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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.
DFFA 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
18.0
Number of samples
254
Samples
Sample
Description
TPM
TCGA-D5-6923-01A
0 years, male, white, stage:Stage I, alive, 378 days
42.2
TCGA-CK-5912-01A
0 years, male, white, stage:Stage I, dead, 1493 days
40.2
TCGA-A6-5656-01A
0 years, male, white, stage:Stage I, alive, 1001 days
36.5
TCGA-A6-6780-01A
0 years, male, white, stage:Stage IIA, alive, 612 days
35.9
TCGA-CA-6718-01A
0 years, male, asian, stage:Stage IIA, dead, 306 days
33.9
TCGA-D5-6898-01A
0 years, female, white, stage:Stage I, alive, 229 days
32.1
TCGA-CA-6715-01A
0 years, male, asian, stage:Stage IIIB, alive, 383 days
32.0
TCGA-AY-6197-01A
0 years, male, white, stage:Stage IIA, alive, 652 days
31.9
TCGA-D5-6922-01A
0 years, male, white, stage:Stage IIIA, alive, 308 days
31.7
TCGA-F4-6808-01A
0 years, female, white, stage:Stage I, alive, 1024 days
31.0
TCGA-CM-6165-01A
0 years, male, white, stage:Stage IIA, alive, 488 days
30.0
TCGA-DM-A28H-01A
0 years, male, white, stage:Stage IIIC, alive, 3561 days
29.2
TCGA-A6-A567-01A
0 years, male, black or african american, stage:Stage IV, dead, 1881 days
28.8
TCGA-A6-6140-01A
0 years, male, white, stage:Stage IIA, alive, 734 days
28.8
TCGA-AA-3663-01A
0 years, male, stage:Stage II, alive, 212 days
28.7
TCGA-AA-3496-01A
0 years, female, stage:Stage II, alive, 31 days
28.6
TCGA-CA-6717-01A
0 years, male, asian, stage:Stage IIA, alive, 388 days
28.3
TCGA-G4-6628-01A
0 years, male, white, stage:Stage I, alive, 2424 days
28.0
TCGA-F4-6856-01A
0 years, male, white, stage:Stage I, alive, 1074 days
27.5
TCGA-CM-6170-01A
0 years, female, white, stage:Stage I, alive, 457 days
26.8
TCGA-A6-5657-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 962 days
26.5
TCGA-NH-A8F7-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
26.1
TCGA-CM-4751-01A
0 years, male, white, stage:Stage IIIB, alive, 822 days
26.1
TCGA-CM-6168-01A
0 years, female, black or african american, stage:Stage IIA, alive, 395 days
25.8
TCGA-D5-6532-01A
0 years, male, white, stage:Stage IIA, alive, 555 days
25.7
TCGA-5M-AAT6-01A
0 years, female, black or african american, stage:Stage IV, dead, 290 days
25.3
TCGA-CK-5916-01A
0 years, female, white, stage:Stage I, dead, 643 days
25.1
TCGA-DM-A28E-01A
0 years, female, white, stage:Stage IIA, alive, 3648 days
25.1
TCGA-DM-A0XF-01A
0 years, female, white, stage:Stage IIIC, dead, 1162 days
25.0
TCGA-AD-6963-01A
0 years, male, white, stage:'--, alive, 834 days
24.8
TCGA-G4-6588-01A
0 years, female, white, stage:Stage IIA, alive, 796 days
24.7
TCGA-F4-6805-01A
0 years, female, white, stage:Stage IIA, alive, 1047 days
24.2
TCGA-D5-6927-01A
0 years, male, white, stage:Stage IIA, alive, 287 days
24.1
TCGA-AA-3655-01A
0 years, male, stage:Stage II, alive, 1856 days
24.1
TCGA-F4-6854-01A
0 years, female, white, stage:Stage IIA, alive, 16 days
24.1
TCGA-G4-6315-01A
0 years, male, white, stage:Stage IV, alive, 1883 days
23.9
TCGA-AZ-6601-01A
0 years, male, white, stage:Stage II, dead, 3042 days
23.9
TCGA-G4-6309-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2600 days
23.8
TCGA-SS-A7HO-01A
0 years, female, black or african american, stage:Stage IIB, alive, 1829 days
23.7
TCGA-AM-5821-01A
0 years, female, white, stage:Stage IIA, alive, 28 days
23.6
TCGA-AA-3713-01A
0 years, male, stage:Stage IV, alive, 579 days
23.5
TCGA-D5-6930-01A
0 years, male, white, stage:Stage IIA, alive, 406 days
23.5
TCGA-QG-A5YX-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1003 days
23.4
TCGA-CM-6161-01A
0 years, female, white, stage:Stage I, alive, 457 days
23.3
TCGA-NH-A6GB-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 476 days
23.3
TCGA-CM-6677-01A
0 years, female, white, stage:Stage IIA, alive, 337 days
23.1
TCGA-A6-5665-01A
0 years, female, white, stage:Stage IIA, alive, 671 days
23.1
TCGA-AD-6888-01A
0 years, male, white, stage:Stage IIIB, dead, 472 days
23.1
TCGA-D5-6926-01A
0 years, male, white, stage:Stage IIIB, alive, 275 days
22.9
TCGA-D5-6920-01A
0 years, female, white, stage:Stage IIA, alive, 377 days
22.8
TCGA-G4-6295-01A
0 years, female, white, stage:Stage II, alive, 254 days
22.6
TCGA-WS-AB45-01A
0 years, female, black or african american, stage:Stage IIA, alive, 2130 days
22.2
TCGA-G4-6299-01A
0 years, male, white, stage:Stage IIIC, alive, 2268 days
22.2
TCGA-CM-6172-01A
0 years, female, white, stage:Stage IIIB, alive, 335 days
22.2
TCGA-F4-6459-01A
0 years, female, white, stage:Stage IIIB, dead, 262 days
22.1
TCGA-A6-2686-01A
0 years, female, white, stage:Stage IIA, dead, 1126 days
21.9
TCGA-AD-6895-01A
0 years, male, white, stage:Stage IIIB, alive, 763 days
21.9
TCGA-G4-6317-01A
0 years, female, white, stage:Stage IIIC, alive, 1095 days
21.7
TCGA-AD-5900-01A
0 years, male, white, stage:Stage I, alive, 370 days
21.7
TCGA-G4-6586-01A
0 years, female, white, stage:Stage IIA, alive, 1089 days
21.7
TCGA-A6-3809-01A
0 years, female, white, stage:Stage IIB, alive, 996 days
21.6
TCGA-CM-6676-01A
0 years, male, white, stage:Stage I, alive, 337 days
21.0
TCGA-A6-6781-01A
0 years, male, white, stage:Stage IIIC, alive, 598 days
21.0
TCGA-AU-6004-01A
0 years, female, white, stage:Stage I, alive, 824 days
20.6
TCGA-D5-6931-01A
0 years, male, white, stage:Stage IIIC, alive, 365 days
20.6
TCGA-AD-6899-01A
0 years, male, white, stage:Stage IIIC, dead, 176 days
20.5
TCGA-D5-7000-01A
0 years, female, white, stage:Stage I, alive, 312 days
20.5
TCGA-CM-6164-01A
0 years, female, white, stage:Stage IIA, alive, 883 days
20.5
TCGA-D5-5538-01A
0 years, female, white, stage:Stage IIIB, dead, 1661 days
20.3
TCGA-G4-6303-01A
0 years, female, white, stage:Stage IV, dead, 2003 days
20.3
