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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.
RAB43 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
13.7
Number of samples
254
Samples
Sample
Description
TPM
TCGA-AY-A69D-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
37.7
TCGA-D5-6920-01A
0 years, female, white, stage:Stage IIA, alive, 377 days
31.6
TCGA-CM-6675-01A
0 years, male, black or african american, stage:Stage IVB, alive, 397 days
29.3
TCGA-D5-6539-01A
0 years, female, white, stage:'--, alive, 380 days
29.3
TCGA-AY-6386-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 542 days
29.0
TCGA-A6-6650-01A
0 years, female, black or african american, stage:Stage IIA, alive, 627 days
29.0
TCGA-DM-A28C-01A
0 years, male, white, stage:Stage IIA, dead, 2475 days
28.5
TCGA-D5-6922-01A
0 years, male, white, stage:Stage IIIA, alive, 308 days
28.4
TCGA-F4-6570-01A
0 years, female, white, stage:Stage IIA, dead, 188 days
27.1
TCGA-F4-6461-01A
0 years, female, white, stage:Stage IIIC, dead, 338 days
26.8
TCGA-CA-5797-01A
0 years, male, asian, stage:Stage IIA, alive, 383 days
26.6
TCGA-AA-3655-01A
0 years, male, stage:Stage II, alive, 1856 days
26.3
TCGA-G4-6297-01A
0 years, female, white, stage:Stage IV, alive, 2506 days
25.8
TCGA-G4-6626-01A
0 years, male, white, stage:Stage IIA, dead, 1 days
25.2
TCGA-AA-3660-01A
0 years, female, stage:Stage II, alive, 2375 days
23.6
TCGA-A6-A56B-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 1711 days
23.5
TCGA-CA-5254-01A
0 years, female, asian, stage:Stage IIA, alive, 386 days
23.5
TCGA-A6-2675-01A
0 years, male, white, stage:Stage IIA, alive, 1321 days
23.4
TCGA-A6-6138-01A
0 years, male, white, stage:Stage I, alive, 685 days
23.3
TCGA-CK-6747-01A
0 years, female, white, stage:Stage IIA, alive, 820 days
23.3
TCGA-CA-6718-01A
0 years, male, asian, stage:Stage IIA, dead, 306 days
23.0
TCGA-A6-6140-01A
0 years, male, white, stage:Stage IIA, alive, 734 days
22.8
TCGA-G4-6303-01A
0 years, female, white, stage:Stage IV, dead, 2003 days
22.8
TCGA-AY-6197-01A
0 years, male, white, stage:Stage IIA, alive, 652 days
22.4
TCGA-AU-6004-01A
0 years, female, white, stage:Stage I, alive, 824 days
22.2
TCGA-G4-6625-01A
0 years, female, white, stage:Stage IIA, alive, 2792 days
21.2
TCGA-WS-AB45-01A
0 years, female, black or african american, stage:Stage IIA, alive, 2130 days
20.8
TCGA-CK-4950-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2599 days
20.7
TCGA-G4-6309-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2600 days
20.7
TCGA-D5-6532-01A
0 years, male, white, stage:Stage IIA, alive, 555 days
20.5
TCGA-CM-6680-01A
0 years, female, white, stage:Stage IIIB, alive, 366 days
20.4
TCGA-AA-3511-01A
0 years, male, stage:Stage II, alive, 212 days
20.3
TCGA-AY-5543-01A
0 years, female, black or african american, stage:Stage IVA, alive, 1004 days
19.9
TCGA-NH-A50V-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 588 days
19.5
TCGA-AD-6901-01A
0 years, male, white, stage:'--, dead, 682 days
19.5
TCGA-AY-6196-01A
0 years, male, white, stage:Stage IIIC, alive, 6 days
19.5
TCGA-AD-6899-01A
0 years, male, white, stage:Stage IIIC, dead, 176 days
19.5
TCGA-A6-6654-01A
0 years, female, white, stage:Stage IIIB, alive, 726 days
19.4
TCGA-NH-A6GC-01A
0 years, female, black or african american, stage:Stage IVB, alive, 389 days
19.4
TCGA-D5-6535-01A
0 years, female, white, stage:Stage IIIB, alive, 460 days
19.2
TCGA-AA-3496-01A
0 years, female, stage:Stage II, alive, 31 days
19.2
TCGA-G4-6586-01A
0 years, female, white, stage:Stage IIA, alive, 1089 days
19.2
TCGA-AZ-6607-01A
0 years, male, white, stage:Stage IV, dead, 97 days
19.1
TCGA-A6-6137-01A
0 years, male, white, stage:Stage IIIB, alive, 824 days
19.1
TCGA-CM-6170-01A
0 years, female, white, stage:Stage I, alive, 457 days
18.9
TCGA-A6-6652-01A
0 years, male, black or african american, stage:Stage IVA, alive, 751 days
18.9
TCGA-A6-6141-01A
0 years, male, black or african american, stage:Stage IIA, alive, 255 days
18.8
TCGA-F4-6854-01A
0 years, female, white, stage:Stage IIA, alive, 16 days
18.7
TCGA-D5-6923-01A
0 years, male, white, stage:Stage I, alive, 378 days
18.7
TCGA-D5-6530-01A
0 years, male, white, stage:Stage I, alive, 621 days
18.6
TCGA-D5-6927-01A
0 years, male, white, stage:Stage IIA, alive, 287 days
18.5
TCGA-DM-A28K-01A
0 years, male, white, stage:Stage IIA, alive, 2988 days
18.3
TCGA-D5-6932-01A
0 years, male, white, stage:Stage IIA, alive, 346 days
18.3
TCGA-AZ-6606-01A
0 years, male, white, stage:Stage IV, dead, 357 days
18.2
TCGA-CM-6162-01A
0 years, female, white, stage:Stage IIIB, alive, 365 days
18.1
TCGA-F4-6805-01A
0 years, female, white, stage:Stage IIA, alive, 1047 days
17.9
TCGA-CM-6172-01A
0 years, female, white, stage:Stage IIIB, alive, 335 days
17.7
TCGA-CM-4751-01A
0 years, male, white, stage:Stage IIIB, alive, 822 days
17.5
TCGA-F4-6459-01A
0 years, female, white, stage:Stage IIIB, dead, 262 days
17.5
TCGA-G4-6322-01A
0 years, male, white, stage:Stage IIIB, alive, 792 days
17.5
TCGA-CM-6679-01A
0 years, male, white, stage:Stage IIA, alive, 306 days
17.4
TCGA-F4-6569-01A
0 years, male, white, stage:Stage I, alive, 1087 days
17.3
TCGA-AD-6895-01A
0 years, male, white, stage:Stage IIIB, alive, 763 days
17.0
TCGA-D5-6931-01A
0 years, male, white, stage:Stage IIIC, alive, 365 days
16.9
TCGA-DM-A1D9-01A
0 years, female, white, stage:Stage IIA, alive, 4270 days
16.9
TCGA-AD-6548-01A
0 years, female, white, stage:Stage I, alive, 650 days
16.9
TCGA-A6-3810-01A
0 years, male, white, stage:Stage IIA, alive, 1111 days
16.9
TCGA-AA-3489-01A
0 years, male, stage:Stage II, dead, 214 days
16.8
TCGA-F4-6809-01A
0 years, female, white, stage:Stage IVA, dead, 403 days
16.4
TCGA-CK-6751-01A
0 years, female, white, stage:Stage I, alive, 518 days
16.3
TCGA-F4-6460-01A
0 years, female, white, stage:Stage IIIB, dead, 972 days
16.3
TCGA-A6-5667-01A
0 years, female, white, stage:Stage IIIB, alive, 887 days
16.2
TCGA-D5-6898-01A
0 years, female, white, stage:Stage I, alive, 229 days
16.2
TCGA-DM-A1HA-01A
0 years, male, white, stage:Stage IIIC, alive, 2600 days
15.9
TCGA-D5-6540-01A
0 years, male, white, stage:Stage I, alive, 491 days
15.8
TCGA-AD-6890-01A
0 years, male, white, stage:'--, alive, 746 days
15.8
TCGA-A6-5657-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 962 days
15.8
TCGA-AD-6963-01A
0 years, male, white, stage:'--, alive, 834 days
15.7
TCGA-F4-6703-01A
0 years, male, white, stage:Stage IIA, alive, 1456 days
15.7
TCGA-G4-6323-01A
0 years, male, black or african american, stage:Stage IA, alive, 419 days
15.7
TCGA-D5-5537-01A
0 years, male, white, stage:'--, dead, 1381 days
15.6
TCGA-A6-5656-01A
0 years, male, white, stage:Stage I, alive, 1001 days
15.6
TCGA-QG-A5Z2-01A
0 years, male, black or african american, stage:Stage I, alive, 952 days
15.5
TCGA-QL-A97D-01A
0 years, female, black or african american, stage:Stage I, alive, 666 days
15.5
TCGA-F4-6806-01A
0 years, female, white, stage:Stage I, alive, 1260 days
15.5
TCGA-A6-5662-01A
0 years, male, white, stage:Stage IVA, alive, 718 days
15.4
TCGA-G4-6315-01A
0 years, male, white, stage:Stage IV, alive, 1883 days
15.4
TCGA-CK-5912-01A
0 years, male, white, stage:Stage I, dead, 1493 days
15.4
TCGA-D5-6534-01A
0 years, female, white, stage:Stage IIA, alive, 1316 days
15.3
TCGA-AZ-6603-01A
0 years, female, white, stage:'--, dead, 899 days
15.2
TCGA-CM-5348-01A
0 years, male, white, stage:Stage IIIB, alive, 699 days
15.1
TCGA-G4-6307-01A
0 years, female, white, stage:Stage IIIB, alive, 1674 days
15.0
TCGA-G4-6311-01A
0 years, male, white, stage:Stage III, alive, 1199 days
15.0
TCGA-AA-3713-01A
0 years, male, stage:Stage IV, alive, 579 days
14.9
TCGA-G4-6293-01A
0 years, female, white, stage:Stage III, alive, 4051 days
14.9
TCGA-A6-6649-01A
0 years, male, white, stage:Stage IIIB, alive, 735 days
14.9
TCGA-A6-6648-01A
0 years, male, white, stage:Stage IVA, alive, 766 days
14.8
TCGA-D5-5538-01A
0 years, female, white, stage:Stage IIIB, dead, 1661 days
14.7
TCGA-AA-A02K-01A
0 years, male, stage:Stage IV, dead, 426 days
14.7
TCGA-D5-6926-01A
0 years, male, white, stage:Stage IIIB, alive, 275 days
14.6
TCGA-A6-6142-01A
0 years, female, white, stage:Stage IVA, alive, 763 days
14.6
TCGA-CM-6676-01A
0 years, male, white, stage:Stage I, alive, 337 days
14.6
TCGA-AU-3779-01A
0 years, female, white, stage:Stage IIA, alive, 441 days
14.6
TCGA-AZ-6601-01A
0 years, male, white, stage:Stage II, dead, 3042 days
14.6
TCGA-AD-6888-01A
0 years, male, white, stage:Stage IIIB, dead, 472 days
14.5
TCGA-4N-A93T-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 146 days
14.5
TCGA-DM-A28F-01A
0 years, male, white, stage:Stage IIIB, dead, 1094 days
14.4
TCGA-F4-6856-01A
0 years, male, white, stage:Stage I, alive, 1074 days
14.3
TCGA-CM-6164-01A
0 years, female, white, stage:Stage IIA, alive, 883 days
14.3
TCGA-A6-A566-01A
0 years, female, black or african american, stage:Stage IIIB, dead, 758 days
14.3
TCGA-CM-6163-01A
0 years, male, white, stage:Stage I, alive, 427 days
14.2
TCGA-A6-5664-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 672 days
14.2
TCGA-A6-6781-01A
0 years, male, white, stage:Stage IIIC, alive, 598 days
14.1
TCGA-G4-6294-01A
0 years, male, white, stage:Stage IV, dead, 858 days
13.6
TCGA-CA-6719-01A
0 years, male, asian, stage:Stage IIA, alive, 435 days
13.6
TCGA-A6-4105-01A
0 years, male, white, stage:Stage IIA, dead, 442 days
13.6
TCGA-A6-A565-01A
0 years, female, black or african american, stage:Stage IIIC, dead, 494 days
13.5
TCGA-DM-A28A-01A
0 years, male, white, stage:Stage IIIC, dead, 805 days
13.5
TCGA-G4-6295-01A
0 years, female, white, stage:Stage II, alive, 254 days
13.5
TCGA-A6-A567-01A
0 years, male, black or african american, stage:Stage IV, dead, 1881 days
13.5
TCGA-F4-6463-01A
0 years, male, white, stage:Stage IIA, alive, 1087 days
13.2
TCGA-G4-6314-01A
0 years, female, white, stage:Stage IV, alive, 1093 days
13.2
TCGA-CM-6674-01A
0 years, male, white, stage:Stage IIA, alive, 394 days
13.1
TCGA-AZ-6598-01A
0 years, female, white, stage:Stage II, dead, 1503 days
13.1
TCGA-NH-A8F8-01A
0 years, male, black or african american, stage:Stage IV, dead, 511 days
13.0
TCGA-F4-6808-01A
0 years, female, white, stage:Stage I, alive, 1024 days
12.9
