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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.
RAP2C 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
12.9
Number of samples
254
Samples
Sample
Description
TPM
TCGA-DM-A1DB-01A
0 years, male, white, stage:Stage IIA, dead, 1348 days
37.7
TCGA-AZ-6607-01A
0 years, male, white, stage:Stage IV, dead, 97 days
28.0
TCGA-AD-6965-01A
0 years, male, white, stage:Stage IIIC, alive, 805 days
27.9
TCGA-A6-5659-01A
0 years, male, white, stage:Stage I, alive, 926 days
25.8
TCGA-A6-6780-01A
0 years, male, white, stage:Stage IIA, alive, 612 days
25.3
TCGA-CM-5860-01A
0 years, male, white, stage:Stage IIA, alive, 974 days
25.0
TCGA-D5-5538-01A
0 years, female, white, stage:Stage IIIB, dead, 1661 days
24.6
TCGA-D5-6931-01A
0 years, male, white, stage:Stage IIIC, alive, 365 days
24.3
TCGA-CM-6675-01A
0 years, male, black or african american, stage:Stage IVB, alive, 397 days
23.8
TCGA-CM-6169-01A
0 years, male, black or african american, stage:Stage IIA, alive, 396 days
23.1
TCGA-AZ-6601-01A
0 years, male, white, stage:Stage II, dead, 3042 days
22.7
TCGA-A6-5656-01A
0 years, male, white, stage:Stage I, alive, 1001 days
22.4
TCGA-A6-6650-01A
0 years, female, black or african american, stage:Stage IIA, alive, 627 days
21.8
TCGA-AM-5821-01A
0 years, female, white, stage:Stage IIA, alive, 28 days
21.7
TCGA-A6-5666-01A
0 years, male, white, stage:Stage IIC, alive, 995 days
21.7
TCGA-D5-6923-01A
0 years, male, white, stage:Stage I, alive, 378 days
20.9
TCGA-AA-3655-01A
0 years, male, stage:Stage II, alive, 1856 days
20.8
TCGA-DM-A28F-01A
0 years, male, white, stage:Stage IIIB, dead, 1094 days
20.5
TCGA-DM-A282-01A
0 years, female, white, stage:Stage IIA, alive, 4233 days
20.5
TCGA-CM-5348-01A
0 years, male, white, stage:Stage IIIB, alive, 699 days
20.4
TCGA-G4-6294-01A
0 years, male, white, stage:Stage IV, dead, 858 days
20.1
TCGA-G4-6297-01A
0 years, female, white, stage:Stage IV, alive, 2506 days
19.4
TCGA-A6-4105-01A
0 years, male, white, stage:Stage IIA, dead, 442 days
19.3
TCGA-CM-6163-01A
0 years, male, white, stage:Stage I, alive, 427 days
19.2
TCGA-CA-6715-01A
0 years, male, asian, stage:Stage IIIB, alive, 383 days
19.1
TCGA-D5-6535-01A
0 years, female, white, stage:Stage IIIB, alive, 460 days
19.0
TCGA-G4-6627-01A
0 years, male, white, stage:Stage IIA, alive, 2175 days
18.6
TCGA-D5-7000-01A
0 years, female, white, stage:Stage I, alive, 312 days
18.6
TCGA-AZ-6606-01A
0 years, male, white, stage:Stage IV, dead, 357 days
18.5
TCGA-CA-6716-01A
0 years, male, asian, stage:Stage IIA, alive, 371 days
17.8
TCGA-AZ-5403-01A
0 years, male, white, stage:Stage II, dead, 1910 days
17.8
TCGA-AD-6548-01A
0 years, female, white, stage:Stage I, alive, 650 days
17.7
TCGA-D5-6924-01A
0 years, male, white, stage:Stage IIA, alive, 435 days
17.5
TCGA-A6-6140-01A
0 years, male, white, stage:Stage IIA, alive, 734 days
17.5
TCGA-AY-A8YK-01A
0 years, male, black or african american, stage:Stage IVA, alive, 573 days
17.4
TCGA-AY-A54L-01A
0 years, female, black or african american, stage:Stage I, alive, 525 days
17.4
TCGA-DM-A28H-01A
0 years, male, white, stage:Stage IIIC, alive, 3561 days
17.3
TCGA-AM-5820-01A
0 years, female, white, stage:Stage IVA, alive, 14 days
17.3
TCGA-A6-6648-01A
0 years, male, white, stage:Stage IVA, alive, 766 days
17.2
TCGA-D5-6533-01A
0 years, female, white, stage:'--, alive, 775 days
17.0
TCGA-CM-6162-01A
0 years, female, white, stage:Stage IIIB, alive, 365 days
17.0
TCGA-G4-6311-01A
0 years, male, white, stage:Stage III, alive, 1199 days
17.0
TCGA-F4-6459-01A
0 years, female, white, stage:Stage IIIB, dead, 262 days
16.9
TCGA-CM-6166-01A
0 years, female, white, stage:Stage I, alive, 669 days
16.8
TCGA-F4-6460-01A
0 years, female, white, stage:Stage IIIB, dead, 972 days
16.7
TCGA-A6-6138-01A
0 years, male, white, stage:Stage I, alive, 685 days
16.7
TCGA-CA-5254-01A
0 years, female, asian, stage:Stage IIA, alive, 386 days
16.5
TCGA-A6-2674-01A
0 years, male, white, stage:Stage IV, alive, 1331 days
16.5
TCGA-D5-6532-01A
0 years, male, white, stage:Stage IIA, alive, 555 days
16.3
TCGA-G4-6321-01A
0 years, female, white, stage:Stage III, alive, 672 days
16.1
TCGA-A6-5661-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1020 days
16.1
TCGA-CA-5797-01A
0 years, male, asian, stage:Stage IIA, alive, 383 days
16.0
TCGA-AZ-6603-01A
0 years, female, white, stage:'--, dead, 899 days
15.9
TCGA-A6-5657-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 962 days
15.8
TCGA-D5-6537-01A
0 years, male, white, stage:Stage IIIB, dead, 146 days
15.8
TCGA-A6-5667-01A
0 years, female, white, stage:Stage IIIB, alive, 887 days
15.8
TCGA-A6-3809-01A
0 years, female, white, stage:Stage IIB, alive, 996 days
15.6
TCGA-F4-6570-01A
0 years, female, white, stage:Stage IIA, dead, 188 days
15.5
TCGA-DM-A1DA-01A
0 years, female, white, stage:Stage IIIC, dead, 228 days
15.5
TCGA-G4-6306-01A
0 years, male, white, stage:'--, alive, 1359 days
15.5
TCGA-G4-6625-01A
0 years, female, white, stage:Stage IIA, alive, 2792 days
15.4
TCGA-T9-A92H-01A
0 years, male, black or african american, stage:Stage IIA, alive, 362 days
15.4
TCGA-CM-6168-01A
0 years, female, black or african american, stage:Stage IIA, alive, 395 days
15.4
TCGA-AA-3697-01A
0 years, male, stage:Stage II, alive, 2587 days
15.2
TCGA-CM-6164-01A
0 years, female, white, stage:Stage IIA, alive, 883 days
15.2
TCGA-F4-6808-01A
0 years, female, white, stage:Stage I, alive, 1024 days
15.0
TCGA-CA-6719-01A
0 years, male, asian, stage:Stage IIA, alive, 435 days
14.9
TCGA-CM-6167-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 456 days
14.9
TCGA-G4-6586-01A
0 years, female, white, stage:Stage IIA, alive, 1089 days
14.8
TCGA-A6-2686-01A
0 years, female, white, stage:Stage IIA, dead, 1126 days
14.7
TCGA-A6-5660-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 888 days
14.7
TCGA-CM-6165-01A
0 years, male, white, stage:Stage IIA, alive, 488 days
14.6
TCGA-A6-A566-01A
0 years, female, black or african american, stage:Stage IIIB, dead, 758 days
14.6
TCGA-CK-5914-01A
0 years, male, white, stage:Stage IIIB, alive, 669 days
14.6
TCGA-CM-4743-01A
0 years, male, white, stage:Stage IIA, alive, 701 days
14.4
TCGA-AZ-6600-01A
0 years, male, black or african american, stage:Stage IV, dead, 368 days
14.3
TCGA-A6-A56B-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 1711 days
14.3
TCGA-AD-6901-01A
0 years, male, white, stage:'--, dead, 682 days
14.3
TCGA-A6-6654-01A
0 years, female, white, stage:Stage IIIB, alive, 726 days
14.2
TCGA-CM-6171-01A
0 years, female, white, stage:Stage I, alive, 427 days
14.1
TCGA-A6-2675-01A
0 years, male, white, stage:Stage IIA, alive, 1321 days
14.0
TCGA-WS-AB45-01A
0 years, female, black or african american, stage:Stage IIA, alive, 2130 days
14.0
TCGA-AA-A02Y-01A
0 years, male, stage:Stage I, alive, 1216 days
14.0
TCGA-D5-6539-01A
0 years, female, white, stage:'--, alive, 380 days
14.0
TCGA-QG-A5Z2-01A
0 years, male, black or african american, stage:Stage I, alive, 952 days
13.9
TCGA-F4-6854-01A
0 years, female, white, stage:Stage IIA, alive, 16 days
13.9
TCGA-CK-5916-01A
0 years, female, white, stage:Stage I, dead, 643 days
13.8
TCGA-AZ-4323-01A
0 years, male, white, stage:Stage IV, dead, 43 days
13.7
TCGA-NH-A8F7-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
13.7
TCGA-AD-A5EK-01A
0 years, male, black or african american, stage:Stage I, alive, 500 days
13.7
TCGA-F4-6806-01A
0 years, female, white, stage:Stage I, alive, 1260 days
13.6
TCGA-F4-6703-01A
0 years, male, white, stage:Stage IIA, alive, 1456 days
13.5
TCGA-NH-A50U-01A
0 years, male, black or african american, stage:Stage IVA, dead, 334 days
13.5
TCGA-A6-3810-01A
0 years, male, white, stage:Stage IIA, alive, 1111 days
13.4
TCGA-AA-3662-01A
0 years, female, stage:Stage IV, alive, 184 days
13.4
TCGA-5M-AAT4-01A
0 years, male, black or african american, stage:Stage IV, dead, 49 days
13.4
TCGA-A6-6137-01A
0 years, male, white, stage:Stage IIIB, alive, 824 days
13.4
TCGA-A6-A565-01A
0 years, female, black or african american, stage:Stage IIIC, dead, 494 days
13.4
TCGA-AA-3713-01A
0 years, male, stage:Stage IV, alive, 579 days
13.3
TCGA-CA-6718-01A
0 years, male, asian, stage:Stage IIA, dead, 306 days
13.3
TCGA-G4-6303-01A
0 years, female, white, stage:Stage IV, dead, 2003 days
13.3
TCGA-5M-AATE-01A
0 years, male, black or african american, stage:Stage IIA, alive, 1200 days
13.3
TCGA-CM-6679-01A
0 years, male, white, stage:Stage IIA, alive, 306 days
13.2
TCGA-DM-A285-01A
0 years, female, white, stage:Stage IV, dead, 179 days
13.2
TCGA-NH-A6GA-01A
0 years, male, black or african american, stage:Stage IIIC, dead, 302 days
13.1
TCGA-QL-A97D-01A
0 years, female, black or african american, stage:Stage I, alive, 666 days
13.1
TCGA-AA-3660-01A
0 years, female, stage:Stage II, alive, 2375 days
13.0
TCGA-CM-5864-01A
0 years, male, white, stage:Stage I, alive, 457 days
13.0
TCGA-AD-6963-01A
0 years, male, white, stage:'--, alive, 834 days
12.8
TCGA-DM-A288-01A
0 years, male, white, stage:Stage IIIC, dead, 427 days
12.8
TCGA-AZ-6605-01A
0 years, male, white, stage:Stage IIIB, dead, 159 days
12.8
TCGA-AY-5543-01A
0 years, female, black or african american, stage:Stage IVA, alive, 1004 days
12.7
TCGA-CM-5862-01A
0 years, male, white, stage:Stage IVA, dead, 153 days
12.7
TCGA-CA-5255-01A
0 years, male, asian, stage:Stage IIA, alive, 376 days
12.7
TCGA-3L-AA1B-01A
0 years, female, black or african american, stage:Stage I, alive, 475 days
12.6
TCGA-D5-6926-01A
0 years, male, white, stage:Stage IIIB, alive, 275 days
12.6
TCGA-G4-6588-01A
0 years, female, white, stage:Stage IIA, alive, 796 days
12.5
TCGA-QG-A5YX-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1003 days
12.5
TCGA-5M-AAT6-01A
0 years, female, black or african american, stage:Stage IV, dead, 290 days
12.4
TCGA-A6-5665-01A
0 years, female, white, stage:Stage IIA, alive, 671 days
12.4
TCGA-AY-A69D-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
12.4
TCGA-DM-A0X9-01A
0 years, female, white, stage:Stage IIA, alive, 3641 days
12.4
TCGA-A6-6781-01A
0 years, male, white, stage:Stage IIIC, alive, 598 days
12.4
TCGA-CM-6676-01A
0 years, male, white, stage:Stage I, alive, 337 days
12.2
TCGA-CM-5344-01A