TCGA-D5-6924-01A
0 years, male, white, stage:Stage IIA, alive, 435 days
20.3
TCGA-A6-5661-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1020 days
20.2
TCGA-CK-5913-01A
0 years, female, white, stage:Stage IIA, alive, 1561 days
20.2
TCGA-5M-AATE-01A
0 years, male, black or african american, stage:Stage IIA, alive, 1200 days
20.1
TCGA-CK-6747-01A
0 years, female, white, stage:Stage IIA, alive, 820 days
20.1
TCGA-AD-6548-01A
0 years, female, white, stage:Stage I, alive, 650 days
20.1
TCGA-G4-6293-01A
0 years, female, white, stage:Stage III, alive, 4051 days
20.1
TCGA-A6-6650-01A
0 years, female, black or african american, stage:Stage IIA, alive, 627 days
19.8
TCGA-A6-6652-01A
0 years, male, black or african american, stage:Stage IVA, alive, 751 days
19.8
TCGA-AZ-5403-01A
0 years, male, white, stage:Stage II, dead, 1910 days
19.8
TCGA-DM-A1D9-01A
0 years, female, white, stage:Stage IIA, alive, 4270 days
19.8
TCGA-D5-6928-01A
0 years, male, white, stage:Stage IIA, alive, 354 days
19.7
TCGA-G4-6304-01A
0 years, female, white, stage:Stage IIB, alive, 1631 days
19.7
TCGA-A6-6137-01A
0 years, male, white, stage:Stage IIIB, alive, 824 days
19.7
TCGA-AZ-6598-01A
0 years, female, white, stage:Stage II, dead, 1503 days
19.6
TCGA-CM-6162-01A
0 years, female, white, stage:Stage IIIB, alive, 365 days
19.5
TCGA-DM-A1DA-01A
0 years, female, white, stage:Stage IIIC, dead, 228 days
19.4
TCGA-AD-6965-01A
0 years, male, white, stage:Stage IIIC, alive, 805 days
19.3
TCGA-A6-5664-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 672 days
19.2
TCGA-AZ-6603-01A
0 years, female, white, stage:'--, dead, 899 days
19.2
TCGA-D5-6537-01A
0 years, male, white, stage:Stage IIIB, dead, 146 days
19.2
TCGA-AA-3697-01A
0 years, male, stage:Stage II, alive, 2587 days
19.1
TCGA-AZ-6606-01A
0 years, male, white, stage:Stage IV, dead, 357 days
19.1
TCGA-QG-A5Z1-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 256 days
19.1
TCGA-CM-5868-01A
0 years, female, white, stage:Stage IVA, alive, 518 days
19.0
TCGA-A6-6649-01A
0 years, male, white, stage:Stage IIIB, alive, 735 days
19.0
TCGA-AZ-4616-01A
0 years, female, white, stage:Stage IV, dead, 156 days
19.0
TCGA-AD-A5EK-01A
0 years, male, black or african american, stage:Stage I, alive, 500 days
18.8
TCGA-F4-6807-01A
0 years, female, white, stage:Stage IIIC, alive, 1309 days
18.8
TCGA-A6-6648-01A
0 years, male, white, stage:Stage IVA, alive, 766 days
18.8
TCGA-NH-A50T-01A
0 years, female, black or african american, stage:Stage IIA, alive, 553 days
18.7
TCGA-A6-5659-01A
0 years, male, white, stage:Stage I, alive, 926 days
18.6
TCGA-A6-5667-01A
0 years, female, white, stage:Stage IIIB, alive, 887 days
18.6
TCGA-A6-6138-01A
0 years, male, white, stage:Stage I, alive, 685 days
18.6
TCGA-CM-6167-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 456 days
18.5
TCGA-AY-A54L-01A
0 years, female, black or african american, stage:Stage I, alive, 525 days
18.5
TCGA-AY-6386-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 542 days
18.4
TCGA-AD-6889-01A
0 years, male, asian, stage:Stage IIA, dead, 2532 days
18.3
TCGA-A6-6653-01A
0 years, male, white, stage:Stage I, alive, 742 days
18.3
TCGA-AA-3660-01A
0 years, female, stage:Stage II, alive, 2375 days
18.2
TCGA-AY-A69D-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
18.0
TCGA-A6-2674-01A
0 years, male, white, stage:Stage IV, alive, 1331 days
17.9
TCGA-CM-6674-01A
0 years, male, white, stage:Stage IIA, alive, 394 days
17.9
TCGA-A6-2675-01A
0 years, male, white, stage:Stage IIA, alive, 1321 days
17.9
TCGA-G4-6626-01A
0 years, male, white, stage:Stage IIA, dead, 1 days
17.8
TCGA-3L-AA1B-01A
0 years, female, black or african american, stage:Stage I, alive, 475 days
17.7
TCGA-D5-6540-01A
0 years, male, white, stage:Stage I, alive, 491 days
17.6
TCGA-T9-A92H-01A
0 years, male, black or african american, stage:Stage IIA, alive, 362 days
17.6
TCGA-CK-4952-01A
0 years, female, white, stage:Stage IIIC, alive, 475 days
17.6
TCGA-F4-6463-01A
0 years, male, white, stage:Stage IIA, alive, 1087 days
17.6
TCGA-CM-6171-01A
0 years, female, white, stage:Stage I, alive, 427 days
17.5
TCGA-AY-5543-01A
0 years, female, black or african american, stage:Stage IVA, alive, 1004 days
17.5
TCGA-CM-6675-01A
0 years, male, black or african american, stage:Stage IVB, alive, 397 days
17.5
TCGA-CM-6169-01A
0 years, male, black or african american, stage:Stage IIA, alive, 396 days
17.5
TCGA-QG-A5Z2-01A
0 years, male, black or african american, stage:Stage I, alive, 952 days
17.5
TCGA-CM-4743-01A
0 years, male, white, stage:Stage IIA, alive, 701 days
17.4
TCGA-CK-6751-01A
0 years, female, white, stage:Stage I, alive, 518 days
17.3
TCGA-G4-6306-01A
0 years, male, white, stage:'--, alive, 1359 days
17.0
TCGA-G4-6625-01A
0 years, female, white, stage:Stage IIA, alive, 2792 days
17.0
TCGA-CA-5797-01A
0 years, male, asian, stage:Stage IIA, alive, 383 days
16.9
TCGA-A6-A566-01A
0 years, female, black or african american, stage:Stage IIIB, dead, 758 days
16.7
TCGA-AA-3511-01A
0 years, male, stage:Stage II, alive, 212 days
16.6
TCGA-5M-AAT4-01A
0 years, male, black or african american, stage:Stage IV, dead, 49 days
16.6
TCGA-D5-6538-01A
0 years, female, white, stage:Stage IIIB, alive, 521 days
16.5
TCGA-DM-A1D7-01A
0 years, male, white, stage:Stage IIA, dead, 405 days
16.4
TCGA-A6-3810-01A
0 years, male, white, stage:Stage IIA, alive, 1111 days
16.4
TCGA-D5-6533-01A
0 years, female, white, stage:'--, alive, 775 days
16.4
TCGA-AA-3662-01A
0 years, female, stage:Stage IV, alive, 184 days
16.4
TCGA-DM-A1D8-01A
0 years, female, white, stage:'--, dead, 383 days
16.4
TCGA-AZ-6605-01A
0 years, male, white, stage:Stage IIIB, dead, 159 days
16.4
TCGA-AD-6890-01A
0 years, male, white, stage:'--, alive, 746 days
