1799 days
15.2
U0192
0 years, male, NA, stage:T3N0M0, alive, 2081 days
15.1
U0264
0 years, male, NA, stage:T4N2M0, alive, 2020 days
15.0
U0140
0 years, male, NA, stage:T3N2M0, alive, 2655 days
15.0
U0086
0 years, female, NA, stage:T3N1M0, dead, 594 days
14.9
U0241
0 years, female, NA, stage:T2N1M0, alive, 552 days
14.9
U2779
0 years, male, NA, stage:T3N0M0, alive, 419 days
14.9
U0437
0 years, male, NA, stage:T1N1M0, alive, 849 days
14.8
U0553
0 years, female, NA, stage:T3N2M0, alive, 1704 days
14.7
U0587
0 years, male, NA, stage:T3N1M0, alive, 2107 days
14.7
U0865
0 years, female, NA, stage:T3N1M1, dead, 856 days
14.7
U0562
0 years, female, NA, stage:T3N1M0, alive, 3092 days
14.7
U0533
0 years, male, NA, stage:T3N2M0, alive, 2248 days
14.5
U0205
0 years, female, NA, stage:T3N2M0, alive, 2984 days
14.5
U0519
0 years, male, NA, stage:T4N2M0, dead, 519 days
14.3
U0557
0 years, female, NA, stage:T3N2M0, alive, 2009 days
14.2
U0423
0 years, female, NA, stage:T4N2M0, alive, 2735 days
14.2
U0656
0 years, male, NA, stage:T3N2M0, alive, 1150 days
14.2
U2834
0 years, male, NA, stage:T3N1M0, alive, 323 days
14.1
U0857
0 years, male, NA, stage:T4N2M1, dead, 954 days
14.0
U0800
0 years, male, NA, stage:T3N2M1, dead, 411 days
13.9
U0805
0 years, male, NA, stage:T3N1M1, dead, 731 days
13.7
U0088
0 years, male, NA, stage:T3N1M1, dead, 260 days
13.6
U0409
0 years, female, NA, stage:T3N1M0, alive, 934 days
13.4
U0242
0 years, male, NA, stage:T3N0M0, alive, 2950 days
13.4
U0325
0 years, male, NA, stage:T3N0M0, dead, 1947 days
13.4
U0651
0 years, male, NA, stage:T3N0M0, alive, 1354 days
13.3
U0492
0 years, male, NA, stage:T3N2M0, alive, 1114 days
13.1
U0535
0 years, female, NA, stage:T4N1M0, alive, 2473 days
13.0
U0159
0 years, female, NA, stage:T3N1M0, alive, 1517 days
13.0
U0138
0 years, male, NA, stage:T3N1M0, dead, 2472 days
12.9
U0228
0 years, male, NA, stage:T2N0M0, alive, 963 days
12.9
U0079
0 years, male, NA, stage:T4N2M0, dead, 1891 days
12.8
U0595
0 years, male, NA, stage:T2N0M0, alive, 2535 days
12.5
U0364
0 years, female, NA, stage:T4N2M1, dead, 151 days
12.5
U0422
0 years, female, NA, stage:T3N2M1, dead, 1710 days
12.4
U0371
0 years, female, NA, stage:T3N0M0, alive, 2688 days
12.2
U2955