0 years, female, white, stage:Stage IIIB, alive, 670 days
12.2
TCGA-D5-6922-01A
0 years, male, white, stage:Stage IIIA, alive, 308 days
12.2
TCGA-SS-A7HO-01A
0 years, female, black or african american, stage:Stage IIB, alive, 1829 days
12.1
TCGA-AU-6004-01A
0 years, female, white, stage:Stage I, alive, 824 days
12.1
TCGA-A6-6653-01A
0 years, male, white, stage:Stage I, alive, 742 days
12.1
TCGA-D5-5539-01A
0 years, male, white, stage:Stage IIIA, alive, 596 days
12.1
TCGA-CM-6678-01A
0 years, female, white, stage:Stage IVA, alive, 335 days
11.9
TCGA-G4-6315-01A
0 years, male, white, stage:Stage IV, alive, 1883 days
11.9
TCGA-AA-3663-01A
0 years, male, stage:Stage II, alive, 212 days
11.9
TCGA-A6-6649-01A
0 years, male, white, stage:Stage IIIB, alive, 735 days
11.9
TCGA-D5-6534-01A
0 years, female, white, stage:Stage IIA, alive, 1316 days
11.9
TCGA-F4-6809-01A
0 years, female, white, stage:Stage IVA, dead, 403 days
11.7
TCGA-AD-6899-01A
0 years, male, white, stage:Stage IIIC, dead, 176 days
11.7
TCGA-CM-6170-01A
0 years, female, white, stage:Stage I, alive, 457 days
11.6
TCGA-G4-6310-01A
0 years, male, white, stage:Stage IIIB, alive, 1935 days
11.6
TCGA-CK-5913-01A
0 years, female, white, stage:Stage IIA, alive, 1561 days
11.6
TCGA-D5-6531-01A
0 years, male, white, stage:Stage IIA, alive, 540 days
11.5
TCGA-F4-6805-01A
0 years, female, white, stage:Stage IIA, alive, 1047 days
11.5
TCGA-DM-A0XD-01A
0 years, male, white, stage:Stage IIA, dead, 743 days
11.4
TCGA-A6-A5ZU-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 293 days
11.3
TCGA-CM-4751-01A
0 years, male, white, stage:Stage IIIB, alive, 822 days
11.3
TCGA-AY-6196-01A
0 years, male, white, stage:Stage IIIC, alive, 6 days
11.3
TCGA-CM-6677-01A
0 years, female, white, stage:Stage IIA, alive, 337 days
11.3
TCGA-G4-6314-01A
0 years, female, white, stage:Stage IV, alive, 1093 days
11.2
TCGA-AA-3489-01A
0 years, male, stage:Stage II, dead, 214 days
11.2
TCGA-D5-6529-01A
0 years, male, white, stage:Stage IIA, alive, 614 days
11.1
TCGA-AD-6895-01A
0 years, male, white, stage:Stage IIIB, alive, 763 days
11.0
TCGA-G4-6295-01A
0 years, female, white, stage:Stage II, alive, 254 days
11.0
TCGA-DM-A28A-01A
0 years, male, white, stage:Stage IIIC, dead, 805 days
11.0
TCGA-G4-6628-01A
0 years, male, white, stage:Stage I, alive, 2424 days
10.9
TCGA-D5-6927-01A
0 years, male, white, stage:Stage IIA, alive, 287 days
10.8
TCGA-CM-6161-01A
0 years, female, white, stage:Stage I, alive, 457 days
10.8
TCGA-AY-A71X-01A
0 years, female, black or african american, stage:Stage I, alive, 588 days
10.8
TCGA-DM-A0XF-01A
0 years, female, white, stage:Stage IIIC, dead, 1162 days
10.7
TCGA-G4-6309-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2600 days
10.7
TCGA-D5-6540-01A
0 years, male, white, stage:Stage I, alive, 491 days
10.6
TCGA-A6-5662-01A
0 years, male, white, stage:Stage IVA, alive, 718 days
10.6
TCGA-CK-4950-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2599 days
10.5
TCGA-NH-A50V-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 588 days
10.5
TCGA-G4-6626-01A
0 years, male, white, stage:Stage IIA, dead, 1 days
10.5
TCGA-QG-A5YV-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 1301 days
10.4
TCGA-A6-6782-01A
0 years, male, white, stage:Stage IIB, alive, 617 days
10.4
TCGA-CM-5349-01A
0 years, female, white, stage:Stage IIA, alive, 915 days
10.4
TCGA-CM-5868-01A
0 years, female, white, stage:Stage IVA, alive, 518 days
10.3
TCGA-AA-3511-01A
0 years, male, stage:Stage II, alive, 212 days
10.3
TCGA-CK-5912-01A
0 years, male, white, stage:Stage I, dead, 1493 days
10.3
TCGA-CK-6748-01A
0 years, female, white, stage:Stage IV, alive, 61 days
10.3
TCGA-NH-A8F8-01A
0 years, male, black or african american, stage:Stage IV, dead, 511 days
10.3
TCGA-AA-3685-01A
0 years, male, stage:Stage II, alive, 1127 days
10.3
TCGA-DM-A1D9-01A
0 years, female, white, stage:Stage IIA, alive, 4270 days
10.3
TCGA-DM-A1HA-01A
0 years, male, white, stage:Stage IIIC, alive, 2600 days
10.2
TCGA-D5-6538-01A
0 years, female, white, stage:Stage IIIB, alive, 521 days
10.2
TCGA-AU-3779-01A
0 years, female, white, stage:Stage IIA, alive, 441 days
10.1
TCGA-D5-6929-01A
0 years, female, white, stage:Stage IV, alive, 408 days
9.9
TCGA-A6-5664-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 672 days
9.9
TCGA-AA-3526-01A
0 years, male, stage:Stage I, alive, 580 days
9.9
TCGA-DM-A1D8-01A
0 years, female, white, stage:'--, dead, 383 days
9.9
TCGA-F4-6569-01A
0 years, male, white, stage:Stage I, alive, 1087 days
9.9
TCGA-A6-A567-01A
0 years, male, black or african american, stage:Stage IV, dead, 1881 days
9.9
TCGA-D5-6530-01A
0 years, male, white, stage:Stage I, alive, 621 days
9.9
TCGA-AY-6386-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 542 days
9.8
TCGA-F4-6855-01A
0 years, female, white, stage:Stage IIA, alive, 1442 days
9.7
TCGA-D5-5537-01A
0 years, male, white, stage:'--, dead, 1381 days
9.7
TCGA-CM-6172-01A
0 years, female, white, stage:Stage IIIB, alive, 335 days
9.7
TCGA-AD-6890-01A
0 years, male, white, stage:'--, alive, 746 days
9.7
TCGA-AD-6888-01A
0 years, male, white, stage:Stage IIIB, dead, 472 days
9.7
TCGA-4N-A93T-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 146 days
9.7
TCGA-F4-6856-01A
0 years, male, white, stage:Stage I, alive, 1074 days
9.6
TCGA-F4-6807-01A
0 years, female, white, stage:Stage IIIC, alive, 1309 days
9.5
TCGA-AZ-4616-01A
0 years, female, white, stage:Stage IV, dead, 156 days
9.5
TCGA-D5-6541-01A
0 years, male, white, stage:Stage IIA, alive, 474 days
9.5
TCGA-D5-6898-01A
0 years, female, white, stage:Stage I, alive, 229 days
9.5
TCGA-CM-6680-01A
0 years, female, white, stage:Stage IIIB, alive, 366 days
9.5
TCGA-QG-A5Z1-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 256 days
9.4
TCGA-G4-6317-01A
0 years, female, white, stage:Stage IIIC, alive, 1095 days
9.3
TCGA-DM-A1D0-01A
0 years, female, white, stage:Stage IIA, alive, 3974 days
9.3
TCGA-D5-6928-01A
0 years, male, white, stage:Stage IIA, alive, 354 days
9.3
TCGA-D5-6920-01A
0 years, female, white, stage:Stage IIA, alive, 377 days
9.2
TCGA-G4-6299-01A
0 years, male, white, stage:Stage IIIC, alive, 2268 days
9.2
TCGA-CM-4744-01A
0 years, male, white, stage:Stage I, alive, 609 days
9.2
TCGA-DM-A1D4-01A
0 years, male, white, stage:Stage IIA, dead, 2821 days
9.2
TCGA-F4-6463-01A
0 years, male, white, stage:Stage IIA, alive, 1087 days
9.1
TCGA-A6-6142-01A
0 years, female, white, stage:Stage IVA, alive, 763 days
9.0
TCGA-AZ-6608-01A
0 years, female, white, stage:Stage IIIA, dead, 59 days
9.0
TCGA-DM-A28E-01A
0 years, female, white, stage:Stage IIA, alive, 3648 days
9.0
TCGA-CM-6674-01A
0 years, male, white, stage:Stage IIA, alive, 394 days
9.0
TCGA-AZ-5407-01A
0 years, female, white, stage:Stage I, alive, 2683 days
9.0
TCGA-DM-A1D7-01A
0 years, male, white, stage:Stage IIA, dead, 405 days
8.9
TCGA-AA-A02K-01A
0 years, male, stage:Stage IV, dead, 426 days
8.9
TCGA-DM-A28M-01A
0 years, male, white, stage:Stage IIA, alive, 2895 days
8.8
TCGA-NH-A6GB-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 476 days
8.7
TCGA-A6-6651-01A
0 years, female, white, stage:Stage IIIB, alive, 662 days
8.6
TCGA-CK-6747-01A
0 years, female, white, stage:Stage IIA, alive, 820 days
8.5
TCGA-RU-A8FL-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 1177 days
8.4
TCGA-AD-5900-01A
0 years, male, white, stage:Stage I, alive, 370 days
8.4
TCGA-G4-6323-01A
0 years, male, black or african american, stage:Stage IA, alive, 419 days
8.3
TCGA-CM-5861-01A
0 years, female, white, stage:Stage IIA, alive, 457 days
8.3
TCGA-4T-AA8H-01A
0 years, female, black or african american, stage:Stage IIA, alive, 385 days
8.1
TCGA-AY-6197-01A
0 years, male, white, stage:Stage IIA, alive, 652 days
8.1
TCGA-AZ-6599-01A
0 years, male, white, stage:Stage I, dead, 206 days
8.1
TCGA-G4-6322-01A
0 years, male, white, stage:Stage IIIB, alive, 792 days
8.1
TCGA-D5-6932-01A
0 years, male, white, stage:Stage IIA, alive, 346 days
7.9
TCGA-G4-6293-01A
0 years, female, white, stage:Stage III, alive, 4051 days
7.9
TCGA-F4-6461-01A
0 years, female, white, stage:Stage IIIC, dead, 338 days
7.8
TCGA-DM-A1HB-01A
0 years, male, white, stage:Stage IIIB, alive, 4126 days
7.8
TCGA-G4-6320-01A
0 years, male, white, stage:Stage III, alive, 804 days
7.8
TCGA-D5-6930-01A
0 years, male, white, stage:Stage IIA, alive, 406 days
7.8
TCGA-D5-6536-01A
0 years, male, white, stage:Stage IIA, alive, 543 days
7.8
TCGA-CA-6717-01A
0 years, male, asian, stage:Stage IIA, alive, 388 days
7.8
TCGA-CK-6751-01A
0 years, female, white, stage:Stage I, alive, 518 days
7.8
TCGA-DM-A280-01A
0 years, female, white, stage:Stage IIA, dead, 236 days
7.7
TCGA-AD-6889-01A
0 years, male, asian, stage:Stage IIA, dead, 2532 days
7.7
TCGA-CK-4952-01A
0 years, female, white, stage:Stage IIIC, alive, 475 days
7.7
TCGA-DM-A28G-01A
0 years, male, white, stage:Stage IIA, dead, 1849 days
7.6
TCGA-DM-A28C-01A
0 years, male, white, stage:Stage IIA, dead, 2475 days
7.4
TCGA-DM-A1D6-01A
0 years, male, white, stage:Stage IIA, dead, 570 days
7.4
TCGA-AA-3675-01A
0 years, male, stage:Stage II, alive, 1431 days
7.3
TCGA-QG-A5YW-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 896 days
7.3
TCGA-AA-3496-01A
0 years, female, stage:Stage II, alive, 31 days
7.2
TCGA-CM-5863-01A
0 years, female, white, stage:Stage IIIB, alive, 457 days
7.1
TCGA-A6-6141-01A
0 years, male, black or african american, stage:Stage IIA, alive, 255 days
7.0
TCGA-AD-6964-01A
0 years, male, white, stage:'--, dead, 331 days
6.9
TCGA-NH-A6GC-01A
0 years, female, black or african american, stage:Stage IVB, alive, 389 days
6.9
TCGA-A6-6652-01A
0 years, male, black or african american, stage:Stage IVA, alive, 751 days
6.8
TCGA-NH-A50T-01A
0 years, female, black or african american, stage:Stage IIA, alive, 553 days
6.4
TCGA-F4-6704-01A
0 years, male, american indian or alaska native, stage:Stage IIIC, alive, 47 days
6.4
TCGA-DM-A28K-01A
0 years, male, white, stage:Stage IIA, alive, 2988 days
6.1
TCGA-AZ-6598-01A
0 years, female, white, stage:Stage II, dead, 1503 days
5.9
TCGA-G4-6307-01A
0 years, female, white, stage:Stage IIIB, alive, 1674 days
5.5
TCGA-G4-6304-01A
0 years, female, white, stage:Stage IIB, alive, 1631 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.