16.3
TCGA-F4-6704-01A
0 years, male, american indian or alaska native, stage:Stage IIIC, alive, 47 days
16.3
TCGA-AM-5820-01A
0 years, female, white, stage:Stage IVA, alive, 14 days
16.2
TCGA-CM-4744-01A
0 years, male, white, stage:Stage I, alive, 609 days
16.2
TCGA-CK-5914-01A
0 years, male, white, stage:Stage IIIB, alive, 669 days
16.2
TCGA-D5-6534-01A
0 years, female, white, stage:Stage IIA, alive, 1316 days
16.1
TCGA-F4-6570-01A
0 years, female, white, stage:Stage IIA, dead, 188 days
16.0
TCGA-D5-6932-01A
0 years, male, white, stage:Stage IIA, alive, 346 days
15.9
TCGA-CM-5864-01A
0 years, male, white, stage:Stage I, alive, 457 days
15.8
TCGA-NH-A50U-01A
0 years, male, black or african american, stage:Stage IVA, dead, 334 days
15.7
TCGA-QL-A97D-01A
0 years, female, black or african american, stage:Stage I, alive, 666 days
15.7
TCGA-AZ-5407-01A
0 years, female, white, stage:Stage I, alive, 2683 days
15.7
TCGA-AA-3685-01A
0 years, male, stage:Stage II, alive, 1127 days
15.6
TCGA-AA-A02Y-01A
0 years, male, stage:Stage I, alive, 1216 days
15.6
TCGA-NH-A50V-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 588 days
15.6
TCGA-CM-5348-01A
0 years, male, white, stage:Stage IIIB, alive, 699 days
15.5
TCGA-DM-A28F-01A
0 years, male, white, stage:Stage IIIB, dead, 1094 days
15.5
TCGA-A6-6142-01A
0 years, female, white, stage:Stage IVA, alive, 763 days
15.5
TCGA-AD-6964-01A
0 years, male, white, stage:'--, dead, 331 days
15.4
TCGA-D5-6541-01A
0 years, male, white, stage:Stage IIA, alive, 474 days
15.4
TCGA-G4-6297-01A
0 years, female, white, stage:Stage IV, alive, 2506 days
15.3
TCGA-4T-AA8H-01A
0 years, female, black or african american, stage:Stage IIA, alive, 385 days
15.3
TCGA-AA-3526-01A
0 years, male, stage:Stage I, alive, 580 days
15.2
TCGA-AZ-6608-01A
0 years, female, white, stage:Stage IIIA, dead, 59 days
15.2
TCGA-A6-4105-01A
0 years, male, white, stage:Stage IIA, dead, 442 days
15.2
TCGA-D5-6539-01A
0 years, female, white, stage:'--, alive, 380 days
15.1
TCGA-CK-4950-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2599 days
15.0
TCGA-D5-6530-01A
0 years, male, white, stage:Stage I, alive, 621 days
15.0
TCGA-CA-6716-01A
0 years, male, asian, stage:Stage IIA, alive, 371 days
14.9
TCGA-CM-6163-01A
0 years, male, white, stage:Stage I, alive, 427 days
14.9
TCGA-DM-A1HA-01A
0 years, male, white, stage:Stage IIIC, alive, 2600 days
14.8
TCGA-G4-6314-01A
0 years, female, white, stage:Stage IV, alive, 1093 days
14.8
TCGA-AA-A02K-01A
0 years, male, stage:Stage IV, dead, 426 days
14.8
TCGA-AA-3675-01A
0 years, male, stage:Stage II, alive, 1431 days
14.7
TCGA-G4-6311-01A
0 years, male, white, stage:Stage III, alive, 1199 days
14.7
TCGA-CM-5862-01A
0 years, male, white, stage:Stage IVA, dead, 153 days
14.7
TCGA-A6-5666-01A
0 years, male, white, stage:Stage IIC, alive, 995 days
14.7
TCGA-A6-6654-01A
0 years, female, white, stage:Stage IIIB, alive, 726 days
14.6
TCGA-A6-6651-01A
0 years, female, white, stage:Stage IIIB, alive, 662 days
14.6
TCGA-QG-A5YW-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 896 days
14.5
TCGA-F4-6809-01A
0 years, female, white, stage:Stage IVA, dead, 403 days
14.5
TCGA-NH-A6GA-01A
0 years, male, black or african american, stage:Stage IIIC, dead, 302 days
14.5
TCGA-CM-6679-01A
0 years, male, white, stage:Stage IIA, alive, 306 days
14.5
TCGA-AZ-4323-01A
0 years, male, white, stage:Stage IV, dead, 43 days
14.5
TCGA-A6-5662-01A
0 years, male, white, stage:Stage IVA, alive, 718 days
14.5
TCGA-AY-A71X-01A
0 years, female, black or african american, stage:Stage I, alive, 588 days
14.4
TCGA-CM-6166-01A
0 years, female, white, stage:Stage I, alive, 669 days
14.4
TCGA-QG-A5YV-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 1301 days
14.2
TCGA-AD-6901-01A
0 years, male, white, stage:'--, dead, 682 days
14.1
TCGA-CK-6748-01A
0 years, female, white, stage:Stage IV, alive, 61 days
14.1
TCGA-CM-5860-01A
0 years, male, white, stage:Stage IIA, alive, 974 days
14.1
TCGA-DM-A0X9-01A
0 years, female, white, stage:Stage IIA, alive, 3641 days
14.0
TCGA-G4-6294-01A
0 years, male, white, stage:Stage IV, dead, 858 days
13.9
TCGA-DM-A1HB-01A
0 years, male, white, stage:Stage IIIB, alive, 4126 days
13.9
TCGA-AY-A8YK-01A
0 years, male, black or african american, stage:Stage IVA, alive, 573 days
13.8
TCGA-D5-6531-01A
0 years, male, white, stage:Stage IIA, alive, 540 days
13.8
TCGA-DM-A28K-01A
0 years, male, white, stage:Stage IIA, alive, 2988 days
13.7
TCGA-DM-A28G-01A
0 years, male, white, stage:Stage IIA, dead, 1849 days
13.6
TCGA-AU-3779-01A
0 years, female, white, stage:Stage IIA, alive, 441 days
13.6
TCGA-AZ-6607-01A
0 years, male, white, stage:Stage IV, dead, 97 days
13.6
TCGA-F4-6703-01A
0 years, male, white, stage:Stage IIA, alive, 1456 days
13.6
TCGA-DM-A1D0-01A
0 years, female, white, stage:Stage IIA, alive, 3974 days
13.5
TCGA-A6-A565-01A
0 years, female, black or african american, stage:Stage IIIC, dead, 494 days
13.4
TCGA-A6-6782-01A
0 years, male, white, stage:Stage IIB, alive, 617 days
13.4
TCGA-F4-6855-01A
0 years, female, white, stage:Stage IIA, alive, 1442 days
13.3
TCGA-CM-5861-01A
0 years, female, white, stage:Stage IIA, alive, 457 days
13.2
TCGA-CA-5254-01A
0 years, female, asian, stage:Stage IIA, alive, 386 days
13.2
TCGA-G4-6307-01A
0 years, female, white, stage:Stage IIIB, alive, 1674 days
13.2
TCGA-DM-A280-01A
0 years, female, white, stage:Stage IIA, dead, 236 days
13.0
TCGA-AZ-6599-01A
0 years, male, white, stage:Stage I, dead, 206 days
13.0
TCGA-DM-A0XD-01A
0 years, male, white, stage:Stage IIA, dead, 743 days
12.9
TCGA-A6-A56B-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 1711 days
12.9
TCGA-F4-6569-01A
0 years, male, white, stage:Stage I, alive, 1087 days
12.7
TCGA-G4-6320-01A
