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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.
TBC1D15 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
10.5
Number of samples
254
Samples
Sample
Description
TPM
TCGA-A6-3809-01A
0 years, female, white, stage:Stage IIB, alive, 996 days
32.9
TCGA-A6-6780-01A
0 years, male, white, stage:Stage IIA, alive, 612 days
27.6
TCGA-A6-6781-01A
0 years, male, white, stage:Stage IIIC, alive, 598 days
26.8
TCGA-CM-6171-01A
0 years, female, white, stage:Stage I, alive, 427 days
24.7
TCGA-CK-4952-01A
0 years, female, white, stage:Stage IIIC, alive, 475 days
22.1
TCGA-CM-6169-01A
0 years, male, black or african american, stage:Stage IIA, alive, 396 days
20.7
TCGA-AZ-6607-01A
0 years, male, white, stage:Stage IV, dead, 97 days
20.5
TCGA-A6-5656-01A
0 years, male, white, stage:Stage I, alive, 1001 days
20.3
TCGA-A6-6648-01A
0 years, male, white, stage:Stage IVA, alive, 766 days
18.8
TCGA-A6-2674-01A
0 years, male, white, stage:Stage IV, alive, 1331 days
18.5
TCGA-AA-3713-01A
0 years, male, stage:Stage IV, alive, 579 days
17.5
TCGA-CM-6167-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 456 days
17.4
TCGA-CM-6162-01A
0 years, female, white, stage:Stage IIIB, alive, 365 days
16.8
TCGA-D5-6928-01A
0 years, male, white, stage:Stage IIA, alive, 354 days
16.8
TCGA-A6-5665-01A
0 years, female, white, stage:Stage IIA, alive, 671 days
16.7
TCGA-CM-6172-01A
0 years, female, white, stage:Stage IIIB, alive, 335 days
16.7
TCGA-CK-5916-01A
0 years, female, white, stage:Stage I, dead, 643 days
16.5
TCGA-CM-5860-01A
0 years, male, white, stage:Stage IIA, alive, 974 days
16.3
TCGA-A6-A567-01A
0 years, male, black or african american, stage:Stage IV, dead, 1881 days
16.1
TCGA-AD-5900-01A
0 years, male, white, stage:Stage I, alive, 370 days
16.0
TCGA-AZ-5403-01A
0 years, male, white, stage:Stage II, dead, 1910 days
15.9
TCGA-A6-5666-01A
0 years, male, white, stage:Stage IIC, alive, 995 days
15.6
TCGA-CM-6170-01A
0 years, female, white, stage:Stage I, alive, 457 days
15.4
TCGA-AM-5821-01A
0 years, female, white, stage:Stage IIA, alive, 28 days
15.4
TCGA-A6-5667-01A
0 years, female, white, stage:Stage IIIB, alive, 887 days
15.4
TCGA-D5-7000-01A
0 years, female, white, stage:Stage I, alive, 312 days
14.8
TCGA-D5-5538-01A
0 years, female, white, stage:Stage IIIB, dead, 1661 days
14.8
TCGA-CM-6165-01A
0 years, male, white, stage:Stage IIA, alive, 488 days
14.7
TCGA-A6-4105-01A
0 years, male, white, stage:Stage IIA, dead, 442 days
14.7
TCGA-DM-A28H-01A
0 years, male, white, stage:Stage IIIC, alive, 3561 days
14.6
TCGA-A6-2686-01A
0 years, female, white, stage:Stage IIA, dead, 1126 days
14.3
TCGA-A6-A566-01A
0 years, female, black or african american, stage:Stage IIIB, dead, 758 days
14.3
TCGA-WS-AB45-01A
0 years, female, black or african american, stage:Stage IIA, alive, 2130 days
14.2
TCGA-DM-A1DB-01A
0 years, male, white, stage:Stage IIA, dead, 1348 days
14.2
TCGA-CA-5797-01A
0 years, male, asian, stage:Stage IIA, alive, 383 days
14.2
TCGA-F4-6856-01A
0 years, male, white, stage:Stage I, alive, 1074 days
14.0
TCGA-CK-5912-01A
0 years, male, white, stage:Stage I, dead, 1493 days
13.8
TCGA-D5-6535-01A
0 years, female, white, stage:Stage IIIB, alive, 460 days
13.8
TCGA-A6-5661-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1020 days
13.7
TCGA-CA-6717-01A
0 years, male, asian, stage:Stage IIA, alive, 388 days
13.7
TCGA-CM-6166-01A
0 years, female, white, stage:Stage I, alive, 669 days
13.6
TCGA-A6-6140-01A
0 years, male, white, stage:Stage IIA, alive, 734 days
13.6
TCGA-A6-5664-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 672 days
13.4
TCGA-DM-A0XF-01A
0 years, female, white, stage:Stage IIIC, dead, 1162 days
13.4
TCGA-CA-6719-01A
0 years, male, asian, stage:Stage IIA, alive, 435 days
13.3
TCGA-QG-A5Z2-01A
0 years, male, black or african american, stage:Stage I, alive, 952 days
13.3
TCGA-D5-6539-01A
0 years, female, white, stage:'--, alive, 380 days
13.2
TCGA-AA-3526-01A
0 years, male, stage:Stage I, alive, 580 days
13.0
TCGA-F4-6805-01A
0 years, female, white, stage:Stage IIA, alive, 1047 days
12.6
TCGA-CM-5861-01A
0 years, female, white, stage:Stage IIA, alive, 457 days
12.6
TCGA-CA-5254-01A
0 years, female, asian, stage:Stage IIA, alive, 386 days
12.6
TCGA-G4-6588-01A
0 years, female, white, stage:Stage IIA, alive, 796 days
12.6
TCGA-CK-5913-01A
0 years, female, white, stage:Stage IIA, alive, 1561 days
12.5
TCGA-CM-6168-01A
0 years, female, black or african american, stage:Stage IIA, alive, 395 days
12.5
TCGA-CM-5862-01A
0 years, male, white, stage:Stage IVA, dead, 153 days
12.5
TCGA-QG-A5Z1-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 256 days
12.5
TCGA-CA-6718-01A
0 years, male, asian, stage:Stage IIA, dead, 306 days
12.2
TCGA-D5-6924-01A
0 years, male, white, stage:Stage IIA, alive, 435 days
12.1
TCGA-NH-A6GA-01A
0 years, male, black or african american, stage:Stage IIIC, dead, 302 days
12.1
TCGA-F4-6459-01A
0 years, female, white, stage:Stage IIIB, dead, 262 days
12.0
TCGA-NH-A50V-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 588 days
12.0
TCGA-D5-6922-01A
0 years, male, white, stage:Stage IIIA, alive, 308 days
12.0
TCGA-AA-3663-01A
0 years, male, stage:Stage II, alive, 212 days
11.9
TCGA-D5-6534-01A
0 years, female, white, stage:Stage IIA, alive, 1316 days
11.9
TCGA-CM-5863-01A
0 years, female, white, stage:Stage IIIB, alive, 457 days
11.9
TCGA-A6-6649-01A
0 years, male, white, stage:Stage IIIB, alive, 735 days
11.8
TCGA-AY-6197-01A
0 years, male, white, stage:Stage IIA, alive, 652 days
11.8
TCGA-AY-A8YK-01A
0 years, male, black or african american, stage:Stage IVA, alive, 573 days
11.8
TCGA-CM-6163-01A
0 years, male, white, stage:Stage I, alive, 427 days
11.7
TCGA-AY-6196-01A
0 years, male, white, stage:Stage IIIC, alive, 6 days
11.7
TCGA-AZ-6603-01A
0 years, female, white, stage:'--, dead, 899 days
11.7
TCGA-G4-6295-01A
0 years, female, white, stage:Stage II, alive, 254 days
11.7
TCGA-NH-A50U-01A
0 years, male, black or african american, stage:Stage IVA, dead, 334 days
11.6
TCGA-AZ-5407-01A
0 years, female, white, stage:Stage I, alive, 2683 days
11.6
TCGA-G4-6303-01A
0 years, female, white, stage:Stage IV, dead, 2003 days
11.6
TCGA-A6-6137-01A
0 years, male, white, stage:Stage IIIB, alive, 824 days
11.6
TCGA-CM-5348-01A
0 years, male, white, stage:Stage IIIB, alive, 699 days
11.6
TCGA-DM-A288-01A
0 years, male, white, stage:Stage IIIC, dead, 427 days
11.5
TCGA-CM-6674-01A
0 years, male, white, stage:Stage IIA, alive, 394 days
11.5
TCGA-A6-5660-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 888 days
11.3
TCGA-D5-6532-01A
0 years, male, white, stage:Stage IIA, alive, 555 days
11.3
TCGA-G4-6297-01A
0 years, female, white, stage:Stage IV, alive, 2506 days
11.3
TCGA-A6-6650-01A
0 years, female, black or african american, stage:Stage IIA, alive, 627 days
11.3
TCGA-A6-6653-01A
0 years, male, white, stage:Stage I, alive, 742 days
11.2
TCGA-QL-A97D-01A
0 years, female, black or african american, stage:Stage I, alive, 666 days
11.2
TCGA-D5-6923-01A
0 years, male, white, stage:Stage I, alive, 378 days
11.2
TCGA-T9-A92H-01A
0 years, male, black or african american, stage:Stage IIA, alive, 362 days
11.2
TCGA-D5-6931-01A
0 years, male, white, stage:Stage IIIC, alive, 365 days
11.1
TCGA-G4-6323-01A
0 years, male, black or african american, stage:Stage IA, alive, 419 days
11.1
TCGA-CM-5864-01A
0 years, male, white, stage:Stage I, alive, 457 days
11.1
TCGA-G4-6309-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2600 days
11.1
TCGA-A6-2675-01A
0 years, male, white, stage:Stage IIA, alive, 1321 days
11.0
TCGA-D5-6926-01A
0 years, male, white, stage:Stage IIIB, alive, 275 days
11.0
TCGA-CM-6680-01A
0 years, female, white, stage:Stage IIIB, alive, 366 days
10.9
TCGA-F4-6463-01A
0 years, male, white, stage:Stage IIA, alive, 1087 days
10.9
TCGA-AZ-6598-01A
0 years, female, white, stage:Stage II, dead, 1503 days
10.9
TCGA-CM-6676-01A
0 years, male, white, stage:Stage I, alive, 337 days
10.8
TCGA-AA-3662-01A
0 years, female, stage:Stage IV, alive, 184 days
10.8
TCGA-D5-6533-01A
0 years, female, white, stage:'--, alive, 775 days
10.8
TCGA-CA-6716-01A
0 years, male, asian, stage:Stage IIA, alive, 371 days
10.8
TCGA-AZ-6601-01A
0 years, male, white, stage:Stage II, dead, 3042 days
10.8
TCGA-NH-A8F7-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
10.8
TCGA-D5-6930-01A
0 years, male, white, stage:Stage IIA, alive, 406 days
10.8
TCGA-DM-A1D9-01A
0 years, female, white, stage:Stage IIA, alive, 4270 days
10.7
TCGA-D5-6898-01A
0 years, female, white, stage:Stage I, alive, 229 days
10.7
TCGA-AZ-6608-01A
0 years, female, white, stage:Stage IIIA, dead, 59 days
10.7
TCGA-AM-5820-01A
0 years, female, white, stage:Stage IVA, alive, 14 days
10.7
TCGA-AU-6004-01A
0 years, female, white, stage:Stage I, alive, 824 days
10.6
TCGA-A6-3810-01A
0 years, male, white, stage:Stage IIA, alive, 1111 days
10.6
TCGA-G4-6627-01A
0 years, male, white, stage:Stage IIA, alive, 2175 days
10.6
TCGA-A6-6138-01A
0 years, male, white, stage:Stage I, alive, 685 days
10.6
TCGA-G4-6628-01A
0 years, male, white, stage:Stage I, alive, 2424 days
10.5
TCGA-F4-6704-01A
0 years, male, american indian or alaska native, stage:Stage IIIC, alive, 47 days
10.4
TCGA-AY-A69D-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
10.4
TCGA-G4-6310-01A
0 years, male, white, stage:Stage IIIB, alive, 1935 days
10.4
TCGA-D5-6537-01A
0 years, male, white, stage:Stage IIIB, dead, 146 days
10.4
TCGA-A6-6652-01A
0 years, male, black or african american, stage:Stage IVA, alive, 751 days
10.4
TCGA-AD-6895-01A
0 years, male, white, stage:Stage IIIB, alive, 763 days
10.4
TCGA-D5-6540-01A
0 years, male, white, stage:Stage I, alive, 491 days
10.3
TCGA-AD-6899-01A
0 years, male, white, stage:Stage IIIC, dead, 176 days
10.3
TCGA-AZ-6600-01A
0 years, male, black or african american, stage:Stage IV, dead, 368 days
10.2
TCGA-AA-3655-01A
0 years, male, stage:Stage II, alive, 1856 days
10.2
TCGA-AZ-4323-01A
0 years, male, white, stage:Stage IV, dead, 43 days
10.1
TCGA-D5-6531-01A
0 years, male, white, stage:Stage IIA, alive, 540 days
10.1
TCGA-CM-6161-01A
0 years, female, white, stage:Stage I, alive, 457 days
10.1