RAP2C is not prognostic in Colon Adenocarcinoma (validation)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
11.7
Number of samples
486
Samples
Sample
Description
TPM
U0414
0 years, male, NA, stage:T3N0M0, alive, 1691 days
28.8
U3032
0 years, female, NA, stage:T3N1M0, alive, 449 days
27.5
U0202
0 years, male, NA, stage:T3N0M0, dead, 2670 days
25.4
U0267
0 years, male, NA, stage:T4N0M0, dead, 445 days
25.1
U0394
0 years, male, NA, stage:T2N1M0, alive, 969 days
24.6
U3024
0 years, female, NA, stage:T3N0M0, alive, 463 days
24.1
U0103
0 years, female, NA, stage:T3N1M0, alive, 1197 days
23.2
U1034
0 years, male, NA, stage:T4N0M0, alive, 1575 days
22.8
U0157
0 years, male, NA, stage:T4N0M0, dead, 131 days
22.3
U0083
0 years, male, NA, stage:T4N0M0, dead, 731 days
22.1
U2971
0 years, male, NA, stage:T4aN0M0, alive, 629 days
22.0
U0967
0 years, male, NA, stage:T2N0M0, dead, 1691 days
21.5
U1103
0 years, female, NA, stage:T4N2M0, alive, 975 days
21.1
U0345
0 years, female, NA, stage:T3N0M0, alive, 2127 days
20.3
U0308
0 years, male, NA, stage:T4N1M0, alive, 1075 days
20.2
U1448
0 years, male, NA, stage:T3N0M1, dead, 1512 days
19.6
U3034
0 years, female, NA, stage:T3N1M0, alive, 443 days
19.6
U0165
0 years, female, NA, stage:T2N0M0, alive, 1702 days
19.6
U0387
0 years, male, NA, stage:T2N0M0, alive, 1327 days
19.4
U0087
0 years, female, NA, stage:T3N2M0, dead, 337 days
18.9
U0063
0 years, male, NA, stage:T1N0M0, dead, 1779 days
18.9
U1447
0 years, male, NA, stage:T4N1M0, alive, 988 days
18.7
U1264
0 years, female, NA, stage:T3N0M0, dead, 1583 days
18.7
U1049
0 years, female, NA, stage:T3N1M0, alive, 1200 days
18.7
U1252
0 years, female, NA, stage:T4N2M0, alive, 1309 days
18.4
U0257
0 years, male, NA, stage:T3N1M0, dead, 2508 days
18.3
U0383
0 years, male, NA, stage:T3N2M1, dead, 595 days
18.3
U1078
0 years, female, NA, stage:T3N0M0, alive, 1016 days
18.0
U3048
0 years, male, NA, stage:T4N2M0, alive, 535 days
17.9
U0413
0 years, male, NA, stage:T2N0M0, alive, 1228 days
17.9
U2882
0 years, female, NA, stage:T3N1M0, alive, 637 days
17.9
U1094
0 years, female, NA, stage:T4N1M0, alive, 1267 days
17.9
U0467
0 years, female, NA, stage:T3N0M0, alive, 1848 days
17.5
U3043
0 years, female, NA, stage:T3N2M0, alive, 287 days
17.5
U1162
0 years, male, NA, stage:T2N1M0, dead, 354 days
17.4
U0148
0 years, male, NA, stage:T3N0M0, alive, 1780 days
17.4
U1201
0 years, male, NA, stage:T3N2M0, alive, 1484 days
17.3
U0416
0 years, male, NA, stage:T1N1M0, alive, 1228 days
17.0
U1037
0 years, male, NA, stage:T4N0M0, alive, 1658 days
17.0
U0149
0 years, female, NA, stage:T3N2M0, alive, 1715 days
17.0
U2896
0 years, female, NA, stage:T3N1M0, alive, 609 days
17.0
U0882
0 years, male, NA, stage:T3N0M0, alive, 1675 days
16.8
U0950
0 years, female, NA, stage:T4N1M0, alive, 1834 days
16.8
U1145
0 years, female, NA, stage:T3N0M0, dead, 445 days
16.8
U0177
0 years, female, NA, stage:T3N0M0, alive, 355 days
16.8
U2947
0 years, female, NA, stage:T3N0M0, alive, 543 days
16.7
U2861
0 years, male, NA, stage:T3N0M0, alive, 652 days
16.7
U3008
0 years, female, NA, stage:T2N0M0, alive, 473 days
16.6
U0348
0 years, female, NA, stage:T3N0M0, alive, 533 days
16.4
U0095
0 years, male, NA, stage:T4N1M0, dead, 1034 days
16.3
U2995
0 years, female, NA, stage:T3N1M0, alive, 491 days
16.3
U0369
0 years, female, NA, stage:T3N0M0, dead, 1095 days
16.3
U2953
0 years, female, NA, stage:T4aN0M0, alive, 541 days
16.3
U0377
0 years, female, NA, stage:T3N2M0, alive, 3720 days
16.2
U0472
0 years, male, NA, stage:TXN2M0, alive, 542 days
16.1
U0396
0 years, male, NA, stage:T4N2M0, alive, 2243 days
16.1
U0179
0 years, male, NA, stage:T3N1M0, dead, 1043 days
16.1
U0474
0 years, male, NA, stage:T3N1M0, alive, 1017 days
16.1
U2843
0 years, female, NA, stage:T3N0M0, alive, 674 days
16.0
U0403
0 years, male, NA, stage:T3N1M1, dead, 1809 days
16.0
U3029
0 years, male, NA, stage:T2N0M0, alive, 475 days
16.0
U0127
0 years, female, NA, stage:T3N0M0, dead, 2753 days
15.9
U0215
0 years, male, NA, stage:T3N0M0, alive, 1269 days
15.9
U3039
0 years, male, NA, stage:T4N1M1, dead, 366 days
15.9
U2981
0 years, male, NA, stage:T3N0M0, alive, 508 days
15.8
U0175
0 years, male, NA, stage:T3N2M0, alive, 1875 days
15.8
U0224
0 years, female, NA, stage:T3N0M0, alive, 2367 days
15.7
U0955
0 years, female, NA, stage:T3N0M0, alive, 2170 days
15.7
U0135
0 years, female, NA, stage:T3N0M0, alive, 1738 days
15.5
U0373
0 years, female, NA, stage:T3N0M0, alive, 1822 days
15.5
U1141
0 years, female, NA, stage:T4N1M1, dead, 596 days
15.5
U1045
0 years, female, NA, stage:T4N2M0, alive, 1239 days
15.4
U0108
0 years, female, NA, stage:T3N0M1, alive, 535 days
15.4
U0314
0 years, female, NA, stage:T1N0M0, dead, 2436 days
15.3
U1032
0 years, male, NA, stage:T3N1M0, alive, 2113 days
15.3
U3037
0 years, male, NA, stage:T3N1M0, alive, 405 days
15.3
U0199
0 years, female, NA, stage:T4N2M0, alive, 1372 days
15.3
U3042
0 years, male, NA, stage:T3N0M0, alive, 324 days
15.3
U1276
0 years, male, NA, stage:T3N0M0, alive, 2474 days
15.2
U0218
0 years, female, NA, stage:T3N0M0, alive, 714 days
15.1
U0181
0 years, female, NA, stage:T1N0M0, alive, 3623 days
15.1
U0115
0 years, female, NA, stage:T3N0M0, dead, 1738 days
15.0
U0323
0 years, male, NA, stage:T2N0M0, dead, 1016 days
15.0
U0070
0 years, male, NA, stage:T1N0M0, dead, 1319 days
14.9
U0141
0 years, male, NA, stage:T3N2M0, alive, 2079 days
14.9
U0221
0 years, male, NA, stage:T3N0M0, alive, 569 days
14.9
U0123
0 years, male, NA, stage:T3N0M0, dead, 1880 days
14.9
U0156
0 years, female, NA, stage:T4N1M0, alive, 1573 days
14.8
U3051
0 years, male, NA, stage:T3N2M0, alive, 415 days
14.7
U0106
0 years, female, NA, stage:T3N1M0, dead, 653 days
14.7
U0217
0 years, female, NA, stage:T3N0M0, dead, 538 days
14.7
U1127
0 years, female, NA, stage:T3N0M0, alive, 3465 days
14.7
U0075
0 years, male, NA, stage:T3N0M0, dead, 3 days
14.7
U2927
0 years, male, NA, stage:T3N1M0, alive, 564 days
14.7
U1188
0 years, female, NA, stage:T3N0M0, dead, 967 days
14.7
U0938
0 years, female, NA, stage:T3N0M0, dead, 1231 days
14.6
U0991
0 years, male, NA, stage:T4N2M0, dead, 534 days
14.6
U2754
0 years, male, NA, stage:T4N0M0, alive, 809 days
14.6
U1304
0 years, female, NA, stage:TXNXM0, alive, 1081 days
14.5
U3100
0 years, male, NA, stage:T3N1M0, dead, 1608 days
14.5
U0209
0 years, male, NA, stage:T3N1M0, alive, 2109 days
14.5
U1044
0 years, male, NA, stage:T4N0M0, alive, 3146 days
14.5
U0084
0 years, male, NA, stage:T3N0M0, dead, 1662 days
14.4
U1150
0 years, female, NA, stage:T3N0M0, alive, 15 days
14.4
U0399
0 years, female, NA, stage:T4N2M0, dead, 547 days
14.3
U3038
0 years, male, NA, stage:T3N0M0, alive, 328 days
14.2
U0420
0 years, male, NA, stage:T4N1M1, alive, 417 days
14.2
U3030
0 years, female, NA, stage:T3N0M0, alive, 380 days
14.1
U0463
0 years, male, NA, stage:T3N0M0, alive, 946 days
14.1
U2798
0 years, male, NA, stage:T3N0M0, alive, 751 days
14.0
U0081
0 years, male, NA, stage:T3N2M0, dead, 248 days
14.0
U0182
0 years, female, NA, stage:T4N1M0, dead, 260 days
14.0
U0318
0 years, male, NA, stage:T3N0M0, alive, 762 days
14.0
U0444
0 years, female, NA, stage:T4N1M0, alive, 1841 days
14.0
U1338
0 years, female, NA, stage:T4N1M0, dead, 716 days
13.9
U3122
0 years, female, NA, stage:T3N0M1, dead, 91 days
13.9
U0091
0 years, male, NA, stage:T3N0M0, alive, 520 days
13.9
U0078
0 years, female, NA, stage:T3N0M0, alive, 1183 days
13.9
U1253
0 years, female, NA, stage:T3N0M0, dead, 165 days
13.9
U0455
0 years, female, NA, stage:T3N2M0, alive, 2445 days
13.9
U0259
0 years, female, NA, stage:T4N2M0, alive, 76 days
13.8
U0949
0 years, female, NA, stage:T3N0M1, dead, 594 days
13.8
U3000
0 years, female, NA, stage:T3N0M0, alive, 584 days
13.8
U0363
0 years, male, NA, stage:T3N1M0, alive, 3601 days
13.8
U0145
0 years, male, NA, stage:T3N1M1, alive, 623 days
13.8
U0290
0 years, male, NA, stage:T4N2M0, dead, 593 days
13.8
U1486
0 years, female, NA, stage:T4N0M0, alive, 1606 days
13.7
U0105
0 years, female, NA, stage:T2N0M0, dead, 2158 days
13.7
U0426
0 years, male, NA, stage:T3N0M0, dead, 976 days
13.7
U0398
0 years, female, NA, stage:T3N0M0, alive, 721 days
13.7
U0428
0 years, male, NA, stage:T4N1M1, alive, 1016 days
13.6
U0404
0 years, female, NA, stage:T3N2M0, dead, 204 days
13.6
U0447
0 years, male, NA, stage:T4N1M0, dead, 1819 days
13.5
U0233
0 years, female, NA, stage:T3N1M0, alive, 975 days
13.5
U0172
0 years, male, NA, stage:T4N0M0, dead, 678 days
13.4
U3005
0 years, male, NA, stage:T3N0M0, alive, 478 days
13.4
U0113
0 years, male, NA, stage:T4N2M0, alive, 1102 days
13.4
U2975
0 years, male, NA, stage:T4N1M0, alive, 514 days
13.4
U2848
0 years, female, NA, stage:T4N2M0, alive, 669 days
13.3
U0321
0 years, female, NA, stage:T3N0M0, alive, 1029 days
13.3
U1321
0 years, male, NA, stage:T3N1M0, alive, 2578 days
13.3
U0999
0 years, male, NA, stage:T3N2M0, alive, 860 days
13.2
U2928
0 years, male, NA, stage:T2N0M0, alive, 563 days
13.1
U0439
0 years, male, NA, stage:T3N1M0, alive, 1418 days
13.1
U0347
0 years, female, NA, stage:T4N1M1, alive, 628 days
13.1
U0072
0 years, male, NA, stage:T3N0M0, alive, 2772 days
13.1
U0162
0 years, female, NA, stage:T3N0M0, alive, 1488 days
13.0
U0462
0 years, female, NA, stage:T4N1M0, alive, 1017 days
13.0
U2942
0 years, male, NA, stage:T2N0M0, alive, 549 days
12.9
U0146
0 years, female, NA, stage:T3N2M0, dead, 733 days
12.9
U0421
0 years, male, NA, stage:T3N1M0, alive, 674 days
12.9
U0469
0 years, male, NA, stage:T3N0M0, dead, 409 days
12.8
U0464
0 years, male, NA, stage:T3N0M0, alive, 918 days
12.8
U0110
0 years, female, NA, stage:T3N1M1, dead, 878 days
12.7
U0191