0 years, male, white, stage:Stage III, alive, 804 days
12.7
TCGA-A6-5660-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 888 days
12.6
TCGA-A6-6141-01A
0 years, male, black or african american, stage:Stage IIA, alive, 255 days
12.6
TCGA-DM-A285-01A
0 years, female, white, stage:Stage IV, dead, 179 days
12.5
TCGA-AY-6196-01A
0 years, male, white, stage:Stage IIIC, alive, 6 days
12.4
TCGA-DM-A28A-01A
0 years, male, white, stage:Stage IIIC, dead, 805 days
12.4
TCGA-CM-6680-01A
0 years, female, white, stage:Stage IIIB, alive, 366 days
12.4
TCGA-D5-6535-01A
0 years, female, white, stage:Stage IIIB, alive, 460 days
12.4
TCGA-DM-A28C-01A
0 years, male, white, stage:Stage IIA, dead, 2475 days
12.3
TCGA-D5-6929-01A
0 years, female, white, stage:Stage IV, alive, 408 days
12.1
TCGA-A6-A5ZU-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 293 days
12.1
TCGA-G4-6310-01A
0 years, male, white, stage:Stage IIIB, alive, 1935 days
12.1
TCGA-DM-A1D6-01A
0 years, male, white, stage:Stage IIA, dead, 570 days
12.0
TCGA-F4-6461-01A
0 years, female, white, stage:Stage IIIC, dead, 338 days
11.9
TCGA-CA-5255-01A
0 years, male, asian, stage:Stage IIA, alive, 376 days
11.9
TCGA-F4-6460-01A
0 years, female, white, stage:Stage IIIB, dead, 972 days
11.8
TCGA-D5-5539-01A
0 years, male, white, stage:Stage IIIA, alive, 596 days
11.7
TCGA-CM-5344-01A
0 years, female, white, stage:Stage IIIB, alive, 670 days
11.6
TCGA-NH-A8F8-01A
0 years, male, black or african american, stage:Stage IV, dead, 511 days
11.6
TCGA-DM-A288-01A
0 years, male, white, stage:Stage IIIC, dead, 427 days
11.5
TCGA-CM-5863-01A
0 years, female, white, stage:Stage IIIB, alive, 457 days
11.5
TCGA-AA-3489-01A
0 years, male, stage:Stage II, dead, 214 days
11.5
TCGA-CM-6678-01A
0 years, female, white, stage:Stage IVA, alive, 335 days
11.0
TCGA-DM-A1DB-01A
0 years, male, white, stage:Stage IIA, dead, 1348 days
10.7
TCGA-DM-A28M-01A
0 years, male, white, stage:Stage IIA, alive, 2895 days
10.6
TCGA-G4-6627-01A
0 years, male, white, stage:Stage IIA, alive, 2175 days
10.5
TCGA-RU-A8FL-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 1177 days
10.4
TCGA-G4-6323-01A
0 years, male, black or african american, stage:Stage IA, alive, 419 days
10.3
TCGA-F4-6806-01A
0 years, female, white, stage:Stage I, alive, 1260 days
10.0
TCGA-D5-6529-01A
0 years, male, white, stage:Stage IIA, alive, 614 days
9.9
TCGA-AZ-6600-01A
0 years, male, black or african american, stage:Stage IV, dead, 368 days
9.5
TCGA-D5-5537-01A
0 years, male, white, stage:'--, dead, 1381 days
9.5
TCGA-CA-6719-01A
0 years, male, asian, stage:Stage IIA, alive, 435 days
9.4
TCGA-NH-A6GC-01A
0 years, female, black or african american, stage:Stage IVB, alive, 389 days
9.0
TCGA-CM-5349-01A
0 years, female, white, stage:Stage IIA, alive, 915 days
8.6
TCGA-DM-A282-01A
0 years, female, white, stage:Stage IIA, alive, 4233 days
7.7
TCGA-DM-A1D4-01A
0 years, male, white, stage:Stage IIA, dead, 2821 days
7.4
TCGA-D5-6536-01A
0 years, male, white, stage:Stage IIA, alive, 543 days
7.4
TCGA-G4-6322-01A
0 years, male, white, stage:Stage IIIB, alive, 792 days
7.1
TCGA-G4-6321-01A
0 years, female, white, stage:Stage III, alive, 672 days
7.0
TCGA-4N-A93T-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 146 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.
DFFA is not prognostic in Colon Adenocarcinoma (validation)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
21.7
Number of samples
486
Samples
Sample
Description
TPM
U1447
0 years, male, NA, stage:T4N1M0, alive, 988 days
48.7
U2928
0 years, male, NA, stage:T2N0M0, alive, 563 days
44.4
U0394
0 years, male, NA, stage:T2N1M0, alive, 969 days
44.4
U1352
0 years, male, NA, stage:T3N2M1, dead, 741 days
40.7
U2995
0 years, female, NA, stage:T3N1M0, alive, 491 days
39.6
U2959
0 years, male, NA, stage:T3N2M0, alive, 536 days
38.6
U0967
0 years, male, NA, stage:T2N0M0, dead, 1691 days
37.5
U0103
0 years, female, NA, stage:T3N1M0, alive, 1197 days
37.3
U0378
0 years, female, NA, stage:T4N1M0, dead, 815 days
36.7
U0087
0 years, female, NA, stage:T3N2M0, dead, 337 days
36.4
U0277
0 years, male, NA, stage:T2N1M0, alive, 270 days
36.0
U1107
0 years, male, NA, stage:T3N0M0, alive, 329 days
35.5
U1274
0 years, male, NA, stage:T2N1M0, alive, 1198 days
35.0
U0411
0 years, female, NA, stage:T3N1M0, alive, 1868 days
34.5
U0240
0 years, female, NA, stage:T3N1M0, dead, 800 days
34.3
U0195
0 years, male, NA, stage:T3N0M0, alive, 3326 days
34.0
U2956
0 years, female, NA, stage:T3N0M0, alive, 540 days
33.9
U0340
0 years, female, NA, stage:T4N2M1, dead, 438 days
33.9
U3022
0 years, male, NA, stage:T2N0M0, alive, 484 days
33.8
U3032
0 years, female, NA, stage:T3N1M0, alive, 449 days
33.5
U0144
0 years, male, NA, stage:T3N0M0, alive, 1218 days
33.4
U0463
0 years, male, NA, stage:T3N0M0, alive, 946 days
33.3
U2798
0 years, male, NA, stage:T3N0M0, alive, 751 days
32.5
U0316
0 years, male, NA, stage:T3N2M0, alive, 2012 days
32.5
U1188
0 years, female, NA, stage:T3N0M0, dead, 967 days
32.4
U0091
0 years, male, NA, stage:T3N0M0, alive, 520 days
32.4
U0447
0 years, male, NA, stage:T4N1M0, dead, 1819 days
32.3
U0063
0 years, male, NA, stage:T1N0M0, dead, 1779 days
32.2
U0095
0 years, male, NA, stage:T4N1M0, dead, 1034 days
32.0
U0262
0 years, female, NA, stage:T2N0M0, alive, 2534 days
31.7
U3051
0 years, male, NA, stage:T3N2M0, alive, 415 days
31.7
U0225
0 years, male, NA, stage:T3N1M0, alive, 581 days
31.1
U0937
0 years, male, NA, stage:T2N0M0, dead, 1558 days
31.0
U0268
0 years, male, NA, stage:T3N0M0, alive, 2978 days
30.9
U0260
0 years, male, NA, stage:T1N0M1, alive, 2928 days
30.6
U0181
0 years, female, NA, stage:T1N0M0, alive, 3623 days
30.0
U2891
0 years, male, NA, stage:T3N1M0, alive, 619 days
29.9
U2861