TCGA-AZ-6605-01A
0 years, male, white, stage:Stage IIIB, dead, 159 days
10.0
TCGA-AD-6548-01A
0 years, female, white, stage:Stage I, alive, 650 days
10.0
TCGA-F4-6570-01A
0 years, female, white, stage:Stage IIA, dead, 188 days
10.0
TCGA-A6-5657-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 962 days
9.9
TCGA-A6-6651-01A
0 years, female, white, stage:Stage IIIB, alive, 662 days
9.9
TCGA-AA-3660-01A
0 years, female, stage:Stage II, alive, 2375 days
9.9
TCGA-D5-6530-01A
0 years, male, white, stage:Stage I, alive, 621 days
9.8
TCGA-G4-6294-01A
0 years, male, white, stage:Stage IV, dead, 858 days
9.8
TCGA-AZ-6606-01A
0 years, male, white, stage:Stage IV, dead, 357 days
9.8
TCGA-A6-5662-01A
0 years, male, white, stage:Stage IVA, alive, 718 days
9.8
TCGA-CK-6748-01A
0 years, female, white, stage:Stage IV, alive, 61 days
9.8
TCGA-G4-6311-01A
0 years, male, white, stage:Stage III, alive, 1199 days
9.7
TCGA-DM-A285-01A
0 years, female, white, stage:Stage IV, dead, 179 days
9.7
TCGA-QG-A5YV-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 1301 days
9.7
TCGA-F4-6806-01A
0 years, female, white, stage:Stage I, alive, 1260 days
9.6
TCGA-CM-5868-01A
0 years, female, white, stage:Stage IVA, alive, 518 days
9.5
TCGA-CM-6679-01A
0 years, male, white, stage:Stage IIA, alive, 306 days
9.5
TCGA-F4-6854-01A
0 years, female, white, stage:Stage IIA, alive, 16 days
9.4
TCGA-NH-A6GB-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 476 days
9.4
TCGA-DM-A28M-01A
0 years, male, white, stage:Stage IIA, alive, 2895 days
9.3
TCGA-DM-A1D7-01A
0 years, male, white, stage:Stage IIA, dead, 405 days
9.3
TCGA-CK-5914-01A
0 years, male, white, stage:Stage IIIB, alive, 669 days
9.3
TCGA-A6-6142-01A
0 years, female, white, stage:Stage IVA, alive, 763 days
9.2
TCGA-A6-6654-01A
0 years, female, white, stage:Stage IIIB, alive, 726 days
9.2
TCGA-AA-3675-01A
0 years, male, stage:Stage II, alive, 1431 days
9.2
TCGA-F4-6569-01A
0 years, male, white, stage:Stage I, alive, 1087 days
9.1
TCGA-D5-6541-01A
0 years, male, white, stage:Stage IIA, alive, 474 days
9.1
TCGA-DM-A28A-01A
0 years, male, white, stage:Stage IIIC, dead, 805 days
9.1
TCGA-AD-6964-01A
0 years, male, white, stage:'--, dead, 331 days
9.0
TCGA-AA-3511-01A
0 years, male, stage:Stage II, alive, 212 days
9.0
TCGA-G4-6625-01A
0 years, female, white, stage:Stage IIA, alive, 2792 days
8.9
TCGA-G4-6317-01A
0 years, female, white, stage:Stage IIIC, alive, 1095 days
8.9
TCGA-F4-6703-01A
0 years, male, white, stage:Stage IIA, alive, 1456 days
8.9
TCGA-AD-A5EK-01A
0 years, male, black or african american, stage:Stage I, alive, 500 days
8.9
TCGA-CM-5349-01A
0 years, female, white, stage:Stage IIA, alive, 915 days
8.9
TCGA-AA-3685-01A
0 years, male, stage:Stage II, alive, 1127 days
8.9
TCGA-CM-6164-01A
0 years, female, white, stage:Stage IIA, alive, 883 days
8.8
TCGA-A6-A56B-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 1711 days
8.8
TCGA-F4-6809-01A
0 years, female, white, stage:Stage IVA, dead, 403 days
8.8
TCGA-AD-6901-01A
0 years, male, white, stage:'--, dead, 682 days
8.7
TCGA-G4-6306-01A
0 years, male, white, stage:'--, alive, 1359 days
8.7
TCGA-G4-6315-01A
0 years, male, white, stage:Stage IV, alive, 1883 days
8.7
TCGA-G4-6321-01A
0 years, female, white, stage:Stage III, alive, 672 days
8.7
TCGA-G4-6299-01A
0 years, male, white, stage:Stage IIIC, alive, 2268 days
8.7
TCGA-F4-6461-01A
0 years, female, white, stage:Stage IIIC, dead, 338 days
8.7
TCGA-A6-5659-01A
0 years, male, white, stage:Stage I, alive, 926 days
8.6
TCGA-CM-4751-01A
0 years, male, white, stage:Stage IIIB, alive, 822 days
8.6
TCGA-AA-3489-01A
0 years, male, stage:Stage II, dead, 214 days
8.6
TCGA-QG-A5YX-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1003 days
8.5
TCGA-AY-6386-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 542 days
8.5
TCGA-A6-A565-01A
0 years, female, black or african american, stage:Stage IIIC, dead, 494 days
8.5
TCGA-G4-6322-01A
0 years, male, white, stage:Stage IIIB, alive, 792 days
8.5
TCGA-4T-AA8H-01A
0 years, female, black or african american, stage:Stage IIA, alive, 385 days
8.4
TCGA-AY-A54L-01A
0 years, female, black or african american, stage:Stage I, alive, 525 days
8.4
TCGA-CK-6747-01A
0 years, female, white, stage:Stage IIA, alive, 820 days
8.3
TCGA-DM-A28C-01A
0 years, male, white, stage:Stage IIA, dead, 2475 days
8.3
TCGA-DM-A0X9-01A
0 years, female, white, stage:Stage IIA, alive, 3641 days
8.3
TCGA-F4-6855-01A
0 years, female, white, stage:Stage IIA, alive, 1442 days
8.3
TCGA-G4-6314-01A
0 years, female, white, stage:Stage IV, alive, 1093 days
8.2
TCGA-DM-A1HB-01A
0 years, male, white, stage:Stage IIIB, alive, 4126 days
8.2
TCGA-AD-6965-01A
0 years, male, white, stage:Stage IIIC, alive, 805 days
8.2
TCGA-AZ-6599-01A
0 years, male, white, stage:Stage I, dead, 206 days
8.2
TCGA-G4-6626-01A
0 years, male, white, stage:Stage IIA, dead, 1 days
8.1
TCGA-AA-3697-01A
0 years, male, stage:Stage II, alive, 2587 days
8.1
TCGA-DM-A28F-01A
0 years, male, white, stage:Stage IIIB, dead, 1094 days
8.1
TCGA-CM-6675-01A
0 years, male, black or african american, stage:Stage IVB, alive, 397 days
8.0
TCGA-5M-AAT6-01A
0 years, female, black or african american, stage:Stage IV, dead, 290 days
8.0
TCGA-DM-A28E-01A
0 years, female, white, stage:Stage IIA, alive, 3648 days
8.0
TCGA-G4-6586-01A
0 years, female, white, stage:Stage IIA, alive, 1089 days
7.9
TCGA-A6-6141-01A
0 years, male, black or african american, stage:Stage IIA, alive, 255 days
7.9
TCGA-AA-A02Y-01A
0 years, male, stage:Stage I, alive, 1216 days
7.9
TCGA-AD-6889-01A
0 years, male, asian, stage:Stage IIA, dead, 2532 days
7.9
TCGA-3L-AA1B-01A
0 years, female, black or african american, stage:Stage I, alive, 475 days
7.8
TCGA-SS-A7HO-01A
0 years, female, black or african american, stage:Stage IIB, alive, 1829 days
7.8
TCGA-4N-A93T-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 146 days
7.7
TCGA-D5-6927-01A
0 years, male, white, stage:Stage IIA, alive, 287 days
7.7
TCGA-D5-6920-01A
0 years, female, white, stage:Stage IIA, alive, 377 days
7.7
TCGA-CK-4950-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2599 days
7.7
TCGA-D5-5537-01A
0 years, male, white, stage:'--, dead, 1381 days
7.6
TCGA-F4-6807-01A
0 years, female, white, stage:Stage IIIC, alive, 1309 days
7.6
TCGA-DM-A1D6-01A
0 years, male, white, stage:Stage IIA, dead, 570 days
7.6
TCGA-AY-A71X-01A
0 years, female, black or african american, stage:Stage I, alive, 588 days
7.5
TCGA-D5-5539-01A
0 years, male, white, stage:Stage IIIA, alive, 596 days
7.5
TCGA-DM-A28K-01A
0 years, male, white, stage:Stage IIA, alive, 2988 days
7.5
TCGA-AU-3779-01A
0 years, female, white, stage:Stage IIA, alive, 441 days
7.3
TCGA-CM-6677-01A
0 years, female, white, stage:Stage IIA, alive, 337 days
7.3
TCGA-AD-6963-01A
0 years, male, white, stage:'--, alive, 834 days
7.3
TCGA-DM-A1D0-01A
0 years, female, white, stage:Stage IIA, alive, 3974 days
7.2
TCGA-DM-A28G-01A
0 years, male, white, stage:Stage IIA, dead, 1849 days
7.2
TCGA-AA-3496-01A
0 years, female, stage:Stage II, alive, 31 days
7.0
TCGA-AY-5543-01A
0 years, female, black or african american, stage:Stage IVA, alive, 1004 days
7.0
TCGA-D5-6536-01A
0 years, male, white, stage:Stage IIA, alive, 543 days
7.0
TCGA-NH-A6GC-01A
0 years, female, black or african american, stage:Stage IVB, alive, 389 days
7.0
TCGA-G4-6320-01A
0 years, male, white, stage:Stage III, alive, 804 days
7.0
TCGA-AA-A02K-01A
0 years, male, stage:Stage IV, dead, 426 days
6.7
TCGA-D5-6538-01A
0 years, female, white, stage:Stage IIIB, alive, 521 days
6.7
TCGA-D5-6932-01A
0 years, male, white, stage:Stage IIA, alive, 346 days
6.7
TCGA-DM-A1D4-01A
0 years, male, white, stage:Stage IIA, dead, 2821 days
6.6
TCGA-G4-6304-01A
0 years, female, white, stage:Stage IIB, alive, 1631 days
6.6
TCGA-CA-5255-01A
0 years, male, asian, stage:Stage IIA, alive, 376 days
6.6
TCGA-D5-6529-01A
0 years, male, white, stage:Stage IIA, alive, 614 days
6.5
TCGA-DM-A282-01A
0 years, female, white, stage:Stage IIA, alive, 4233 days
6.4
TCGA-F4-6460-01A
0 years, female, white, stage:Stage IIIB, dead, 972 days
6.4
TCGA-CM-5344-01A
0 years, female, white, stage:Stage IIIB, alive, 670 days
6.4
TCGA-A6-6782-01A
0 years, male, white, stage:Stage IIB, alive, 617 days
6.3
TCGA-D5-6929-01A
0 years, female, white, stage:Stage IV, alive, 408 days
6.3
TCGA-CM-6678-01A
0 years, female, white, stage:Stage IVA, alive, 335 days
6.2
TCGA-CK-6751-01A
0 years, female, white, stage:Stage I, alive, 518 days
6.1
TCGA-NH-A50T-01A
0 years, female, black or african american, stage:Stage IIA, alive, 553 days
6.1
TCGA-RU-A8FL-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 1177 days
6.1
TCGA-A6-A5ZU-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 293 days
6.0
TCGA-CM-4744-01A
0 years, male, white, stage:Stage I, alive, 609 days
5.9
TCGA-G4-6293-01A
0 years, female, white, stage:Stage III, alive, 4051 days
5.8
TCGA-5M-AATE-01A
0 years, male, black or african american, stage:Stage IIA, alive, 1200 days
5.8
TCGA-DM-A280-01A
0 years, female, white, stage:Stage IIA, dead, 236 days
5.7
TCGA-5M-AAT4-01A
0 years, male, black or african american, stage:Stage IV, dead, 49 days
5.7
TCGA-CA-6715-01A
0 years, male, asian, stage:Stage IIIB, alive, 383 days
5.6
TCGA-DM-A0XD-01A
0 years, male, white, stage:Stage IIA, dead, 743 days
5.4
TCGA-F4-6808-01A
0 years, female, white, stage:Stage I, alive, 1024 days
5.4
TCGA-QG-A5YW-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 896 days
5.2
TCGA-DM-A1HA-01A
0 years, male, white, stage:Stage IIIC, alive, 2600 days
5.1
TCGA-AD-6888-01A
0 years, male, white, stage:Stage IIIB, dead, 472 days
5.0
TCGA-NH-A8F8-01A
0 years, male, black or african american, stage:Stage IV, dead, 511 days
5.0
TCGA-DM-A1DA-01A
0 years, female, white, stage:Stage IIIC, dead, 228 days
4.9
TCGA-DM-A1D8-01A
0 years, female, white, stage:'--, dead, 383 days
4.8
TCGA-AD-6890-01A
0 years, male, white, stage:'--, alive, 746 days
4.6
TCGA-CM-4743-01A
0 years, male, white, stage:Stage IIA, alive, 701 days
4.6
TCGA-AZ-4616-01A
0 years, female, white, stage:Stage IV, dead, 156 days
3.6
TCGA-G4-6307-01A
0 years, female, white, stage:Stage IIIB, alive, 1674 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.