0 years, male, NA, stage:T3N1M0, alive, 900 days
12.7
U1251
0 years, male, NA, stage:T4N2M0, alive, 126 days
12.7
U0125
0 years, female, NA, stage:T1N0M0, dead, 668 days
12.7
U0231
0 years, female, NA, stage:T2N0M0, alive, 991 days
12.7
U0112
0 years, female, NA, stage:T3N0M1, alive, 551 days
12.6
U0456
0 years, male, NA, stage:T4N0M0, dead, 2222 days
12.6
U0358
0 years, female, NA, stage:T4N1M0, alive, 2290 days
12.6
U1374
0 years, male, NA, stage:T4N0M0, alive, 827 days
12.6
U1122
0 years, female, NA, stage:T3N2M0, alive, 1675 days
12.6
U0090
0 years, female, NA, stage:T3N0M0, dead, 1258 days
12.6
U1041
0 years, male, NA, stage:T2N0M0, alive, 1108 days
12.6
U0186
0 years, female, NA, stage:T2N0M0, alive, 3726 days
12.6
U1432
0 years, female, NA, stage:T3N1M0, alive, 577 days
12.6
U0161
0 years, male, NA, stage:T4N2M1, alive, 42 days
12.5
U0386
0 years, female, NA, stage:T4N1M1, alive, 2592 days
12.5
U0273
0 years, male, NA, stage:T2N1M0, alive, 2641 days
12.5
U0204
0 years, male, NA, stage:T3N0M0, dead, 770 days
12.4
U2774
0 years, female, NA, stage:T3N0M0, alive, 783 days
12.4
U0915
0 years, female, NA, stage:T3N0M0, alive, 1613 days
12.4
U2792
0 years, male, NA, stage:T2N1M0, alive, 758 days
12.4
U1095
0 years, female, NA, stage:T3N1M1, alive, 2425 days
12.4
U0239
0 years, male, NA, stage:T2N0M0, alive, 67 days
12.4
U1017
0 years, male, NA, stage:T3N0M0, alive, 615 days
12.4
U0370
0 years, female, NA, stage:T3N0M0, alive, 1047 days
12.4
U1386
0 years, male, NA, stage:T3N1M0, alive, 1518 days
12.3
U0360
0 years, female, NA, stage:T3N0M0, dead, 1016 days
12.3
U0069
0 years, female, NA, stage:T4N2M0, dead, 135 days
12.3
U1291
0 years, female, NA, stage:T3N0M0, alive, 2000 days
12.3
U0450
0 years, female, NA, stage:T3N1M0, alive, 763 days
12.3
U0297
0 years, female, NA, stage:T3N2M0, alive, 1196 days
12.3
U0939
0 years, male, NA, stage:T3N1M0, alive, 2960 days
12.2
U0176
0 years, male, NA, stage:T3N1M0, alive, 2600 days
12.2
U0136
0 years, female, NA, stage:T3N0M0, dead, 2795 days
12.2
U0089
0 years, female, NA, stage:T1NXM0, dead, 2365 days
12.2
U1160
0 years, male, NA, stage:T3N1M0, alive, 1557 days
12.2
U1352
0 years, male, NA, stage:T3N2M1, dead, 741 days
12.2
U0225
0 years, male, NA, stage:T3N1M0, alive, 581 days
12.1
U0471
0 years, female, NA, stage:T3N1M0, alive, 1673 days
12.1
U1241
0 years, male, NA, stage:T3N1M0, dead, 49 days
12.1
U1220
0 years, male, NA, stage:T3N2M0, dead, 1953 days
12.1
U3050
0 years, female, NA, stage:T3N0M0, alive, 407 days
12.1
U1250
0 years, male, NA, stage:T2N0M0, alive, 597 days
12.1
U0332
0 years, female, NA, stage:T3N0M0, alive, 2101 days
12.1
U0171
0 years, female, NA, stage:T3N1M0, dead, 1920 days
12.1
U1436
0 years, female, NA, stage:T3N0M0, alive, 1745 days
12.0
U0144
0 years, male, NA, stage:T3N0M0, alive, 1218 days
12.0
U0256
0 years, male, NA, stage:T3N0M0, alive, 738 days
12.0
U0317
0 years, female, NA, stage:T3N2M0, alive, 3209 days
11.9
U1155
0 years, male, NA, stage:T4N1M0, alive, 1815 days
11.9
U0390
0 years, male, NA, stage:T3N1M0, alive, 871 days
11.9
U0254
0 years, female, NA, stage:T3N1M0, alive, 659 days
11.9
U0122
0 years, female, NA, stage:T2N0M0, dead, 159 days
11.9
U0362
0 years, male, NA, stage:T3N0M0, alive, 1148 days
11.9
U0987
0 years, female, NA, stage:T3N0M0, alive, 2482 days
11.8
U0306
0 years, male, NA, stage:T3N1M0, dead, 717 days
11.8
U0196
0 years, male, NA, stage:T3N0M0, alive, 2086 days
11.8
U1067
0 years, male, NA, stage:T3N0M0, alive, 1570 days
11.8
U0111
0 years, male, NA, stage:T2N0M0, alive, 1117 days
11.8
U0207
0 years, female, NA, stage:T3N0M0, dead, 2593 days
11.8
U0187
0 years, male, NA, stage:T3N2M0, alive, 1632 days
11.8
U1062
0 years, female, NA, stage:T4N0M0, alive, 1689 days
11.8
U0307
0 years, male, NA, stage:T3N0M0, alive, 2921 days
11.7
U0350
0 years, female, NA, stage:T4N0M0, alive, 770 days
11.7
U1454
0 years, female, NA, stage:T3N0M0, alive, 393 days
11.7
U1332
0 years, male, NA, stage:T3N0M0, alive, 1672 days
11.7
U0234
0 years, male, NA, stage:T1N1M0, alive, 990 days
11.7
U0590
0 years, female, NA, stage:T3N0M0, alive, 661 days
11.6
U3018
0 years, male, NA, stage:T4N1M0, alive, 463 days
11.6
U0328
0 years, male, NA, stage:T4N0M0, dead, 1362 days
11.6
U0384
0 years, male, NA, stage:T2N1M1, alive, 1024 days
11.6
U0442
0 years, male, NA, stage:T3N0M0, alive, 619 days
11.6
U0313
0 years, male, NA, stage:T4N1M0, dead, 1142 days
11.6
U0094
0 years, female, NA, stage:T3N2M0, alive, 741 days
11.5
U0170
0 years, male, NA, stage:T4N1M0, dead, 832 days
11.5
U0068
0 years, female, NA, stage:T3N1M0, alive, 1991 days
11.5
U1239
0 years, male, NA, stage:T2N0M0, dead, 1998 days
11.4
U0429
0 years, female, NA, stage:T3N0M1, alive, 1099 days
11.4
U1158
0 years, female, NA, stage:T3N1M0, alive, 721 days
11.4
U3025
0 years, male, NA, stage:T4N2M1, alive, 377 days
11.4
U2935
0 years, male, NA, stage:T4N1M0, alive, 555 days
11.4
U0210
0 years, male, NA, stage:T3N0M0, dead, 1800 days
11.4
U2889
0 years, male, NA, stage:T4N0M0, alive, 623 days
11.4
U0357
0 years, female, NA, stage:T3N0M0, alive, 2285 days
11.4
U1204
0 years, male, NA, stage:T4N2M0, alive, 2214 days
11.4
U0269
0 years, female, NA, stage:T3N0M0, alive, 2530 days
11.4
U1396
0 years, female, NA, stage:T4N0M0, alive, 1168 days
11.3
U0438
0 years, female, NA, stage:T3N0M0, alive, 2009 days
11.3
U0453
0 years, male, NA, stage:T3N0M0, alive, 2859 days
11.3
U1274
0 years, male, NA, stage:T2N1M0, alive, 1198 days
11.3
U0281
0 years, male, NA, stage:T3N2M0, alive, 933 days
11.3
U0446
0 years, male, NA, stage:T2N0M0, alive, 1446 days
11.3
U0067
0 years, female, NA, stage:T3N0M0, alive, 2180 days
11.3
U0440
0 years, female, NA, stage:T4N0M0, dead, 2743 days
11.2
U2891
0 years, male, NA, stage:T3N1M0, alive, 619 days
11.2
U0266
0 years, female, NA, stage:T3N1M0, dead, 2221 days
11.2
U2782
0 years, male, NA, stage:T3N1M1, alive, 773 days
11.2
U0411
0 years, female, NA, stage:T3N1M0, alive, 1868 days
11.2
U0320
0 years, female, NA, stage:T4N2M1, alive, 188 days
11.2
U1075
0 years, female, NA, stage:T3N0M0, alive, 1290 days
11.2
U2837
0 years, female, NA, stage:T4N1M0, alive, 681 days
11.1
U1047
0 years, female, NA, stage:T4N2M0, alive, 3592 days
11.1
U0253
0 years, female, NA, stage:T3N0M0, alive, 958 days
11.0
U1301
0 years, female, NA, stage:T4N2M0, dead, 877 days
11.0
U1258
0 years, male, NA, stage:T3N1M0, alive, 1373 days
11.0
U0424
0 years, male, NA, stage:T3N0M0, alive, 2192 days
11.0
U1429
0 years, female, NA, stage:T3N0M0, alive, 1660 days
11.0
U0445
0 years, female, NA, stage:T3N0M0, alive, 1851 days
10.9
U1018
0 years, male, NA, stage:T4N1M1, dead, 1693 days
10.9
U0200
0 years, female, NA, stage:T3N0M0, alive, 2614 days
10.9
U0292
0 years, male, NA, stage:T4N1M0, alive, 1666 days
10.9
U0473
0 years, male, NA, stage:T3N1M0, alive, 786 days
10.9
U0203
0 years, male, NA, stage:T3N0M0, dead, 827 days
10.9
U0316
0 years, male, NA, stage:T3N2M0, alive, 2012 days
10.9
U0908
0 years, female, NA, stage:T3N0M1, dead, 40 days
10.8
U1240
0 years, male, NA, stage:T4N0M0, alive, 765 days
10.8
U1235
0 years, female, NA, stage:T2N0M0, alive, 1319 days
10.8
U0249
0 years, female, NA, stage:T4N2M0, dead, 874 days
10.8
U0168
0 years, male, NA, stage:T3N0M0, dead, 948 days
10.8
U1114
0 years, female, NA, stage:TXNXM1, dead, 473 days
10.8
U0247
0 years, female, NA, stage:T3N1M0, alive, 2538 days
10.7
U0287
0 years, female, NA, stage:T2N0M0, alive, 1897 days
10.7
U1184
0 years, male, NA, stage:T4N1M0, alive, 290 days
10.7
U1392
0 years, male, NA, stage:T3N0M0, alive, 1513 days
10.7
U0262
0 years, female, NA, stage:T2N0M0, alive, 2534 days
10.7
U1317
0 years, male, NA, stage:T4N1M0, alive, 965 days
10.7
U0183
0 years, male, NA, stage:T3N1M1, dead, 2957 days
10.6
U2856
0 years, female, NA, stage:T4N1M1, alive, 660 days
10.6
U0449
0 years, female, NA, stage:T3N0M0, alive, 1851 days
10.6
U0977
0 years, female, NA, stage:T4N2M0, dead, 140 days
10.6
U0303
0 years, female, NA, stage:T3N0M0, alive, 2847 days
10.6
U0198
0 years, male, NA, stage:T3N1M0, alive, 1272 days
10.6
U1349
0 years, female, NA, stage:T3N1M0, alive, 1899 days
10.6
U0285
0 years, female, NA, stage:T3N0M0, alive, 2165 days
10.6
U1086
0 years, female, NA, stage:T1N0M0, alive, 2907 days
10.5
U0400
0 years, male, NA, stage:T4N0M0, dead, 1073 days
10.5
U2815
0 years, female, NA, stage:T3N0M0, alive, 717 days
10.5
U0131
0 years, female, NA, stage:T4N2M1, alive, 238 days
10.5
U0942
0 years, male, NA, stage:T3N0M0, alive, 665 days
10.5
U0222
0 years, female, NA, stage:T3N2M1, alive, 1779 days
10.5
U1111
0 years, female, NA, stage:T3N0M0, dead, 1631 days
10.5
U2959
0 years, male, NA, stage:T3N2M0, alive, 536 days
10.5
U0451
0 years, female, NA, stage:T4N2M0, alive, 3023 days
10.4
U0119
0 years, female, NA, stage:T3N0M0, alive, 3259 days
10.4
U0153
0 years, female, NA, stage:T3N0M0, dead, 1718 days
10.4
U0124
0 years, female, NA, stage:T1N0M0, alive, 2430 days
10.4
U3022
0 years, male, NA, stage:T2N0M0, alive, 484 days
10.4
U0134
0 years, male, NA, stage:T3N0M0, alive, 2009 days
10.4
U0916
0 years, female, NA, stage:T3N0M0, alive, 1578 days
10.4
U1292
0 years, female, NA, stage:T4N1M0, alive, 1147 days
10.3
U0244
0 years, female, NA, stage:T3N1M0, alive, 3184 days
10.3
U0589
0 years, female, NA, stage:T3N0M0, alive, 1176 days
10.3
U0289
0 years, female, NA, stage:T3N0M0, alive, 3511 days
10.3
U0275
0 years, female, NA, stage:T3N2M0, alive, 549 days
10.3
U0368
0 years, male, NA, stage:T2N0M0, alive, 801 days
10.3
U0004
0 years, female, NA, stage:T4N0M0, alive, 3649 days
10.3
U0245
0 years, female, NA, stage:T3N1M0, dead, 564 days
10.3
U0152