TCGA-CA-6716-01A
0 years, male, asian, stage:Stage IIA, alive, 371 days
12.9
TCGA-D5-7000-01A
0 years, female, white, stage:Stage I, alive, 312 days
12.8
TCGA-A6-6653-01A
0 years, male, white, stage:Stage I, alive, 742 days
12.8
TCGA-D5-6536-01A
0 years, male, white, stage:Stage IIA, alive, 543 days
12.8
TCGA-DM-A1D6-01A
0 years, male, white, stage:Stage IIA, dead, 570 days
12.7
TCGA-DM-A288-01A
0 years, male, white, stage:Stage IIIC, dead, 427 days
12.7
TCGA-G4-6299-01A
0 years, male, white, stage:Stage IIIC, alive, 2268 days
12.6
TCGA-G4-6628-01A
0 years, male, white, stage:Stage I, alive, 2424 days
12.6
TCGA-G4-6627-01A
0 years, male, white, stage:Stage IIA, alive, 2175 days
12.6
TCGA-AA-3675-01A
0 years, male, stage:Stage II, alive, 1431 days
12.5
TCGA-CK-5913-01A
0 years, female, white, stage:Stage IIA, alive, 1561 days
12.5
TCGA-AA-3685-01A
0 years, male, stage:Stage II, alive, 1127 days
12.3
TCGA-F4-6807-01A
0 years, female, white, stage:Stage IIIC, alive, 1309 days
12.3
TCGA-AM-5821-01A
0 years, female, white, stage:Stage IIA, alive, 28 days
12.3
TCGA-AA-3526-01A
0 years, male, stage:Stage I, alive, 580 days
12.1
TCGA-G4-6321-01A
0 years, female, white, stage:Stage III, alive, 672 days
12.1
TCGA-CM-6165-01A
0 years, male, white, stage:Stage IIA, alive, 488 days
12.0
TCGA-DM-A1DB-01A
0 years, male, white, stage:Stage IIA, dead, 1348 days
11.9
TCGA-AA-3697-01A
0 years, male, stage:Stage II, alive, 2587 days
11.8
TCGA-CM-6677-01A
0 years, female, white, stage:Stage IIA, alive, 337 days
11.7
TCGA-NH-A50U-01A
0 years, male, black or african american, stage:Stage IVA, dead, 334 days
11.7
TCGA-CM-6161-01A
0 years, female, white, stage:Stage I, alive, 457 days
11.7
TCGA-D5-6928-01A
0 years, male, white, stage:Stage IIA, alive, 354 days
11.6
TCGA-QG-A5Z1-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 256 days
11.6
TCGA-CM-6168-01A
0 years, female, black or african american, stage:Stage IIA, alive, 395 days
11.5
TCGA-5M-AAT6-01A
0 years, female, black or african american, stage:Stage IV, dead, 290 days
11.5
TCGA-CM-5349-01A
0 years, female, white, stage:Stage IIA, alive, 915 days
11.4
TCGA-QG-A5YW-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 896 days
11.4
TCGA-AZ-4616-01A
0 years, female, white, stage:Stage IV, dead, 156 days
11.4
TCGA-AD-6964-01A
0 years, male, white, stage:'--, dead, 331 days
11.3
TCGA-CM-5344-01A
0 years, female, white, stage:Stage IIIB, alive, 670 days
11.3
TCGA-F4-6704-01A
0 years, male, american indian or alaska native, stage:Stage IIIC, alive, 47 days
11.2
TCGA-NH-A6GA-01A
0 years, male, black or african american, stage:Stage IIIC, dead, 302 days
11.2
TCGA-T9-A92H-01A
0 years, male, black or african american, stage:Stage IIA, alive, 362 days
11.1
TCGA-G4-6320-01A
0 years, male, white, stage:Stage III, alive, 804 days
11.1
TCGA-A6-6651-01A
0 years, female, white, stage:Stage IIIB, alive, 662 days
11.1
TCGA-AA-A02Y-01A
0 years, male, stage:Stage I, alive, 1216 days
11.1
TCGA-DM-A1D7-01A
0 years, male, white, stage:Stage IIA, dead, 405 days
11.1
TCGA-G4-6588-01A
0 years, female, white, stage:Stage IIA, alive, 796 days
11.1
TCGA-AZ-4323-01A
0 years, male, white, stage:Stage IV, dead, 43 days
11.0
TCGA-DM-A28E-01A
0 years, female, white, stage:Stage IIA, alive, 3648 days
11.0
TCGA-D5-6533-01A
0 years, female, white, stage:'--, alive, 775 days
10.9
TCGA-G4-6317-01A
0 years, female, white, stage:Stage IIIC, alive, 1095 days
10.9
TCGA-D5-6924-01A
0 years, male, white, stage:Stage IIA, alive, 435 days
10.6
TCGA-D5-6531-01A
0 years, male, white, stage:Stage IIA, alive, 540 days
10.5
TCGA-AY-A8YK-01A
0 years, male, black or african american, stage:Stage IVA, alive, 573 days
10.5
TCGA-DM-A285-01A
0 years, female, white, stage:Stage IV, dead, 179 days
10.5
TCGA-CA-6715-01A
0 years, male, asian, stage:Stage IIIB, alive, 383 days
10.5
TCGA-DM-A1D4-01A
0 years, male, white, stage:Stage IIA, dead, 2821 days
10.3
TCGA-AZ-6600-01A
0 years, male, black or african american, stage:Stage IV, dead, 368 days
10.2
TCGA-CK-5914-01A
0 years, male, white, stage:Stage IIIB, alive, 669 days
10.2
TCGA-AD-6965-01A
0 years, male, white, stage:Stage IIIC, alive, 805 days
10.1
TCGA-A6-6782-01A
0 years, male, white, stage:Stage IIB, alive, 617 days
10.0
TCGA-AZ-6599-01A
0 years, male, white, stage:Stage I, dead, 206 days
10.0
TCGA-CM-4743-01A
0 years, male, white, stage:Stage IIA, alive, 701 days
10.0
TCGA-CA-6717-01A
0 years, male, asian, stage:Stage IIA, alive, 388 days
9.9
TCGA-D5-6930-01A
0 years, male, white, stage:Stage IIA, alive, 406 days
9.9
TCGA-CM-5863-01A
0 years, female, white, stage:Stage IIIB, alive, 457 days
9.7
TCGA-D5-5539-01A
0 years, male, white, stage:Stage IIIA, alive, 596 days
9.7
TCGA-SS-A7HO-01A
0 years, female, black or african american, stage:Stage IIB, alive, 1829 days
9.7
TCGA-AD-A5EK-01A
0 years, male, black or african american, stage:Stage I, alive, 500 days
9.6
TCGA-RU-A8FL-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 1177 days
9.5
TCGA-CM-6171-01A
0 years, female, white, stage:Stage I, alive, 427 days
9.5
TCGA-5M-AATE-01A
0 years, male, black or african american, stage:Stage IIA, alive, 1200 days
9.4
TCGA-DM-A1D8-01A
0 years, female, white, stage:'--, dead, 383 days
9.4
TCGA-AZ-6605-01A
0 years, male, white, stage:Stage IIIB, dead, 159 days
9.3
TCGA-QG-A5YX-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1003 days
9.3
TCGA-AZ-5403-01A
0 years, male, white, stage:Stage II, dead, 1910 days
9.2
TCGA-DM-A1HB-01A
0 years, male, white, stage:Stage IIIB, alive, 4126 days
9.2
TCGA-G4-6306-01A
0 years, male, white, stage:'--, alive, 1359 days
9.1
TCGA-CM-5864-01A
0 years, male, white, stage:Stage I, alive, 457 days
9.1
TCGA-CM-6167-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 456 days
8.9
TCGA-AD-5900-01A
0 years, male, white, stage:Stage I, alive, 370 days
8.9
TCGA-DM-A0XF-01A
0 years, female, white, stage:Stage IIIC, dead, 1162 days
8.9
TCGA-CM-5860-01A
0 years, male, white, stage:Stage IIA, alive, 974 days
8.7
TCGA-D5-6529-01A
0 years, male, white, stage:Stage IIA, alive, 614 days
8.7
TCGA-CK-4952-01A
0 years, female, white, stage:Stage IIIC, alive, 475 days
8.6
TCGA-DM-A28M-01A
0 years, male, white, stage:Stage IIA, alive, 2895 days
8.6
TCGA-3L-AA1B-01A
0 years, female, black or african american, stage:Stage I, alive, 475 days
8.5
TCGA-AD-6889-01A
0 years, male, asian, stage:Stage IIA, dead, 2532 days
8.3
TCGA-G4-6304-01A
0 years, female, white, stage:Stage IIB, alive, 1631 days
8.2
TCGA-A6-5659-01A
0 years, male, white, stage:Stage I, alive, 926 days
8.2
TCGA-CM-5861-01A
0 years, female, white, stage:Stage IIA, alive, 457 days
8.1
TCGA-NH-A8F7-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
8.1
TCGA-A6-5660-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 888 days
8.1
TCGA-AA-3662-01A
0 years, female, stage:Stage IV, alive, 184 days
8.0
TCGA-AY-A54L-01A
0 years, female, black or african american, stage:Stage I, alive, 525 days
8.0
TCGA-4T-AA8H-01A
0 years, female, black or african american, stage:Stage IIA, alive, 385 days
8.0
TCGA-NH-A6GB-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 476 days
7.9
TCGA-QG-A5YV-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 1301 days
7.9
TCGA-AA-3663-01A
0 years, male, stage:Stage II, alive, 212 days
7.9
TCGA-CM-6166-01A
0 years, female, white, stage:Stage I, alive, 669 days
7.7
TCGA-CM-5868-01A
0 years, female, white, stage:Stage IVA, alive, 518 days
7.7
TCGA-AM-5820-01A
0 years, female, white, stage:Stage IVA, alive, 14 days
7.7
TCGA-D5-6541-01A
0 years, male, white, stage:Stage IIA, alive, 474 days
7.7
TCGA-5M-AAT4-01A
0 years, male, black or african american, stage:Stage IV, dead, 49 days
7.7
TCGA-A6-2674-01A
0 years, male, white, stage:Stage IV, alive, 1331 days
7.6
TCGA-DM-A0XD-01A
0 years, male, white, stage:Stage IIA, dead, 743 days
7.5
TCGA-D5-6537-01A
0 years, male, white, stage:Stage IIIB, dead, 146 days
7.5
TCGA-CK-6748-01A
0 years, female, white, stage:Stage IV, alive, 61 days
7.4
TCGA-DM-A0X9-01A
0 years, female, white, stage:Stage IIA, alive, 3641 days
6.8
TCGA-AZ-6608-01A
0 years, female, white, stage:Stage IIIA, dead, 59 days
6.8
TCGA-G4-6310-01A
0 years, male, white, stage:Stage IIIB, alive, 1935 days
6.8
TCGA-AY-A71X-01A
0 years, female, black or african american, stage:Stage I, alive, 588 days
6.7
TCGA-DM-A280-01A
0 years, female, white, stage:Stage IIA, dead, 236 days
6.5
TCGA-A6-5665-01A
0 years, female, white, stage:Stage IIA, alive, 671 days
6.5
TCGA-A6-2686-01A
0 years, female, white, stage:Stage IIA, dead, 1126 days
6.4
TCGA-CM-4744-01A
0 years, male, white, stage:Stage I, alive, 609 days
6.4
TCGA-DM-A1D0-01A
0 years, female, white, stage:Stage IIA, alive, 3974 days
6.4
TCGA-DM-A28G-01A
0 years, male, white, stage:Stage IIA, dead, 1849 days
6.1
TCGA-CM-6678-01A
0 years, female, white, stage:Stage IVA, alive, 335 days
6.1
TCGA-CK-5916-01A
0 years, female, white, stage:Stage I, dead, 643 days
6.1
TCGA-D5-6929-01A
0 years, female, white, stage:Stage IV, alive, 408 days
6.0
TCGA-AZ-5407-01A
0 years, female, white, stage:Stage I, alive, 2683 days
6.0
TCGA-NH-A50T-01A
0 years, female, black or african american, stage:Stage IIA, alive, 553 days
6.0
TCGA-DM-A282-01A
0 years, female, white, stage:Stage IIA, alive, 4233 days
5.9
TCGA-D5-6538-01A
0 years, female, white, stage:Stage IIIB, alive, 521 days
5.7
TCGA-CM-6169-01A
0 years, male, black or african american, stage:Stage IIA, alive, 396 days
5.3
TCGA-DM-A28H-01A
0 years, male, white, stage:Stage IIIC, alive, 3561 days
5.2
TCGA-CA-5255-01A
0 years, male, asian, stage:Stage IIA, alive, 376 days
5.0
TCGA-F4-6855-01A
0 years, female, white, stage:Stage IIA, alive, 1442 days
4.8
TCGA-A6-5661-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1020 days
4.4
TCGA-DM-A1DA-01A
0 years, female, white, stage:Stage IIIC, dead, 228 days
4.1
TCGA-A6-5666-01A
0 years, male, white, stage:Stage IIC, alive, 995 days
4.0
TCGA-CM-5862-01A
0 years, male, white, stage:Stage IVA, dead, 153 days
3.8
TCGA-A6-A5ZU-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 293 days
3.4
TCGA-A6-6780-01A
0 years, male, white, stage:Stage IIA, alive, 612 days
1.5
TCGA-A6-3809-01A
0 years, female, white, stage:Stage IIB, alive, 996 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.