TBC1D15 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
13.9
Number of samples
486
Samples
Sample
Description
TPM
U0203
0 years, male, NA, stage:T3N0M0, dead, 827 days
32.0
U0168
0 years, male, NA, stage:T3N0M0, dead, 948 days
31.7
U0112
0 years, female, NA, stage:T3N0M1, alive, 551 days
27.9
U0161
0 years, male, NA, stage:T4N2M1, alive, 42 days
27.5
U0340
0 years, female, NA, stage:T4N2M1, dead, 438 days
26.6
U0073
0 years, male, NA, stage:T4N0MX, dead, 318 days
25.6
U0378
0 years, female, NA, stage:T4N1M0, dead, 815 days
24.7
U0131
0 years, female, NA, stage:T4N2M1, alive, 238 days
23.8
U0267
0 years, male, NA, stage:T4N0M0, dead, 445 days
23.7
U0223
0 years, male, NA, stage:T4N1M0, alive, 1812 days
22.9
U0231
0 years, female, NA, stage:T2N0M0, alive, 991 days
22.7
U0217
0 years, female, NA, stage:T3N0M0, dead, 538 days
22.7
U0369
0 years, female, NA, stage:T3N0M0, dead, 1095 days
22.0
U1017
0 years, male, NA, stage:T3N0M0, alive, 615 days
21.7
U0165
0 years, female, NA, stage:T2N0M0, alive, 1702 days
21.6
U1060
0 years, male, NA, stage:T3N0M0, alive, 2442 days
21.4
U0937
0 years, male, NA, stage:T2N0M0, dead, 1558 days
21.4
U0413
0 years, male, NA, stage:T2N0M0, alive, 1228 days
21.1
U3032
0 years, female, NA, stage:T3N1M0, alive, 449 days
21.0
U2964
0 years, male, NA, stage:T3N1M0, alive, 637 days
20.6
U1291
0 years, female, NA, stage:T3N0M0, alive, 2000 days
20.6
U2747
0 years, female, NA, stage:T4N1M0, dead, 54 days
20.4
U1032
0 years, male, NA, stage:T3N1M0, alive, 2113 days
20.3
U1130
0 years, male, NA, stage:T2N1M0, alive, 913 days
20.3
U1352
0 years, male, NA, stage:T3N2M1, dead, 741 days
20.1
U3034
0 years, female, NA, stage:T3N1M0, alive, 443 days
20.0
U0106
0 years, female, NA, stage:T3N1M0, dead, 653 days
19.9
U0972
0 years, female, NA, stage:T1N0M0, alive, 2473 days
19.9
U0938
0 years, female, NA, stage:T3N0M0, dead, 1231 days
19.7
U0977
0 years, female, NA, stage:T4N2M0, dead, 140 days
19.7
U2927
0 years, male, NA, stage:T3N1M0, alive, 564 days
19.5
U3008
0 years, female, NA, stage:T2N0M0, alive, 473 days
19.5
U1346
0 years, female, NA, stage:T3N0M0, alive, 1137 days
19.3
U0103
0 years, female, NA, stage:T3N1M0, alive, 1197 days
19.3
U0976
0 years, female, NA, stage:T3N2M0, dead, 97 days
19.0
U2753
0 years, female, NA, stage:T2N0M0, alive, 813 days
19.0
U0266
0 years, female, NA, stage:T3N1M0, dead, 2221 days
19.0
U0186
0 years, female, NA, stage:T2N0M0, alive, 3726 days
18.9
U3029
0 years, male, NA, stage:T2N0M0, alive, 475 days
18.9
U2935
0 years, male, NA, stage:T4N1M0, alive, 555 days
18.8
U2896
0 years, female, NA, stage:T3N1M0, alive, 609 days
18.8
U0189
0 years, female, NA, stage:T3N0M0, dead, 1823 days
18.7
U1162
0 years, male, NA, stage:T2N1M0, dead, 354 days
18.7
U1208
0 years, female, NA, stage:T1N0M0, alive, 834 days
18.4
U0384
0 years, male, NA, stage:T2N1M1, alive, 1024 days
18.4
U0472
0 years, male, NA, stage:TXN2M0, alive, 542 days
18.4
U3043
0 years, female, NA, stage:T3N2M0, alive, 287 days
18.3
U3025
0 years, male, NA, stage:T4N2M1, alive, 377 days
18.3
U0127
0 years, female, NA, stage:T3N0M0, dead, 2753 days
18.3
U1041
0 years, male, NA, stage:T2N0M0, alive, 1108 days
18.3
U0224
0 years, female, NA, stage:T3N0M0, alive, 2367 days
18.2
U0257
0 years, male, NA, stage:T3N1M0, dead, 2508 days
18.2
U1150
0 years, female, NA, stage:T3N0M0, alive, 15 days
18.2
U3022
0 years, male, NA, stage:T2N0M0, alive, 484 days
18.1
U0403
0 years, male, NA, stage:T3N1M1, dead, 1809 days
18.1
U0090
0 years, female, NA, stage:T3N0M0, dead, 1258 days
18.1
U2882
0 years, female, NA, stage:T3N1M0, alive, 637 days
18.0
U3100
0 years, male, NA, stage:T3N1M0, dead, 1608 days
18.0
U0323
0 years, male, NA, stage:T2N0M0, dead, 1016 days
18.0
U1114
0 years, female, NA, stage:TXNXM1, dead, 473 days
17.9
U0269
0 years, female, NA, stage:T3N0M0, alive, 2530 days
17.8
U0358
0 years, female, NA, stage:T4N1M0, alive, 2290 days
17.8
U1366
0 years, male, NA, stage:T3N1M0, alive, 2010 days
17.8
U3122
0 years, female, NA, stage:T3N0M1, dead, 91 days
17.8
U0387
0 years, male, NA, stage:T2N0M0, alive, 1327 days
17.7
U1022
0 years, male, NA, stage:T4N2M0, dead, 61 days
17.7
U2928
0 years, male, NA, stage:T2N0M0, alive, 563 days
17.7
U2842
0 years, female, NA, stage:T4N2M0, alive, 675 days
17.7
U1078
0 years, female, NA, stage:T3N0M0, alive, 1016 days
17.6
U0363
0 years, male, NA, stage:T3N1M0, alive, 3601 days
17.6
U2956
0 years, female, NA, stage:T3N0M0, alive, 540 days
17.5
U0141
0 years, male, NA, stage:T3N2M0, alive, 2079 days
17.5
U0464
0 years, male, NA, stage:T3N0M0, alive, 918 days
17.5
U1292
0 years, female, NA, stage:T4N1M0, alive, 1147 days
17.5
U0069
0 years, female, NA, stage:T4N2M0, dead, 135 days
17.4
U0204
0 years, male, NA, stage:T3N0M0, dead, 770 days
17.4
U0439
0 years, male, NA, stage:T3N1M0, alive, 1418 days
17.4
U0239
0 years, male, NA, stage:T2N0M0, alive, 67 days
17.3
U0955
0 years, female, NA, stage:T3N0M0, alive, 2170 days
17.3
U0199
0 years, female, NA, stage:T4N2M0, alive, 1372 days
17.3
U1158
0 years, female, NA, stage:T3N1M0, alive, 721 days
17.3
U1094
0 years, female, NA, stage:T4N1M0, alive, 1267 days
17.3
U1327
0 years, female, NA, stage:T3N0M0, alive, 1613 days
17.2
U0123
0 years, male, NA, stage:T3N0M0, dead, 1880 days
17.2
U0444
0 years, female, NA, stage:T4N1M0, alive, 1841 days
17.2
U0185
0 years, male, NA, stage:T1N0M0, alive, 1248 days
17.1
U0152
0 years, male, NA, stage:T3N1M0, alive, 989 days
17.1
U0399
0 years, female, NA, stage:T4N2M0, dead, 547 days
17.1
U0144
0 years, male, NA, stage:T3N0M0, alive, 1218 days
17.0
U2975
0 years, male, NA, stage:T4N1M0, alive, 514 days
16.9
U0424
0 years, male, NA, stage:T3N0M0, alive, 2192 days
16.9
U2995
0 years, female, NA, stage:T3N1M0, alive, 491 days
16.9
U1155
0 years, male, NA, stage:T4N1M0, alive, 1815 days
16.8
U1474
0 years, female, NA, stage:T1N0MX, alive, 2012 days
16.8
U1212
0 years, female, NA, stage:T2N0M0, alive, 69 days
16.8
U0987
0 years, female, NA, stage:T3N0M0, alive, 2482 days
16.7
U3030
0 years, female, NA, stage:T3N0M0, alive, 380 days
16.7
U3012
0 years, male, NA, stage:T3N0M0, alive, 472 days
16.6
U0383
0 years, male, NA, stage:T3N2M1, dead, 595 days
16.6
U0967
0 years, male, NA, stage:T2N0M0, dead, 1691 days
16.6
U0087
0 years, female, NA, stage:T3N2M0, dead, 337 days
16.6
U0463
0 years, male, NA, stage:T3N0M0, alive, 946 days
16.5
U0136
0 years, female, NA, stage:T3N0M0, dead, 2795 days
16.5
U1099
0 years, female, NA, stage:T3N0M0, alive, 2068 days
16.5
U0221
0 years, male, NA, stage:T3N0M0, alive, 569 days
16.5
U0933
0 years, male, NA, stage:T3N2M0, dead, 1960 days
16.4
U0314
0 years, female, NA, stage:T1N0M0, dead, 2436 days
16.3
U0166
0 years, female, NA, stage:T3N0M0, alive, 763 days
16.3
U0002
0 years, female, NA, stage:T3N2M0, alive, 3691 days
16.2
U1049
0 years, female, NA, stage:T3N1M0, alive, 1200 days
16.2
U1069
0 years, female, NA, stage:T3N0M0, dead, 2187 days
16.2
U0233
0 years, female, NA, stage:T3N1M0, alive, 975 days
16.1
U0357
0 years, female, NA, stage:T3N0M0, alive, 2285 days
16.1
U0313
0 years, male, NA, stage:T4N1M0, dead, 1142 days
16.1
U0202
0 years, male, NA, stage:T3N0M0, dead, 2670 days
16.1
U0929
0 years, male, NA, stage:T4N1M0, alive, 436 days
16.1
U0460
0 years, female, NA, stage:T3N0M0, dead, 2069 days
16.0
U2947
0 years, female, NA, stage:T3N0M0, alive, 543 days
16.0
U0280
0 years, male, NA, stage:T3N1M1, alive, 2731 days
16.0
U0249
0 years, female, NA, stage:T4N2M0, dead, 874 days
16.0
U1044
0 years, male, NA, stage:T4N0M0, alive, 3146 days
16.0
U0420
0 years, male, NA, stage:T4N1M1, alive, 417 days
16.0
U0289
0 years, female, NA, stage:T3N0M0, alive, 3511 days
15.9
U0075
0 years, male, NA, stage:T3N0M0, dead, 3 days
15.9
U0408
0 years, female, NA, stage:T4N0M0, dead, 2100 days
15.9
U0427
0 years, male, NA, stage:T2N0M0, alive, 1193 days
15.9
U0081
0 years, male, NA, stage:T3N2M0, dead, 248 days
15.9
U0182
0 years, female, NA, stage:T4N1M0, dead, 260 days
15.9
U3005
0 years, male, NA, stage:T3N0M0, alive, 478 days
15.9
U2942
0 years, male, NA, stage:T2N0M0, alive, 549 days
15.8
U0984
0 years, female, NA, stage:T4N0M0, alive, 1287 days
15.8
U2815
0 years, female, NA, stage:T3N0M0, alive, 717 days
15.8
U1432
0 years, female, NA, stage:T3N1M0, alive, 577 days
15.8
U0180
0 years, male, NA, stage:T3N0M1, dead, 965 days
15.7
U1241
0 years, male, NA, stage:T3N1M0, dead, 49 days
15.7
U0295
0 years, male, NA, stage:T3N0M0, dead, 2572 days
15.7
U3051
0 years, male, NA, stage:T3N2M0, alive, 415 days
15.7
U3024
0 years, female, NA, stage:T3N0M0, alive, 463 days
15.7
U0949
0 years, female, NA, stage:T3N0M1, dead, 594 days
15.7
U2754
0 years, male, NA, stage:T4N0M0, alive, 809 days
15.7
U1220
0 years, male, NA, stage:T3N2M0, dead, 1953 days
15.7
U0287
0 years, female, NA, stage:T2N0M0, alive, 1897 days
15.6
U0254
0 years, female, NA, stage:T3N1M0, alive, 659 days
15.6
U1253
0 years, female, NA, stage:T3N0M0, dead, 165 days
15.6
U0176
0 years, male, NA, stage:T3N1M0, alive, 2600 days
15.6
U0198
0 years, male, NA, stage:T3N1M0, alive, 1272 days
15.6
U0121
0 years, male, NA, stage:T4N2M0, alive, 655 days
15.6
U2981
0 years, male, NA, stage:T3N0M0, alive, 508 days
15.6
U0370
0 years, female, NA, stage:T3N0M0, alive, 1047 days
15.6
U1188
0 years, female, NA, stage:T3N0M0, dead, 967 days
15.5
U3000