0 years, male, NA, stage:T3N1M0, alive, 989 days
10.3
U0104
0 years, female, NA, stage:T4N0M0, dead, 1639 days
10.3
U2964
0 years, male, NA, stage:T3N1M0, alive, 637 days
10.2
U2780
0 years, male, NA, stage:T3N0M0, alive, 778 days
10.2
U0392
0 years, male, NA, stage:T3N2M0, alive, 489 days
10.2
U0929
0 years, male, NA, stage:T4N1M0, alive, 436 days
10.2
U0151
0 years, female, NA, stage:T3N0M0, alive, 2014 days
10.2
U0937
0 years, male, NA, stage:T2N0M0, dead, 1558 days
10.2
U0441
0 years, female, NA, stage:T2N1M0, alive, 2738 days
10.1
U0352
0 years, female, NA, stage:T4N2M0, dead, 385 days
10.1
U0376
0 years, male, NA, stage:T2N1M0, alive, 965 days
10.0
U0933
0 years, male, NA, stage:T3N2M0, dead, 1960 days
10.0
U0355
0 years, male, NA, stage:T4N1M0, dead, 1038 days
10.0
U0092
0 years, male, NA, stage:T3N0M0, alive, 2779 days
10.0
U0211
0 years, female, NA, stage:T3N1M0, alive, 1236 days
10.0
U0984
0 years, female, NA, stage:T4N0M0, alive, 1287 days
10.0
U1343
0 years, female, NA, stage:T4N2M0, alive, 3178 days
9.9
U0427
0 years, male, NA, stage:T2N0M0, alive, 1193 days
9.9
U0354
0 years, male, NA, stage:T3N1M0, alive, 430 days
9.9
U0365
0 years, female, NA, stage:T4N1M0, dead, 313 days
9.9
U0349
0 years, male, NA, stage:T3N1M0, alive, 2682 days
9.9
U2999
0 years, female, NA, stage:T2N0M0, alive, 581 days
9.8
U0121
0 years, male, NA, stage:T4N2M0, alive, 655 days
9.8
U1303
0 years, male, NA, stage:T4N1M0, alive, 2283 days
9.8
U0367
0 years, female, NA, stage:T3N1M0, alive, 3075 days
9.8
U3012
0 years, male, NA, stage:T3N0M0, alive, 472 days
9.8
U0361
0 years, male, NA, stage:T3N0M0, alive, 686 days
9.7
U0898
0 years, female, NA, stage:T4aN0M0, dead, 340 days
9.7
U0185
0 years, male, NA, stage:T1N0M0, alive, 1248 days
9.6
U1344
0 years, female, NA, stage:T3N1M0, alive, 1450 days
9.6
U0099
0 years, female, NA, stage:T3N0M0, dead, 986 days
9.6
U0335
0 years, female, NA, stage:T3N1M0, alive, 2464 days
9.6
U0240
0 years, female, NA, stage:T3N1M0, dead, 800 days
9.6
U0268
0 years, male, NA, stage:T3N0M0, alive, 2978 days
9.6
U0073
0 years, male, NA, stage:T4N0MX, dead, 318 days
9.6
U0189
0 years, female, NA, stage:T3N0M0, dead, 1823 days
9.5
U0163
0 years, male, NA, stage:T4N0M0, alive, 697 days
9.5
U2747
0 years, female, NA, stage:T4N1M0, dead, 54 days
9.5
U0356
0 years, male, NA, stage:T4N1M0, alive, 536 days
9.5
U1446
0 years, female, NA, stage:T3N0M0, alive, 2314 days
9.5
U1347
0 years, female, NA, stage:T3N0M0, alive, 1401 days
9.5
U0193
0 years, male, NA, stage:T3N1M0, dead, 876 days
9.5
U1213
0 years, female, NA, stage:T2N0M0, alive, 560 days
9.5
U0250
0 years, female, NA, stage:T4N0M0, dead, 906 days
9.5
U2753
0 years, female, NA, stage:T2N0M0, alive, 813 days
9.5
U0280
0 years, male, NA, stage:T3N1M1, alive, 2731 days
9.4
U0082
0 years, female, NA, stage:T3N1M0, dead, 2339 days
9.4
U0435
0 years, female, NA, stage:T2N0M0, alive, 3616 days
9.4
U0295
0 years, male, NA, stage:T3N0M0, dead, 2572 days
9.4
U0178
0 years, female, NA, stage:T3N1M0, dead, 2096 days
9.4
U1069
0 years, female, NA, stage:T3N0M0, dead, 2187 days
9.4
U1401
0 years, female, NA, stage:T3N0M0, alive, 1482 days
9.4
U0101
0 years, male, NA, stage:T3N1M1, alive, 1878 days
9.3
U0277
0 years, male, NA, stage:T2N1M0, alive, 270 days
9.3
U0309
0 years, female, NA, stage:T3N0M0, dead, 1898 days
9.3
U0126
0 years, male, NA, stage:T3N0M0, dead, 2876 days
9.3
U0158
0 years, male, NA, stage:T1N0M0, dead, 3101 days
9.2
U0333
0 years, female, NA, stage:T3N2M0, dead, 1959 days
9.2
U1472
0 years, female, NA, stage:T3N1M0, alive, 1316 days
9.2
U1257
0 years, male, NA, stage:T3N0M0, alive, 833 days
9.2
U1212
0 years, female, NA, stage:T2N0M0, alive, 69 days
9.2
U0143
0 years, male, NA, stage:T3N2M0, alive, 2313 days
9.2
U1060
0 years, male, NA, stage:T3N0M0, alive, 2442 days
9.2
U0214
0 years, male, NA, stage:T4N1M1, alive, 788 days
9.1
U0312
0 years, female, NA, stage:T4N2M1, alive, 499 days
9.1
U0448
0 years, male, NA, stage:T3N2M0, alive, 3615 days
9.1
U0465
0 years, male, NA, stage:T3N0M0, alive, 2383 days
9.1
U0443
0 years, male, NA, stage:T3N0M0, alive, 1677 days
9.0
U0195
0 years, male, NA, stage:T3N0M0, alive, 3326 days
9.0
U2902
0 years, female, NA, stage:T2N0M0, alive, 596 days
9.0
U1183
0 years, male, NA, stage:T4N2M0, alive, 959 days
9.0
U0260
0 years, male, NA, stage:T1N0M1, alive, 2928 days
9.0
U0236
0 years, male, NA, stage:T3N1M0, alive, 1842 days
9.0
U0460
0 years, female, NA, stage:T3N0M0, dead, 2069 days
9.0
U0459
0 years, female, NA, stage:T3N0M0, alive, 966 days
9.0
U1129
0 years, male, NA, stage:T3N0M0, dead, 118 days
8.9
U0133
0 years, female, NA, stage:T3N0M0, alive, 773 days
8.9
U0288
0 years, male, NA, stage:T1N0M0, alive, 1513 days
8.8
U0382
0 years, female, NA, stage:T3N0M0, alive, 2550 days
8.8
U1473
0 years, female, NA, stage:T3N0M0, alive, 1553 days
8.8
U0085
0 years, male, NA, stage:T4N1M0, dead, 1698 days
8.8
U0248
0 years, male, NA, stage:T3N0M0, alive, 1870 days
8.8
U0381
0 years, male, NA, stage:T3N1M0, dead, 71 days
8.7
U0154
0 years, male, NA, stage:T3N0M0, alive, 820 days
8.7
U0340
0 years, female, NA, stage:T4N2M1, dead, 438 days
8.6
U1327
0 years, female, NA, stage:T3N0M0, alive, 1613 days
8.6
U0235
0 years, female, NA, stage:T3N0M0, alive, 1327 days
8.6
U0100
0 years, female, NA, stage:T3N0M0, dead, 1920 days
8.5
U0344
0 years, male, NA, stage:T2N1M0, dead, 818 days
8.5
U2979
0 years, male, NA, stage:T3N2M0, alive, 616 days
8.5
U0302
0 years, male, NA, stage:T1N0M0, alive, 892 days
8.5
U0375
0 years, male, NA, stage:T3N0M0, dead, 666 days
8.5
U1102
0 years, male, NA, stage:T2N0M0, alive, 1354 days
8.5
U1366
0 years, male, NA, stage:T3N1M0, alive, 2010 days
8.4
U1071
0 years, female, NA, stage:T4N0M1, alive, 1514 days
8.4
U0252
0 years, male, NA, stage:T3N1M0, dead, 1761 days
8.3
U0107
0 years, male, NA, stage:T3N0M0, dead, 2354 days
8.3
U0342
0 years, male, NA, stage:T4N2M0, alive, 305 days
8.3
U1059
0 years, male, NA, stage:T3N1M0, alive, 2790 days
8.3
U0976
0 years, female, NA, stage:T3N2M0, dead, 97 days
8.2
U1040
0 years, male, NA, stage:T2N0M0, alive, 1029 days
8.2
U1267
0 years, male, NA, stage:T3N1M0, dead, 2869 days
8.2
U0338
0 years, female, NA, stage:T3N0M0, alive, 1016 days
8.2
U0378
0 years, female, NA, stage:T4N1M0, dead, 815 days
8.1
U0397
0 years, male, NA, stage:T4N0M0, alive, 1663 days
8.1
U0436
0 years, male, NA, stage:T4N1M1, alive, 960 days
8.1
U2803
0 years, male, NA, stage:T3N1M0, alive, 744 days
8.1
U0102
0 years, female, NA, stage:T4N2M0, dead, 670 days
8.1
U1346
0 years, female, NA, stage:T3N0M0, alive, 1137 days
8.1
U2842
0 years, female, NA, stage:T4N2M0, alive, 675 days
8.1
U1130
0 years, male, NA, stage:T2N1M0, alive, 913 days
8.1
U0972
0 years, female, NA, stage:T1N0M0, alive, 2473 days
8.0
U0263
0 years, female, NA, stage:T3N0M1, alive, 362 days
8.0
U0960
0 years, male, NA, stage:T3N0M0, alive, 1009 days
8.0
U2956
0 years, female, NA, stage:T3N0M0, alive, 540 days
8.0
U1474
0 years, female, NA, stage:T1N0MX, alive, 2012 days
8.0
U0066
0 years, male, NA, stage:T3N0M0, dead, 2486 days
8.0
U1421
0 years, female, NA, stage:T3N1M0, alive, 1905 days
7.9
U1013
0 years, female, NA, stage:T2N1M0, alive, 1439 days
7.9
U0223
0 years, male, NA, stage:T4N1M0, alive, 1812 days
7.9
U0166
0 years, female, NA, stage:T3N0M0, alive, 763 days
7.8
U1228
0 years, male, NA, stage:T3N0M0, alive, 1333 days
7.8
U0180
0 years, male, NA, stage:T3N0M1, dead, 965 days
7.8
U0336
0 years, female, NA, stage:T3N0M0, alive, 1100 days
7.7
U0315
0 years, female, NA, stage:T2N0M0, alive, 1973 days
7.7
U0274
0 years, male, NA, stage:T3N0M0, dead, 1570 days
7.7
U0109
0 years, female, NA, stage:T4N2M1, alive, 144 days
7.7
U1065
0 years, female, NA, stage:T3N2M0, alive, 2954 days
7.7
U1031
0 years, male, NA, stage:T1N1M0, alive, 1625 days
7.6
U0270
0 years, female, NA, stage:T1N0M0, alive, 2187 days
7.6
U0117
0 years, female, NA, stage:T2N0M0, dead, 1078 days
7.6
U0129
0 years, male, NA, stage:T4N0M0, dead, 1265 days
7.6
U0401
0 years, male, NA, stage:T4N1M0, alive, 1715 days
7.6
U1074
0 years, male, NA, stage:T3N0M0, dead, 1043 days
7.6
U0966
0 years, male, NA, stage:T4N0M0, dead, 1513 days
7.5
U1007
0 years, male, NA, stage:T3N0M0, alive, 1333 days
7.5
U0389
0 years, female, NA, stage:T3N1M0, dead, 927 days
7.5
U0408
0 years, female, NA, stage:T4N0M0, dead, 2100 days
7.5
U1369
0 years, male, NA, stage:T3N0M0, dead, 1604 days
7.5
U0098
0 years, male, NA, stage:T3N0M0, dead, 2473 days
7.4
U0379
0 years, male, NA, stage:T2N0M0, alive, 1819 days
7.4
U1099
0 years, female, NA, stage:T3N0M0, alive, 2068 days
7.3
U1246
0 years, female, NA, stage:T3N0M0, alive, 1441 days
7.2
U1046
0 years, female, NA, stage:T4N2M1, dead, 697 days
7.2
U0327
0 years, male, NA, stage:T4N0M0, alive, 833 days
7.2
U0278
0 years, female, NA, stage:T2N0M0, alive, 763 days
7.1
U0385
0 years, male, NA, stage:T3N0M0, alive, 902 days
7.1
U0002
0 years, female, NA, stage:T3N2M0, alive, 3691 days
7.0
U0167
0 years, male, NA, stage:T3N1M0, alive, 1820 days
7.0
U2958
0 years, female, NA, stage:T1N0M0, alive, 536 days
7.0
U1104
0 years, female, NA, stage:T4N0M0, alive, 1109 days
6.9
U2948
0 years, female, NA, stage:T3N1M0, alive, 543 days
6.9
U0142
0 years, female, NA, stage:T4N1M0, alive, 2340 days
6.9
U0970
0 years, female, NA, stage:T4N1M0, alive, 939 days
6.8
U0433
0 years, male, NA, stage:T4N1M1, dead, 440 days
6.8
U2819
0 years, female, NA, stage:T3N0M0, alive, 708 days
6.7
U1072
0 years, male, NA, stage:T1N0M0, alive, 1446 days
6.7
U1120
0 years, male, NA, stage:T4N1M1, alive, 823 days
6.7
U1022
0 years, male, NA, stage:T4N2M0, dead, 61 days
6.6
U0300
0 years, male, NA, stage:T2N0M0, alive, 974 days