0 years, male, NA, stage:T3N1M0, alive, 181 days
12.2
U0556
0 years, male, NA, stage:T3N2M0, alive, 2037 days
12.1
U0220
0 years, male, NA, stage:T2N0M0, alive, 1066 days
12.0
U0654
0 years, male, NA, stage:T3N2M0, alive, 1220 days
12.0
U0713
0 years, male, NA, stage:T2N0M0, alive, 359 days
11.8
U0329
0 years, male, NA, stage:T3N1M0, dead, 805 days
11.7
U0534
0 years, female, NA, stage:T3N2M0, alive, 1361 days
11.6
U0849
0 years, female, NA, stage:T4N0M1, dead, 267 days
11.5
U0498
0 years, female, NA, stage:T4N1M0, alive, 1906 days
11.4
U0558
0 years, female, NA, stage:T3N2M0, alive, 2011 days
11.4
U3047
0 years, male, NA, stage:T3N2M0, alive, 205 days
11.1
U0512
0 years, male, NA, stage:T3N0M0, alive, 2550 days
11.1
U0675
0 years, female, NA, stage:T4N1M0, dead, 89 days
10.6
U0577
0 years, female, NA, stage:T3N2M0, alive, 2474 days
10.2
U0707
0 years, male, NA, stage:T3N1M0, alive, 518 days
10.1
U0190
0 years, male, NA, stage:T3N0M0, alive, 2367 days
9.9
U0584
0 years, male, NA, stage:T3N2M0, alive, 2705 days
9.8
U0596
0 years, male, NA, stage:T3N0M0, alive, 2233 days
9.6
U0457
0 years, male, NA, stage:T3N0M0, alive, 833 days
9.2
U0298
0 years, male, NA, stage:T3N1M0, alive, 513 days
9.2
U0552
0 years, male, NA, stage:T3N2M0, alive, 1701 days
9.2
U0647
0 years, female, NA, stage:T3N0M0, alive, 1476 days
9.1
U0497
0 years, female, NA, stage:T3N1M0, alive, 1414 days
9.0
U0848
0 years, male, NA, stage:T3N1M1, dead, 1185 days
8.6
U0576
0 years, male, NA, stage:T3N2M0, alive, 2540 days
8.6
U0478
0 years, male, NA, stage:T4N2M0, alive, 2051 days
8.4
U0502
0 years, male, NA, stage:T4N1M0, alive, 1065 days
7.8
U0271
0 years, female, NA, stage:T3N1M0, alive, 2414 days
7.7
U0572
0 years, female, NA, stage:T3N1M0, alive, 2621 days
7.5
U0804
0 years, female, NA, stage:T3N2M1, dead, 380 days
7.5
U0118
0 years, female, NA, stage:T3N2M0, dead, 350 days
7.2
U0322
0 years, male, NA, stage:T4N2M0, alive, 1694 days
6.7
U0188
0 years, female, NA, stage:T3N1M0, alive, 2134 days
5.8
U0093
0 years, male, NA, stage:T3N2M0, dead, 1118 days
5.2
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COLON ADENOCARCINOMA - Protein relative expression (CPTAC)
Number of samples
197
Samples
Sample ID
Sample type