0 years, female, NA, stage:T3N0M0, alive, 584 days
15.5
U1073
0 years, female, NA, stage:T3N1M0, alive, 1359 days
15.5
U0312
0 years, female, NA, stage:T4N2M1, alive, 499 days
15.5
U0072
0 years, male, NA, stage:T3N0M0, alive, 2772 days
15.5
U0303
0 years, female, NA, stage:T3N0M0, alive, 2847 days
15.4
U0991
0 years, male, NA, stage:T4N2M0, dead, 534 days
15.4
U2792
0 years, male, NA, stage:T2N1M0, alive, 758 days
15.4
U1374
0 years, male, NA, stage:T4N0M0, alive, 827 days
15.3
U2953
0 years, female, NA, stage:T4aN0M0, alive, 541 days
15.3
U0195
0 years, male, NA, stage:T3N0M0, alive, 3326 days
15.3
U1240
0 years, male, NA, stage:T4N0M0, alive, 765 days
15.3
U0122
0 years, female, NA, stage:T2N0M0, dead, 159 days
15.3
U0411
0 years, female, NA, stage:T3N1M0, alive, 1868 days
15.3
U0260
0 years, male, NA, stage:T1N0M1, alive, 2928 days
15.2
U0442
0 years, male, NA, stage:T3N0M0, alive, 619 days
15.2
U0108
0 years, female, NA, stage:T3N0M1, alive, 535 days
15.2
U0244
0 years, female, NA, stage:T3N1M0, alive, 3184 days
15.2
U0196
0 years, male, NA, stage:T3N0M0, alive, 2086 days
15.2
U0396
0 years, male, NA, stage:T4N2M0, alive, 2243 days
15.2
U0915
0 years, female, NA, stage:T3N0M0, alive, 1613 days
15.2
U0473
0 years, male, NA, stage:T3N1M0, alive, 786 days
15.1
U0942
0 years, male, NA, stage:T3N0M0, alive, 665 days
15.1
U0063
0 years, male, NA, stage:T1N0M0, dead, 1779 days
15.1
U1201
0 years, male, NA, stage:T3N2M0, alive, 1484 days
15.1
U0126
0 years, male, NA, stage:T3N0M0, dead, 2876 days
15.1
U2861
0 years, male, NA, stage:T3N0M0, alive, 652 days
15.1
U0438
0 years, female, NA, stage:T3N0M0, alive, 2009 days
15.0
U0100
0 years, female, NA, stage:T3N0M0, dead, 1920 days
15.0
U1454
0 years, female, NA, stage:T3N0M0, alive, 393 days
15.0
U2774
0 years, female, NA, stage:T3N0M0, alive, 783 days
15.0
U0336
0 years, female, NA, stage:T3N0M0, alive, 1100 days
14.9
U0273
0 years, male, NA, stage:T2N1M0, alive, 2641 days
14.9
U0465
0 years, male, NA, stage:T3N0M0, alive, 2383 days
14.9
U0268
0 years, male, NA, stage:T3N0M0, alive, 2978 days
14.8
U0285
0 years, female, NA, stage:T3N0M0, alive, 2165 days
14.8
U0134
0 years, male, NA, stage:T3N0M0, alive, 2009 days
14.8
U2848
0 years, female, NA, stage:T4N2M0, alive, 669 days
14.8
U2948
0 years, female, NA, stage:T3N1M0, alive, 543 days
14.7
U1251
0 years, male, NA, stage:T4N2M0, alive, 126 days
14.7
U0469
0 years, male, NA, stage:T3N0M0, dead, 409 days
14.7
U0394
0 years, male, NA, stage:T2N1M0, alive, 969 days
14.7
U0235
0 years, female, NA, stage:T3N0M0, alive, 1327 days
14.7
U1304
0 years, female, NA, stage:TXNXM0, alive, 1081 days
14.6
U0105
0 years, female, NA, stage:T2N0M0, dead, 2158 days
14.6
U0319
0 years, male, NA, stage:T3N0M0, alive, 2801 days
14.6
U0247
0 years, female, NA, stage:T3N1M0, alive, 2538 days
14.6
U0172
0 years, male, NA, stage:T4N0M0, dead, 678 days
14.5
U0218
0 years, female, NA, stage:T3N0M0, alive, 714 days
14.5
U1228
0 years, male, NA, stage:T3N0M0, alive, 1333 days
14.4
U0209
0 years, male, NA, stage:T3N1M0, alive, 2109 days
14.4
U0306
0 years, male, NA, stage:T3N1M0, dead, 717 days
14.4
U0207
0 years, female, NA, stage:T3N0M0, dead, 2593 days
14.4
U0240
0 years, female, NA, stage:T3N1M0, dead, 800 days
14.4
U0215
0 years, male, NA, stage:T3N0M0, alive, 1269 days
14.4
U3039
0 years, male, NA, stage:T4N1M1, dead, 366 days
14.3
U1239
0 years, male, NA, stage:T2N0M0, dead, 1998 days
14.3
U0248
0 years, male, NA, stage:T3N0M0, alive, 1870 days
14.3
U0338
0 years, female, NA, stage:T3N0M0, alive, 1016 days
14.3
U0236
0 years, male, NA, stage:T3N1M0, alive, 1842 days
14.3
U0428
0 years, male, NA, stage:T4N1M1, alive, 1016 days
14.3
U0263
0 years, female, NA, stage:T3N0M1, alive, 362 days
14.2
U0590
0 years, female, NA, stage:T3N0M0, alive, 661 days
14.2
U0317
0 years, female, NA, stage:T3N2M0, alive, 3209 days
14.1
U0321
0 years, female, NA, stage:T3N0M0, alive, 1029 days
14.1
U0348
0 years, female, NA, stage:T3N0M0, alive, 533 days
14.1
U0094
0 years, female, NA, stage:T3N2M0, alive, 741 days
14.0
U0125
0 years, female, NA, stage:T1N0M0, dead, 668 days
14.0
U3038
0 years, male, NA, stage:T3N0M0, alive, 328 days
14.0
U1120
0 years, male, NA, stage:T4N1M1, alive, 823 days
14.0
U0474
0 years, male, NA, stage:T3N1M0, alive, 1017 days
14.0
U1276
0 years, male, NA, stage:T3N0M0, alive, 2474 days
14.0
U0392
0 years, male, NA, stage:T3N2M0, alive, 489 days
14.0
U0302
0 years, male, NA, stage:T1N0M0, alive, 892 days
13.9
U1347
0 years, female, NA, stage:T3N0M0, alive, 1401 days
13.9
U1235
0 years, female, NA, stage:T2N0M0, alive, 1319 days
13.9
U0350
0 years, female, NA, stage:T4N0M0, alive, 770 days
13.9
U0307
0 years, male, NA, stage:T3N0M0, alive, 2921 days
13.9
U0898
0 years, female, NA, stage:T4aN0M0, dead, 340 days
13.8
U0450
0 years, female, NA, stage:T3N1M0, alive, 763 days
13.8
U0149
0 years, female, NA, stage:T3N2M0, alive, 1715 days
13.8
U1344
0 years, female, NA, stage:T3N1M0, alive, 1450 days
13.8
U0355
0 years, male, NA, stage:T4N1M0, dead, 1038 days
13.8
U1332
0 years, male, NA, stage:T3N0M0, alive, 1672 days
13.8
U1065
0 years, female, NA, stage:T3N2M0, alive, 2954 days
13.8
U1349
0 years, female, NA, stage:T3N1M0, alive, 1899 days
13.8
U1343
0 years, female, NA, stage:T4N2M0, alive, 3178 days
13.7
U0471
0 years, female, NA, stage:T3N1M0, alive, 1673 days
13.7
U0158
0 years, male, NA, stage:T1N0M0, dead, 3101 days
13.7
U1274
0 years, male, NA, stage:T2N1M0, alive, 1198 days
13.7
U2902
0 years, female, NA, stage:T2N0M0, alive, 596 days
13.7
U1102
0 years, male, NA, stage:T2N0M0, alive, 1354 days
13.6
U0256
0 years, male, NA, stage:T3N0M0, alive, 738 days
13.6
U0101
0 years, male, NA, stage:T3N1M1, alive, 1878 days
13.6
U0066
0 years, male, NA, stage:T3N0M0, dead, 2486 days
13.5
U0095
0 years, male, NA, stage:T4N1M0, dead, 1034 days
13.5
U0211
0 years, female, NA, stage:T3N1M0, alive, 1236 days
13.5
U0070
0 years, male, NA, stage:T1N0M0, dead, 1319 days
13.5
U0275
0 years, female, NA, stage:T3N2M0, alive, 549 days
13.4
U1129
0 years, male, NA, stage:T3N0M0, dead, 118 days
13.4
U0414
0 years, male, NA, stage:T3N0M0, alive, 1691 days
13.4
U3018
0 years, male, NA, stage:T4N1M0, alive, 463 days
13.4
U1401
0 years, female, NA, stage:T3N0M0, alive, 1482 days
13.4
U0377
0 years, female, NA, stage:T3N2M0, alive, 3720 days
13.3
U0448
0 years, male, NA, stage:T3N2M0, alive, 3615 days
13.3
U0153
0 years, female, NA, stage:T3N0M0, dead, 1718 days
13.3
U0068
0 years, female, NA, stage:T3N1M0, alive, 1991 days
13.3
U0099
0 years, female, NA, stage:T3N0M0, dead, 986 days
13.2
U1104
0 years, female, NA, stage:T4N0M0, alive, 1109 days
13.2
U0397
0 years, male, NA, stage:T4N0M0, alive, 1663 days
13.2
U0119
0 years, female, NA, stage:T3N0M0, alive, 3259 days
13.2
U1047
0 years, female, NA, stage:T4N2M0, alive, 3592 days
13.2
U1301
0 years, female, NA, stage:T4N2M0, dead, 877 days
13.2
U1436
0 years, female, NA, stage:T3N0M0, alive, 1745 days
13.1
U0328
0 years, male, NA, stage:T4N0M0, dead, 1362 days
13.1
U0171
0 years, female, NA, stage:T3N1M0, dead, 1920 days
13.1
U1184
0 years, male, NA, stage:T4N1M0, alive, 290 days
13.1
U0111
0 years, male, NA, stage:T2N0M0, alive, 1117 days
13.1
U1034
0 years, male, NA, stage:T4N0M0, alive, 1575 days
13.1
U3042
0 years, male, NA, stage:T3N0M0, alive, 324 days
13.1
U2803
0 years, male, NA, stage:T3N1M0, alive, 744 days
13.1
U2959
0 years, male, NA, stage:T3N2M0, alive, 536 days
13.1
U0091
0 years, male, NA, stage:T3N0M0, alive, 520 days
13.1
U0960
0 years, male, NA, stage:T3N0M0, alive, 1009 days
13.0
U1303
0 years, male, NA, stage:T4N1M0, alive, 2283 days
13.0
U0245
0 years, female, NA, stage:T3N1M0, dead, 564 days
13.0
U0225
0 years, male, NA, stage:T3N1M0, alive, 581 days
13.0
U0067
0 years, female, NA, stage:T3N0M0, alive, 2180 days
13.0
U1486
0 years, female, NA, stage:T4N0M0, alive, 1606 days
13.0
U1071
0 years, female, NA, stage:T4N0M1, alive, 1514 days
13.0
U0966
0 years, male, NA, stage:T4N0M0, dead, 1513 days
13.0
U0429
0 years, female, NA, stage:T3N0M1, alive, 1099 days
13.0
U0435
0 years, female, NA, stage:T2N0M0, alive, 3616 days
13.0
U0292
0 years, male, NA, stage:T4N1M0, alive, 1666 days
13.0
U1145
0 years, female, NA, stage:T3N0M0, dead, 445 days
12.9
U0191
0 years, male, NA, stage:T3N1M0, alive, 900 days
12.9
U3048
0 years, male, NA, stage:T4N2M0, alive, 535 days
12.9
U2958
0 years, female, NA, stage:T1N0M0, alive, 536 days
12.9
U0179
0 years, male, NA, stage:T3N1M0, dead, 1043 days
12.9
U0382
0 years, female, NA, stage:T3N0M0, alive, 2550 days
12.9
U0459
0 years, female, NA, stage:T3N0M0, alive, 966 days
12.9
U0115
0 years, female, NA, stage:T3N0M0, dead, 1738 days
12.9
U0098
0 years, male, NA, stage:T3N0M0, dead, 2473 days
12.9
U0162
0 years, female, NA, stage:T3N0M0, alive, 1488 days
12.8
U0104
0 years, female, NA, stage:T4N0M0, dead, 1639 days
12.8
U0187
0 years, male, NA, stage:T3N2M0, alive, 1632 days
12.8
U0085
0 years, male, NA, stage:T4N1M0, dead, 1698 days
12.8
U1037
0 years, male, NA, stage:T4N0M0, alive, 1658 days
12.8
U1472
0 years, female, NA, stage:T3N1M0, alive, 1316 days
12.8
U0146
0 years, female, NA, stage:T3N2M0, dead, 733 days
12.7
U1160
0 years, male, NA, stage:T3N1M0, alive, 1557 days
12.7
U0345
0 years, female, NA, stage:T3N0M0, alive, 2127 days
12.7
U1074
0 years, male, NA, stage:T3N0M0, dead, 1043 days
12.7
U0398