RAB43 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
21.1
Number of samples
486
Samples
Sample
Description
TPM
U2896
0 years, female, NA, stage:T3N1M0, alive, 609 days
47.5
U0404
0 years, female, NA, stage:T3N2M0, dead, 204 days
44.0
U1155
0 years, male, NA, stage:T4N1M0, alive, 1815 days
43.7
U2964
0 years, male, NA, stage:T3N1M0, alive, 637 days
42.2
U3012
0 years, male, NA, stage:T3N0M0, alive, 472 days
42.0
U0977
0 years, female, NA, stage:T4N2M0, dead, 140 days
41.5
U3042
0 years, male, NA, stage:T3N0M0, alive, 324 days
41.4
U1017
0 years, male, NA, stage:T3N0M0, alive, 615 days
41.1
U0181
0 years, female, NA, stage:T1N0M0, alive, 3623 days
40.6
U0191
0 years, male, NA, stage:T3N1M0, alive, 900 days
38.6
U2948
0 years, female, NA, stage:T3N1M0, alive, 543 days
38.4
U0360
0 years, female, NA, stage:T3N0M0, dead, 1016 days
37.6
U0203
0 years, male, NA, stage:T3N0M0, dead, 827 days
37.3
U3008
0 years, female, NA, stage:T2N0M0, alive, 473 days
37.1
U0098
0 years, male, NA, stage:T3N0M0, dead, 2473 days
37.0
U1421
0 years, female, NA, stage:T3N1M0, alive, 1905 days
36.6
U1102
0 years, male, NA, stage:T2N0M0, alive, 1354 days
36.2
U0908
0 years, female, NA, stage:T3N0M1, dead, 40 days
35.8
U1212
0 years, female, NA, stage:T2N0M0, alive, 69 days
35.3
U0474
0 years, male, NA, stage:T3N1M0, alive, 1017 days
35.2
U2753
0 years, female, NA, stage:T2N0M0, alive, 813 days
34.9
U0290
0 years, male, NA, stage:T4N2M0, dead, 593 days
33.9
U0104
0 years, female, NA, stage:T4N0M0, dead, 1639 days
33.7
U1204
0 years, male, NA, stage:T4N2M0, alive, 2214 days
33.4
U0396
0 years, male, NA, stage:T4N2M0, alive, 2243 days
33.2
U0073
0 years, male, NA, stage:T4N0MX, dead, 318 days
33.1
U1078
0 years, female, NA, stage:T3N0M0, alive, 1016 days
33.0
U0323
0 years, male, NA, stage:T2N0M0, dead, 1016 days
32.7
U1321
0 years, male, NA, stage:T3N1M0, alive, 2578 days
32.4
U1304
0 years, female, NA, stage:TXNXM0, alive, 1081 days
32.4
U2935
0 years, male, NA, stage:T4N1M0, alive, 555 days
32.3
U0463
0 years, male, NA, stage:T3N0M0, alive, 946 days
31.9
U0127
0 years, female, NA, stage:T3N0M0, dead, 2753 days
31.8
U1032
0 years, male, NA, stage:T3N1M0, alive, 2113 days
31.7
U2792
0 years, male, NA, stage:T2N1M0, alive, 758 days
31.5
U2942
0 years, male, NA, stage:T2N0M0, alive, 549 days
31.4
U0195
0 years, male, NA, stage:T3N0M0, alive, 3326 days
31.4
U0397
0 years, male, NA, stage:T4N0M0, alive, 1663 days
31.3
U2981
0 years, male, NA, stage:T3N0M0, alive, 508 days
31.3
U0185
0 years, male, NA, stage:T1N0M0, alive, 1248 days
31.3
U1049
0 years, female, NA, stage:T3N1M0, alive, 1200 days
31.3
U0472
0 years, male, NA, stage:TXN2M0, alive, 542 days
31.2
U0221
0 years, male, NA, stage:T3N0M0, alive, 569 days
31.0
U1150
0 years, female, NA, stage:T3N0M0, alive, 15 days
30.8
U0217
0 years, female, NA, stage:T3N0M0, dead, 538 days
30.8
U2837
0 years, female, NA, stage:T4N1M0, alive, 681 days
30.8
U1366
0 years, male, NA, stage:T3N1M0, alive, 2010 days
30.6
U2971
0 years, male, NA, stage:T4aN0M0, alive, 629 days
30.5
U2856
0 years, female, NA, stage:T4N1M1, alive, 660 days
30.4
U0949
0 years, female, NA, stage:T3N0M1, dead, 594 days
30.0
U0436
0 years, male, NA, stage:T4N1M1, alive, 960 days
29.9
U0268
0 years, male, NA, stage:T3N0M0, alive, 2978 days
29.4
U0249
0 years, female, NA, stage:T4N2M0, dead, 874 days
29.2
U0420
0 years, male, NA, stage:T4N1M1, alive, 417 days
29.1
U3000
0 years, female, NA, stage:T3N0M0, alive, 584 days
29.1
U0256
0 years, male, NA, stage:T3N0M0, alive, 738 days
29.1
U1338
0 years, female, NA, stage:T4N1M0, dead, 716 days
28.9
U2959
0 years, male, NA, stage:T3N2M0, alive, 536 days
28.9
U2882
0 years, female, NA, stage:T3N1M0, alive, 637 days
28.9
U2956
0 years, female, NA, stage:T3N0M0, alive, 540 days
28.9
U0403
0 years, male, NA, stage:T3N1M1, dead, 1809 days
28.8
U0392
0 years, male, NA, stage:T3N2M0, alive, 489 days
28.8
U2902
0 years, female, NA, stage:T2N0M0, alive, 596 days
28.7
U0292
0 years, male, NA, stage:T4N1M0, alive, 1666 days
28.6
U0198
0 years, male, NA, stage:T3N1M0, alive, 1272 days
28.4
U1332
0 years, male, NA, stage:T3N0M0, alive, 1672 days
28.3
U1374
0 years, male, NA, stage:T4N0M0, alive, 827 days
28.2
U0133
0 years, female, NA, stage:T3N0M0, alive, 773 days
28.1
U0002
0 years, female, NA, stage:T3N2M0, alive, 3691 days
28.1
U0231
0 years, female, NA, stage:T2N0M0, alive, 991 days
28.0
U0469
0 years, male, NA, stage:T3N0M0, dead, 409 days
28.0
U3037
0 years, male, NA, stage:T3N1M0, alive, 405 days
27.9
U1303
0 years, male, NA, stage:T4N1M0, alive, 2283 days
27.6
U0338
0 years, female, NA, stage:T3N0M0, alive, 1016 days
27.6
U0473
0 years, male, NA, stage:T3N1M0, alive, 786 days
27.6
U0215
0 years, male, NA, stage:T3N0M0, alive, 1269 days
27.4
U0929
0 years, male, NA, stage:T4N1M0, alive, 436 days
27.4
U0344
0 years, male, NA, stage:T2N1M0, dead, 818 days
27.3
U0111
0 years, male, NA, stage:T2N0M0, alive, 1117 days
27.2
U0209
0 years, male, NA, stage:T3N1M0, alive, 2109 days
27.2
U1327
0 years, female, NA, stage:T3N0M0, alive, 1613 days
27.1
U0169
0 years, male, NA, stage:T4N2M0, alive, 616 days
27.0
U0377
0 years, female, NA, stage:T3N2M0, alive, 3720 days
26.8
U0182
0 years, female, NA, stage:T4N1M0, dead, 260 days
26.7
U0162
0 years, female, NA, stage:T3N0M0, alive, 1488 days
26.6
U0280
0 years, male, NA, stage:T3N1M1, alive, 2731 days
26.6
U0082
0 years, female, NA, stage:T3N1M0, dead, 2339 days
26.6
U0178
0 years, female, NA, stage:T3N1M0, dead, 2096 days
26.4
U1352
0 years, male, NA, stage:T3N2M1, dead, 741 days
26.4
U1446
0 years, female, NA, stage:T3N0M0, alive, 2314 days
26.2
U0987
0 years, female, NA, stage:T3N0M0, alive, 2482 days
26.2
U1429
0 years, female, NA, stage:T3N0M0, alive, 1660 days
26.0
U0260
0 years, male, NA, stage:T1N0M1, alive, 2928 days
26.0
U0142
0 years, female, NA, stage:T4N1M0, alive, 2340 days
25.9
U1162
0 years, male, NA, stage:T2N1M0, dead, 354 days
25.9
U1483
0 years, female, NA, stage:T3N0M0, alive, 1094 days
25.8
U0365
0 years, female, NA, stage:T4N1M0, dead, 313 days
25.8
U2780
0 years, male, NA, stage:T3N0M0, alive, 778 days
25.7
U0882
0 years, male, NA, stage:T3N0M0, alive, 1675 days
25.7
U0119
0 years, female, NA, stage:T3N0M0, alive, 3259 days
25.7
U0225
0 years, male, NA, stage:T3N1M0, alive, 581 days
25.6
U0250
0 years, female, NA, stage:T4N0M0, dead, 906 days
25.6
U3032
0 years, female, NA, stage:T3N1M0, alive, 449 days
25.5
U1147
0 years, male, NA, stage:T3N0M0, dead, 282 days
25.5
U0254
0 years, female, NA, stage:T3N1M0, alive, 659 days
25.5
U2979
0 years, male, NA, stage:T3N2M0, alive, 616 days
25.4
U0285
0 years, female, NA, stage:T3N0M0, alive, 2165 days
25.4
U2782
0 years, male, NA, stage:T3N1M1, alive, 773 days
25.3
U0275
0 years, female, NA, stage:T3N2M0, alive, 549 days
25.3
U0421
0 years, male, NA, stage:T3N1M0, alive, 674 days
25.2
U0408
0 years, female, NA, stage:T4N0M0, dead, 2100 days
25.2
U1040
0 years, male, NA, stage:T2N0M0, alive, 1029 days
25.2
U0389
0 years, female, NA, stage:T3N1M0, dead, 927 days
25.2
U3025
0 years, male, NA, stage:T4N2M1, alive, 377 days
25.1
U0916
0 years, female, NA, stage:T3N0M0, alive, 1578 days
25.1
U1120
0 years, male, NA, stage:T4N1M1, alive, 823 days
25.1
U0966
0 years, male, NA, stage:T4N0M0, dead, 1513 days
25.0
U0446
0 years, male, NA, stage:T2N0M0, alive, 1446 days
25.0
U0308
0 years, male, NA, stage:T4N1M0, alive, 1075 days
24.9
U0398
0 years, female, NA, stage:T3N0M0, alive, 721 days
24.8
U0394
0 years, male, NA, stage:T2N1M0, alive, 969 days
24.8
U0089
0 years, female, NA, stage:T1NXM0, dead, 2365 days
24.7
U1094
0 years, female, NA, stage:T4N1M0, alive, 1267 days
24.7
U0424
0 years, male, NA, stage:T3N0M0, alive, 2192 days
24.7
U3039
0 years, male, NA, stage:T4N1M1, dead, 366 days
24.7
U0387
0 years, male, NA, stage:T2N0M0, alive, 1327 days
24.7
U0101
0 years, male, NA, stage:T3N1M1, alive, 1878 days
24.6
U0288
0 years, male, NA, stage:T1N0M0, alive, 1513 days
24.6
U0154
0 years, male, NA, stage:T3N0M0, alive, 820 days
24.6
U2889
0 years, male, NA, stage:T4N0M0, alive, 623 days
24.6
U0240
0 years, female, NA, stage:T3N1M0, dead, 800 days
24.6
U0179
0 years, male, NA, stage:T3N1M0, dead, 1043 days
24.6
U0443
0 years, male, NA, stage:T3N0M0, alive, 1677 days
24.5
U0165
0 years, female, NA, stage:T2N0M0, alive, 1702 days
24.5
U0107
0 years, male, NA, stage:T3N0M0, dead, 2354 days
24.5
U0103
0 years, female, NA, stage:T3N1M0, alive, 1197 days
24.5
U0361
0 years, male, NA, stage:T3N0M0, alive, 686 days
24.4
U2848
0 years, female, NA, stage:T4N2M0, alive, 669 days
24.3
U0168
0 years, male, NA, stage:T3N0M0, dead, 948 days
24.3
U0328
0 years, male, NA, stage:T4N0M0, dead, 1362 days
24.2
U1301
0 years, female, NA, stage:T4N2M0, dead, 877 days
24.1
U1141
0 years, female, NA, stage:T4N1M1, dead, 596 days
24.1
U0447
0 years, male, NA, stage:T4N1M0, dead, 1819 days
24.0
U0368
0 years, male, NA, stage:T2N0M0, alive, 801 days
24.0
U0429
0 years, female, NA, stage:T3N0M1, alive, 1099 days
24.0
U2754
0 years, male, NA, stage:T4N0M0, alive, 809 days
24.0
U0004
0 years, female, NA, stage:T4N0M0, alive, 3649 days
23.9
U1251
0 years, male, NA, stage:T4N2M0, alive, 126 days
23.8
U0149
0 years, female, NA, stage:T3N2M0, alive, 1715 days