nRPX
c9f0f144-47f3-4d64-b29f-bcedfa_D2
Normal
1.0
9a6879b1-4f78-4ac6-9fca-dad049_D2
Normal
1.0
1f79fed9-f0d4-4c45-acd2-ea1441_D2
Normal
0.8
e3c012aa-51c2-42b0-a478-bd620f_D2
Normal
0.7
b3696374-c6c0-49dd-833e-596e26_D2
Normal
0.7
26acb513-3ffe-49ad-8581-9dfc97_D2
Normal
0.6
359f5c81-2575-497e-8630-e4866f_D2
Normal
0.6
0784c7b3-e6a4-42a8-9288-eb4ba0_D2
Normal
0.6
64ed43a2-f083-43cb-9d0d-118495_D2
Normal
0.5
377cdd37-d1bd-4042-997e-478a0f_D2
Normal
0.5
df479b07-bbf6-472d-a580-c3fd0c_D2
Normal
0.5
0d5554d1-1653-4589-a44f-43113e_D2
Normal
0.5
b6b41ba2-6415-41aa-b5f5-4d47db_D2
Normal
0.5
b871c0c1-a97b-4ac1-887c-0317b6_D2
Normal
0.5
5e886f1c-8165-4232-9591-d80799_D2
Normal
0.5
5347d2ce-df0c-4d81-a3e2-22db11_D2
Normal
0.5
f9d6fb1b-988e-4D88-9272-cc672f_D8
Tumor
0.4
63c1f7ac-b1ae-4c28-95aa-ce21e5_D2
Normal
0.4
8980bb9d-65c1-41cb-9f90-dddd5f_D2
Normal
0.4
8960a27e-69d8-4ec8-a795-c6cf8a_D3
Tumor
0.4
2cc46aec-6142-4fb9-aca5-c442b9_D2
Normal
0.4
573048dd-2502-40e0-8e8c-c41bb8_D3
Tumor
0.4
6e0d04fc-e6a8-41ed-b6f3-45537d_D2
Normal
0.3
9a48cf57-e1f0-4ea1-9804-d563f2_D2
Normal
0.3
f5ed5ebc-881d-456a-80d7-42c9e7_D2
Normal
0.3
0c330883-ab58-4a5a-bff7-07d283_D2
Normal
0.3
fc9b09af-23b8-4ffe-b6c6-41236d_D2
Normal
0.3
f6afe41c-111d-4818-8485-fe95e0_D2
Tumor
0.3
cc271b3d-ed33-481f-9d23-15f2f6_D2
Normal
0.3
a5c8bf1d-776c-406f-82a3-2d9ce6_D2
Normal
0.3
e74089a9-f78c-4ffe-8174-aef71b_D2
Normal
0.3
dffcac99-9eac-4717-aeb6-f4a2e7_D8
Tumor
0.3
1bf00d93-240f-47e8-8055-f546b0_D2
Normal
0.3
e196a0b4-2a05-43de-bb30-ceb761_D2
Tumor
0.3
2666323d-522f-4f0a-823c-ff8866_D2
Normal
0.3
04ded2cd-3b57-4aec-9c11-48f58e_D2
Normal
0.2
176d1b96-8c6e-44fe-8a32-e15194_D2
Normal
0.2
3a17283c-a0f4-4514-956b-080d11_D2
Normal
0.2
7478980a-60fb-4f5e-aa1c-2d7941_D2
Normal
0.2
6d9f8b06-f28c-4e9b-823b-33ebb7_D2
Normal
0.2
43bc845e-d22e-4c10-b3e8-bc54e6_D2
Normal
0.2
da747cee-5026-4923-af63-ad9f81_D2
Normal
0.2
5cf5e61d-21ff-4678-9126-14e9bb_D2
Normal
0.2
e2e83b72-b14b-4b06-9461-1115d6_D2
Tumor
0.2
325b5314-6f3c-4d79-9b36-4e7ded_D2
Normal
0.2
87b0e853-43ea-4efb-8a22-dd221f_D2
Normal
0.2
7bdfa5c9-d11f-4600-9c44-a87996_D2
Normal
0.1
e14c2cbe-eca0-4745-97f6-8f27bd_D2
Normal
0.1
d8805fa4-30f9-4417-907e-fdc50c_D2
Normal
0.1
a84149b1-8453-45f0-8400-d7b12f_D2