0 years, female, NA, stage:T3N0M0, alive, 721 days
12.7
U0326
0 years, female, NA, stage:T3N0M0, alive, 3178 days
12.7
U1040
0 years, male, NA, stage:T2N0M0, alive, 1029 days
12.7
U0297
0 years, female, NA, stage:T3N2M0, alive, 1196 days
12.7
U1045
0 years, female, NA, stage:T4N2M0, alive, 1239 days
12.6
U1338
0 years, female, NA, stage:T4N1M0, dead, 716 days
12.6
U0441
0 years, female, NA, stage:T2N1M0, alive, 2738 days
12.6
U0318
0 years, male, NA, stage:T3N0M0, alive, 762 days
12.6
U2999
0 years, female, NA, stage:T2N0M0, alive, 581 days
12.6
U0426
0 years, male, NA, stage:T3N0M0, dead, 976 days
12.6
U0939
0 years, male, NA, stage:T3N1M0, alive, 2960 days
12.6
U0404
0 years, female, NA, stage:T3N2M0, dead, 204 days
12.5
U0300
0 years, male, NA, stage:T2N0M0, alive, 974 days
12.5
U0145
0 years, male, NA, stage:T3N1M1, alive, 623 days
12.5
U2819
0 years, female, NA, stage:T3N0M0, alive, 708 days
12.5
U1257
0 years, male, NA, stage:T3N0M0, alive, 833 days
12.5
U0999
0 years, male, NA, stage:T3N2M0, alive, 860 days
12.5
U2843
0 years, female, NA, stage:T3N0M0, alive, 674 days
12.5
U1396
0 years, female, NA, stage:T4N0M0, alive, 1168 days
12.5
U0361
0 years, male, NA, stage:T3N0M0, alive, 686 days
12.5
U0259
0 years, female, NA, stage:T4N2M0, alive, 76 days
12.4
U0178
0 years, female, NA, stage:T3N1M0, dead, 2096 days
12.4
U0250
0 years, female, NA, stage:T4N0M0, dead, 906 days
12.4
U0089
0 years, female, NA, stage:T1NXM0, dead, 2365 days
12.3
U1264
0 years, female, NA, stage:T3N0M0, dead, 1583 days
12.3
U0950
0 years, female, NA, stage:T4N1M0, alive, 1834 days
12.3
U0290
0 years, male, NA, stage:T4N2M0, dead, 593 days
12.3
U0908
0 years, female, NA, stage:T3N0M1, dead, 40 days
12.3
U3050
0 years, female, NA, stage:T3N0M0, alive, 407 days
12.2
U0389
0 years, female, NA, stage:T3N1M0, dead, 927 days
12.2
U0135
0 years, female, NA, stage:T3N0M0, alive, 1738 days
12.2
U2798
0 years, male, NA, stage:T3N0M0, alive, 751 days
12.2
U1067
0 years, male, NA, stage:T3N0M0, alive, 1570 days
12.2
U3037
0 years, male, NA, stage:T3N1M0, alive, 405 days
12.2
U0445
0 years, female, NA, stage:T3N0M0, alive, 1851 days
12.2
U0455
0 years, female, NA, stage:T3N2M0, alive, 2445 days
12.1
U0368
0 years, male, NA, stage:T2N0M0, alive, 801 days
12.1
U0386
0 years, female, NA, stage:T4N1M1, alive, 2592 days
12.1
U0274
0 years, male, NA, stage:T3N0M0, dead, 1570 days
12.0
U1252
0 years, female, NA, stage:T4N2M0, alive, 1309 days
12.0
U0083
0 years, male, NA, stage:T4N0M0, dead, 731 days
12.0
U1204
0 years, male, NA, stage:T4N2M0, alive, 2214 days
12.0
U1369
0 years, male, NA, stage:T3N0M0, dead, 1604 days
12.0
U0589
0 years, female, NA, stage:T3N0M0, alive, 1176 days
12.0
U0916
0 years, female, NA, stage:T3N0M0, alive, 1578 days
12.0
U0222
0 years, female, NA, stage:T3N2M1, alive, 1779 days
11.9
U1127
0 years, female, NA, stage:T3N0M0, alive, 3465 days
11.9
U0270
0 years, female, NA, stage:T1N0M0, alive, 2187 days
11.9
U0078
0 years, female, NA, stage:T3N0M0, alive, 1183 days
11.9
U0110
0 years, female, NA, stage:T3N1M1, dead, 878 days
11.8
U0373
0 years, female, NA, stage:T3N0M0, alive, 1822 days
11.8
U0440
0 years, female, NA, stage:T4N0M0, dead, 2743 days
11.8
U1429
0 years, female, NA, stage:T3N0M0, alive, 1660 days
11.8
U1007
0 years, male, NA, stage:T3N0M0, alive, 1333 days
11.8
U0447
0 years, male, NA, stage:T4N1M0, dead, 1819 days
11.7
U0214
0 years, male, NA, stage:T4N1M1, alive, 788 days
11.7
U0362
0 years, male, NA, stage:T3N0M0, alive, 1148 days
11.7
U2782
0 years, male, NA, stage:T3N1M1, alive, 773 days
11.7
U0004
0 years, female, NA, stage:T4N0M0, alive, 3649 days
11.7
U0154
0 years, male, NA, stage:T3N0M0, alive, 820 days
11.7
U0443
0 years, male, NA, stage:T3N0M0, alive, 1677 days
11.7
U0208
0 years, female, NA, stage:T3N1M0, dead, 1233 days
11.6
U1448
0 years, male, NA, stage:T3N0M1, dead, 1512 days
11.6
U1103
0 years, female, NA, stage:T4N2M0, alive, 975 days
11.6
U0253
0 years, female, NA, stage:T3N0M0, alive, 958 days
11.6
U0252
0 years, male, NA, stage:T3N1M0, dead, 1761 days
11.6
U0385
0 years, male, NA, stage:T3N0M0, alive, 902 days
11.6
U2780
0 years, male, NA, stage:T3N0M0, alive, 778 days
11.5
U0467
0 years, female, NA, stage:T3N0M0, alive, 1848 days
11.5
U0400
0 years, male, NA, stage:T4N0M0, dead, 1073 days
11.5
U1072
0 years, male, NA, stage:T1N0M0, alive, 1446 days
11.5
U0288
0 years, male, NA, stage:T1N0M0, alive, 1513 days
11.4
U0092
0 years, male, NA, stage:T3N0M0, alive, 2779 days
11.4
U1107
0 years, male, NA, stage:T3N0M0, alive, 329 days
11.3
U0456
0 years, male, NA, stage:T4N0M0, dead, 2222 days
11.3
U1111
0 years, female, NA, stage:T3N0M0, dead, 1631 days
11.3
U1018
0 years, male, NA, stage:T4N1M1, dead, 1693 days
11.2
U0082
0 years, female, NA, stage:T3N1M0, dead, 2339 days
11.2
U0327
0 years, male, NA, stage:T4N0M0, alive, 833 days
11.1
U1321
0 years, male, NA, stage:T3N1M0, alive, 2578 days
11.1
U0453
0 years, male, NA, stage:T3N0M0, alive, 2859 days
11.1
U1122
0 years, female, NA, stage:T3N2M0, alive, 1675 days
11.1
U0436
0 years, male, NA, stage:T4N1M1, alive, 960 days
11.1
U0278
0 years, female, NA, stage:T2N0M0, alive, 763 days
11.1
U0356
0 years, male, NA, stage:T4N1M0, alive, 536 days
11.0
U1147
0 years, male, NA, stage:T3N0M0, dead, 282 days
11.0
U0084
0 years, male, NA, stage:T3N0M0, dead, 1662 days
11.0
U1141
0 years, female, NA, stage:T4N1M1, dead, 596 days
11.0
U1317
0 years, male, NA, stage:T4N1M0, alive, 965 days
11.0
U0421
0 years, male, NA, stage:T3N1M0, alive, 674 days
11.0
U0335
0 years, female, NA, stage:T3N1M0, alive, 2464 days
10.9
U0234
0 years, male, NA, stage:T1N1M0, alive, 990 days
10.9
U1086
0 years, female, NA, stage:T1N0M0, alive, 2907 days
10.9
U1213
0 years, female, NA, stage:T2N0M0, alive, 560 days
10.9
U0462
0 years, female, NA, stage:T4N1M0, alive, 1017 days
10.8
U0375
0 years, male, NA, stage:T3N0M0, dead, 666 days
10.8
U0167
0 years, male, NA, stage:T3N1M0, alive, 1820 days
10.8
U0200
0 years, female, NA, stage:T3N0M0, alive, 2614 days
10.8
U0117
0 years, female, NA, stage:T2N0M0, dead, 1078 days
10.8
U2979
0 years, male, NA, stage:T3N2M0, alive, 616 days
10.7
U0367
0 years, female, NA, stage:T3N1M0, alive, 3075 days
10.7
U0133
0 years, female, NA, stage:T3N0M0, alive, 773 days
10.7
U1473
0 years, female, NA, stage:T3N0M0, alive, 1553 days
10.7
U0124
0 years, female, NA, stage:T1N0M0, alive, 2430 days
10.7
U0143
0 years, male, NA, stage:T3N2M0, alive, 2313 days
10.7
U0109
0 years, female, NA, stage:T4N2M1, alive, 144 days
10.7
U1447
0 years, male, NA, stage:T4N1M0, alive, 988 days
10.7
U2856
0 years, female, NA, stage:T4N1M1, alive, 660 days
10.7
U0352
0 years, female, NA, stage:T4N2M0, dead, 385 days
10.7
U1250
0 years, male, NA, stage:T2N0M0, alive, 597 days
10.6
U0156
0 years, female, NA, stage:T4N1M0, alive, 1573 days
10.6
U0113
0 years, male, NA, stage:T4N2M0, alive, 1102 days
10.6
U0365
0 years, female, NA, stage:T4N1M0, dead, 313 days
10.6
U0309
0 years, female, NA, stage:T3N0M0, dead, 1898 days
10.6
U0183
0 years, male, NA, stage:T3N1M1, dead, 2957 days
10.5
U0148
0 years, male, NA, stage:T3N0M0, alive, 1780 days
10.5
U1386
0 years, male, NA, stage:T3N1M0, alive, 1518 days
10.5
U0229
0 years, female, NA, stage:TXN2M1, dead, 2115 days
10.5
U1267
0 years, male, NA, stage:T3N1M0, dead, 2869 days
10.5
U0157
0 years, male, NA, stage:T4N0M0, dead, 131 days
10.5
U0379
0 years, male, NA, stage:T2N0M0, alive, 1819 days
10.4
U0882
0 years, male, NA, stage:T3N0M0, alive, 1675 days
10.4
U0376
0 years, male, NA, stage:T2N1M0, alive, 965 days
10.3
U2971
0 years, male, NA, stage:T4aN0M0, alive, 629 days
10.3
U0262
0 years, female, NA, stage:T2N0M0, alive, 2534 days
10.3
U0360
0 years, female, NA, stage:T3N0M0, dead, 1016 days
10.3
U1031
0 years, male, NA, stage:T1N1M0, alive, 1625 days
10.3
U0416
0 years, male, NA, stage:T1N1M0, alive, 1228 days
10.2
U1392
0 years, male, NA, stage:T3N0M0, alive, 1513 days
10.2
U0277
0 years, male, NA, stage:T2N1M0, alive, 270 days
10.2
U2837
0 years, female, NA, stage:T4N1M0, alive, 681 days
10.2
U0390
0 years, male, NA, stage:T3N1M0, alive, 871 days
10.1
U0177
0 years, female, NA, stage:T3N0M0, alive, 355 days
10.1
U0449
0 years, female, NA, stage:T3N0M0, alive, 1851 days
10.0
U0433
0 years, male, NA, stage:T4N1M1, dead, 440 days
10.0
U0347
0 years, female, NA, stage:T4N1M1, alive, 628 days
10.0
U2889
0 years, male, NA, stage:T4N0M0, alive, 623 days
10.0
U1059
0 years, male, NA, stage:T3N1M0, alive, 2790 days
9.9
U0175
0 years, male, NA, stage:T3N2M0, alive, 1875 days
9.8
U0315
0 years, female, NA, stage:T2N0M0, alive, 1973 days
9.8
U0342
0 years, male, NA, stage:T4N2M0, alive, 305 days
9.8
U0129
0 years, male, NA, stage:T4N0M0, dead, 1265 days
9.7
U0354
0 years, male, NA, stage:T3N1M0, alive, 430 days
9.7
U0308
0 years, male, NA, stage:T4N1M0, alive, 1075 days
9.6
U0349
0 years, male, NA, stage:T3N1M0, alive, 2682 days
9.5
U0381
0 years, male, NA, stage:T3N1M0, dead, 71 days
9.5
U0142
0 years, female, NA, stage:T4N1M0, alive, 2340 days
9.5
U0446
0 years, male, NA, stage:T2N0M0, alive, 1446 days
9.4
U0107
0 years, male, NA, stage:T3N0M0, dead, 2354 days
9.3
U1062
0 years, female, NA, stage:T4N0M0, alive, 1689 days
9.3
U0934
0 years, female, NA, stage:T3N0M0, alive, 1185 days
9.3
U1075
0 years, female, NA, stage:T3N0M0, alive, 1290 days
9.3
U0993
0 years, male, NA, stage:T4N2M0, alive, 1267 days