0 years, male, NA, stage:T3N0M0, alive, 652 days
29.9
U2882
0 years, female, NA, stage:T3N1M0, alive, 637 days
29.8
U3034
0 years, female, NA, stage:T3N1M0, alive, 443 days
29.7
U3042
0 years, male, NA, stage:T3N0M0, alive, 324 days
29.7
U1155
0 years, male, NA, stage:T4N1M0, alive, 1815 days
29.7
U2815
0 years, female, NA, stage:T3N0M0, alive, 717 days
29.6
U0104
0 years, female, NA, stage:T4N0M0, dead, 1639 days
29.5
U0221
0 years, male, NA, stage:T3N0M0, alive, 569 days
29.3
U0427
0 years, male, NA, stage:T2N0M0, alive, 1193 days
29.0
U1291
0 years, female, NA, stage:T3N0M0, alive, 2000 days
29.0
U1032
0 years, male, NA, stage:T3N1M0, alive, 2113 days
28.9
U2774
0 years, female, NA, stage:T3N0M0, alive, 783 days
28.7
U0292
0 years, male, NA, stage:T4N1M0, alive, 1666 days
28.5
U0161
0 years, male, NA, stage:T4N2M1, alive, 42 days
28.5
U2999
0 years, female, NA, stage:T2N0M0, alive, 581 days
28.4
U1095
0 years, female, NA, stage:T3N1M1, alive, 2425 days
28.4
U3005
0 years, male, NA, stage:T3N0M0, alive, 478 days
28.4
U0210
0 years, male, NA, stage:T3N0M0, dead, 1800 days
28.4
U0224
0 years, female, NA, stage:T3N0M0, alive, 2367 days
28.1
U3043
0 years, female, NA, stage:T3N2M0, alive, 287 days
28.0
U2889
0 years, male, NA, stage:T4N0M0, alive, 623 days
27.8
U0215
0 years, male, NA, stage:T3N0M0, alive, 1269 days
27.7
U0464
0 years, male, NA, stage:T3N0M0, alive, 918 days
27.7
U0185
0 years, male, NA, stage:T1N0M0, alive, 1248 days
27.6
U0384
0 years, male, NA, stage:T2N1M1, alive, 1024 days
27.6
U0976
0 years, female, NA, stage:T3N2M0, dead, 97 days
27.6
U2942
0 years, male, NA, stage:T2N0M0, alive, 549 days
27.4
U0217
0 years, female, NA, stage:T3N0M0, dead, 538 days
27.3
U1386
0 years, male, NA, stage:T3N1M0, alive, 1518 days
27.3
U1429
0 years, female, NA, stage:T3N0M0, alive, 1660 days
27.3
U2953
0 years, female, NA, stage:T4aN0M0, alive, 541 days
27.3
U0397
0 years, male, NA, stage:T4N0M0, alive, 1663 days
27.1
U1162
0 years, male, NA, stage:T2N1M0, dead, 354 days
27.1
U2792
0 years, male, NA, stage:T2N1M0, alive, 758 days
27.0
U0122
0 years, female, NA, stage:T2N0M0, dead, 159 days
26.9
U0363
0 years, male, NA, stage:T3N1M0, alive, 3601 days
26.9
U2782
0 years, male, NA, stage:T3N1M1, alive, 773 days
26.9
U0154
0 years, male, NA, stage:T3N0M0, alive, 820 days
26.9
U0125
0 years, female, NA, stage:T1N0M0, dead, 668 days
26.7
U0977
0 years, female, NA, stage:T4N2M0, dead, 140 days
26.7
U0302
0 years, male, NA, stage:T1N0M0, alive, 892 days
26.6
U2747
0 years, female, NA, stage:T4N1M0, dead, 54 days
26.4
U0285
0 years, female, NA, stage:T3N0M0, alive, 2165 days
26.4
U0070
0 years, male, NA, stage:T1N0M0, dead, 1319 days
26.4
U0208
0 years, female, NA, stage:T3N1M0, dead, 1233 days
26.3
U3000
0 years, female, NA, stage:T3N0M0, alive, 584 days
26.3
U1338
0 years, female, NA, stage:T4N1M0, dead, 716 days
26.2
U0949
0 years, female, NA, stage:T3N0M1, dead, 594 days
26.2
U1304
0 years, female, NA, stage:TXNXM0, alive, 1081 days
26.2
U0370
0 years, female, NA, stage:T3N0M0, alive, 1047 days
26.2
U2958
0 years, female, NA, stage:T1N0M0, alive, 536 days
26.1
U0149
0 years, female, NA, stage:T3N2M0, alive, 1715 days
26.0
U0314
0 years, female, NA, stage:T1N0M0, dead, 2436 days
26.0
U0246
0 years, female, NA, stage:T4N0M0, dead, 1192 days
26.0
U0090
0 years, female, NA, stage:T3N0M0, dead, 1258 days
26.0
U1421
0 years, female, NA, stage:T3N1M0, alive, 1905 days
25.9
U1158
0 years, female, NA, stage:T3N1M0, alive, 721 days
25.9
U0171
0 years, female, NA, stage:T3N1M0, dead, 1920 days
25.8
U1474
0 years, female, NA, stage:T1N0MX, alive, 2012 days
25.8
U1346
0 years, female, NA, stage:T3N0M0, alive, 1137 days
25.7
U1473
0 years, female, NA, stage:T3N0M0, alive, 1553 days
25.6
U0414
0 years, male, NA, stage:T3N0M0, alive, 1691 days
25.5
U1060
0 years, male, NA, stage:T3N0M0, alive, 2442 days
25.4
U0126
0 years, male, NA, stage:T3N0M0, dead, 2876 days
25.4
U0972
0 years, female, NA, stage:T1N0M0, alive, 2473 days
25.3
U1448
0 years, male, NA, stage:T3N0M1, dead, 1512 days
25.3
U0306
0 years, male, NA, stage:T3N1M0, dead, 717 days
25.2
U0162
0 years, female, NA, stage:T3N0M0, alive, 1488 days
25.2
U0124
0 years, female, NA, stage:T1N0M0, alive, 2430 days
25.2
U3100
0 years, male, NA, stage:T3N1M0, dead, 1608 days
25.2
U0254
0 years, female, NA, stage:T3N1M0, alive, 659 days
25.1
U0399
0 years, female, NA, stage:T4N2M0, dead, 547 days
25.1
U1252
0 years, female, NA, stage:T4N2M0, alive, 1309 days
25.1
U1013
0 years, female, NA, stage:T2N1M0, alive, 1439 days
25.0
U0448
0 years, male, NA, stage:T3N2M0, alive, 3615 days
25.0
U1040
0 years, male, NA, stage:T2N0M0, alive, 1029 days
25.0
U0474
0 years, male, NA, stage:T3N1M0, alive, 1017 days
24.9
U1276
0 years, male, NA, stage:T3N0M0, alive, 2474 days
24.8
U0352
0 years, female, NA, stage:T4N2M0, dead, 385 days
24.7
U1239
0 years, male, NA, stage:T2N0M0, dead, 1998 days
24.7
U0429
0 years, female, NA, stage:T3N0M1, alive, 1099 days
24.7
U1067
0 years, male, NA, stage:T3N0M0, alive, 1570 days
24.6
U0991
0 years, male, NA, stage:T4N2M0, dead, 534 days
24.6
U0290
0 years, male, NA, stage:T4N2M0, dead, 593 days
24.6
U2843
0 years, female, NA, stage:T3N0M0, alive, 674 days
24.6
U0186
0 years, female, NA, stage:T2N0M0, alive, 3726 days
24.6
U1401
0 years, female, NA, stage:T3N0M0, alive, 1482 days
24.6
U0068
0 years, female, NA, stage:T3N1M0, alive, 1991 days
24.6
U0321
0 years, female, NA, stage:T3N0M0, alive, 1029 days
24.5
U0227
0 years, female, NA, stage:T4N2M0, alive, 291 days
24.5
U0323
0 years, male, NA, stage:T2N0M0, dead, 1016 days
24.5
U1240
0 years, male, NA, stage:T4N0M0, alive, 765 days
24.4
U1074
0 years, male, NA, stage:T3N0M0, dead, 1043 days
24.4
U1103
0 years, female, NA, stage:T4N2M0, alive, 975 days