Normal
0.1
e515eb5c-8005-416a-9b42-59de9d_D8
Tumor
0.1
d3078fa8-0692-411f-8441-0c7c48_D8
Tumor
0.1
db3f5ad9-d14d-4126-a3e7-d80faa_D3
Tumor
0.1
41a04113-2061-4923-bca5-da586c_D2
Normal
0.1
ec9afcc4-ccf7-4226-b0e8-d6897d_D3
Tumor
0.1
803736b3-9ca9-4f9f-bdfe-8783e3_D3
Tumor
0.1
694e8df1-d9ee-473b-bec1-4f9237_D2
Normal
0.1
cfb4831f-e9ee-4e11-80fb-958f6f_D2
Tumor
0.1
6797a69d-2f74-44b9-8147-cd4fac_D2
Normal
0.1
e0068ac5-f557-443a-bd4b-bdfcef_D3
Tumor
0.1
8fab37a4-cdf9-4ce8-9081-7b9148_D2
Normal
0.1
92f7419c-c57a-4b50-bdc9-4d09ca_D2
Tumor
0.1
58a92726-4d1f-4e44-8938-52b97d_D3
Tumor
0.1
963fc8db-f412-4427-a198-23f660_D2
Normal
0.1
82157a70-12f1-4913-b548-d98881_D2
Normal
0.1
37219a7c-6fe2-4684-a494-d0be08_D2
Tumor
0.1
4cdeecb5-19fb-493c-91f5-eb0efc_D3
Tumor
0.0
b4e91300-405e-4239-b8da-5e1a42_D2
Tumor
0.0
c65afd57-530c-4366-b2c8-463a46_D2
Tumor
0.0
820a3f08-5bb1-44b3-a133-ee167e_D2
Tumor
0.0
8cc7e656-0152-4359-8566-0581c3
Tumor
0.0
c2c53076-b5db-4b7d-983c-a35740_D3
Tumor
0.0
bd67de01-ad7d-431a-9ad6-4dd5a1
Tumor
0.0
f69deaeb-6b6f-4c61-8900-fd0f26_D3
Tumor
0.0
b4dd4a04-5eda-43dd-8298-215b07_D3
Tumor
0.0
e1cd3d70-132b-452f-ba10-026721_D2
Tumor
0.0
206f3bd9-f62c-4663-8fdb-5b731b_D2
Normal
0.0
da95f6f8-be46-4ed8-a493-2c99f0_D2
Normal
0.0
f6173181-0993-4a5f-a4cd-5f30b1_D2
Tumor
0.0
16ac8458-5200-4302-9ad0-b311df_D2
Normal
0.0
aa0f5b40-3290-4255-8f4d-f45d4e_D3
Tumor
0.0
6e20c8e9-ab75-4996-9296-445b00_D2
Tumor
0.0
5f823547-ee16-45b7-a6a0-ef25d6_D3
Tumor
0.0
2167c594-c33f-4795-b95b-69bd07_D2
Tumor
0.0
41ee934e-f7a3-4ef5-8a83-e2ac56_D2
Tumor
0.0
54565eae-05c5-4dae-bde9-ae4874_D2
Normal
-0.1
7784e2e5-c0e1-4b85-8cc1-7faac8_D2
Normal
-0.1
d6584b4a-ca99-4a2a-8b4e-c8b22e_D3
Tumor
-0.1
f635496c-0046-4ecd-89bc-7a4f33_D2
Tumor
-0.1
233ec093-9a30-4ef4-a12c-91757e_D2
Normal
-0.1
d7608884-a0d6-4e9e-aac7-6cd813_D3
Tumor
-0.1
2d266d2d-4bb3-436c-a3e7-06acb2_D3
Tumor
-0.1
21cab01c-e968-42cc-9651-1e53c0_D3
Tumor
-0.1
695b0b00-a86b-43c0-a6c8-50a840_D3
Tumor
-0.1
bc574f73-89ba-44d7-992e-82622c_D3
Tumor
-0.1
43192517-085e-450e-9481-0a6713_D3
Tumor
-0.1
092c5a37-325b-4181-b230-2d8fff_D2
Tumor
-0.1
c9730cb4-b52c-4ca8-9652-4509d0_D2
Tumor
-0.1
bed27f66-ef3b-4868-b4ad-205018_D2
Normal
-0.1
c307b7b0-534a-45fa-a420-35f773_D2