9.1
U1446
0 years, female, NA, stage:T3N0M0, alive, 2314 days
9.1
U0451
0 years, female, NA, stage:T4N2M0, alive, 3023 days
8.9
U0246
0 years, female, NA, stage:T4N0M0, dead, 1192 days
8.9
U1095
0 years, female, NA, stage:T3N1M1, alive, 2425 days
8.8
U1258
0 years, male, NA, stage:T3N1M0, alive, 1373 days
8.8
U0970
0 years, female, NA, stage:T4N1M0, alive, 939 days
8.8
U0102
0 years, female, NA, stage:T4N2M0, dead, 670 days
8.7
U0210
0 years, male, NA, stage:T3N0M0, dead, 1800 days
8.7
U0227
0 years, female, NA, stage:T4N2M0, alive, 291 days
8.6
U0170
0 years, male, NA, stage:T4N1M0, dead, 832 days
8.6
U0333
0 years, female, NA, stage:T3N2M0, dead, 1959 days
8.6
U0193
0 years, male, NA, stage:T3N1M0, dead, 876 days
8.5
U0316
0 years, male, NA, stage:T3N2M0, alive, 2012 days
8.4
U0344
0 years, male, NA, stage:T2N1M0, dead, 818 days
8.4
U1421
0 years, female, NA, stage:T3N1M0, alive, 1905 days
8.4
U0281
0 years, male, NA, stage:T3N2M0, alive, 933 days
8.4
U1246
0 years, female, NA, stage:T3N0M0, alive, 1441 days
8.2
U1013
0 years, female, NA, stage:T2N1M0, alive, 1439 days
7.8
U1046
0 years, female, NA, stage:T4N2M1, dead, 697 days
7.7
U2891
0 years, male, NA, stage:T3N1M0, alive, 619 days
7.5
U1183
0 years, male, NA, stage:T4N2M0, alive, 959 days
7.5
U0401
0 years, male, NA, stage:T4N1M0, alive, 1715 days
7.4
U1483
0 years, female, NA, stage:T3N0M0, alive, 1094 days
7.4
U0332
0 years, female, NA, stage:T3N0M0, alive, 2101 days
7.2
U0163
0 years, male, NA, stage:T4N0M0, alive, 697 days
7.1
U0320
0 years, female, NA, stage:T4N2M1, alive, 188 days
6.5
U0151
0 years, female, NA, stage:T3N0M0, alive, 2014 days
6.2
U0181
0 years, female, NA, stage:T1N0M0, alive, 3623 days
6.0
U0169
0 years, male, NA, stage:T4N2M0, alive, 616 days
4.2
U1384
0 years, male, NA, stage:T4N1M0, alive, 1319 days
0.9
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.
TBC1D15 is not prognostic in Rectum Adenocarcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
11.1
Number of samples
88
Samples
Sample
Description
TPM
TCGA-EI-6508-01A
0 years, female, white, stage:Stage IIIB, alive, 636 days
24.5
TCGA-EI-6882-01A
0 years, male, white, stage:Stage IIA, alive, 262 days
20.6
TCGA-DC-6157-01A
0 years, male, black or african american, stage:Stage I, alive, 1581 days
19.2
TCGA-DC-6158-01A
0 years, male, white, stage:Stage I, dead, 334 days
17.5
TCGA-DC-5869-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 943 days
17.5
TCGA-EI-6885-01A
0 years, female, white, stage:Stage IV, alive, 415 days
17.1
TCGA-AG-3731-01A
0 years, male, stage:Stage IV, alive, 1126 days
16.8
TCGA-DC-6156-01A
0 years, male, white, stage:Stage IVA, alive, 943 days
16.8
TCGA-AG-3732-01A
0 years, female, stage:Stage I, alive, 1003 days
16.4
TCGA-EI-6884-01A
0 years, male, white, stage:Stage IIIA, alive, 328 days
16.0
TCGA-EI-6507-01A
0 years, male, white, stage:Stage IIA, alive, 607 days
15.6
TCGA-AG-4021-01A
0 years, female, stage:Stage IV, dead, 121 days
15.4
TCGA-AG-3742-01A
0 years, female, stage:Stage I, alive, 30 days
15.3
TCGA-EI-6917-01A
0 years, male, white, stage:Stage IIIA, alive, 531 days
15.3
TCGA-DC-6683-01A
0 years, male, white, stage:Stage IIIB, alive, 762 days
15.0
TCGA-EF-5831-01A
0 years, male, white, stage:Stage IIA, alive, 127 days
14.2
TCGA-DC-6682-01A
0 years, male, white, stage:Stage IIA, alive, 762 days
13.9
TCGA-EI-6512-01A
0 years, female, white, stage:Stage IIIB, alive, 538 days
13.9
TCGA-F5-6814-01A
0 years, male, white, stage:Stage IIA, alive, 1131 days
13.7
TCGA-F5-6811-01A
0 years, female, white, stage:Stage IIA, alive, 979 days
13.6
TCGA-F5-6464-01A
0 years, female, white, stage:Stage IIIC, dead, 303 days
13.6
TCGA-AH-6903-01A
0 years, male, white, stage:Stage IIIB, alive, 592 days
13.5
TCGA-AG-4022-01A
0 years, female, stage:Stage II, alive, 1400 days
13.5
TCGA-DC-4749-01A
0 years, male, white, stage:Stage I, alive, 762 days
13.2
TCGA-AG-3591-01A
0 years, female, stage:Stage IIA, alive, 1035 days
13.0
TCGA-EI-7004-01A
0 years, female, white, stage:'--, alive, 257 days
12.8
TCGA-AF-3911-01A
0 years, male, white, stage:Stage IIIC, alive, 1148 days
12.6
TCGA-AF-2687-01A
0 years, male, white, stage:Stage IIIC, alive, 1427 days
12.6
TCGA-CL-5917-01A
0 years, female, white, stage:Stage IIIC, alive, 2376 days
12.3
TCGA-EI-6513-01A
0 years, male, white, stage:Stage IIIB, alive, 497 days
12.3
TCGA-AF-6136-01A
0 years, female, white, stage:Stage IIIB, alive, 741 days
12.3
TCGA-DC-6160-01A
0 years, male, white, stage:Stage I, alive, 1339 days
12.3
TCGA-G5-6572-01A
0 years, male, white, stage:'--, dead, 1432 days
12.0
TCGA-CI-6620-01A
0 years, female, white, stage:Stage IVA, alive, 1009 days
12.0
TCGA-DY-A0XA-01A
0 years, female, white, stage:Stage IIA, alive, 3846 days
11.9
TCGA-DC-4745-01A
0 years, female, white, stage:Stage IIIB, alive, 639 days
11.8
TCGA-AH-6644-01A
0 years, male, white, stage:'--, alive, 838 days
11.4
TCGA-AG-3592-01A
0 years, male, stage:Stage IIA, alive, 1035 days
11.2
TCGA-EI-7002-01A
0 years, male, white, stage:Stage IV, alive, 364 days
11.0
TCGA-AF-6655-01A
0 years, male, white, stage:Stage IIIA, alive, 609 days
11.0
TCGA-G5-6235-01A
0 years, male, white, stage:Stage IIIB, alive, 1696 days
11.0
TCGA-DC-6154-01A
0 years, female, white, stage:Stage IVA, alive, 365 days
10.8
TCGA-DC-5337-01A
0 years, male, white, stage:Stage I, alive, 792 days
10.7
TCGA-DT-5265-01A
0 years, male, asian, stage:Stage II, alive, 384 days
10.7
TCGA-G5-6641-01A
0 years, male, white, stage:Stage IIIA, alive, 804 days
10.6
TCGA-AH-6549-01A
0 years, male, white, stage:'--, alive, 532 days
10.6
TCGA-AF-5654-01A
0 years, female, white, stage:Stage I, dead, 512 days
10.6
TCGA-EF-5830-01A
0 years, male, white, stage:Stage IIB, alive, 106 days
10.6
TCGA-AF-2693-01A
0 years, male, white, stage:Stage I, alive, 1155 days
10.6
TCGA-AG-3902-01A
0 years, male, stage:Stage IIA, alive, 974 days
10.5
TCGA-DC-6681-01A
0 years, female, white, stage:Stage IVA, alive, 790 days
10.4
TCGA-EI-6506-01A
0 years, female, white, stage:Stage IIA, alive, 625 days
10.2
TCGA-AF-2690-01A
0 years, female, white, stage:Stage IIIC, dead, 524 days
10.1
TCGA-AF-A56N-01A
0 years, female, black or african american, stage:Stage IIA, alive, 360 days
10.0
TCGA-CL-4957-01A
0 years, female, stage:'--, dead, 425 days
9.8
TCGA-F5-6702-01A
0 years, male, white, stage:Stage IVA, dead, 869 days
9.8
TCGA-F5-6571-01A
0 years, female, white, stage:Stage IIA, alive, 1288 days
9.8
TCGA-AF-6672-01A
0 years, male, white, stage:Stage IV, alive, 748 days
9.8
TCGA-F5-6864-01A
0 years, female, white, stage:Stage IIIB, alive, 379 days
9.5
TCGA-EI-6510-01A
0 years, female, white, stage:'--, alive, 556 days
9.5
TCGA-EI-6881-01A
0 years, male, white, stage:Stage IIIA, alive, 499 days
9.4
TCGA-EI-6511-01A
0 years, male, white, stage:Stage IIIB, alive, 482 days
9.2
TCGA-F5-6812-01A
0 years, male, white, stage:Stage IIA, alive, 1110 days
9.1
TCGA-F5-6465-01A
0 years, female, white, stage:Stage IIA, alive, 1506 days
9.1
TCGA-DY-A1DG-01A
0 years, male, white, stage:Stage IVA, dead, 1566 days
8.7
TCGA-EI-6883-01A
0 years, male, white, stage:Stage IIC, alive, 350 days
8.6
TCGA-AH-6897-01A
0 years, male, white, stage:Stage I, alive, 804 days
8.6
TCGA-CI-6621-01A
0 years, male, white, stage:Stage IIIB, alive, 419 days
8.5
TCGA-AH-6547-01A
0 years, female, white, stage:'--, dead, 76 days
8.4
TCGA-AF-A56K-01A
0 years, male, black or african american, stage:Stage IIA, alive, 2635 days
8.4
TCGA-AH-6643-01A
0 years, male, white, stage:Stage IIIC, dead, 1314 days
8.4
TCGA-EI-6514-01A
0 years, female, white, stage:Stage IIA, alive, 496 days
8.4
TCGA-F5-6861-01A
0 years, female, white, stage:Stage IIA, alive, 1160 days
8.3
TCGA-AF-4110-01A
0 years, male, white, stage:Stage IVA, alive, 912 days
8.0
TCGA-F5-6813-01A
0 years, male, white, stage:Stage IIIC, dead, 598 days
7.8
TCGA-F5-6863-01A
0 years, female, white, stage:Stage IIIB, dead, 361 days
7.8
TCGA-AF-A56L-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 2007 days
7.8
TCGA-G5-6233-01A
0 years, male, white, stage:'--, dead, 556 days
7.6
TCGA-DY-A1DC-01A
0 years, female, white, stage:Stage IIA, dead, 1258 days
7.6
TCGA-AH-6544-01A
0 years, male, white, stage:'--, alive, 1173 days
6.9
TCGA-CI-6622-01A
0 years, male, white, stage:Stage IIB, alive, 1362 days
6.5
TCGA-DY-A1DD-01A
0 years, female, white, stage:Stage IIIB, dead, 1741 days
6.1
TCGA-EI-6509-01A
0 years, male, white, stage:Stage IIIC, alive, 517 days
6.0
TCGA-DY-A1DE-01A
0 years, female, white, stage:Stage IIA, alive, 3932 days
5.4
TCGA-DY-A1H8-01A
0 years, female, white, stage:Stage IIIA, dead, 992 days
5.0
TCGA-BM-6198-01A
0 years, male, white, stage:Stage IIIB, alive, 646 days
4.9
TCGA-DY-A1DF-01A
0 years, female, white, stage:Stage IIIC, dead, 734 days
3.7
TCGA-DC-6155-01A
0 years, female, white, stage:Stage IIIA, alive, 425 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
TBC1D15 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
13.2
Number of samples
207
Samples
Sample
Description
TPM
U0293
0 years, male, NA, stage:T3N1M0, alive, 2717 days
27.8
U3049
0 years, male, NA, stage:T2N0M0, alive, 533 days
27.5
U0296
0 years, male, NA, stage:T3N0M0, alive, 2610 days
23.5
U0502
0 years, male, NA, stage:T4N1M0, alive, 1065 days
23.1
U0591
0 years, male, NA, stage:T2N0M0, alive, 1023 days
21.8
U0174