23.8
U3005
0 years, male, NA, stage:T3N0M0, alive, 478 days
23.7
U0589
0 years, female, NA, stage:T3N0M0, alive, 1176 days
23.7
U0163
0 years, male, NA, stage:T4N0M0, alive, 697 days
23.7
U2819
0 years, female, NA, stage:T3N0M0, alive, 708 days
23.7
U2995
0 years, female, NA, stage:T3N1M0, alive, 491 days
23.4
U1432
0 years, female, NA, stage:T3N1M0, alive, 577 days
23.4
U1436
0 years, female, NA, stage:T3N0M0, alive, 1745 days
23.4
U0348
0 years, female, NA, stage:T3N0M0, alive, 533 days
23.4
U1252
0 years, female, NA, stage:T4N2M0, alive, 1309 days
23.3
U0069
0 years, female, NA, stage:T4N2M0, dead, 135 days
23.3
U0450
0 years, female, NA, stage:T3N1M0, alive, 763 days
23.3
U1184
0 years, male, NA, stage:T4N1M0, alive, 290 days
23.2
U0411
0 years, female, NA, stage:T3N1M0, alive, 1868 days
23.2
U0161
0 years, male, NA, stage:T4N2M1, alive, 42 days
23.2
U2798
0 years, male, NA, stage:T3N0M0, alive, 751 days
23.2
U0960
0 years, male, NA, stage:T3N0M0, alive, 1009 days
23.1
U1392
0 years, male, NA, stage:T3N0M0, alive, 1513 days
23.1
U1059
0 years, male, NA, stage:T3N1M0, alive, 2790 days
23.0
U0381
0 years, male, NA, stage:T3N1M0, dead, 71 days
22.9
U2843
0 years, female, NA, stage:T3N0M0, alive, 674 days
22.8
U1343
0 years, female, NA, stage:T4N2M0, alive, 3178 days
22.8
U1239
0 years, male, NA, stage:T2N0M0, dead, 1998 days
22.8
U0354
0 years, male, NA, stage:T3N1M0, alive, 430 days
22.7
U2891
0 years, male, NA, stage:T3N1M0, alive, 619 days
22.7
U1034
0 years, male, NA, stage:T4N0M0, alive, 1575 days
22.6
U0281
0 years, male, NA, stage:T3N2M0, alive, 933 days
22.5
U0253
0 years, female, NA, stage:T3N0M0, alive, 958 days
22.5
U2999
0 years, female, NA, stage:T2N0M0, alive, 581 days
22.5
U0464
0 years, male, NA, stage:T3N0M0, alive, 918 days
22.5
U0435
0 years, female, NA, stage:T2N0M0, alive, 3616 days
22.4
U0379
0 years, male, NA, stage:T2N0M0, alive, 1819 days
22.4
U0950
0 years, female, NA, stage:T4N1M0, alive, 1834 days
22.4
U1208
0 years, female, NA, stage:T1N0M0, alive, 834 days
22.3
U1069
0 years, female, NA, stage:T3N0M0, dead, 2187 days
22.3
U2774
0 years, female, NA, stage:T3N0M0, alive, 783 days
22.3
U1160
0 years, male, NA, stage:T3N1M0, alive, 1557 days
22.3
U0277
0 years, male, NA, stage:T2N1M0, alive, 270 days
22.3
U0072
0 years, male, NA, stage:T3N0M0, alive, 2772 days
22.3
U0176
0 years, male, NA, stage:T3N1M0, alive, 2600 days
22.1
U1240
0 years, male, NA, stage:T4N0M0, alive, 765 days
22.0
U1386
0 years, male, NA, stage:T3N1M0, alive, 1518 days
22.0
U0327
0 years, male, NA, stage:T4N0M0, alive, 833 days
22.0
U0427
0 years, male, NA, stage:T2N0M0, alive, 1193 days
21.9
U0151
0 years, female, NA, stage:T3N0M0, alive, 2014 days
21.9
U0078
0 years, female, NA, stage:T3N0M0, alive, 1183 days
21.9
U0321
0 years, female, NA, stage:T3N0M0, alive, 1029 days
21.8
U2861
0 years, male, NA, stage:T3N0M0, alive, 652 days
21.8
U0183
0 years, male, NA, stage:T3N1M1, dead, 2957 days
21.8
U0222
0 years, female, NA, stage:T3N2M1, alive, 1779 days
21.8
U2842
0 years, female, NA, stage:T4N2M0, alive, 675 days
21.8
U1257
0 years, male, NA, stage:T3N0M0, alive, 833 days
21.7
U0126
0 years, male, NA, stage:T3N0M0, dead, 2876 days
21.6
U1276
0 years, male, NA, stage:T3N0M0, alive, 2474 days
21.6
U3030
0 years, female, NA, stage:T3N0M0, alive, 380 days
21.6
U2747
0 years, female, NA, stage:T4N1M0, dead, 54 days
21.6
U0202
0 years, male, NA, stage:T3N0M0, dead, 2670 days
21.5
U0970
0 years, female, NA, stage:T4N1M0, alive, 939 days
21.5
U0144
0 years, male, NA, stage:T3N0M0, alive, 1218 days
21.5
U0451
0 years, female, NA, stage:T4N2M0, alive, 3023 days
21.4
U0083
0 years, male, NA, stage:T4N0M0, dead, 731 days
21.4
U1188
0 years, female, NA, stage:T3N0M0, dead, 967 days
21.3
U0224
0 years, female, NA, stage:T3N0M0, alive, 2367 days
21.3
U1060
0 years, male, NA, stage:T3N0M0, alive, 2442 days
21.3
U0399
0 years, female, NA, stage:T4N2M0, dead, 547 days
21.2
U2927
0 years, male, NA, stage:T3N1M0, alive, 564 days
21.2
U0439
0 years, male, NA, stage:T3N1M0, alive, 1418 days
21.2
U2975
0 years, male, NA, stage:T4N1M0, alive, 514 days
21.1
U1145
0 years, female, NA, stage:T3N0M0, dead, 445 days
21.1
U0252
0 years, male, NA, stage:T3N1M0, dead, 1761 days
21.1
U1454
0 years, female, NA, stage:T3N0M0, alive, 393 days
21.1
U1369
0 years, male, NA, stage:T3N0M0, dead, 1604 days
21.0
U0278
0 years, female, NA, stage:T2N0M0, alive, 763 days
21.0
U1129
0 years, male, NA, stage:T3N0M0, dead, 118 days
20.9
U3029
0 years, male, NA, stage:T2N0M0, alive, 475 days
20.9
U0136
0 years, female, NA, stage:T3N0M0, dead, 2795 days
20.9
U0092
0 years, male, NA, stage:T3N0M0, alive, 2779 days
20.9
U0307
0 years, male, NA, stage:T3N0M0, alive, 2921 days
20.8
U0991
0 years, male, NA, stage:T4N2M0, dead, 534 days
20.7
U1041
0 years, male, NA, stage:T2N0M0, alive, 1108 days
20.7
U0123
0 years, male, NA, stage:T3N0M0, dead, 1880 days
20.7
U0385
0 years, male, NA, stage:T3N0M0, alive, 902 days
20.6
U3034
0 years, female, NA, stage:T3N1M0, alive, 443 days
20.6
U2928
0 years, male, NA, stage:T2N0M0, alive, 563 days
20.6
U1267
0 years, male, NA, stage:T3N1M0, dead, 2869 days
20.6
U1183
0 years, male, NA, stage:T4N2M0, alive, 959 days
20.6
U3038
0 years, male, NA, stage:T3N0M0, alive, 328 days
20.6
U0287
0 years, female, NA, stage:T2N0M0, alive, 1897 days
20.5
U0223
0 years, male, NA, stage:T4N1M0, alive, 1812 days
20.4
U0467
0 years, female, NA, stage:T3N0M0, alive, 1848 days
20.4
U0933
0 years, male, NA, stage:T3N2M0, dead, 1960 days
20.4
U0157
0 years, male, NA, stage:T4N0M0, dead, 131 days
20.4
U0357
0 years, female, NA, stage:T3N0M0, alive, 2285 days
20.4
U2815
0 years, female, NA, stage:T3N0M0, alive, 717 days
20.4
U0332
0 years, female, NA, stage:T3N0M0, alive, 2101 days
20.4
U0167
0 years, male, NA, stage:T3N1M0, alive, 1820 days
20.4
U1074
0 years, male, NA, stage:T3N0M0, dead, 1043 days
20.4
U0070
0 years, male, NA, stage:T1N0M0, dead, 1319 days
20.3
U1095
0 years, female, NA, stage:T3N1M1, alive, 2425 days
20.3
U0459
0 years, female, NA, stage:T3N0M0, alive, 966 days
20.3
U0465
0 years, male, NA, stage:T3N0M0, alive, 2383 days
20.2
U1447
0 years, male, NA, stage:T4N1M0, alive, 988 days
20.2
U0303
0 years, female, NA, stage:T3N0M0, alive, 2847 days
20.2
U0456
0 years, male, NA, stage:T4N0M0, dead, 2222 days
20.2
U0362
0 years, male, NA, stage:T3N0M0, alive, 1148 days
20.1
U0270
0 years, female, NA, stage:T1N0M0, alive, 2187 days
20.1
U0233
0 years, female, NA, stage:T3N1M0, alive, 975 days
20.1
U0129
0 years, male, NA, stage:T4N0M0, dead, 1265 days
20.1
U0445
0 years, female, NA, stage:T3N0M0, alive, 1851 days
20.0
U0156
0 years, female, NA, stage:T4N1M0, alive, 1573 days
19.9
U0110
0 years, female, NA, stage:T3N1M1, dead, 878 days
19.9
U0131
0 years, female, NA, stage:T4N2M1, alive, 238 days
19.9
U0067
0 years, female, NA, stage:T3N0M0, alive, 2180 days
19.9
U2958
0 years, female, NA, stage:T1N0M0, alive, 536 days
19.9
U3051
0 years, male, NA, stage:T3N2M0, alive, 415 days
19.8
U0172
0 years, male, NA, stage:T4N0M0, dead, 678 days
19.8
U0317
0 years, female, NA, stage:T3N2M0, alive, 3209 days
19.8
U0143
0 years, male, NA, stage:T3N2M0, alive, 2313 days
19.8
U0302
0 years, male, NA, stage:T1N0M0, alive, 892 days
19.8
U1346
0 years, female, NA, stage:T3N0M0, alive, 1137 days
19.8
U1201
0 years, male, NA, stage:T3N2M0, alive, 1484 days
19.7
U0363
0 years, male, NA, stage:T3N1M0, alive, 3601 days
19.6
U1103
0 years, female, NA, stage:T4N2M0, alive, 975 days
19.6
U1111
0 years, female, NA, stage:T3N0M0, dead, 1631 days
19.5
U1107
0 years, male, NA, stage:T3N0M0, alive, 329 days
19.4
U0938
0 years, female, NA, stage:T3N0M0, dead, 1231 days
19.4
U0442
0 years, male, NA, stage:T3N0M0, alive, 619 days
19.3
U0099
0 years, female, NA, stage:T3N0M0, dead, 986 days
19.3
U1037
0 years, male, NA, stage:T4N0M0, alive, 1658 days
19.3
U0210
0 years, male, NA, stage:T3N0M0, dead, 1800 days
19.2
U0942
0 years, male, NA, stage:T3N0M0, alive, 665 days
19.2
U0115
0 years, female, NA, stage:T3N0M0, dead, 1738 days
19.2
U0297
0 years, female, NA, stage:T3N2M0, alive, 1196 days
19.2
U0204
0 years, male, NA, stage:T3N0M0, dead, 770 days
19.2
U0309
0 years, female, NA, stage:T3N0M0, dead, 1898 days
19.0
U1114
0 years, female, NA, stage:TXNXM1, dead, 473 days
19.0
U0153
0 years, female, NA, stage:T3N0M0, dead, 1718 days
18.9
U0955
0 years, female, NA, stage:T3N0M0, alive, 2170 days
18.9
U0295
0 years, male, NA, stage:T3N0M0, dead, 2572 days
18.9
U0207
0 years, female, NA, stage:T3N0M0, dead, 2593 days
18.8
U3018
0 years, male, NA, stage:T4N1M0, alive, 463 days
18.8
U0428
0 years, male, NA, stage:T4N1M1, alive, 1016 days
18.8
U0267
0 years, male, NA, stage:T4N0M0, dead, 445 days
18.8
U1044
0 years, male, NA, stage:T4N0M0, alive, 3146 days
18.8
U0141
0 years, male, NA, stage:T3N2M0, alive, 2079 days
18.8
U1473
0 years, female, NA, stage:T3N0M0, alive, 1553 days
18.7
U1250
0 years, male, NA, stage:T2N0M0, alive, 597 days
18.7
U0976
0 years, female, NA, stage:T3N2M0, dead, 97 days
18.7
U0177
0 years, female, NA, stage:T3N0M0, alive, 355 days
18.7
U1158
0 years, female, NA, stage:T3N1M0, alive, 721 days
18.6
U0352
0 years, female, NA, stage:T4N2M0, dead, 385 days