24.4
U0392
0 years, male, NA, stage:T3N2M0, alive, 489 days
24.3
U1396
0 years, female, NA, stage:T4N0M0, alive, 1168 days
24.3
U0288
0 years, male, NA, stage:T1N0M0, alive, 1513 days
24.2
U3030
0 years, female, NA, stage:T3N0M0, alive, 380 days
24.1
U0166
0 years, female, NA, stage:T3N0M0, alive, 763 days
24.0
U0400
0 years, male, NA, stage:T4N0M0, dead, 1073 days
24.0
U0320
0 years, female, NA, stage:T4N2M1, alive, 188 days
23.9
U0168
0 years, male, NA, stage:T3N0M0, dead, 948 days
23.9
U0131
0 years, female, NA, stage:T4N2M1, alive, 238 days
23.9
U1122
0 years, female, NA, stage:T3N2M0, alive, 1675 days
23.9
U1129
0 years, male, NA, stage:T3N0M0, dead, 118 days
23.8
U0335
0 years, female, NA, stage:T3N1M0, alive, 2464 days
23.6
U1018
0 years, male, NA, stage:T4N1M1, dead, 1693 days
23.6
U0178
0 years, female, NA, stage:T3N1M0, dead, 2096 days
23.6
U3037
0 years, male, NA, stage:T3N1M0, alive, 405 days
23.4
U1213
0 years, female, NA, stage:T2N0M0, alive, 560 days
23.4
U0424
0 years, male, NA, stage:T3N0M0, alive, 2192 days
23.4
U0375
0 years, male, NA, stage:T3N0M0, dead, 666 days
23.3
U0129
0 years, male, NA, stage:T4N0M0, dead, 1265 days
23.3
U1208
0 years, female, NA, stage:T1N0M0, alive, 834 days
23.3
U0328
0 years, male, NA, stage:T4N0M0, dead, 1362 days
23.3
U2819
0 years, female, NA, stage:T3N0M0, alive, 708 days
23.3
U0358
0 years, female, NA, stage:T4N1M0, alive, 2290 days
23.3
U0319
0 years, male, NA, stage:T3N0M0, alive, 2801 days
23.3
U0204
0 years, male, NA, stage:T3N0M0, dead, 770 days
23.2
U0377
0 years, female, NA, stage:T3N2M0, alive, 3720 days
23.2
U0235
0 years, female, NA, stage:T3N0M0, alive, 1327 days
23.2
U0182
0 years, female, NA, stage:T4N1M0, dead, 260 days
23.1
U1114
0 years, female, NA, stage:TXNXM1, dead, 473 days
23.1
U2981
0 years, male, NA, stage:T3N0M0, alive, 508 days
23.1
U0446
0 years, male, NA, stage:T2N0M0, alive, 1446 days
23.1
U0451
0 years, female, NA, stage:T4N2M0, alive, 3023 days
23.0
U1344
0 years, female, NA, stage:T3N1M0, alive, 1450 days
23.0
U1094
0 years, female, NA, stage:T4N1M0, alive, 1267 days
22.9
U0101
0 years, male, NA, stage:T3N1M1, alive, 1878 days
22.8
U1212
0 years, female, NA, stage:T2N0M0, alive, 69 days
22.8
U0117
0 years, female, NA, stage:T2N0M0, dead, 1078 days
22.8
U0307
0 years, male, NA, stage:T3N0M0, alive, 2921 days
22.7
U1022
0 years, male, NA, stage:T4N2M0, dead, 61 days
22.7
U0459
0 years, female, NA, stage:T3N0M0, alive, 966 days
22.7
U1374
0 years, male, NA, stage:T4N0M0, alive, 827 days
22.7
U1047
0 years, female, NA, stage:T4N2M0, alive, 3592 days
22.6
U0450
0 years, female, NA, stage:T3N1M0, alive, 763 days
22.6
U0898
0 years, female, NA, stage:T4aN0M0, dead, 340 days
22.5
U1327
0 years, female, NA, stage:T3N0M0, alive, 1613 days
22.5
U0382
0 years, female, NA, stage:T3N0M0, alive, 2550 days
22.4
U0312
0 years, female, NA, stage:T4N2M1, alive, 499 days
22.4
U0069
0 years, female, NA, stage:T4N2M0, dead, 135 days
22.4
U0589
0 years, female, NA, stage:T3N0M0, alive, 1176 days
22.4
U1228
0 years, male, NA, stage:T3N0M0, alive, 1333 days
22.4
U0950
0 years, female, NA, stage:T4N1M0, alive, 1834 days
22.3
U3012
0 years, male, NA, stage:T3N0M0, alive, 472 days
22.3
U2896
0 years, female, NA, stage:T3N1M0, alive, 609 days
22.2
U0987
0 years, female, NA, stage:T3N0M0, alive, 2482 days
22.2
U0287
0 years, female, NA, stage:T2N0M0, alive, 1897 days
22.2
U1292
0 years, female, NA, stage:T4N1M0, alive, 1147 days
22.1
U0112
0 years, female, NA, stage:T3N0M1, alive, 551 days
22.1
U0465
0 years, male, NA, stage:T3N0M0, alive, 2383 days
22.1
U0108
0 years, female, NA, stage:T3N0M1, alive, 535 days
22.1
U1147
0 years, male, NA, stage:T3N0M0, dead, 282 days
22.1
U0348
0 years, female, NA, stage:T3N0M0, alive, 533 days
22.1
U0426
0 years, male, NA, stage:T3N0M0, dead, 976 days
22.0
U0933
0 years, male, NA, stage:T3N2M0, dead, 1960 days
22.0
U3029
0 years, male, NA, stage:T2N0M0, alive, 475 days
21.9
U0175
0 years, male, NA, stage:T3N2M0, alive, 1875 days
21.9
U0127
0 years, female, NA, stage:T3N0M0, dead, 2753 days
21.9
U0199
0 years, female, NA, stage:T4N2M0, alive, 1372 days
21.9
U2964
0 years, male, NA, stage:T3N1M0, alive, 637 days
21.8
U2902
0 years, female, NA, stage:T2N0M0, alive, 596 days
21.8
U1204
0 years, male, NA, stage:T4N2M0, alive, 2214 days
21.8
U0473
0 years, male, NA, stage:T3N1M0, alive, 786 days
21.8
U0191
0 years, male, NA, stage:T3N1M0, alive, 900 days
21.8
U0198
0 years, male, NA, stage:T3N1M0, alive, 1272 days
21.8
U3008
0 years, female, NA, stage:T2N0M0, alive, 473 days
21.8
U3048
0 years, male, NA, stage:T4N2M0, alive, 535 days
21.7
U2848
0 years, female, NA, stage:T4N2M0, alive, 669 days
21.7
U0970
0 years, female, NA, stage:T4N1M0, alive, 939 days
21.7
U0439
0 years, male, NA, stage:T3N1M0, alive, 1418 days
21.7
U0072
0 years, male, NA, stage:T3N0M0, alive, 2772 days
21.6
U0111
0 years, male, NA, stage:T2N0M0, alive, 1117 days
21.6
U0355
0 years, male, NA, stage:T4N1M0, dead, 1038 days
21.5
U1349
0 years, female, NA, stage:T3N1M0, alive, 1899 days
21.5
U2780
0 years, male, NA, stage:T3N0M0, alive, 778 days
21.5
U0123
0 years, male, NA, stage:T3N0M0, dead, 1880 days
21.5
U1059
0 years, male, NA, stage:T3N1M0, alive, 2790 days
21.5
U2927
0 years, male, NA, stage:T3N1M0, alive, 564 days
21.5
U0141
0 years, male, NA, stage:T3N2M0, alive, 2079 days
21.5
U0955
0 years, female, NA, stage:T3N0M0, alive, 2170 days
21.5
U1062
0 years, female, NA, stage:T4N0M0, alive, 1689 days
21.5
U0438
0 years, female, NA, stage:T3N0M0, alive, 2009 days
21.5
U0456
0 years, male, NA, stage:T4N0M0, dead, 2222 days
21.4
U0379
0 years, male, NA, stage:T2N0M0, alive, 1819 days
21.4
U1102
0 years, male, NA, stage:T2N0M0, alive, 1354 days
21.4
U0445