0 years, male, NA, stage:T3N0M0, alive, 450 days
21.2
U0114
0 years, male, NA, stage:T3N0M0, alive, 1910 days
20.7
U0422
0 years, female, NA, stage:T3N2M1, dead, 1710 days
20.2
U3047
0 years, male, NA, stage:T3N2M0, alive, 205 days
20.1
U0077
0 years, female, NA, stage:T2N0M0, dead, 588 days
20.0
U0325
0 years, male, NA, stage:T3N0M0, dead, 1947 days
19.4
U0650
0 years, female, NA, stage:T2N2M0, alive, 1331 days
18.9
U0080
0 years, female, NA, stage:T3N0M0, dead, 489 days
18.8
U0561
0 years, female, NA, stage:T3N2M0, alive, 1577 days
18.4
U0454
0 years, male, NA, stage:T3N1M0, alive, 2997 days
18.4
U0418
0 years, male, NA, stage:T4N1M0, alive, 1246 days
18.3
U0371
0 years, female, NA, stage:T3N0M0, alive, 2688 days
18.1
U0216
0 years, male, NA, stage:T2N0M0, alive, 2684 days
17.7
U0374
0 years, female, NA, stage:T2N0M0, alive, 1067 days
17.5
U0030
0 years, female, NA, stage:T2N0M0, dead, 987 days
17.3
U0147
0 years, female, NA, stage:T3N0M0, dead, 2085 days
17.2
U0593
0 years, male, NA, stage:T4bN0M0, alive, 876 days
17.2
U2955
0 years, male, NA, stage:T3N1M0, alive, 181 days
17.1
U2960
0 years, male, NA, stage:T3N1M0, alive, 176 days
17.0
U0658
0 years, male, NA, stage:T3N2M0, alive, 1108 days
17.0
U0638
0 years, male, NA, stage:T2N0M0, alive, 1801 days
16.8
U0173
0 years, male, NA, stage:T2N0M0, dead, 2375 days
16.7
U0343
0 years, female, NA, stage:T2N0M0, alive, 701 days
16.5
U2761
0 years, female, NA, stage:T3N1M0, alive, 447 days
16.4
U0220
0 years, male, NA, stage:T2N0M0, alive, 1066 days
16.3
U0539
0 years, male, NA, stage:T4N2M0, alive, 2017 days
16.3
U3023
0 years, female, NA, stage:T2N0M0, alive, 404 days
16.1
U0251
0 years, male, NA, stage:T2N0M0, alive, 1906 days
16.0
U0388
0 years, male, NA, stage:T2N1M0, alive, 2186 days
15.9
U2836
0 years, male, NA, stage:T3N0M0, alive, 322 days
15.9
U0802
0 years, male, NA, stage:T3N2M1, dead, 338 days
15.8
U0311
0 years, female, NA, stage:T3N1M0, alive, 1176 days
15.8
U0848
0 years, male, NA, stage:T3N1M1, dead, 1185 days
15.8
U0654
0 years, male, NA, stage:T3N2M0, alive, 1220 days
15.6
U0138
0 years, male, NA, stage:T3N1M0, dead, 2472 days
15.6
U0305
0 years, male, NA, stage:T3N1M0, alive, 2676 days
15.5
U0587
0 years, male, NA, stage:T3N1M0, alive, 2107 days
15.5
U0346
0 years, male, NA, stage:T4N2M0, alive, 1148 days
15.4
U0800
0 years, male, NA, stage:T3N2M1, dead, 411 days
15.4
U0849
0 years, female, NA, stage:T4N0M1, dead, 267 days
15.4
U0258
0 years, male, NA, stage:T4N1M2, dead, 195 days
15.3
U0470
0 years, female, NA, stage:T2N2M0, alive, 961 days
15.3
U0484
0 years, male, NA, stage:T4N2M0, alive, 1275 days
15.3
U0640
0 years, male, NA, stage:T2N0M0, alive, 1696 days
15.3
U0232
0 years, female, NA, stage:T2N0M0, dead, 994 days
15.3
U0538
0 years, female, NA, stage:T3N1M0, alive, 1308 days
15.1
U0595
0 years, male, NA, stage:T2N0M0, alive, 2535 days
15.1
U0243
0 years, female, NA, stage:T3N2M0, alive, 2975 days
15.1
U0457
0 years, male, NA, stage:T3N0M0, alive, 833 days
15.0
U0255
0 years, female, NA, stage:T3N2M0, dead, 1079 days
15.0
U2834
0 years, male, NA, stage:T3N1M0, alive, 323 days
14.9
U0241
0 years, female, NA, stage:T2N1M0, alive, 552 days
14.6
U0604
0 years, male, NA, stage:T3N1M0, alive, 1522 days
14.6
U0096
0 years, female, NA, stage:T4N2M1, dead, 257 days
14.6
U0578
0 years, male, NA, stage:T2N2M0, alive, 1724 days
14.6
U0079
0 years, male, NA, stage:T4N2M0, dead, 1891 days
14.6
U0512
0 years, male, NA, stage:T3N0M0, alive, 2550 days
14.5
U0584
0 years, male, NA, stage:T3N2M0, alive, 2705 days
14.5
U0820
0 years, male, NA, stage:T3NXM1, dead, 622 days
14.5
U0276
0 years, male, NA, stage:T3N1M1, alive, 934 days
14.5
U0423
0 years, female, NA, stage:T4N2M0, alive, 2735 days
14.4
U0155
0 years, male, NA, stage:T2N0M0, dead, 1672 days
14.4
U0695
0 years, male, NA, stage:T3N0M0, alive, 566 days
14.3
U0437
0 years, male, NA, stage:T1N1M0, alive, 849 days
14.3
U0861
0 years, female, NA, stage:T4N2M1, dead, 184 days
14.3
U0657
0 years, female, NA, stage:T2N0M0, dead, 1109 days
14.2
U0192
0 years, male, NA, stage:T3N0M0, alive, 2081 days
14.2
U0478
0 years, male, NA, stage:T4N2M0, alive, 2051 days
14.1
U0405
0 years, male, NA, stage:T3N1M0, alive, 829 days
14.1
U0431
0 years, female, NA, stage:T3N1M0, alive, 695 days
14.0
U0093
0 years, male, NA, stage:T3N2M0, dead, 1118 days
14.0
U0001
0 years, female, NA, stage:T3N0M0, alive, 3188 days
14.0
U2991
0 years, female, NA, stage:T1N0M0, alive, 135 days
14.0
U0641
0 years, female, NA, stage:T3N0M0, dead, 1626 days
13.9
U0534
0 years, female, NA, stage:T3N2M0, alive, 1361 days
13.9
U0652
0 years, male, NA, stage:T3N0M0, alive, 1319 days
13.8
U0137
0 years, male, NA, stage:T3N1M0, dead, 1799 days
13.8
U2972
0 years, male, NA, stage:T3N0M0, alive, 161 days
13.7
U0279
0 years, male, NA, stage:T2N1M0, dead, 176 days
13.7
U0230
0 years, female, NA, stage:T1N1M0, alive, 3152 days
13.6
U0086
0 years, female, NA, stage:T3N1M0, dead, 594 days
13.6
U0645
0 years, male, NA, stage:T3N0M0, alive, 1567 days
13.6
U0271
0 years, female, NA, stage:T3N1M0, alive, 2414 days
13.6
U0562
0 years, female, NA, stage:T3N1M0, alive, 3092 days
13.6
U0637
0 years, male, NA, stage:T3N1M0, alive, 1997 days
13.4
U0865
0 years, female, NA, stage:T3N1M1, dead, 856 days
13.3
U2764
0 years, male, NA, stage:T3N2M0, alive, 440 days
13.3
U0750
0 years, female, NA, stage:T3N2M0, dead, 1393 days
13.3
U0417
0 years, female, NA, stage:T3N2M1, dead, 893 days
13.3
U0651
0 years, male, NA, stage:T3N0M0, alive, 1354 days
13.3
U0415
0 years, male, NA, stage:T3N1M0, alive, 2526 days
13.2
U0434
0 years, male, NA, stage:T2N0M0, alive, 2558 days
13.1
U0857
0 years, male, NA, stage:T4N2M1, dead, 954 days
13.0
U0212
0 years, male, NA, stage:T3N0M1, alive, 1330 days
13.0
U0577
0 years, female, NA, stage:T3N2M0, alive, 2474 days
13.0
U0572
0 years, female, NA, stage:T3N1M0, alive, 2621 days
12.9
U0359
0 years, male, NA, stage:T3N2M0, dead, 2443 days
12.8
U0485
0 years, male, NA, stage:T3N0M0, dead, 2737 days
12.8
U0391
0 years, female, NA, stage:T3N0M0, alive, 1179 days
12.8
U0592
0 years, female, NA, stage:T2N0M0, dead, 670 days
12.8
U0294
0 years, male, NA, stage:T4N0M1, alive, 561 days
12.8
U0430
0 years, male, NA, stage:T3N2M0, dead, 2472 days
12.8
U2943
0 years, male, NA, stage:T3N0M0, alive, 189 days
12.7
U0339
0 years, male, NA, stage:T3N2M0, alive, 2155 days
12.7
U0579
0 years, female, NA, stage:T4aN0M0, alive, 2845 days
12.6
U2994
0 years, female, NA, stage:T4N1M0, alive, 132 days
12.6
U0282
0 years, male, NA, stage:T3N2M0, dead, 1869 days
12.6
U0814
0 years, female, NA, stage:T3N1M1, dead, 482 days
12.6
U0605
0 years, male, NA, stage:T2N0M0, alive, 952 days
12.5
U0353
0 years, female, NA, stage:T1N0M0, alive, 2912 days
12.5
U0116
0 years, male, NA, stage:T3N1M0, dead, 930 days
12.4
U0602
0 years, male, NA, stage:T2N0M0, alive, 1385 days
12.3
U0242
0 years, male, NA, stage:T3N0M0, alive, 2950 days
12.2
U2779
0 years, male, NA, stage:T3N0M0, alive, 419 days
12.2
U0542
0 years, male, NA, stage:T3N2M0, dead, 1482 days
12.1
U0862
0 years, male, NA, stage:T4N2M1, dead, 1064 days
12.0
U0128
0 years, female, NA, stage:T3N1M0, alive, 449 days
12.0
U0494
0 years, male, NA, stage:T4N2M0, alive, 1290 days
12.0
U0555
0 years, male, NA, stage:T3N2M0, alive, 2043 days
11.9
U0351
0 years, female, NA, stage:T3N2M0, alive, 2886 days
11.9
U0498
0 years, female, NA, stage:T4N1M0, alive, 1906 days
11.9
U0603
0 years, male, NA, stage:T2N1M0, alive, 1904 days
11.9
U0649
0 years, male, NA, stage:T2N0M0, alive, 1424 days
11.9
U0545
0 years, male, NA, stage:T3N0M0, alive, 2340 days
11.9
U0406
0 years, female, NA, stage:T4N2M1, dead, 778 days
11.9
U0205
0 years, female, NA, stage:T3N2M0, alive, 2984 days
11.8
U0568
0 years, male, NA, stage:T4N1M0, alive, 1287 days
11.8
U0213
0 years, male, NA, stage:T3N1M0, alive, 3018 days
11.8
U0643
0 years, female, NA, stage:T2N1M0, dead, 1583 days
11.7
U0852
0 years, male, NA, stage:T3N2M1, alive, 1651 days
11.7
U0264
0 years, male, NA, stage:T4N2M0, alive, 2020 days
11.6
U0497
0 years, female, NA, stage:T3N1M0, alive, 1414 days
11.6
U0694
0 years, male, NA, stage:T4N0M0, dead, 489 days
11.6
U0097
0 years, male, NA, stage:T3N0M1, dead, 2903 days
11.5
U0118
0 years, female, NA, stage:T3N2M0, dead, 350 days
11.5
U0675
0 years, female, NA, stage:T4N1M0, dead, 89 days
11.4
U0656
0 years, male, NA, stage:T3N2M0, alive, 1150 days
11.4
U0298
0 years, male, NA, stage:T3N1M0, alive, 513 days
11.4
U0228
0 years, male, NA, stage:T2N0M0, alive, 963 days
11.3
U0804
0 years, female, NA, stage:T3N2M1, dead, 380 days
11.3
U0594
0 years, male, NA, stage:T3N0M0, alive, 2852 days
11.3
U0331
0 years, male, NA, stage:T3N1M1, dead, 906 days
11.3
U0532
0 years, male, NA, stage:T3N0M0, dead, 730 days
11.2
U0558
0 years, female, NA, stage:T3N2M0, alive, 2011 days
11.2
U0776
0 years, male, NA, stage:T4N2M0, alive, 1702 days
11.1
U0366
0 years, male, NA, stage:T3NXM1, alive, 895 days
11.1
U0466
0 years, male, NA, stage:T3N0M0, alive, 1381 days
11.1
U0324
0 years, female, NA, stage:T4N1M0, alive, 938 days
11.1
U0514
0 years, female, NA, stage:T2N2M0, alive, 2799 days
10.9
U0299
0 years, female, NA, stage:T4N2M0, alive, 43426 days
10.9
U0364
0 years, female, NA, stage:T4N2M1, dead, 151 days
10.9
U0407
0 years, male, NA, stage:T3N1M0, dead, 2027 days
10.8
U0132
0 years, male, NA, stage:T3N1M0, alive, 1798 days