18.5
U0259
0 years, female, NA, stage:T4N2M0, alive, 76 days
18.5
U1264
0 years, female, NA, stage:T3N0M0, dead, 1583 days
18.5
U0453
0 years, male, NA, stage:T3N0M0, alive, 2859 days
18.5
U1086
0 years, female, NA, stage:T1N0M0, alive, 2907 days
18.5
U0471
0 years, female, NA, stage:T3N1M0, alive, 1673 days
18.4
U1213
0 years, female, NA, stage:T2N0M0, alive, 560 days
18.4
U0358
0 years, female, NA, stage:T4N1M0, alive, 2290 days
18.4
U0091
0 years, male, NA, stage:T3N0M0, alive, 520 days
18.4
U1347
0 years, female, NA, stage:T3N0M0, alive, 1401 days
18.4
U1241
0 years, male, NA, stage:T3N1M0, dead, 49 days
18.4
U0376
0 years, male, NA, stage:T2N1M0, alive, 965 days
18.4
U1235
0 years, female, NA, stage:T2N0M0, alive, 1319 days
18.4
U1075
0 years, female, NA, stage:T3N0M0, alive, 1290 days
18.4
U0227
0 years, female, NA, stage:T4N2M0, alive, 291 days
18.4
U0378
0 years, female, NA, stage:T4N1M0, dead, 815 days
18.3
U0208
0 years, female, NA, stage:T3N1M0, dead, 1233 days
18.2
U2947
0 years, female, NA, stage:T3N0M0, alive, 543 days
18.2
U3022
0 years, male, NA, stage:T2N0M0, alive, 484 days
18.2
U0246
0 years, female, NA, stage:T4N0M0, dead, 1192 days
18.1
U0448
0 years, male, NA, stage:T3N2M0, alive, 3615 days
18.1
U0084
0 years, male, NA, stage:T3N0M0, dead, 1662 days
18.1
U0316
0 years, male, NA, stage:T3N2M0, alive, 2012 days
18.0
U0273
0 years, male, NA, stage:T2N1M0, alive, 2641 days
17.9
U1045
0 years, female, NA, stage:T4N2M0, alive, 1239 days
17.9
U0274
0 years, male, NA, stage:T3N0M0, dead, 1570 days
17.9
U0121
0 years, male, NA, stage:T4N2M0, alive, 655 days
17.9
U0211
0 years, female, NA, stage:T3N1M0, alive, 1236 days
17.9
U0257
0 years, male, NA, stage:T3N1M0, dead, 2508 days
17.8
U1071
0 years, female, NA, stage:T4N0M1, alive, 1514 days
17.8
U0382
0 years, female, NA, stage:T3N0M0, alive, 2550 days
17.8
U0175
0 years, male, NA, stage:T3N2M0, alive, 1875 days
17.8
U1486
0 years, female, NA, stage:T4N0M0, alive, 1606 days
17.7
U0967
0 years, male, NA, stage:T2N0M0, dead, 1691 days
17.7
U0400
0 years, male, NA, stage:T4N0M0, dead, 1073 days
17.7
U0370
0 years, female, NA, stage:T3N0M0, alive, 1047 days
17.7
U3050
0 years, female, NA, stage:T3N0M0, alive, 407 days
17.7
U0218
0 years, female, NA, stage:T3N0M0, alive, 714 days
17.7
U1246
0 years, female, NA, stage:T3N0M0, alive, 1441 days
17.6
U0373
0 years, female, NA, stage:T3N0M0, alive, 1822 days
17.6
U1220
0 years, male, NA, stage:T3N2M0, dead, 1953 days
17.6
U1349
0 years, female, NA, stage:T3N1M0, alive, 1899 days
17.6
U0999
0 years, male, NA, stage:T3N2M0, alive, 860 days
17.6
U1344
0 years, female, NA, stage:T3N1M0, alive, 1450 days
17.5
U2803
0 years, male, NA, stage:T3N1M0, alive, 744 days
17.5
U0214
0 years, male, NA, stage:T4N1M1, alive, 788 days
17.5
U1013
0 years, female, NA, stage:T2N1M0, alive, 1439 days
17.4
U1072
0 years, male, NA, stage:T1N0M0, alive, 1446 days
17.4
U0124
0 years, female, NA, stage:T1N0M0, alive, 2430 days
17.3
U0440
0 years, female, NA, stage:T4N0M0, dead, 2743 days
17.3
U0939
0 years, male, NA, stage:T3N1M0, alive, 2960 days
17.3
U1062
0 years, female, NA, stage:T4N0M0, alive, 1689 days
17.3
U0462
0 years, female, NA, stage:T4N1M0, alive, 1017 days
17.1
U0390
0 years, male, NA, stage:T3N1M0, alive, 871 days
17.1
U0152
0 years, male, NA, stage:T3N1M0, alive, 989 days
17.1
U0113
0 years, male, NA, stage:T4N2M0, alive, 1102 days
17.1
U1007
0 years, male, NA, stage:T3N0M0, alive, 1333 days
17.1
U0117
0 years, female, NA, stage:T2N0M0, dead, 1078 days
17.0
U0320
0 years, female, NA, stage:T4N2M1, alive, 188 days
17.0
U0355
0 years, male, NA, stage:T4N1M0, dead, 1038 days
17.0
U0063
0 years, male, NA, stage:T1N0M0, dead, 1779 days
16.9
U0269
0 years, female, NA, stage:T3N0M0, alive, 2530 days
16.9
U0105
0 years, female, NA, stage:T2N0M0, dead, 2158 days
16.8
U1448
0 years, male, NA, stage:T3N0M1, dead, 1512 days
16.8
U1253
0 years, female, NA, stage:T3N0M0, dead, 165 days
16.8
U1317
0 years, male, NA, stage:T4N1M0, alive, 965 days
16.8
U0186
0 years, female, NA, stage:T2N0M0, alive, 3726 days
16.8
U0438
0 years, female, NA, stage:T3N0M0, alive, 2009 days
16.8
U1031
0 years, male, NA, stage:T1N1M0, alive, 1625 days
16.7
U1104
0 years, female, NA, stage:T4N0M0, alive, 1109 days
16.7
U0239
0 years, male, NA, stage:T2N0M0, alive, 67 days
16.7
U0166
0 years, female, NA, stage:T3N0M0, alive, 763 days
16.7
U1291
0 years, female, NA, stage:T3N0M0, alive, 2000 days
16.7
U0449
0 years, female, NA, stage:T3N0M0, alive, 1851 days
16.6
U0369
0 years, female, NA, stage:T3N0M0, dead, 1095 days
16.6
U0314
0 years, female, NA, stage:T1N0M0, dead, 2436 days
16.6
U0319
0 years, male, NA, stage:T3N0M0, alive, 2801 days
16.5
U0189
0 years, female, NA, stage:T3N0M0, dead, 1823 days
16.5
U0414
0 years, male, NA, stage:T3N0M0, alive, 1691 days
16.5
U0356
0 years, male, NA, stage:T4N1M0, alive, 536 days
16.4
U0340
0 years, female, NA, stage:T4N2M1, dead, 438 days
16.4
U1047
0 years, female, NA, stage:T4N2M0, alive, 3592 days
16.4
U1228
0 years, male, NA, stage:T3N0M0, alive, 1333 days
16.4
U0375
0 years, male, NA, stage:T3N0M0, dead, 666 days
16.4
U0898
0 years, female, NA, stage:T4aN0M0, dead, 340 days
16.4
U1073
0 years, female, NA, stage:T3N1M0, alive, 1359 days
16.4
U0312
0 years, female, NA, stage:T4N2M1, alive, 499 days
16.3
U1292
0 years, female, NA, stage:T4N1M0, alive, 1147 days
16.3
U0102
0 years, female, NA, stage:T4N2M0, dead, 670 days
16.2
U0244
0 years, female, NA, stage:T3N1M0, alive, 3184 days
16.2
U0401
0 years, male, NA, stage:T4N1M0, alive, 1715 days
16.2
U0199
0 years, female, NA, stage:T4N2M0, alive, 1372 days
16.1
U3043
0 years, female, NA, stage:T3N2M0, alive, 287 days
16.1
U0972
0 years, female, NA, stage:T1N0M0, alive, 2473 days
16.0
U1046
0 years, female, NA, stage:T4N2M1, dead, 697 days
16.0
U0993
0 years, male, NA, stage:T4N2M0, alive, 1267 days
16.0
U3048
0 years, male, NA, stage:T4N2M0, alive, 535 days
15.9
U0313
0 years, male, NA, stage:T4N1M0, dead, 1142 days
15.9
U1130
0 years, male, NA, stage:T2N1M0, alive, 913 days
15.8
U0112
0 years, female, NA, stage:T3N0M1, alive, 551 days
15.8
U1099
0 years, female, NA, stage:T3N0M0, alive, 2068 days
15.5
U0170
0 years, male, NA, stage:T4N1M0, dead, 832 days
15.5
U0146
0 years, female, NA, stage:T3N2M0, dead, 733 days
15.5
U0100
0 years, female, NA, stage:T3N0M0, dead, 1920 days
15.5
U0426
0 years, male, NA, stage:T3N0M0, dead, 976 days
15.5
U0349
0 years, male, NA, stage:T3N1M0, alive, 2682 days
15.4
U0187
0 years, male, NA, stage:T3N2M0, alive, 1632 days
15.4
U3122
0 years, female, NA, stage:T3N0M1, dead, 91 days
15.3
U1122
0 years, female, NA, stage:T3N2M0, alive, 1675 days
15.2
U0335
0 years, female, NA, stage:T3N1M0, alive, 2464 days
15.1
U1067
0 years, male, NA, stage:T3N0M0, alive, 1570 days
15.1
U0236
0 years, male, NA, stage:T3N1M0, alive, 1842 days
15.1
U3100
0 years, male, NA, stage:T3N1M0, dead, 1608 days
15.1
U0590
0 years, female, NA, stage:T3N0M0, alive, 661 days
15.1
U0245
0 years, female, NA, stage:T3N1M0, dead, 564 days
15.0
U1258
0 years, male, NA, stage:T3N1M0, alive, 1373 days
14.8
U0336
0 years, female, NA, stage:T3N0M0, alive, 1100 days
14.7
U0289
0 years, female, NA, stage:T3N0M0, alive, 3511 days
14.6
U0196
0 years, male, NA, stage:T3N0M0, alive, 2086 days
14.6
U0263
0 years, female, NA, stage:T3N0M1, alive, 362 days
14.5
U0460
0 years, female, NA, stage:T3N0M0, dead, 2069 days
14.4
U0108
0 years, female, NA, stage:T3N0M1, alive, 535 days
14.4
U1274
0 years, male, NA, stage:T2N1M0, alive, 1198 days
14.4
U1401
0 years, female, NA, stage:T3N0M0, alive, 1482 days
14.3
U0095
0 years, male, NA, stage:T4N1M0, dead, 1034 days
14.3
U0247
0 years, female, NA, stage:T3N1M0, alive, 2538 days
14.3
U0125
0 years, female, NA, stage:T1N0M0, dead, 668 days
14.3
U2953
0 years, female, NA, stage:T4aN0M0, alive, 541 days
14.3
U0386
0 years, female, NA, stage:T4N1M1, alive, 2592 days
14.3
U0109
0 years, female, NA, stage:T4N2M1, alive, 144 days
14.2
U0300
0 years, male, NA, stage:T2N0M0, alive, 974 days
14.2
U0266
0 years, female, NA, stage:T3N1M0, dead, 2221 days
14.2
U0148
0 years, male, NA, stage:T3N0M0, alive, 1780 days
14.0
U0094
0 years, female, NA, stage:T3N2M0, alive, 741 days
14.0
U0915
0 years, female, NA, stage:T3N0M0, alive, 1613 days
14.0
U0106
0 years, female, NA, stage:T3N1M0, dead, 653 days
13.9
U0090
0 years, female, NA, stage:T3N0M0, dead, 1258 days
13.9
U0315
0 years, female, NA, stage:T2N0M0, alive, 1973 days
13.9
U0262
0 years, female, NA, stage:T2N0M0, alive, 2534 days
13.9
U0158
0 years, male, NA, stage:T1N0M0, dead, 3101 days
13.9
U0075
0 years, male, NA, stage:T3N0M0, dead, 3 days
13.8
U0068
0 years, female, NA, stage:T3N1M0, alive, 1991 days
13.8
U0367
0 years, female, NA, stage:T3N1M0, alive, 3075 days
13.7
U0444
0 years, female, NA, stage:T4N1M0, alive, 1841 days
13.7
U1127
0 years, female, NA, stage:T3N0M0, alive, 3465 days
13.7
U0180
0 years, male, NA, stage:T3N0M1, dead, 965 days
13.6
U0193
0 years, male, NA, stage:T3N1M0, dead, 876 days
13.4
U0383
0 years, male, NA, stage:T3N2M1, dead, 595 days
13.4
U0122
0 years, female, NA, stage:T2N0M0, dead, 159 days
13.4
U0441
0 years, female, NA, stage:T2N1M0, alive, 2738 days
13.3
U0326