0 years, female, NA, stage:T3N0M0, alive, 1851 days
21.4
U0289
0 years, female, NA, stage:T3N0M0, alive, 3511 days
21.3
U0590
0 years, female, NA, stage:T3N0M0, alive, 661 days
21.3
U0067
0 years, female, NA, stage:T3N0M0, alive, 2180 days
21.2
U0929
0 years, male, NA, stage:T4N1M0, alive, 436 days
21.2
U0094
0 years, female, NA, stage:T3N2M0, alive, 741 days
21.2
U0075
0 years, male, NA, stage:T3N0M0, dead, 3 days
21.2
U1130
0 years, male, NA, stage:T2N1M0, alive, 913 days
21.1
U0315
0 years, female, NA, stage:T2N0M0, alive, 1973 days
21.1
U0092
0 years, male, NA, stage:T3N0M0, alive, 2779 days
21.1
U0250
0 years, female, NA, stage:T4N0M0, dead, 906 days
21.1
U2947
0 years, female, NA, stage:T3N0M0, alive, 543 days
21.1
U0179
0 years, male, NA, stage:T3N1M0, dead, 1043 days
21.0
U2803
0 years, male, NA, stage:T3N1M0, alive, 744 days
21.0
U0403
0 years, male, NA, stage:T3N1M1, dead, 1809 days
21.0
U0300
0 years, male, NA, stage:T2N0M0, alive, 974 days
21.0
U1303
0 years, male, NA, stage:T4N1M0, alive, 2283 days
21.0
U0385
0 years, male, NA, stage:T3N0M0, alive, 902 days
20.9
U0218
0 years, female, NA, stage:T3N0M0, alive, 714 days
20.9
U0089
0 years, female, NA, stage:T1NXM0, dead, 2365 days
20.9
U0389
0 years, female, NA, stage:T3N1M0, dead, 927 days
20.8
U1392
0 years, male, NA, stage:T3N0M0, alive, 1513 days
20.8
U0252
0 years, male, NA, stage:T3N1M0, dead, 1761 days
20.8
U0177
0 years, female, NA, stage:T3N0M0, alive, 355 days
20.8
U0309
0 years, female, NA, stage:T3N0M0, dead, 1898 days
20.8
U2856
0 years, female, NA, stage:T4N1M1, alive, 660 days
20.7
U0157
0 years, male, NA, stage:T4N0M0, dead, 131 days
20.7
U0350
0 years, female, NA, stage:T4N0M0, alive, 770 days
20.6
U1045
0 years, female, NA, stage:T4N2M0, alive, 1239 days
20.6
U0257
0 years, male, NA, stage:T3N1M0, dead, 2508 days
20.6
U0387
0 years, male, NA, stage:T2N0M0, alive, 1327 days
20.6
U0098
0 years, male, NA, stage:T3N0M0, dead, 2473 days
20.6
U3025
0 years, male, NA, stage:T4N2M1, alive, 377 days
20.6
U0326
0 years, female, NA, stage:T3N0M0, alive, 3178 days
20.6
U0239
0 years, male, NA, stage:T2N0M0, alive, 67 days
20.5
U0303
0 years, female, NA, stage:T3N0M0, alive, 2847 days
20.5
U0420
0 years, male, NA, stage:T4N1M1, alive, 417 days
20.5
U1454
0 years, female, NA, stage:T3N0M0, alive, 393 days
20.5
U0200
0 years, female, NA, stage:T3N0M0, alive, 2614 days
20.4
U0938
0 years, female, NA, stage:T3N0M0, dead, 1231 days
20.3
U0408
0 years, female, NA, stage:T4N0M0, dead, 2100 days
20.3
U0100
0 years, female, NA, stage:T3N0M0, dead, 1920 days
20.1
U0004
0 years, female, NA, stage:T4N0M0, alive, 3649 days
20.1
U0444
0 years, female, NA, stage:T4N1M0, alive, 1841 days
20.1
U3018
0 years, male, NA, stage:T4N1M0, alive, 463 days
20.1
U1160
0 years, male, NA, stage:T3N1M0, alive, 1557 days
20.1
U0207
0 years, female, NA, stage:T3N0M0, dead, 2593 days
20.1
U1257
0 years, male, NA, stage:T3N0M0, alive, 833 days
20.1
U1366
0 years, male, NA, stage:T3N1M0, alive, 2010 days
20.1
U0266
0 years, female, NA, stage:T3N1M0, dead, 2221 days
20.0
U0441
0 years, female, NA, stage:T2N1M0, alive, 2738 days
20.0
U1065
0 years, female, NA, stage:T3N2M0, alive, 2954 days
20.0
U0433
0 years, male, NA, stage:T4N1M1, dead, 440 days
20.0
U0170
0 years, male, NA, stage:T4N1M0, dead, 832 days
19.9
U1046
0 years, female, NA, stage:T4N2M1, dead, 697 days
19.9
U1483
0 years, female, NA, stage:T3N0M0, alive, 1094 days
19.9
U0939
0 years, male, NA, stage:T3N1M0, alive, 2960 days
19.9
U0332
0 years, female, NA, stage:T3N0M0, alive, 2101 days
19.8
U1078
0 years, female, NA, stage:T3N0M0, alive, 1016 days
19.8
U1017
0 years, male, NA, stage:T3N0M0, alive, 615 days
19.8
U1145
0 years, female, NA, stage:T3N0M0, dead, 445 days
19.7
U1072
0 years, male, NA, stage:T1N0M0, alive, 1446 days
19.7
U0960
0 years, male, NA, stage:T3N0M0, alive, 1009 days
19.7
U1031
0 years, male, NA, stage:T1N1M0, alive, 1625 days
19.7
U1317
0 years, male, NA, stage:T4N1M0, alive, 965 days
19.7
U3024
0 years, female, NA, stage:T3N0M0, alive, 463 days
19.7
U0236
0 years, male, NA, stage:T3N1M0, alive, 1842 days
19.7
U1241
0 years, male, NA, stage:T3N1M0, dead, 49 days
19.6
U1075
0 years, female, NA, stage:T3N0M0, alive, 1290 days
19.6
U0189
0 years, female, NA, stage:T3N0M0, dead, 1823 days
19.6
U0249
0 years, female, NA, stage:T4N2M0, dead, 874 days
19.6
U1049
0 years, female, NA, stage:T3N1M0, alive, 1200 days
19.5
U0338
0 years, female, NA, stage:T3N0M0, alive, 1016 days
19.5
U0135
0 years, female, NA, stage:T3N0M0, alive, 1738 days
19.5
U0167
0 years, male, NA, stage:T3N1M0, alive, 1820 days
19.5
U0455
0 years, female, NA, stage:T3N2M0, alive, 2445 days
19.5
U0105
0 years, female, NA, stage:T2N0M0, dead, 2158 days
19.5
U0462
0 years, female, NA, stage:T4N1M0, alive, 1017 days
19.5
U0435
0 years, female, NA, stage:T2N0M0, alive, 3616 days
19.4
U1347
0 years, female, NA, stage:T3N0M0, alive, 1401 days
19.4
U0119
0 years, female, NA, stage:T3N0M0, alive, 3259 days
19.4
U0222
0 years, female, NA, stage:T3N2M1, alive, 1779 days
19.4
U1251
0 years, male, NA, stage:T4N2M0, alive, 126 days
19.4
U3038
0 years, male, NA, stage:T3N0M0, alive, 328 days
19.3
U0256
0 years, male, NA, stage:T3N0M0, alive, 738 days
19.3
U0082
0 years, female, NA, stage:T3N1M0, dead, 2339 days
19.3
U2842
0 years, female, NA, stage:T4N2M0, alive, 675 days
19.3
U1436
0 years, female, NA, stage:T3N0M0, alive, 1745 days
19.3
U0085
0 years, male, NA, stage:T4N1M0, dead, 1698 days
19.3
U0183
0 years, male, NA, stage:T3N1M1, dead, 2957 days
19.3
U0442
0 years, male, NA, stage:T3N0M0, alive, 619 days
19.2
U0421
0 years, male, NA, stage:T3N1M0, alive, 674 days
19.2
U1073
0 years, female, NA, stage:T3N1M0, alive, 1359 days
19.2
U0349
0 years, male, NA, stage:T3N1M0, alive, 2682 days