6.6
U0246
0 years, female, NA, stage:T4N0M0, dead, 1192 days
6.5
U0227
0 years, female, NA, stage:T4N2M0, alive, 291 days
6.5
U0993
0 years, male, NA, stage:T4N2M0, alive, 1267 days
6.4
U0229
0 years, female, NA, stage:TXN2M1, dead, 2115 days
6.4
U0319
0 years, male, NA, stage:T3N0M0, alive, 2801 days
6.3
U1107
0 years, male, NA, stage:T3N0M0, alive, 329 days
6.2
U1147
0 years, male, NA, stage:T3N0M0, dead, 282 days
6.1
U1073
0 years, female, NA, stage:T3N1M0, alive, 1359 days
6.1
U0934
0 years, female, NA, stage:T3N0M0, alive, 1185 days
5.8
U1208
0 years, female, NA, stage:T1N0M0, alive, 834 days
5.6
U1483
0 years, female, NA, stage:T3N0M0, alive, 1094 days
5.6
U0208
0 years, female, NA, stage:T3N1M0, dead, 1233 days
5.5
U0169
0 years, male, NA, stage:T4N2M0, alive, 616 days
5.1
U0326
0 years, female, NA, stage:T3N0M0, alive, 3178 days
5.1
U1384
0 years, male, NA, stage:T4N1M0, alive, 1319 days
0.8
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.
RAP2C 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
14.3
Number of samples
88
Samples
Sample
Description
TPM
TCGA-DC-6158-01A
0 years, male, white, stage:Stage I, dead, 334 days
34.9
TCGA-DC-6156-01A
0 years, male, white, stage:Stage IVA, alive, 943 days
31.6
TCGA-DC-5869-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 943 days
30.3
TCGA-DC-6683-01A
0 years, male, white, stage:Stage IIIB, alive, 762 days
27.4
TCGA-F5-6464-01A
0 years, female, white, stage:Stage IIIC, dead, 303 days
27.1
TCGA-AH-6903-01A
0 years, male, white, stage:Stage IIIB, alive, 592 days
25.8
TCGA-EI-6512-01A
0 years, female, white, stage:Stage IIIB, alive, 538 days
25.2
TCGA-AG-4022-01A
0 years, female, stage:Stage II, alive, 1400 days
24.2
TCGA-AF-2687-01A
0 years, male, white, stage:Stage IIIC, alive, 1427 days
22.3
TCGA-CL-5917-01A
0 years, female, white, stage:Stage IIIC, alive, 2376 days
22.0
TCGA-AH-6549-01A
0 years, male, white, stage:'--, alive, 532 days
21.8
TCGA-AG-3742-01A
0 years, female, stage:Stage I, alive, 30 days
21.1
TCGA-EI-6882-01A
0 years, male, white, stage:Stage IIA, alive, 262 days
20.6
TCGA-AF-2693-01A
0 years, male, white, stage:Stage I, alive, 1155 days
20.4
TCGA-AF-6136-01A
0 years, female, white, stage:Stage IIIB, alive, 741 days
20.1
TCGA-G5-6235-01A
0 years, male, white, stage:Stage IIIB, alive, 1696 days
19.8
TCGA-F5-6702-01A
0 years, male, white, stage:Stage IVA, dead, 869 days
19.5
TCGA-DC-6157-01A
0 years, male, black or african american, stage:Stage I, alive, 1581 days
18.7
TCGA-AF-6655-01A
0 years, male, white, stage:Stage IIIA, alive, 609 days
18.7
TCGA-AF-A56N-01A
0 years, female, black or african american, stage:Stage IIA, alive, 360 days
18.4
TCGA-DC-5337-01A
0 years, male, white, stage:Stage I, alive, 792 days
17.7
TCGA-F5-6465-01A
0 years, female, white, stage:Stage IIA, alive, 1506 days
17.2
TCGA-DT-5265-01A
0 years, male, asian, stage:Stage II, alive, 384 days
17.1
TCGA-EI-6511-01A
0 years, male, white, stage:Stage IIIB, alive, 482 days
17.0
TCGA-EF-5831-01A
0 years, male, white, stage:Stage IIA, alive, 127 days
17.0
TCGA-AG-3592-01A
0 years, male, stage:Stage IIA, alive, 1035 days
16.6
TCGA-EI-6513-01A
0 years, male, white, stage:Stage IIIB, alive, 497 days
16.5
TCGA-AH-6644-01A
0 years, male, white, stage:'--, alive, 838 days
16.5
TCGA-G5-6233-01A
0 years, male, white, stage:'--, dead, 556 days
16.3
TCGA-DC-4745-01A
0 years, female, white, stage:Stage IIIB, alive, 639 days
16.3
TCGA-F5-6811-01A
0 years, female, white, stage:Stage IIA, alive, 979 days
16.2
TCGA-DC-6682-01A
0 years, male, white, stage:Stage IIA, alive, 762 days
16.0
TCGA-CL-4957-01A
0 years, female, stage:'--, dead, 425 days
15.8
TCGA-DC-6154-01A
0 years, female, white, stage:Stage IVA, alive, 365 days
15.8
TCGA-DC-6160-01A
0 years, male, white, stage:Stage I, alive, 1339 days
15.8
TCGA-F5-6814-01A
0 years, male, white, stage:Stage IIA, alive, 1131 days
15.4
TCGA-BM-6198-01A
0 years, male, white, stage:Stage IIIB, alive, 646 days
15.2
TCGA-AH-6643-01A
0 years, male, white, stage:Stage IIIC, dead, 1314 days
15.1
TCGA-EF-5830-01A
0 years, male, white, stage:Stage IIB, alive, 106 days
15.1
TCGA-DC-4749-01A
0 years, male, white, stage:Stage I, alive, 762 days
14.7
TCGA-AF-5654-01A
0 years, female, white, stage:Stage I, dead, 512 days
14.2
TCGA-AH-6897-01A
0 years, male, white, stage:Stage I, alive, 804 days
13.8
TCGA-AH-6547-01A
0 years, female, white, stage:'--, dead, 76 days
13.4
TCGA-EI-6508-01A
0 years, female, white, stage:Stage IIIB, alive, 636 days
13.4
TCGA-AG-3731-01A
0 years, male, stage:Stage IV, alive, 1126 days
13.2
TCGA-AG-4021-01A
0 years, female, stage:Stage IV, dead, 121 days
12.9
TCGA-CI-6621-01A
0 years, male, white, stage:Stage IIIB, alive, 419 days
12.8
TCGA-AF-3911-01A
0 years, male, white, stage:Stage IIIC, alive, 1148 days
12.7
TCGA-DY-A0XA-01A
0 years, female, white, stage:Stage IIA, alive, 3846 days
12.7
TCGA-AG-3902-01A
0 years, male, stage:Stage IIA, alive, 974 days
12.5
TCGA-EI-6881-01A
0 years, male, white, stage:Stage IIIA, alive, 499 days
11.9
TCGA-AF-A56K-01A
0 years, male, black or african american, stage:Stage IIA, alive, 2635 days
11.7
TCGA-EI-6514-01A
0 years, female, white, stage:Stage IIA, alive, 496 days
11.4
TCGA-AF-6672-01A
0 years, male, white, stage:Stage IV, alive, 748 days
11.2
TCGA-F5-6813-01A
0 years, male, white, stage:Stage IIIC, dead, 598 days
11.1
TCGA-EI-6506-01A
0 years, female, white, stage:Stage IIA, alive, 625 days
10.6
TCGA-AF-2690-01A
0 years, female, white, stage:Stage IIIC, dead, 524 days
10.4
TCGA-CI-6622-01A
0 years, male, white, stage:Stage IIB, alive, 1362 days
10.4
TCGA-DY-A1DG-01A
0 years, male, white, stage:Stage IVA, dead, 1566 days
10.3
TCGA-AG-3732-01A
0 years, female, stage:Stage I, alive, 1003 days
10.2
TCGA-F5-6571-01A
0 years, female, white, stage:Stage IIA, alive, 1288 days
10.0
TCGA-DC-6681-01A
0 years, female, white, stage:Stage IVA, alive, 790 days
10.0
TCGA-DY-A1DD-01A
0 years, female, white, stage:Stage IIIB, dead, 1741 days
9.9
TCGA-AH-6544-01A
0 years, male, white, stage:'--, alive, 1173 days
9.7
TCGA-EI-6509-01A
0 years, male, white, stage:Stage IIIC, alive, 517 days
9.6
TCGA-EI-7004-01A
0 years, female, white, stage:'--, alive, 257 days
9.4
TCGA-F5-6861-01A
0 years, female, white, stage:Stage IIA, alive, 1160 days
9.4
TCGA-EI-7002-01A
0 years, male, white, stage:Stage IV, alive, 364 days
9.3
TCGA-F5-6863-01A
0 years, female, white, stage:Stage IIIB, dead, 361 days
9.3
TCGA-EI-6885-01A
0 years, female, white, stage:Stage IV, alive, 415 days
9.3
TCGA-F5-6812-01A
0 years, male, white, stage:Stage IIA, alive, 1110 days
9.3
TCGA-EI-6507-01A
0 years, male, white, stage:Stage IIA, alive, 607 days
9.1
TCGA-CI-6620-01A
0 years, female, white, stage:Stage IVA, alive, 1009 days
8.9
TCGA-EI-6917-01A
0 years, male, white, stage:Stage IIIA, alive, 531 days
8.8
TCGA-AF-4110-01A
0 years, male, white, stage:Stage IVA, alive, 912 days
8.8
TCGA-AG-3591-01A
0 years, female, stage:Stage IIA, alive, 1035 days
8.7
TCGA-EI-6884-01A
0 years, male, white, stage:Stage IIIA, alive, 328 days
8.5
TCGA-DY-A1DC-01A
0 years, female, white, stage:Stage IIA, dead, 1258 days
8.3
TCGA-G5-6572-01A
0 years, male, white, stage:'--, dead, 1432 days
8.0
TCGA-F5-6864-01A
0 years, female, white, stage:Stage IIIB, alive, 379 days
7.9
TCGA-AF-A56L-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 2007 days
7.8
TCGA-G5-6641-01A
0 years, male, white, stage:Stage IIIA, alive, 804 days
7.6
TCGA-EI-6510-01A
0 years, female, white, stage:'--, alive, 556 days
6.8
TCGA-DY-A1DF-01A
0 years, female, white, stage:Stage IIIC, dead, 734 days
6.1
TCGA-EI-6883-01A
0 years, male, white, stage:Stage IIC, alive, 350 days
5.8
TCGA-DY-A1DE-01A
0 years, female, white, stage:Stage IIA, alive, 3932 days
5.7
TCGA-DY-A1H8-01A
0 years, female, white, stage:Stage IIIA, dead, 992 days
4.2
TCGA-DC-6155-01A
0 years, female, white, stage:Stage IIIA, alive, 425 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
RAP2C 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
12.2
Number of samples
207
Samples
Sample
Description
TPM
U2836
0 years, male, NA, stage:T3N0M0, alive, 322 days
31.2
U0695
0 years, male, NA, stage:T3N0M0, alive, 566 days
23.8
U2972
0 years, male, NA, stage:T3N0M0, alive, 161 days
22.7
U0174
0 years, male, NA, stage:T3N0M0, alive, 450 days
22.3
U0276
0 years, male, NA, stage:T3N1M1, alive, 934 days
21.9
U0243
0 years, female, NA, stage:T3N2M0, alive, 2975 days
20.8
U2779
0 years, male, NA, stage:T3N0M0, alive, 419 days
19.2
U0138
0 years, male, NA, stage:T3N1M0, dead, 2472 days
18.4
U0535
0 years, female, NA, stage:T4N1M0, alive, 2473 days
17.8
U0194
0 years, male, NA, stage:T3N1M0, alive, 680 days
17.7
U0251
0 years, male, NA, stage:T2N0M0, alive, 1906 days
17.3
U0137
0 years, male, NA, stage:T3N1M0, dead, 1799 days
17.2
U0641
0 years, female, NA, stage:T3N0M0, dead, 1626 days
17.2
U0484
0 years, male, NA, stage:T4N2M0, alive, 1275 days
17.2
U0173
0 years, male, NA, stage:T2N0M0, dead, 2375 days
17.2
U0862
0 years, male, NA, stage:T4N2M1, dead, 1064 days
16.9
U0647
0 years, female, NA, stage:T3N0M0, alive, 1476 days
16.9
U0512
0 years, male, NA, stage:T3N0M0, alive, 2550 days
16.9
U0553
0 years, female, NA, stage:T3N2M0, alive, 1704 days
16.8
U0216
0 years, male, NA, stage:T2N0M0, alive, 2684 days
16.5
U0802
0 years, male, NA, stage:T3N2M1, dead, 338 days
16.4
U0220
0 years, male, NA, stage:T2N0M0, alive, 1066 days
16.4
U0651
0 years, male, NA, stage:T3N0M0, alive, 1354 days
16.3
U2994
0 years, female, NA, stage:T4N1M0, alive, 132 days
16.2
U0638
0 years, male, NA, stage:T2N0M0, alive, 1801 days
16.2
U0351