0 years, female, NA, stage:T3N0M0, alive, 3178 days
13.3
U0066
0 years, male, NA, stage:T3N0M0, dead, 2486 days
13.2
U0081
0 years, male, NA, stage:T3N2M0, dead, 248 days
13.2
U1396
0 years, female, NA, stage:T4N0M0, alive, 1168 days
12.9
U3024
0 years, female, NA, stage:T3N0M0, alive, 463 days
12.9
U0433
0 years, male, NA, stage:T4N1M1, dead, 440 days
12.8
U0333
0 years, female, NA, stage:T3N2M0, dead, 1959 days
12.8
U0085
0 years, male, NA, stage:T4N1M0, dead, 1698 days
12.8
U0934
0 years, female, NA, stage:T3N0M0, alive, 1185 days
12.6
U0347
0 years, female, NA, stage:T4N1M1, alive, 628 days
12.5
U1022
0 years, male, NA, stage:T4N2M0, dead, 61 days
12.5
U0145
0 years, male, NA, stage:T3N1M1, alive, 623 days
12.5
U0229
0 years, female, NA, stage:TXN2M1, dead, 2115 days
12.4
U0342
0 years, male, NA, stage:T4N2M0, alive, 305 days
12.3
U1474
0 years, female, NA, stage:T1N0MX, alive, 2012 days
12.3
U0984
0 years, female, NA, stage:T4N0M0, alive, 1287 days
12.3
U0087
0 years, female, NA, stage:T3N2M0, dead, 337 days
12.0
U0937
0 years, male, NA, stage:T2N0M0, dead, 1558 days
11.9
U0235
0 years, female, NA, stage:T3N0M0, alive, 1327 days
11.8
U0135
0 years, female, NA, stage:T3N0M0, alive, 1738 days
11.6
U0200
0 years, female, NA, stage:T3N0M0, alive, 2614 days
11.3
U0234
0 years, male, NA, stage:T1N1M0, alive, 990 days
11.2
U0171
0 years, female, NA, stage:T3N1M0, dead, 1920 days
10.8
U0345
0 years, female, NA, stage:T3N0M0, alive, 2127 days
10.8
U0413
0 years, male, NA, stage:T2N0M0, alive, 1228 days
10.5
U0134
0 years, male, NA, stage:T3N0M0, alive, 2009 days
10.3
U0350
0 years, female, NA, stage:T4N0M0, alive, 770 days
10.3
U1018
0 years, male, NA, stage:T4N1M1, dead, 1693 days
9.2
U0416
0 years, male, NA, stage:T1N1M0, alive, 1228 days
9.0
U1472
0 years, female, NA, stage:T3N1M0, alive, 1316 days
8.6
U0306
0 years, male, NA, stage:T3N1M0, dead, 717 days
8.2
U0318
0 years, male, NA, stage:T3N0M0, alive, 762 days
8.0
U1065
0 years, female, NA, stage:T3N2M0, alive, 2954 days
7.9
U0455
0 years, female, NA, stage:T3N2M0, alive, 2445 days
7.6
U0384
0 years, male, NA, stage:T2N1M1, alive, 1024 days
4.1
U0248
0 years, male, NA, stage:T3N0M0, alive, 1870 days
2.7
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.
RAB43 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
12.1
Number of samples
88
Samples
Sample
Description
TPM
TCGA-DY-A1DC-01A
0 years, female, white, stage:Stage IIA, dead, 1258 days
25.8
TCGA-EI-6884-01A
0 years, male, white, stage:Stage IIIA, alive, 328 days
24.8
TCGA-DC-6160-01A
0 years, male, white, stage:Stage I, alive, 1339 days
22.6
TCGA-EF-5831-01A
0 years, male, white, stage:Stage IIA, alive, 127 days
22.5
TCGA-AF-6655-01A
0 years, male, white, stage:Stage IIIA, alive, 609 days
22.4
TCGA-CI-6620-01A
0 years, female, white, stage:Stage IVA, alive, 1009 days
22.1
TCGA-DC-6158-01A
0 years, male, white, stage:Stage I, dead, 334 days
22.0
TCGA-DC-6157-01A
0 years, male, black or african american, stage:Stage I, alive, 1581 days
18.9
TCGA-DC-6681-01A
0 years, female, white, stage:Stage IVA, alive, 790 days
18.5
TCGA-EI-7002-01A
0 years, male, white, stage:Stage IV, alive, 364 days
17.8
TCGA-AH-6643-01A
0 years, male, white, stage:Stage IIIC, dead, 1314 days
17.7
TCGA-EI-6883-01A
0 years, male, white, stage:Stage IIC, alive, 350 days
17.4
TCGA-CL-5917-01A
0 years, female, white, stage:Stage IIIC, alive, 2376 days
17.0
TCGA-AG-3902-01A
0 years, male, stage:Stage IIA, alive, 974 days
17.0
TCGA-G5-6572-01A
0 years, male, white, stage:'--, dead, 1432 days
16.0
TCGA-CL-4957-01A
0 years, female, stage:'--, dead, 425 days
16.0
TCGA-AG-3592-01A
0 years, male, stage:Stage IIA, alive, 1035 days
15.9
TCGA-EI-7004-01A
0 years, female, white, stage:'--, alive, 257 days
15.7
TCGA-EI-6510-01A
0 years, female, white, stage:'--, alive, 556 days
15.5
TCGA-EI-6506-01A
0 years, female, white, stage:Stage IIA, alive, 625 days
15.5
TCGA-EI-6882-01A
0 years, male, white, stage:Stage IIA, alive, 262 days
15.4
TCGA-AG-3732-01A
0 years, female, stage:Stage I, alive, 1003 days
15.1
TCGA-AF-3911-01A
0 years, male, white, stage:Stage IIIC, alive, 1148 days
14.8
TCGA-AF-2693-01A
0 years, male, white, stage:Stage I, alive, 1155 days
14.7
TCGA-AF-6672-01A
0 years, male, white, stage:Stage IV, alive, 748 days
14.5
TCGA-EI-6885-01A
0 years, female, white, stage:Stage IV, alive, 415 days
14.5
TCGA-DC-6156-01A
0 years, male, white, stage:Stage IVA, alive, 943 days
14.2
TCGA-AH-6644-01A
0 years, male, white, stage:'--, alive, 838 days
13.8
TCGA-F5-6861-01A
0 years, female, white, stage:Stage IIA, alive, 1160 days
13.7
TCGA-F5-6571-01A
0 years, female, white, stage:Stage IIA, alive, 1288 days
13.3
TCGA-F5-6465-01A
0 years, female, white, stage:Stage IIA, alive, 1506 days
12.9
TCGA-AF-6136-01A
0 years, female, white, stage:Stage IIIB, alive, 741 days
12.5
TCGA-F5-6863-01A
0 years, female, white, stage:Stage IIIB, dead, 361 days
12.5
TCGA-F5-6812-01A
0 years, male, white, stage:Stage IIA, alive, 1110 days
12.3
TCGA-AF-A56N-01A
0 years, female, black or african american, stage:Stage IIA, alive, 360 days
12.2
TCGA-EI-6881-01A
0 years, male, white, stage:Stage IIIA, alive, 499 days
12.2
TCGA-F5-6864-01A
0 years, female, white, stage:Stage IIIB, alive, 379 days
12.0
TCGA-EI-6512-01A
0 years, female, white, stage:Stage IIIB, alive, 538 days
11.8
TCGA-EI-6511-01A
0 years, male, white, stage:Stage IIIB, alive, 482 days
11.7
TCGA-AH-6897-01A
0 years, male, white, stage:Stage I, alive, 804 days
11.6
TCGA-F5-6811-01A
0 years, female, white, stage:Stage IIA, alive, 979 days
11.6
TCGA-AH-6544-01A
0 years, male, white, stage:'--, alive, 1173 days
11.6
TCGA-CI-6621-01A
0 years, male, white, stage:Stage IIIB, alive, 419 days
11.4
TCGA-AF-5654-01A
0 years, female, white, stage:Stage I, dead, 512 days
11.4
TCGA-EI-6513-01A
0 years, male, white, stage:Stage IIIB, alive, 497 days
11.3
TCGA-G5-6641-01A
0 years, male, white, stage:Stage IIIA, alive, 804 days
11.2
TCGA-AF-A56K-01A
0 years, male, black or african american, stage:Stage IIA, alive, 2635 days
11.0
TCGA-EF-5830-01A
0 years, male, white, stage:Stage IIB, alive, 106 days
11.0
TCGA-EI-6508-01A
0 years, female, white, stage:Stage IIIB, alive, 636 days
11.0
TCGA-AG-3731-01A
0 years, male, stage:Stage IV, alive, 1126 days
10.9
TCGA-F5-6702-01A
0 years, male, white, stage:Stage IVA, dead, 869 days
10.8
TCGA-DC-6683-01A
0 years, male, white, stage:Stage IIIB, alive, 762 days
10.8
TCGA-F5-6814-01A
0 years, male, white, stage:Stage IIA, alive, 1131 days
10.8
TCGA-CI-6622-01A
0 years, male, white, stage:Stage IIB, alive, 1362 days
10.7
TCGA-EI-6509-01A
0 years, male, white, stage:Stage IIIC, alive, 517 days
10.0
TCGA-BM-6198-01A
0 years, male, white, stage:Stage IIIB, alive, 646 days
9.7
TCGA-DT-5265-01A
0 years, male, asian, stage:Stage II, alive, 384 days
9.7
TCGA-F5-6464-01A
0 years, female, white, stage:Stage IIIC, dead, 303 days
9.6
TCGA-AG-3591-01A
0 years, female, stage:Stage IIA, alive, 1035 days
9.5
TCGA-AG-4021-01A
0 years, female, stage:Stage IV, dead, 121 days
9.4
TCGA-AH-6547-01A
0 years, female, white, stage:'--, dead, 76 days
9.4
TCGA-AF-2687-01A
0 years, male, white, stage:Stage IIIC, alive, 1427 days
9.2
TCGA-AF-A56L-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 2007 days
9.2
TCGA-EI-6507-01A
0 years, male, white, stage:Stage IIA, alive, 607 days
9.1
TCGA-AH-6903-01A
0 years, male, white, stage:Stage IIIB, alive, 592 days
9.1
TCGA-AG-3742-01A
0 years, female, stage:Stage I, alive, 30 days
8.9
TCGA-DC-6154-01A
0 years, female, white, stage:Stage IVA, alive, 365 days
8.9
TCGA-AH-6549-01A
0 years, male, white, stage:'--, alive, 532 days
8.7
TCGA-AF-4110-01A
0 years, male, white, stage:Stage IVA, alive, 912 days
8.7
TCGA-DC-4745-01A
0 years, female, white, stage:Stage IIIB, alive, 639 days
8.6
TCGA-DY-A1DE-01A
0 years, female, white, stage:Stage IIA, alive, 3932 days
8.6
TCGA-F5-6813-01A
0 years, male, white, stage:Stage IIIC, dead, 598 days
8.5
TCGA-DY-A0XA-01A
0 years, female, white, stage:Stage IIA, alive, 3846 days
8.4
TCGA-EI-6514-01A
0 years, female, white, stage:Stage IIA, alive, 496 days
8.4
TCGA-AG-4022-01A
0 years, female, stage:Stage II, alive, 1400 days
8.0
TCGA-DC-4749-01A
0 years, male, white, stage:Stage I, alive, 762 days
8.0
TCGA-EI-6917-01A
0 years, male, white, stage:Stage IIIA, alive, 531 days
7.6
TCGA-DC-6155-01A
0 years, female, white, stage:Stage IIIA, alive, 425 days
7.3
TCGA-DC-5337-01A
0 years, male, white, stage:Stage I, alive, 792 days
7.1
TCGA-AF-2690-01A
0 years, female, white, stage:Stage IIIC, dead, 524 days
6.8
TCGA-DC-5869-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 943 days
6.7
TCGA-G5-6233-01A
0 years, male, white, stage:'--, dead, 556 days
5.7
TCGA-DY-A1DG-01A
0 years, male, white, stage:Stage IVA, dead, 1566 days
5.7
TCGA-G5-6235-01A
0 years, male, white, stage:Stage IIIB, alive, 1696 days
5.7
TCGA-DY-A1DD-01A
0 years, female, white, stage:Stage IIIB, dead, 1741 days
4.8
TCGA-DY-A1DF-01A
0 years, female, white, stage:Stage IIIC, dead, 734 days
4.5
TCGA-DY-A1H8-01A
0 years, female, white, stage:Stage IIIA, dead, 992 days
4.3
TCGA-DC-6682-01A
0 years, male, white, stage:Stage IIA, alive, 762 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.