Normal
-0.1
853ecf90-71e6-4156-a56f-a34b65_D2
Normal
-0.1
efee6bb9-69dd-46c2-85b3-b55962_D2
Normal
-0.1
0065bfd9-e1b9-43a8-9379-9658ba_D3
Tumor
-0.2
0630ecb0-b664-4e75-bb3c-fb62ee_D3
Tumor
-0.2
154115ac-2ec2-439d-b55e-0464ee_D2
Normal
-0.2
0aef1fe8-ca61-4113-81d0-d82ee7_D2
Tumor
-0.2
2b810478-7956-4a8b-870d-184859_D2
Tumor
-0.2
ea6df59d-5240-4927-b19d-d44590_D2
Tumor
-0.2
05a33362-82bb-48ac-8feb-ad2ea1_D2
Tumor
-0.2
0f757044-9bc8-4ed4-90f3-e0a49a_D3
Tumor
-0.2
4bb08fad-fa5e-471e-978b-6b09ab_D2
Tumor
-0.3
66b57abc-0d49-46bb-a390-0e11a9_D2
Tumor
-0.3
f4bccfe4-98d0-466b-a6d7-44341b_D3
Tumor
-0.3
8c73f3a5-fea8-4942-90c0-966f66_D3
Tumor
-0.3
321fb3b2-ebb6-4ea5-b737-081264_D2
Tumor
-0.3
a467b905-fc0b-427b-8753-6d38dd_D3
Tumor
-0.4
1ab06c24-ffc0-4323-a0cc-e9f5c5_D2
Tumor
-0.4
5da00abd-5fa7-4deb-95f1-7982e0_D3
Tumor
-0.5
7cc7f69f-99f5-4b23-a9e0-ba0dc8_D8
Tumor
-0.5
42216d99-e8ff-43c9-b6db-28c3a6_D3
Tumor
-0.5
98742d96-cc2f-43f0-9de2-bc7afe_D3
Tumor
-0.5
722378ea-d1a7-4cfc-aca5-ba45f9_D8
Tumor
-0.6
515040a4-bbfb-4a15-9e53-e7b6e6_D2
Normal
-0.6
799893aa-d523-4a08-9ea7-611cca_D3
Tumor
-0.6
c1b66358-d103-493c-b8ec-92c43b_D1
Tumor
-0.8
5c70e654-583c-4dd3-ad42-0d9b39_D2
Normal
N/A
591fb460-703a-437d-8d9a-ff2a35_D3
Tumor
N/A
a90eb718-6a8f-4cbf-89c1-f9e9bd_D2
Tumor
N/A
5a3aa99d-ca10-45f6-939f-12392a_D2
Normal
N/A
e8faa3a7-9fc7-428e-9334-a0afd0_D3
Tumor
N/A
b2978e90-cd2a-4665-b1bf-508a99_D2
Normal
N/A
d0511ea6-43c3-4c61-b08e-cf49b7_D3
Tumor
N/A
526c3664-5b9b-4a2b-a00e-a14623_D2
Tumor
N/A
e070ff10-058b-4733-93ab-bdd702_D2
Normal
N/A
79097be1-cd36-4a23-99d1-3d744f_D2
Tumor
N/A
8b9e4266-7754-4f2c-ac9e-329905_D2
Tumor
N/A
642fc6c3-8d4a-4e3d-ad0a-cc088a_D2
Tumor
N/A
47d2a435-b203-4438-ae72-53c424_D2
Normal
N/A
51590333-cfe5-4ce5-b8ff-58fa3c_D2
Normal
N/A
c7aeb685-31b3-445e-8177-a3e729_D3
Tumor
N/A
8af80ae9-2088-4124-91fb-8d6c17_D3
Tumor
N/A
cd89ffbb-574a-4052-bd9a-00c890_D2
Tumor
N/A
b2400046-1d25-429d-a821-6040a6
Tumor
N/A
5557e478-3e6f-475b-8acc-1b4159_D8
Tumor
N/A
a2f03d85-5f1a-4b3e-9dbf-74e67e_D3
Tumor
N/A
7fd386f0-e7f6-4ee1-9cd7-b3318a_D2
Normal
N/A
62627b73-1763-48bc-8eea-e5bd76_D2
Normal
N/A
f6b1079b-9d67-4c63-b3d0-d562b5_D2
Tumor
N/A
1425a1a1-c835-47a2-a9b9-4db5d0_D8
Tumor
N/A