0 years, female, NA, stage:T3N2M0, alive, 2886 days
16.1
U0120
0 years, female, NA, stage:T3N0M0, alive, 3233 days
16.1
U3047
0 years, male, NA, stage:T3N2M0, alive, 205 days
15.9
U0296
0 years, male, NA, stage:T3N0M0, alive, 2610 days
15.8
U0657
0 years, female, NA, stage:T2N0M0, dead, 1109 days
15.8
U0637
0 years, male, NA, stage:T3N1M0, alive, 1997 days
15.8
U0116
0 years, male, NA, stage:T3N1M0, dead, 930 days
15.7
U0550
0 years, male, NA, stage:T3N2M0, alive, 2191 days
15.7
U0494
0 years, male, NA, stage:T4N2M0, alive, 1290 days
15.6
U0595
0 years, male, NA, stage:T2N0M0, alive, 2535 days
15.5
U0675
0 years, female, NA, stage:T4N1M0, dead, 89 days
15.4
U0800
0 years, male, NA, stage:T3N2M1, dead, 411 days
15.4
U0592
0 years, female, NA, stage:T2N0M0, dead, 670 days
15.2
U0405
0 years, male, NA, stage:T3N1M0, alive, 829 days
15.2
U3023
0 years, female, NA, stage:T2N0M0, alive, 404 days
15.0
U0584
0 years, male, NA, stage:T3N2M0, alive, 2705 days
14.9
U0478
0 years, male, NA, stage:T4N2M0, alive, 2051 days
14.9
U0088
0 years, male, NA, stage:T3N1M1, dead, 260 days
14.9
U0213
0 years, male, NA, stage:T3N1M0, alive, 3018 days
14.8
U0594
0 years, male, NA, stage:T3N0M0, alive, 2852 days
14.8
U0805
0 years, male, NA, stage:T3N1M1, dead, 731 days
14.8
U0140
0 years, male, NA, stage:T3N2M0, alive, 2655 days
14.7
U0663
0 years, female, NA, stage:T3N1M0, alive, 762 days
14.6
U0030
0 years, female, NA, stage:T2N0M0, dead, 987 days
14.4
U0572
0 years, female, NA, stage:T3N1M0, alive, 2621 days
14.4
U0264
0 years, male, NA, stage:T4N2M0, alive, 2020 days
14.4
U0329
0 years, male, NA, stage:T3N1M0, dead, 805 days
14.3
U0578
0 years, male, NA, stage:T2N2M0, alive, 1724 days
14.3
U0364
0 years, female, NA, stage:T4N2M1, dead, 151 days
14.2
U0325
0 years, male, NA, stage:T3N0M0, dead, 1947 days
14.2
U0852
0 years, male, NA, stage:T3N2M1, alive, 1651 days
14.2
U0713
0 years, male, NA, stage:T2N0M0, alive, 359 days
14.1
U0457
0 years, male, NA, stage:T3N0M0, alive, 833 days
14.0
U0561
0 years, female, NA, stage:T3N2M0, alive, 1577 days
13.9
U0147
0 years, female, NA, stage:T3N0M0, dead, 2085 days
13.6
U0593
0 years, male, NA, stage:T4bN0M0, alive, 876 days
13.6
U0645
0 years, male, NA, stage:T3N0M0, alive, 1567 days
13.6
U0311
0 years, female, NA, stage:T3N1M0, alive, 1176 days
13.5
U0298
0 years, male, NA, stage:T3N1M0, alive, 513 days
13.5
U0228
0 years, male, NA, stage:T2N0M0, alive, 963 days
13.5
U0539
0 years, male, NA, stage:T4N2M0, alive, 2017 days
13.5
U0861
0 years, female, NA, stage:T4N2M1, dead, 184 days
13.4
U3049
0 years, male, NA, stage:T2N0M0, alive, 533 days
13.2
U0294
0 years, male, NA, stage:T4N0M1, alive, 561 days
13.2
U0562
0 years, female, NA, stage:T3N1M0, alive, 3092 days
13.2
U0642
0 years, male, NA, stage:T3N0M0, alive, 1603 days
13.2
U0656
0 years, male, NA, stage:T3N2M0, alive, 1150 days
13.1
U0643
0 years, female, NA, stage:T2N1M0, dead, 1583 days
13.1
U2834
0 years, male, NA, stage:T3N1M0, alive, 323 days
13.1
U0865
0 years, female, NA, stage:T3N1M1, dead, 856 days
13.1
U0093
0 years, male, NA, stage:T3N2M0, dead, 1118 days
13.1
U0848
0 years, male, NA, stage:T3N1M1, dead, 1185 days
13.0
U0293
0 years, male, NA, stage:T3N1M0, alive, 2717 days
13.0
U0558
0 years, female, NA, stage:T3N2M0, alive, 2011 days
13.0
U0654
0 years, male, NA, stage:T3N2M0, alive, 1220 days
13.0
U0648
0 years, female, NA, stage:T3N0M0, alive, 1415 days
12.9
U0602
0 years, male, NA, stage:T2N0M0, alive, 1385 days
12.9
U0468
0 years, female, NA, stage:T3N0M0, alive, 1921 days
12.9
U0519
0 years, male, NA, stage:T4N2M0, dead, 519 days
12.8
U0242
0 years, male, NA, stage:T3N0M0, alive, 2950 days
12.6
U0568
0 years, male, NA, stage:T4N1M0, alive, 1287 days
12.5
U0422
0 years, female, NA, stage:T3N2M1, dead, 1710 days
12.4
U0407
0 years, male, NA, stage:T3N1M0, dead, 2027 days
12.4
U0417
0 years, female, NA, stage:T3N2M1, dead, 893 days
12.3
U0128
0 years, female, NA, stage:T3N1M0, alive, 449 days
12.2
U0391
0 years, female, NA, stage:T3N0M0, alive, 1179 days
12.2
U0814
0 years, female, NA, stage:T3N1M1, dead, 482 days
12.2
U0502
0 years, male, NA, stage:T4N1M0, alive, 1065 days
12.2
U0406
0 years, female, NA, stage:T4N2M1, dead, 778 days
12.1
U0080
0 years, female, NA, stage:T3N0M0, dead, 489 days
12.1
U0849
0 years, female, NA, stage:T4N0M1, dead, 267 days
12.1
U0190
0 years, male, NA, stage:T3N0M0, alive, 2367 days
12.1
U2991
0 years, female, NA, stage:T1N0M0, alive, 135 days
12.0
U0587
0 years, male, NA, stage:T3N1M0, alive, 2107 days
12.0
U0271
0 years, female, NA, stage:T3N1M0, alive, 2414 days
12.0
U0418
0 years, male, NA, stage:T4N1M0, alive, 1246 days
11.9
U0096
0 years, female, NA, stage:T4N2M1, dead, 257 days
11.8
U0793
0 years, male, NA, stage:T3N1M1, dead, 195 days
11.8
U0857
0 years, male, NA, stage:T4N2M1, dead, 954 days
11.7
U0454
0 years, male, NA, stage:T3N1M0, alive, 2997 days
11.7
U0192
0 years, male, NA, stage:T3N0M0, alive, 2081 days
11.7
U0803
0 years, female, NA, stage:T3N1M1, dead, 495 days
11.6
U0077
0 years, female, NA, stage:T2N0M0, dead, 588 days
11.6
U0343
0 years, female, NA, stage:T2N0M0, alive, 701 days
11.6
U0371
0 years, female, NA, stage:T3N0M0, alive, 2688 days
11.6
U0533
0 years, male, NA, stage:T3N2M0, alive, 2248 days
11.5
U0086
0 years, female, NA, stage:T3N1M0, dead, 594 days
11.5
U0809
0 years, female, NA, stage:T3N1M1, dead, 275 days
11.4
U0118
0 years, female, NA, stage:T3N2M0, dead, 350 days
11.4
U0159
0 years, female, NA, stage:T3N1M0, alive, 1517 days
11.3
U0423
0 years, female, NA, stage:T4N2M0, alive, 2735 days
11.3
U0402
0 years, female, NA, stage:T3N1M0, dead, 2487 days
11.3
U0346
0 years, male, NA, stage:T4N2M0, alive, 1148 days
11.2
U0380
0 years, male, NA, stage:T2N0M0, alive, 2155 days
11.1
U0604
0 years, male, NA, stage:T3N1M0, alive, 1522 days
11.1
U0804
0 years, female, NA, stage:T3N2M1, dead, 380 days
11.1
U0079
0 years, male, NA, stage:T4N2M0, dead, 1891 days
11.1
U0409
0 years, female, NA, stage:T3N1M0, alive, 934 days
11.0
U0591
0 years, male, NA, stage:T2N0M0, alive, 1023 days
11.0
U0498
0 years, female, NA, stage:T4N1M0, alive, 1906 days
11.0
U0545
0 years, male, NA, stage:T3N0M0, alive, 2340 days
10.9
U0557
0 years, female, NA, stage:T3N2M0, alive, 2009 days
10.9
U0650
0 years, female, NA, stage:T2N2M0, alive, 1331 days
10.9
U0353
0 years, female, NA, stage:T1N0M0, alive, 2912 days
10.9
U0466
0 years, male, NA, stage:T3N0M0, alive, 1381 days
10.8
U0511
0 years, female, NA, stage:T3N0M0, dead, 2387 days
10.8
U0581
0 years, female, NA, stage:T3N2M0, alive, 1660 days
10.7
U0565
0 years, male, NA, stage:T4N1M0, alive, 1452 days
10.7
U0820
0 years, male, NA, stage:T3NXM1, dead, 622 days
10.7
U0230
0 years, female, NA, stage:T1N1M0, alive, 3152 days
10.7
U0282
0 years, male, NA, stage:T3N2M0, dead, 1869 days
10.6
U0415
0 years, male, NA, stage:T3N1M0, alive, 2526 days
10.6
U0097
0 years, male, NA, stage:T3N0M1, dead, 2903 days
10.6
U0577
0 years, female, NA, stage:T3N2M0, alive, 2474 days
10.6
U0155
0 years, male, NA, stage:T2N0M0, dead, 1672 days
10.5
U0434
0 years, male, NA, stage:T2N0M0, alive, 2558 days
10.5
U0534
0 years, female, NA, stage:T3N2M0, alive, 1361 days
10.4
U0601
0 years, female, NA, stage:T4N1M0, alive, 1368 days
10.4
U2955
0 years, male, NA, stage:T3N1M0, alive, 181 days
10.3
U2764
0 years, male, NA, stage:T3N2M0, alive, 440 days
10.3
U0532
0 years, male, NA, stage:T3N0M0, dead, 730 days
10.3
U0707
0 years, male, NA, stage:T3N1M0, alive, 518 days
10.2
U0212
0 years, male, NA, stage:T3N0M1, alive, 1330 days
10.2
U0542
0 years, male, NA, stage:T3N2M0, dead, 1482 days
10.1
U0359
0 years, male, NA, stage:T3N2M0, dead, 2443 days
10.1
U0188
0 years, female, NA, stage:T3N1M0, alive, 2134 days
10.1
U0508
0 years, male, NA, stage:T3N1M0, alive, 1120 days
10.0
U0331
0 years, male, NA, stage:T3N1M1, dead, 906 days
9.9
U0388
0 years, male, NA, stage:T2N1M0, alive, 2186 days
9.9
U0514
0 years, female, NA, stage:T2N2M0, alive, 2799 days
9.8
U0232
0 years, female, NA, stage:T2N0M0, dead, 994 days
9.7
U0605
0 years, male, NA, stage:T2N0M0, alive, 952 days
9.6
U0205
0 years, female, NA, stage:T3N2M0, alive, 2984 days
9.6
U0305
0 years, male, NA, stage:T3N1M0, alive, 2676 days
9.6
U0322
0 years, male, NA, stage:T4N2M0, alive, 1694 days
9.5
U0497
0 years, female, NA, stage:T3N1M0, alive, 1414 days
9.5
U0596
0 years, male, NA, stage:T3N0M0, alive, 2233 days
9.5
U0304
0 years, male, NA, stage:T3N2M0, alive, 2065 days
9.4
U0485
0 years, male, NA, stage:T3N0M0, dead, 2737 days
9.3
U0431
0 years, female, NA, stage:T3N1M0, alive, 695 days
9.2
U0238
0 years, male, NA, stage:T3N0M0, dead, 868 days
9.2
U0686
0 years, female, NA, stage:T4bN0M0, dead, 123 days
9.1
U0552
0 years, male, NA, stage:T3N2M0, alive, 1701 days
9.1
U0334
0 years, male, NA, stage:T3N1M0, alive, 3171 days
9.1
U0339
0 years, male, NA, stage:T3N2M0, alive, 2155 days
9.0
U0600
0 years, male, NA, stage:T3N1M0, alive, 1659 days
8.9
U0666
0 years, male, NA, stage:T3N1M0, alive, 709 days
8.8
U0255
0 years, female, NA, stage:T3N2M0, dead, 1079 days
8.8
U2943
0 years, male, NA, stage:T3N0M0, alive, 189 days
8.7
U0649
0 years, male, NA, stage:T2N0M0, alive, 1424 days
8.7
U0279
0 years, male, NA, stage:T2N1M0, dead, 176 days
8.7
U0671
0 years, male, NA, stage:T3N1M0, dead, 785 days
8.7
U0237
0 years, male, NA, stage:T3N1M0, alive, 2492 days
8.6
U0640
0 years, male, NA, stage:T2N0M0, alive, 1696 days
8.6
U0776
0 years, male, NA, stage:T4N2M0, alive, 1702 days
8.6
U0241
0 years, female, NA, stage:T2N1M0, alive, 552 days
8.6
U2761
0 years, female, NA, stage:T3N1M0, alive, 447 days
8.6
U2960
0 years, male, NA, stage:T3N1M0, alive, 176 days