RAB43 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
20.2
Number of samples
207
Samples
Sample
Description
TPM
U0216
0 years, male, NA, stage:T2N0M0, alive, 2684 days
48.5
U0296
0 years, male, NA, stage:T3N0M0, alive, 2610 days
37.8
U0118
0 years, female, NA, stage:T3N2M0, dead, 350 days
37.0
U3049
0 years, male, NA, stage:T2N0M0, alive, 533 days
35.6
U0852
0 years, male, NA, stage:T3N2M1, alive, 1651 days
34.2
U0601
0 years, female, NA, stage:T4N1M0, alive, 1368 days
33.4
U0657
0 years, female, NA, stage:T2N0M0, dead, 1109 days
32.8
U0422
0 years, female, NA, stage:T3N2M1, dead, 1710 days
32.1
U2764
0 years, male, NA, stage:T3N2M0, alive, 440 days
31.8
U0604
0 years, male, NA, stage:T3N1M0, alive, 1522 days
31.5
U0640
0 years, male, NA, stage:T2N0M0, alive, 1696 days
31.0
U0550
0 years, male, NA, stage:T3N2M0, alive, 2191 days
30.6
U0539
0 years, male, NA, stage:T4N2M0, alive, 2017 days
30.5
U2955
0 years, male, NA, stage:T3N1M0, alive, 181 days
30.2
U0407
0 years, male, NA, stage:T3N1M0, dead, 2027 days
30.0
U0637
0 years, male, NA, stage:T3N1M0, alive, 1997 days
29.7
U0555
0 years, male, NA, stage:T3N2M0, alive, 2043 days
29.6
U0230
0 years, female, NA, stage:T1N1M0, alive, 3152 days
29.6
U0080
0 years, female, NA, stage:T3N0M0, dead, 489 days
29.4
U2994
0 years, female, NA, stage:T4N1M0, alive, 132 days
28.9
U0093
0 years, male, NA, stage:T3N2M0, dead, 1118 days
28.5
U2943
0 years, male, NA, stage:T3N0M0, alive, 189 days
28.0
U0457
0 years, male, NA, stage:T3N0M0, alive, 833 days
27.6
U0132
0 years, male, NA, stage:T3N1M0, alive, 1798 days
27.6
U0545
0 years, male, NA, stage:T3N0M0, alive, 2340 days
27.2
U0671
0 years, male, NA, stage:T3N1M0, dead, 785 days
27.0
U0174
0 years, male, NA, stage:T3N0M0, alive, 450 days
26.9
U0643
0 years, female, NA, stage:T2N1M0, dead, 1583 days
26.8
U0802
0 years, male, NA, stage:T3N2M1, dead, 338 days
26.4
U0437
0 years, male, NA, stage:T1N1M0, alive, 849 days
26.4
U0663
0 years, female, NA, stage:T3N1M0, alive, 762 days
26.4
U0707
0 years, male, NA, stage:T3N1M0, alive, 518 days
26.3
U0364
0 years, female, NA, stage:T4N2M1, dead, 151 days
26.2
U2834
0 years, male, NA, stage:T3N1M0, alive, 323 days
26.1
U0322
0 years, male, NA, stage:T4N2M0, alive, 1694 days
26.0
U0484
0 years, male, NA, stage:T4N2M0, alive, 1275 days
25.8
U0251
0 years, male, NA, stage:T2N0M0, alive, 1906 days
25.7
U0638
0 years, male, NA, stage:T2N0M0, alive, 1801 days
25.5
U0137
0 years, male, NA, stage:T3N1M0, dead, 1799 days
25.4
U0568
0 years, male, NA, stage:T4N1M0, alive, 1287 days
25.3
U0713
0 years, male, NA, stage:T2N0M0, alive, 359 days
25.2
U0343
0 years, female, NA, stage:T2N0M0, alive, 701 days
25.1
U0415
0 years, male, NA, stage:T3N1M0, alive, 2526 days
24.6
U0088
0 years, male, NA, stage:T3N1M1, dead, 260 days
24.5
U0339
0 years, male, NA, stage:T3N2M0, alive, 2155 days
24.4
U0572
0 years, female, NA, stage:T3N1M0, alive, 2621 days
24.4
U0431
0 years, female, NA, stage:T3N1M0, alive, 695 days
24.3
U0329
0 years, male, NA, stage:T3N1M0, dead, 805 days
24.2
U0138
0 years, male, NA, stage:T3N1M0, dead, 2472 days
24.0
U0079
0 years, male, NA, stage:T4N2M0, dead, 1891 days
23.8
U0552
0 years, male, NA, stage:T3N2M0, alive, 1701 days
23.6
U0695
0 years, male, NA, stage:T3N0M0, alive, 566 days
23.4
U0430
0 years, male, NA, stage:T3N2M0, dead, 2472 days
23.3
U0454
0 years, male, NA, stage:T3N1M0, alive, 2997 days
23.3
U0353
0 years, female, NA, stage:T1N0M0, alive, 2912 days
23.3
U0380
0 years, male, NA, stage:T2N0M0, alive, 2155 days
23.2
U2972
0 years, male, NA, stage:T3N0M0, alive, 161 days
23.2
U0402
0 years, female, NA, stage:T3N1M0, dead, 2487 days
23.1
U0494
0 years, male, NA, stage:T4N2M0, alive, 1290 days
23.1
U0417
0 years, female, NA, stage:T3N2M1, dead, 893 days
23.0
U0311
0 years, female, NA, stage:T3N1M0, alive, 1176 days
22.9
U0654
0 years, male, NA, stage:T3N2M0, alive, 1220 days
22.9
U0849
0 years, female, NA, stage:T4N0M1, dead, 267 days
22.8
U0534
0 years, female, NA, stage:T3N2M0, alive, 1361 days
22.8
U0652
0 years, male, NA, stage:T3N0M0, alive, 1319 days
22.7
U0305
0 years, male, NA, stage:T3N1M0, alive, 2676 days
22.7
U0502
0 years, male, NA, stage:T4N1M0, alive, 1065 days
22.6
U0077
0 years, female, NA, stage:T2N0M0, dead, 588 days
22.6
U0086
0 years, female, NA, stage:T3N1M0, dead, 594 days
22.6
U0485
0 years, male, NA, stage:T3N0M0, dead, 2737 days
22.4
U0656
0 years, male, NA, stage:T3N2M0, alive, 1150 days
22.2
U0603
0 years, male, NA, stage:T2N1M0, alive, 1904 days
22.2
U0271
0 years, female, NA, stage:T3N1M0, alive, 2414 days
22.1
U0535
0 years, female, NA, stage:T4N1M0, alive, 2473 days
22.0
U3047
0 years, male, NA, stage:T3N2M0, alive, 205 days
21.8
U0030
0 years, female, NA, stage:T2N0M0, dead, 987 days
21.8
U0645
0 years, male, NA, stage:T3N0M0, alive, 1567 days
21.6
U0565
0 years, male, NA, stage:T4N1M0, alive, 1452 days
21.6
U0194
0 years, male, NA, stage:T3N1M0, alive, 680 days
21.5
U0593
0 years, male, NA, stage:T4bN0M0, alive, 876 days
21.4
U0458
0 years, male, NA, stage:T3N2M0, alive, 1073 days
21.2
U0857
0 years, male, NA, stage:T4N2M1, dead, 954 days
21.2
U0434
0 years, male, NA, stage:T2N0M0, alive, 2558 days
21.0
U0242
0 years, male, NA, stage:T3N0M0, alive, 2950 days
21.0
U0591
0 years, male, NA, stage:T2N0M0, alive, 1023 days
21.0
U0648
0 years, female, NA, stage:T3N0M0, alive, 1415 days
20.9
U0116
0 years, male, NA, stage:T3N1M0, dead, 930 days
20.8
U0658
0 years, male, NA, stage:T3N2M0, alive, 1108 days
20.7
U2960
0 years, male, NA, stage:T3N1M0, alive, 176 days
20.5
U0205
0 years, female, NA, stage:T3N2M0, alive, 2984 days
20.5
U0114
0 years, male, NA, stage:T3N0M0, alive, 1910 days
20.3
U0776
0 years, male, NA, stage:T4N2M0, alive, 1702 days
20.3
U0553
0 years, female, NA, stage:T3N2M0, alive, 1704 days
20.3
U0592
0 years, female, NA, stage:T2N0M0, dead, 670 days
20.2
U0388
0 years, male, NA, stage:T2N1M0, alive, 2186 days
20.2
U0001
0 years, female, NA, stage:T3N0M0, alive, 3188 days
20.1
U0282
0 years, male, NA, stage:T3N2M0, dead, 1869 days
20.1
U0128
0 years, female, NA, stage:T3N1M0, alive, 449 days
20.0
U0409
0 years, female, NA, stage:T3N1M0, alive, 934 days
20.0
U0423
0 years, female, NA, stage:T4N2M0, alive, 2735 days
19.8
U0331
0 years, male, NA, stage:T3N1M1, dead, 906 days
19.8
U0406
0 years, female, NA, stage:T4N2M1, dead, 778 days
19.6
U0561
0 years, female, NA, stage:T3N2M0, alive, 1577 days
19.5
U0587
0 years, male, NA, stage:T3N1M0, alive, 2107 days
19.4
U0258
0 years, male, NA, stage:T4N1M2, dead, 195 days
19.3
U0159
0 years, female, NA, stage:T3N1M0, alive, 1517 days
19.3
U0557
0 years, female, NA, stage:T3N2M0, alive, 2009 days
19.2
U0405
0 years, male, NA, stage:T3N1M0, alive, 829 days
19.1
U0542
0 years, male, NA, stage:T3N2M0, dead, 1482 days
19.0
U2761
0 years, female, NA, stage:T3N1M0, alive, 447 days
19.0
U0173
0 years, male, NA, stage:T2N0M0, dead, 2375 days
19.0
U2991
0 years, female, NA, stage:T1N0M0, alive, 135 days
18.9
U0600
0 years, male, NA, stage:T3N1M0, alive, 1659 days
18.9
U0533
0 years, male, NA, stage:T3N2M0, alive, 2248 days
18.8
U0594
0 years, male, NA, stage:T3N0M0, alive, 2852 days
18.8
U0192
0 years, male, NA, stage:T3N0M0, alive, 2081 days
18.7
U0596
0 years, male, NA, stage:T3N0M0, alive, 2233 days
18.6
U0642
0 years, male, NA, stage:T3N0M0, alive, 1603 days
18.6
U0581
0 years, female, NA, stage:T3N2M0, alive, 1660 days
18.5
U0514
0 years, female, NA, stage:T2N2M0, alive, 2799 days
18.5
U0584
0 years, male, NA, stage:T3N2M0, alive, 2705 days
18.4
U0508
0 years, male, NA, stage:T3N1M0, alive, 1120 days
18.2
U0519
0 years, male, NA, stage:T4N2M0, dead, 519 days
18.2
U0468
0 years, female, NA, stage:T3N0M0, alive, 1921 days
18.2
U0096
0 years, female, NA, stage:T4N2M1, dead, 257 days
18.1
U0279
0 years, male, NA, stage:T2N1M0, dead, 176 days
18.0
U0371
0 years, female, NA, stage:T3N0M0, alive, 2688 days
17.9
U0140
0 years, male, NA, stage:T3N2M0, alive, 2655 days
17.8
U0232
0 years, female, NA, stage:T2N0M0, dead, 994 days
17.7
U2836
0 years, male, NA, stage:T3N0M0, alive, 322 days
17.6
U0498
0 years, female, NA, stage:T4N1M0, alive, 1906 days
17.5
U0284
0 years, male, NA, stage:T3N2M0, alive, 581 days
17.4
U0562
0 years, female, NA, stage:T3N1M0, alive, 3092 days
17.3
U0865
0 years, female, NA, stage:T3N1M1, dead, 856 days
17.3
U0304
0 years, male, NA, stage:T3N2M0, alive, 2065 days
17.2
U0538
0 years, female, NA, stage:T3N1M0, alive, 1308 days
17.2
U0666
0 years, male, NA, stage:T3N1M0, alive, 709 days
17.1
U0241
0 years, female, NA, stage:T2N1M0, alive, 552 days
17.1
U0578
0 years, male, NA, stage:T2N2M0, alive, 1724 days
17.1
U0650
0 years, female, NA, stage:T2N2M0, alive, 1331 days
17.1
U0511
0 years, female, NA, stage:T3N0M0, dead, 2387 days
17.0
U0238
0 years, male, NA, stage:T3N0M0, dead, 868 days
16.9
U0391
0 years, female, NA, stage:T3N0M0, alive, 1179 days
16.9
U0800
0 years, male, NA, stage:T3N2M1, dead, 411 days
16.8
U0793
0 years, male, NA, stage:T3N1M1, dead, 195 days
16.7
U0294
0 years, male, NA, stage:T4N0M1, alive, 561 days
16.7
U0556
0 years, male, NA, stage:T3N2M0, alive, 2037 days
16.6
U0602
0 years, male, NA, stage:T2N0M0, alive, 1385 days
16.5
U0264
0 years, male, NA, stage:T4N2M0, alive, 2020 days
16.5
U0097
0 years, male, NA, stage:T3N0M1, dead, 2903 days
16.4
U3023
0 years, female, NA, stage:T2N0M0, alive, 404 days
16.3
U0190
0 years, male, NA, stage:T3N0M0, alive, 2367 days
16.3
U0497
0 years, female, NA, stage:T3N1M0, alive, 1414 days
16.2
U0334
0 years, male, NA, stage:T3N1M0, alive, 3171 days
16.2
U2779
0 years, male, NA, stage:T3N0M0, alive, 419 days
16.1
U0862
0 years, male, NA, stage:T4N2M1, dead, 1064 days
16.0
U0325
0 years, male, NA, stage:T3N0M0, dead, 1947 days
15.9
U0324
0 years, female, NA, stage:T4N1M0, alive, 938 days
15.9
U0351
0 years, female, NA, stage:T3N2M0, alive, 2886 days
15.9
U0120
0 years, female, NA, stage:T3N0M0, alive, 3233 days
15.8
U0155
0 years, male, NA, stage:T2N0M0, dead, 1672 days
15.7
U0848
0 years, male, NA, stage:T3N1M1, dead, 1185 days
15.7
U0649
0 years, male, NA, stage:T2N0M0, alive, 1424 days
15.7
U0213
0 years, male, NA, stage:T3N1M0, alive, 3018 days