1c070992-647b-4173-a481-904c4d_D2
Normal
N/A
5de06adb-e00d-4114-8d76-04bd30_D2
Normal
N/A
88c621d7-7fb3-4825-abbe-82ae4c_D2
Normal
N/A
067db520-1b1f-4569-9414-e37a6e_D2
Normal
N/A
23e938d0-92b8-4aea-90c1-4385df_D2
Normal
N/A
76498650-fdbf-4f5d-a19a-cce9a2_D2
Normal
N/A
dfdf03a6-c324-4d8c-a909-ea7345_D2
Tumor
N/A
3d797911-d476-436f-9cce-33e20c_D8
Tumor
N/A
71b2c1cc-0a31-4ca8-8beb-251e17_D2
Normal
N/A
9bf309bc-0fb6-4060-aba2-888eb3_D2
Tumor
N/A
cd6a4013-2958-44b9-a4f1-45c9e4_D2
Tumor
N/A
d80408d6-598d-4411-ab34-eb2545_D2
Normal
N/A
a313f6ef-5994-4d49-9e66-c26911_D2
Normal
N/A
6b0a3188-d8ca-4d50-a377-a8fe4c_D2
Normal
N/A
c8694e31-2c8f-4eb6-a7ef-a137d9_D3
Tumor
N/A
019cd0c0-733d-4b25-90e3-d54ce0_D2
Normal
N/A
92c1ebb5-ac1d-4bf5-a14f-516e1d_D3
Tumor
N/A
02cde0c0-6840-495b-9b11-007d82_D2
Normal
N/A
974e136f-7020-4a38-b9c1-094df9_D2
Normal
N/A
903d5fe0-970a-47be-a97f-3cc914_D2
Normal
N/A
cbd0e774-c741-4753-9c9e-391a7d_D2
Normal
N/A
1136008b-97ce-49b0-bf24-abbea6_D2
Normal
N/A
3765c09a-fff7-4b37-bf2b-452b23_D2
Normal
N/A
411d9597-c785-4de5-b449-29a80d_D2
Normal
N/A
66b829db-1cdd-460d-b2f3-0e9ca9_D3
Tumor
N/A
01d1ffca-4235-4dfe-bf62-56f71d_D3
Tumor
N/A
a27cf22d-836e-49a7-802f-47c1db_D2
Normal
N/A
372c900a-fced-4eef-9dc4-7282ec_D2
Tumor
N/A
cd3a9d59-bf13-48f3-ae97-bdbca4_D2
Normal
N/A
c6ae57a7-65a0-438e-bae2-97b1c8_D3
Tumor
N/A
87408d9e-4029-4e8f-b14c-8efc04_D3
Tumor
N/A
4b263734-430f-41dc-a296-8691f0_D3
Tumor
N/A
a243b765-61ab-4aa6-88e1-226896_D2
Normal
N/A
4c9dcc8c-ccdc-4336-8e23-107feb_D2
Normal
N/A
7fd2eea8-bf99-4f97-8b9e-fb703f_D2
Normal
N/A
348f6009-e1be-44d2-a093-9ca844_D2
Normal
N/A
0f238226-864c-4de0-8c61-01e729_D2
Tumor
N/A
b605fafc-f7dd-44cc-9c86-da04e3_D2
Tumor
N/A
3e8019e8-125f-4615-a1fa-a448e9_D2
Normal
N/A
2f8b02e4-1848-4abc-a95e-dd9eb5_D3
Tumor
N/A
bda3787a-1397-4716-bb17-4992a8_D2
Normal
N/A
65867ab1-5eab-44a8-b2bb-d27263_D2
Normal
N/A
059a7065-3a5f-4eea-97e5-85ab01_D2
Normal
N/A
1563ef63-d2e6-406f-adc1-255949_D3
Tumor
N/A
1fbb1add-4660-4ec1-b8c2-360f9f_D2
Normal
N/A
211cbcef-cb1f-4c80-a1c8-a76d3c_D2
Normal
N/A
5271982c-5de1-4d6e-b414-b1f3ef_D2
Tumor
N/A
46dfc1e4-0110-4d9f-888e-6a29ab_D2
Normal
N/A
Show allShow less
COLORECTAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