8.5
U0001
0 years, female, NA, stage:T3N0M0, alive, 3188 days
8.5
U0556
0 years, male, NA, stage:T3N2M0, alive, 2037 days
8.4
U0430
0 years, male, NA, stage:T3N2M0, dead, 2472 days
8.4
U0658
0 years, male, NA, stage:T3N2M0, alive, 1108 days
8.4
U0299
0 years, female, NA, stage:T4N2M0, alive, 43426 days
8.2
U0603
0 years, male, NA, stage:T2N1M0, alive, 1904 days
8.1
U0132
0 years, male, NA, stage:T3N1M0, alive, 1798 days
8.1
U0750
0 years, female, NA, stage:T3N2M0, dead, 1393 days
8.0
U0374
0 years, female, NA, stage:T2N0M0, alive, 1067 days
8.0
U0492
0 years, male, NA, stage:T3N2M0, alive, 1114 days
7.9
U0366
0 years, male, NA, stage:T3NXM1, alive, 895 days
7.7
U0114
0 years, male, NA, stage:T3N0M0, alive, 1910 days
7.7
U0555
0 years, male, NA, stage:T3N2M0, alive, 2043 days
7.6
U0437
0 years, male, NA, stage:T1N1M0, alive, 849 days
7.4
U0579
0 years, female, NA, stage:T4aN0M0, alive, 2845 days
7.1
U0470
0 years, female, NA, stage:T2N2M0, alive, 961 days
7.0
U0324
0 years, female, NA, stage:T4N1M0, alive, 938 days
6.9
U0652
0 years, male, NA, stage:T3N0M0, alive, 1319 days
6.8
U0258
0 years, male, NA, stage:T4N1M2, dead, 195 days
6.8
U0284
0 years, male, NA, stage:T3N2M0, alive, 581 days
6.7
U0576
0 years, male, NA, stage:T3N2M0, alive, 2540 days
6.6
U0458
0 years, male, NA, stage:T3N2M0, alive, 1073 days
6.5
U0694
0 years, male, NA, stage:T4N0M0, dead, 489 days
5.9
U0538
0 years, female, NA, stage:T3N1M0, alive, 1308 days
5.6
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COLON ADENOCARCINOMA - Protein relative expression (CPTAC)
Number of samples
197
Samples
Sample ID
Sample type
nRPX
b605fafc-f7dd-44cc-9c86-da04e3_D2
Tumor
0.7
0630ecb0-b664-4e75-bb3c-fb62ee_D3
Tumor
0.5
8af80ae9-2088-4124-91fb-8d6c17_D3
Tumor
0.5
cd6a4013-2958-44b9-a4f1-45c9e4_D2
Tumor
0.5
2666323d-522f-4f0a-823c-ff8866_D2
Normal
0.5
9bf309bc-0fb6-4060-aba2-888eb3_D2
Tumor
0.5
8cc7e656-0152-4359-8566-0581c3
Tumor
0.4
7cc7f69f-99f5-4b23-a9e0-ba0dc8_D8
Tumor
0.4
7fd386f0-e7f6-4ee1-9cd7-b3318a_D2
Normal
0.4
e1cd3d70-132b-452f-ba10-026721_D2
Tumor
0.4
8980bb9d-65c1-41cb-9f90-dddd5f_D2
Normal
0.4
bc574f73-89ba-44d7-992e-82622c_D3
Tumor
0.3
5a3aa99d-ca10-45f6-939f-12392a_D2
Normal
0.3
cbd0e774-c741-4753-9c9e-391a7d_D2
Normal
0.3
154115ac-2ec2-439d-b55e-0464ee_D2
Normal
0.3
88c621d7-7fb3-4825-abbe-82ae4c_D2
Normal
0.3
067db520-1b1f-4569-9414-e37a6e_D2
Normal
0.3
1f79fed9-f0d4-4c45-acd2-ea1441_D2
Normal
0.3
ea6df59d-5240-4927-b19d-d44590_D2
Tumor
0.3
e196a0b4-2a05-43de-bb30-ceb761_D2
Tumor
0.3
41ee934e-f7a3-4ef5-8a83-e2ac56_D2
Tumor
0.3
5f823547-ee16-45b7-a6a0-ef25d6_D3
Tumor
0.3
e2e83b72-b14b-4b06-9461-1115d6_D2
Tumor
0.3
176d1b96-8c6e-44fe-8a32-e15194_D2
Normal
0.3
21cab01c-e968-42cc-9651-1e53c0_D3
Tumor
0.3
6797a69d-2f74-44b9-8147-cd4fac_D2
Normal
0.2
6b0a3188-d8ca-4d50-a377-a8fe4c_D2
Normal
0.2
0aef1fe8-ca61-4113-81d0-d82ee7_D2
Tumor
0.2
974e136f-7020-4a38-b9c1-094df9_D2
Normal
0.2
d0511ea6-43c3-4c61-b08e-cf49b7_D3
Tumor
0.2
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Tumor
0.2
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Tumor
0.2
0f757044-9bc8-4ed4-90f3-e0a49a_D3
Tumor
0.2
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Tumor
0.2
4c9dcc8c-ccdc-4336-8e23-107feb_D2
Normal
0.2
df479b07-bbf6-472d-a580-c3fd0c_D2
Normal
0.2
0f238226-864c-4de0-8c61-01e729_D2
Tumor
0.2
46dfc1e4-0110-4d9f-888e-6a29ab_D2
Normal
0.2
1c070992-647b-4173-a481-904c4d_D2
Normal
0.2
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Tumor
0.2
853ecf90-71e6-4156-a56f-a34b65_D2
Normal
0.2
23e938d0-92b8-4aea-90c1-4385df_D2
Normal
0.2
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Tumor
0.2
2d266d2d-4bb3-436c-a3e7-06acb2_D3
Tumor
0.2
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Tumor
0.2
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Tumor
0.2
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Tumor
0.2
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Normal
0.2
43bc845e-d22e-4c10-b3e8-bc54e6_D2
Normal
0.2
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Normal
0.2
321fb3b2-ebb6-4ea5-b737-081264_D2
Tumor
0.2
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Normal
0.2
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Normal
0.2
5347d2ce-df0c-4d81-a3e2-22db11_D2
Normal
0.2
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Normal
0.2
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Tumor
0.2
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Normal
0.2
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Normal
0.2
5cf5e61d-21ff-4678-9126-14e9bb_D2
Normal
0.2
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Normal
0.2
1136008b-97ce-49b0-bf24-abbea6_D2
Normal
0.2
bda3787a-1397-4716-bb17-4992a8_D2
Normal
0.2
2f8b02e4-1848-4abc-a95e-dd9eb5_D3
Tumor
0.2
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Tumor
0.2
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Normal
0.2
233ec093-9a30-4ef4-a12c-91757e_D2
Normal
0.2
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Tumor
0.1
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Tumor
0.1
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Tumor
0.1
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Tumor
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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Tumor
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
1bf00d93-240f-47e8-8055-f546b0_D2
Normal
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
92c1ebb5-ac1d-4bf5-a14f-516e1d_D3
Tumor
0.1
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Normal
0.1
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Normal
0.1
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Tumor
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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Tumor
0.1
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Tumor
0.1
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Normal
0.1
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Tumor
0.1
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Tumor
0.1
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Normal
0.1
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Tumor
0.1
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Normal
0.1
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Tumor
0.1
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Tumor
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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Tumor
0.1
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Tumor
0.1
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Normal
0.1
0d5554d1-1653-4589-a44f-43113e_D2
Normal
0.1
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Normal
0.1
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Normal
0.1
01d1ffca-4235-4dfe-bf62-56f71d_D3
Tumor
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
54565eae-05c5-4dae-bde9-ae4874_D2
Normal
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
642fc6c3-8d4a-4e3d-ad0a-cc088a_D2
Tumor
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
411d9597-c785-4de5-b449-29a80d_D2
Normal
0.0
7784e2e5-c0e1-4b85-8cc1-7faac8_D2
Normal
0.0
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Normal
0.0
a243b765-61ab-4aa6-88e1-226896_D2
Normal
0.0
65867ab1-5eab-44a8-b2bb-d27263_D2
Normal
0.0
1fbb1add-4660-4ec1-b8c2-360f9f_D2
Normal
0.0
9a48cf57-e1f0-4ea1-9804-d563f2_D2
Normal
0.0
377cdd37-d1bd-4042-997e-478a0f_D2
Normal
0.0
b4e91300-405e-4239-b8da-5e1a42_D2
Tumor
0.0
42216d99-e8ff-43c9-b6db-28c3a6_D3
Tumor
0.0
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Normal
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Normal
-0.1
1425a1a1-c835-47a2-a9b9-4db5d0_D8
Tumor
-0.1
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Tumor
-0.1
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Normal
-0.1
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Normal
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Normal
-0.1
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Tumor
-0.1
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Normal
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Normal
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Normal
-0.1
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Tumor
-0.1
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Normal
-0.1
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Normal
-0.1
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Tumor
-0.1
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Tumor
-0.2
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Normal
-0.2
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Tumor
-0.2
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Normal
-0.2
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Tumor
-0.2
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Tumor
-0.2
211cbcef-cb1f-4c80-a1c8-a76d3c_D2
Normal
-0.2
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Tumor
-0.2
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Normal
-0.2
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Tumor
-0.2
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Normal
-0.3
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Normal
-0.3
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Tumor
-0.3
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Tumor
-0.3
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Normal
-0.3
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Tumor
-0.4
dffcac99-9eac-4717-aeb6-f4a2e7_D8
Tumor
-0.4
c1b66358-d103-493c-b8ec-92c43b_D1
Tumor
-0.5
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.