15.7
U0466
0 years, male, NA, stage:T3N0M0, alive, 1381 days
15.6
U0803
0 years, female, NA, stage:T3N1M1, dead, 495 days
15.4
U0809
0 years, female, NA, stage:T3N1M1, dead, 275 days
15.4
U0255
0 years, female, NA, stage:T3N2M0, dead, 1079 days
15.4
U0595
0 years, male, NA, stage:T2N0M0, alive, 2535 days
15.0
U0359
0 years, male, NA, stage:T3N2M0, dead, 2443 days
14.9
U0418
0 years, male, NA, stage:T4N1M0, alive, 1246 days
14.9
U0276
0 years, male, NA, stage:T3N1M1, alive, 934 days
14.8
U0470
0 years, female, NA, stage:T2N2M0, alive, 961 days
14.8
U0675
0 years, female, NA, stage:T4N1M0, dead, 89 days
14.7
U0804
0 years, female, NA, stage:T3N2M1, dead, 380 days
14.7
U0750
0 years, female, NA, stage:T3N2M0, dead, 1393 days
14.6
U0293
0 years, male, NA, stage:T3N1M0, alive, 2717 days
14.5
U0492
0 years, male, NA, stage:T3N2M0, alive, 1114 days
14.5
U0641
0 years, female, NA, stage:T3N0M0, dead, 1626 days
14.2
U0532
0 years, male, NA, stage:T3N0M0, dead, 730 days
13.9
U0346
0 years, male, NA, stage:T4N2M0, alive, 1148 days
13.9
U0814
0 years, female, NA, stage:T3N1M1, dead, 482 days
13.9
U0188
0 years, female, NA, stage:T3N1M0, alive, 2134 days
13.6
U0694
0 years, male, NA, stage:T4N0M0, dead, 489 days
13.6
U0237
0 years, male, NA, stage:T3N1M0, alive, 2492 days
13.5
U0243
0 years, female, NA, stage:T3N2M0, alive, 2975 days
13.3
U0577
0 years, female, NA, stage:T3N2M0, alive, 2474 days
13.3
U0861
0 years, female, NA, stage:T4N2M1, dead, 184 days
13.3
U0228
0 years, male, NA, stage:T2N0M0, alive, 963 days
13.3
U0478
0 years, male, NA, stage:T4N2M0, alive, 2051 days
13.2
U0558
0 years, female, NA, stage:T3N2M0, alive, 2011 days
13.0
U0651
0 years, male, NA, stage:T3N0M0, alive, 1354 days
12.8
U0220
0 years, male, NA, stage:T2N0M0, alive, 1066 days
12.6
U0686
0 years, female, NA, stage:T4bN0M0, dead, 123 days
12.5
U0374
0 years, female, NA, stage:T2N0M0, alive, 1067 days
12.4
U0298
0 years, male, NA, stage:T3N1M0, alive, 513 days
11.7
U0512
0 years, male, NA, stage:T3N0M0, alive, 2550 days
11.5
U0805
0 years, male, NA, stage:T3N1M1, dead, 731 days
11.3
U0299
0 years, female, NA, stage:T4N2M0, alive, 43426 days
11.0
U0212
0 years, male, NA, stage:T3N0M1, alive, 1330 days
10.7
U0576
0 years, male, NA, stage:T3N2M0, alive, 2540 days
10.6
U0820
0 years, male, NA, stage:T3NXM1, dead, 622 days
10.3
U0147
0 years, female, NA, stage:T3N0M0, dead, 2085 days
10.0
U0579
0 years, female, NA, stage:T4aN0M0, alive, 2845 days
9.8
U0647
0 years, female, NA, stage:T3N0M0, alive, 1476 days
9.2
U0605
0 years, male, NA, stage:T2N0M0, alive, 952 days
8.3
U0366
0 years, male, NA, stage:T3NXM1, alive, 895 days
8.0
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COLON ADENOCARCINOMA - Protein relative expression (CPTAC)
Number of samples
197
Samples
Sample ID
Sample type
nRPX
b2400046-1d25-429d-a821-6040a6
Tumor
0.7
b605fafc-f7dd-44cc-9c86-da04e3_D2
Tumor
0.6
642fc6c3-8d4a-4e3d-ad0a-cc088a_D2
Tumor
0.5
8cc7e656-0152-4359-8566-0581c3
Tumor
0.5
9a6879b1-4f78-4ac6-9fca-dad049_D2
Normal
0.5
c1b66358-d103-493c-b8ec-92c43b_D1
Tumor
0.5
515040a4-bbfb-4a15-9e53-e7b6e6_D2
Normal
0.5
c6ae57a7-65a0-438e-bae2-97b1c8_D3
Tumor
0.5
bd67de01-ad7d-431a-9ad6-4dd5a1
Tumor
0.4
b4e91300-405e-4239-b8da-5e1a42_D2
Tumor
0.4
974e136f-7020-4a38-b9c1-094df9_D2
Normal
0.4
3d797911-d476-436f-9cce-33e20c_D8
Tumor
0.4
dffcac99-9eac-4717-aeb6-f4a2e7_D8
Tumor
0.4
98742d96-cc2f-43f0-9de2-bc7afe_D3
Tumor
0.4
7cc7f69f-99f5-4b23-a9e0-ba0dc8_D8
Tumor
0.4
f5ed5ebc-881d-456a-80d7-42c9e7_D2
Normal
0.4
e74089a9-f78c-4ffe-8174-aef71b_D2
Normal
0.4
21cab01c-e968-42cc-9651-1e53c0_D3
Tumor
0.4
d0511ea6-43c3-4c61-b08e-cf49b7_D3
Tumor
0.3
0aef1fe8-ca61-4113-81d0-d82ee7_D2
Tumor
0.3
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Tumor
0.3
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Normal
0.3
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Tumor
0.3
411d9597-c785-4de5-b449-29a80d_D2
Normal
0.3
591fb460-703a-437d-8d9a-ff2a35_D3
Tumor
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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Tumor
0.3
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Tumor
0.3
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Normal
0.3
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Normal
0.3
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Tumor
0.2
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Normal
0.2
176d1b96-8c6e-44fe-8a32-e15194_D2
Normal
0.2
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Normal
0.2
8980bb9d-65c1-41cb-9f90-dddd5f_D2
Normal
0.2
8960a27e-69d8-4ec8-a795-c6cf8a_D3
Tumor
0.2
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Normal
0.2
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Normal
0.2
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Tumor
0.2
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Tumor
0.2
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Normal
0.2
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Normal
0.2
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Normal
0.2
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Tumor
0.2
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Tumor
0.2
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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
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Normal
0.2
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Tumor
0.2
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Tumor
0.2
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Normal
0.2
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Normal
0.2
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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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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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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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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
3a17283c-a0f4-4514-956b-080d11_D2
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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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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Normal
0.1
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Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Normal
0.0
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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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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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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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Normal
0.0
4b263734-430f-41dc-a296-8691f0_D3
Tumor
0.0
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Normal
0.0
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Normal
0.0
0f757044-9bc8-4ed4-90f3-e0a49a_D3
Tumor
0.0
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Normal
0.0
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Normal
0.0
5c70e654-583c-4dd3-ad42-0d9b39_D2
Normal
0.0
7fd386f0-e7f6-4ee1-9cd7-b3318a_D2
Normal
0.0
26acb513-3ffe-49ad-8581-9dfc97_D2
Normal
0.0
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Normal
0.0
58a92726-4d1f-4e44-8938-52b97d_D3
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
-0.1
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Normal
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Normal
-0.1
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Normal
-0.1
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Normal
-0.1
4c9dcc8c-ccdc-4336-8e23-107feb_D2
Normal
-0.1
43bc845e-d22e-4c10-b3e8-bc54e6_D2
Normal
-0.1
41ee934e-f7a3-4ef5-8a83-e2ac56_D2
Tumor
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Normal
-0.1
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Tumor
-0.1
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Tumor
-0.1
1fbb1add-4660-4ec1-b8c2-360f9f_D2
Normal
-0.1
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Normal
-0.1
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Tumor
-0.1
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Normal
-0.1
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Tumor
-0.1
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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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Tumor
-0.2
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Normal
-0.2
1ab06c24-ffc0-4323-a0cc-e9f5c5_D2
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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Normal
-0.2
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Tumor
-0.2
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Tumor
-0.2
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Normal
-0.2
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Tumor
-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
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Normal
-0.2
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Normal
-0.2
059a7065-3a5f-4eea-97e5-85ab01_D2
Normal
-0.2
04ded2cd-3b57-4aec-9c11-48f58e_D2
Normal
-0.3
6e20c8e9-ab75-4996-9296-445b00_D2
Tumor
-0.3
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Tumor
-0.3
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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
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Tumor
-0.4
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Normal
-0.4
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Tumor
-0.4
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Tumor
-0.4
1f79fed9-f0d4-4c45-acd2-ea1441_D2
Normal
-0.4
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Tumor
-0.4
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Tumor
-0.4
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Tumor
-0.5
1c070992-647b-4173-a481-904c4d_D2
Normal
-0.5
66b829db-1cdd-460d-b2f3-0e9ca9_D3
Tumor
-0.6
Show allShow less
COLORECTAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