10.7
U0713
0 years, male, NA, stage:T2N0M0, alive, 359 days
10.7
U0686
0 years, female, NA, stage:T4bN0M0, dead, 123 days
10.7
U0088
0 years, male, NA, stage:T3N1M1, dead, 260 days
10.7
U0194
0 years, male, NA, stage:T3N1M0, alive, 680 days
10.7
U0553
0 years, female, NA, stage:T3N2M0, alive, 1704 days
10.6
U0334
0 years, male, NA, stage:T3N1M0, alive, 3171 days
10.6
U0511
0 years, female, NA, stage:T3N0M0, dead, 2387 days
10.6
U0557
0 years, female, NA, stage:T3N2M0, alive, 2009 days
10.6
U0648
0 years, female, NA, stage:T3N0M0, alive, 1415 days
10.5
U0642
0 years, male, NA, stage:T3N0M0, alive, 1603 days
10.5
U0565
0 years, male, NA, stage:T4N1M0, alive, 1452 days
10.5
U0190
0 years, male, NA, stage:T3N0M0, alive, 2367 days
10.4
U0552
0 years, male, NA, stage:T3N2M0, alive, 1701 days
10.4
U0707
0 years, male, NA, stage:T3N1M0, alive, 518 days
10.3
U0380
0 years, male, NA, stage:T2N0M0, alive, 2155 days
10.3
U0803
0 years, female, NA, stage:T3N1M1, dead, 495 days
10.2
U0304
0 years, male, NA, stage:T3N2M0, alive, 2065 days
10.2
U0284
0 years, male, NA, stage:T3N2M0, alive, 581 days
10.2
U0409
0 years, female, NA, stage:T3N1M0, alive, 934 days
10.2
U0508
0 years, male, NA, stage:T3N1M0, alive, 1120 days
10.2
U0120
0 years, female, NA, stage:T3N0M0, alive, 3233 days
10.1
U0402
0 years, female, NA, stage:T3N1M0, dead, 2487 days
10.1
U0556
0 years, male, NA, stage:T3N2M0, alive, 2037 days
10.0
U0793
0 years, male, NA, stage:T3N1M1, dead, 195 days
9.8
U0663
0 years, female, NA, stage:T3N1M0, alive, 762 days
9.8
U0666
0 years, male, NA, stage:T3N1M0, alive, 709 days
9.7
U0322
0 years, male, NA, stage:T4N2M0, alive, 1694 days
9.6
U0550
0 years, male, NA, stage:T3N2M0, alive, 2191 days
9.5
U0238
0 years, male, NA, stage:T3N0M0, dead, 868 days
9.5
U0647
0 years, female, NA, stage:T3N0M0, alive, 1476 days
9.4
U0671
0 years, male, NA, stage:T3N1M0, dead, 785 days
9.3
U0581
0 years, female, NA, stage:T3N2M0, alive, 1660 days
9.3
U0458
0 years, male, NA, stage:T3N2M0, alive, 1073 days
9.2
U0237
0 years, male, NA, stage:T3N1M0, alive, 2492 days
9.1
U0809
0 years, female, NA, stage:T3N1M1, dead, 275 days
9.1
U0600
0 years, male, NA, stage:T3N1M0, alive, 1659 days
8.9
U0329
0 years, male, NA, stage:T3N1M0, dead, 805 days
8.9
U0159
0 years, female, NA, stage:T3N1M0, alive, 1517 days
8.8
U0519
0 years, male, NA, stage:T4N2M0, dead, 519 days
8.6
U0535
0 years, female, NA, stage:T4N1M0, alive, 2473 days
8.5
U0492
0 years, male, NA, stage:T3N2M0, alive, 1114 days
8.0
U0805
0 years, male, NA, stage:T3N1M1, dead, 731 days
8.0
U0533
0 years, male, NA, stage:T3N2M0, alive, 2248 days
7.8
U0140
0 years, male, NA, stage:T3N2M0, alive, 2655 days
7.6
U0601
0 years, female, NA, stage:T4N1M0, alive, 1368 days
6.9
U0596
0 years, male, NA, stage:T3N0M0, alive, 2233 days
6.7
U0576
0 years, male, NA, stage:T3N2M0, alive, 2540 days
6.5
U0468
0 years, female, NA, stage:T3N0M0, alive, 1921 days
6.4
U0188
0 years, female, NA, stage:T3N1M0, alive, 2134 days
5.4
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COLON ADENOCARCINOMA - Protein relative expression (CPTAC)
Number of samples
197
Samples
Sample ID
Sample type
nRPX
8af80ae9-2088-4124-91fb-8d6c17_D3
Tumor
0.6
0630ecb0-b664-4e75-bb3c-fb62ee_D3
Tumor
0.6
37219a7c-6fe2-4684-a494-d0be08_D2
Tumor
0.5
e2e83b72-b14b-4b06-9461-1115d6_D2
Tumor
0.5
5271982c-5de1-4d6e-b414-b1f3ef_D2
Tumor
0.5
98742d96-cc2f-43f0-9de2-bc7afe_D3
Tumor
0.5
41ee934e-f7a3-4ef5-8a83-e2ac56_D2
Tumor
0.5
d7608884-a0d6-4e9e-aac7-6cd813_D3
Tumor
0.5
7cc7f69f-99f5-4b23-a9e0-ba0dc8_D8
Tumor
0.4
0f238226-864c-4de0-8c61-01e729_D2
Tumor
0.4
e515eb5c-8005-416a-9b42-59de9d_D8
Tumor
0.4
a90eb718-6a8f-4cbf-89c1-f9e9bd_D2
Tumor
0.4
2167c594-c33f-4795-b95b-69bd07_D2
Tumor
0.3
c7aeb685-31b3-445e-8177-a3e729_D3
Tumor
0.3
cd89ffbb-574a-4052-bd9a-00c890_D2
Tumor
0.3
803736b3-9ca9-4f9f-bdfe-8783e3_D3
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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Tumor
0.3
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Tumor
0.3
6b0a3188-d8ca-4d50-a377-a8fe4c_D2
Normal
0.3
f9d6fb1b-988e-4D88-9272-cc672f_D8
Tumor
0.3
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Tumor
0.3
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Normal
0.3
71b2c1cc-0a31-4ca8-8beb-251e17_D2
Normal
0.3
695b0b00-a86b-43c0-a6c8-50a840_D3
Tumor
0.3
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Normal
0.3
c9730cb4-b52c-4ca8-9652-4509d0_D2
Tumor
0.3
5a3aa99d-ca10-45f6-939f-12392a_D2
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
0.3
3d797911-d476-436f-9cce-33e20c_D8
Tumor
0.3
1425a1a1-c835-47a2-a9b9-4db5d0_D8
Tumor
0.3
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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
2f8b02e4-1848-4abc-a95e-dd9eb5_D3
Tumor
0.2
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Tumor
0.2
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Tumor
0.2
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Tumor
0.2
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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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Tumor
0.2
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Tumor
0.2
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Tumor
0.1
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Tumor
0.1
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Tumor
0.1
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Tumor
0.1
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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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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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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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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
0d5554d1-1653-4589-a44f-43113e_D2
Normal
0.1
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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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Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Normal
0.0
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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
5da00abd-5fa7-4deb-95f1-7982e0_D3
Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
3765c09a-fff7-4b37-bf2b-452b23_D2
Normal
0.0
0784c7b3-e6a4-42a8-9288-eb4ba0_D2
Normal
0.0
a243b765-61ab-4aa6-88e1-226896_D2
Normal
0.0
5de06adb-e00d-4114-8d76-04bd30_D2
Normal
0.0
3e8019e8-125f-4615-a1fa-a448e9_D2
Normal
0.0
8cc7e656-0152-4359-8566-0581c3
Tumor
0.0
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Normal
0.0
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Normal
0.0
62627b73-1763-48bc-8eea-e5bd76_D2
Normal
0.0
5cf5e61d-21ff-4678-9126-14e9bb_D2
Normal
0.0
903d5fe0-970a-47be-a97f-3cc914_D2
Normal
0.0
211cbcef-cb1f-4c80-a1c8-a76d3c_D2
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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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
43bc845e-d22e-4c10-b3e8-bc54e6_D2
Normal
0.0
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Normal
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
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Normal
0.0
05a33362-82bb-48ac-8feb-ad2ea1_D2
Tumor
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
7bdfa5c9-d11f-4600-9c44-a87996_D2
Normal
0.0
9a6879b1-4f78-4ac6-9fca-dad049_D2
Normal
0.0
5347d2ce-df0c-4d81-a3e2-22db11_D2
Normal
0.0
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Normal
0.0
d0511ea6-43c3-4c61-b08e-cf49b7_D3
Tumor
-0.1
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Normal
-0.1
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Normal
-0.1
bda3787a-1397-4716-bb17-4992a8_D2
Normal
-0.1
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Normal
-0.1
c6ae57a7-65a0-438e-bae2-97b1c8_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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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
26acb513-3ffe-49ad-8581-9dfc97_D2
Normal
-0.1
43192517-085e-450e-9481-0a6713_D3
Tumor
-0.1
cd3a9d59-bf13-48f3-ae97-bdbca4_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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Normal
-0.1
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Tumor
-0.1
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Normal
-0.1
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Normal
-0.1
377cdd37-d1bd-4042-997e-478a0f_D2
Normal
-0.1
a313f6ef-5994-4d49-9e66-c26911_D2
Normal
-0.2
76498650-fdbf-4f5d-a19a-cce9a2_D2
Normal
-0.2
154115ac-2ec2-439d-b55e-0464ee_D2
Normal
-0.2
cc271b3d-ed33-481f-9d23-15f2f6_D2
Normal
-0.2
9a48cf57-e1f0-4ea1-9804-d563f2_D2
Normal
-0.2
974e136f-7020-4a38-b9c1-094df9_D2
Normal
-0.3
963fc8db-f412-4427-a198-23f660_D2
Normal
-0.3
7478980a-60fb-4f5e-aa1c-2d7941_D2
Normal
-0.3
1136008b-97ce-49b0-bf24-abbea6_D2
Normal
-0.3
5c70e654-583c-4dd3-ad42-0d9b39_D2
Normal
-0.3
4b263734-430f-41dc-a296-8691f0_D3
Tumor
-0.4
bd67de01-ad7d-431a-9ad6-4dd5a1
Tumor
-0.4
359f5c81-2575-497e-8630-e4866f_D2
Normal
-0.4
b2400046-1d25-429d-a821-6040a6
Tumor
-0.5
372c900a-fced-4eef-9dc4-7282ec_D2
Tumor
-0.5
82157a70-12f1-4913-b548-d98881_D2
Normal
-0.7
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