19.1
U2948
0 years, female, NA, stage:T3N1M0, alive, 543 days
19.1
U0209
0 years, male, NA, stage:T3N1M0, alive, 2109 days
19.1
U0336
0 years, female, NA, stage:T3N0M0, alive, 1100 days
19.0
U0369
0 years, female, NA, stage:T3N0M0, dead, 1095 days
19.0
U0381
0 years, male, NA, stage:T3N1M0, dead, 71 days
19.0
U0333
0 years, female, NA, stage:T3N2M0, dead, 1959 days
19.0
U0106
0 years, female, NA, stage:T3N1M0, dead, 653 days
19.0
U0142
0 years, female, NA, stage:T4N1M0, alive, 2340 days
19.0
U2935
0 years, male, NA, stage:T4N1M0, alive, 555 days
19.0
U1253
0 years, female, NA, stage:T3N0M0, dead, 165 days
18.9
U0915
0 years, female, NA, stage:T3N0M0, alive, 1613 days
18.9
U0342
0 years, male, NA, stage:T4N2M0, alive, 305 days
18.9
U0373
0 years, female, NA, stage:T3N0M0, alive, 1822 days
18.9
U1235
0 years, female, NA, stage:T2N0M0, alive, 1319 days
18.9
U0270
0 years, female, NA, stage:T1N0M0, alive, 2187 days
18.9
U2753
0 years, female, NA, stage:T2N0M0, alive, 813 days
18.9
U0245
0 years, female, NA, stage:T3N1M0, dead, 564 days
18.9
U1184
0 years, male, NA, stage:T4N1M0, alive, 290 days
18.9
U0362
0 years, male, NA, stage:T3N0M0, alive, 1148 days
18.8
U0354
0 years, male, NA, stage:T3N1M0, alive, 430 days
18.8
U0165
0 years, female, NA, stage:T2N0M0, alive, 1702 days
18.8
U0273
0 years, male, NA, stage:T2N1M0, alive, 2641 days
18.8
U0229
0 years, female, NA, stage:TXN2M1, dead, 2115 days
18.8
U0386
0 years, female, NA, stage:T4N1M1, alive, 2592 days
18.8
U0993
0 years, male, NA, stage:T4N2M0, alive, 1267 days
18.8
U2979
0 years, male, NA, stage:T3N2M0, alive, 616 days
18.8
U0152
0 years, male, NA, stage:T3N1M0, alive, 989 days
18.8
U1071
0 years, female, NA, stage:T4N0M1, alive, 1514 days
18.8
U0244
0 years, female, NA, stage:T3N1M0, alive, 3184 days
18.8
U0367
0 years, female, NA, stage:T3N1M0, alive, 3075 days
18.7
U1472
0 years, female, NA, stage:T3N1M0, alive, 1316 days
18.7
U0278
0 years, female, NA, stage:T2N0M0, alive, 763 days
18.7
U0318
0 years, male, NA, stage:T3N0M0, alive, 762 days
18.7
U0281
0 years, male, NA, stage:T3N2M0, alive, 933 days
18.6
U0274
0 years, male, NA, stage:T3N0M0, dead, 1570 days
18.6
U0413
0 years, male, NA, stage:T2N0M0, alive, 1228 days
18.5
U1246
0 years, female, NA, stage:T3N0M0, alive, 1441 days
18.5
U0115
0 years, female, NA, stage:T3N0M0, dead, 1738 days
18.5
U0404
0 years, female, NA, stage:T3N2M0, dead, 204 days
18.4
U2754
0 years, male, NA, stage:T4N0M0, alive, 809 days
18.4
U0365
0 years, female, NA, stage:T4N1M0, dead, 313 days
18.4
U0203
0 years, male, NA, stage:T3N0M0, dead, 827 days
18.4
U0440
0 years, female, NA, stage:T4N0M0, dead, 2743 days
18.4
U0317
0 years, female, NA, stage:T3N2M0, alive, 3209 days
18.4
U0460
0 years, female, NA, stage:T3N0M0, dead, 2069 days
18.3
U0202
0 years, male, NA, stage:T3N0M0, dead, 2670 days
18.3
U0084
0 years, male, NA, stage:T3N0M0, dead, 1662 days
18.3
U0267
0 years, male, NA, stage:T4N0M0, dead, 445 days
18.3
U0153
0 years, female, NA, stage:T3N0M0, dead, 1718 days
18.3
U0107
0 years, male, NA, stage:T3N0M0, dead, 2354 days
18.3
U0193
0 years, male, NA, stage:T3N1M0, dead, 876 days
18.2
U1037
0 years, male, NA, stage:T4N0M0, alive, 1658 days
18.1
U0297
0 years, female, NA, stage:T3N2M0, alive, 1196 days
18.1
U1150
0 years, female, NA, stage:T3N0M0, alive, 15 days
18.1
U0002
0 years, female, NA, stage:T3N2M0, alive, 3691 days
18.1
U0083
0 years, male, NA, stage:T4N0M0, dead, 731 days
18.0
U1141
0 years, female, NA, stage:T4N1M1, dead, 596 days
18.0
U0882
0 years, male, NA, stage:T3N0M0, alive, 1675 days
17.9
U0443
0 years, male, NA, stage:T3N0M0, alive, 1677 days
17.9
U0436
0 years, male, NA, stage:T4N1M1, alive, 960 days
17.9
U0099
0 years, female, NA, stage:T3N0M0, dead, 986 days
17.9
U2837
0 years, female, NA, stage:T4N1M0, alive, 681 days
17.9
U0081
0 years, male, NA, stage:T3N2M0, dead, 248 days
17.9
U1041
0 years, male, NA, stage:T2N0M0, alive, 1108 days
17.8
U0259
0 years, female, NA, stage:T4N2M0, alive, 76 days
17.8
U0308
0 years, male, NA, stage:T4N1M0, alive, 1075 days
17.8
U0143
0 years, male, NA, stage:T3N2M0, alive, 2313 days
17.8
U0368
0 years, male, NA, stage:T2N0M0, alive, 801 days
17.8
U3050
0 years, female, NA, stage:T3N0M0, alive, 407 days
17.7
U0253
0 years, female, NA, stage:T3N0M0, alive, 958 days
17.6
U0344
0 years, male, NA, stage:T2N1M0, dead, 818 days
17.6
U0163
0 years, male, NA, stage:T4N0M0, alive, 697 days
17.6
U0169
0 years, male, NA, stage:T4N2M0, alive, 616 days
17.6
U1086
0 years, female, NA, stage:T1N0M0, alive, 2907 days
17.5
U1250
0 years, male, NA, stage:T2N0M0, alive, 597 days
17.5
U0248
0 years, male, NA, stage:T3N0M0, alive, 1870 days
17.5
U0275
0 years, female, NA, stage:T3N2M0, alive, 549 days
17.5
U0467
0 years, female, NA, stage:T3N0M0, alive, 1848 days
17.5
U1432
0 years, female, NA, stage:T3N1M0, alive, 577 days
17.5
U1446
0 years, female, NA, stage:T3N0M0, alive, 2314 days
17.5
U1120
0 years, male, NA, stage:T4N1M1, alive, 823 days
17.4
U0133
0 years, female, NA, stage:T3N0M0, alive, 773 days
17.4
U0390
0 years, male, NA, stage:T3N1M0, alive, 871 days
17.2
U1127
0 years, female, NA, stage:T3N0M0, alive, 3465 days
17.2
U0472
0 years, male, NA, stage:TXN2M0, alive, 542 days
17.2
U1111
0 years, female, NA, stage:T3N0M0, dead, 1631 days
17.2
U0156
0 years, female, NA, stage:T4N1M0, alive, 1573 days
17.1
U1069
0 years, female, NA, stage:T3N0M0, dead, 2187 days
17.1
U1007
0 years, male, NA, stage:T3N0M0, alive, 1333 days
17.1
U0231
0 years, female, NA, stage:T2N0M0, alive, 991 days
17.0
U0214
0 years, male, NA, stage:T4N1M1, alive, 788 days
17.0
U2971
0 years, male, NA, stage:T4aN0M0, alive, 629 days
17.0
U1301
0 years, female, NA, stage:T4N2M0, dead, 877 days
17.0
U1220
0 years, male, NA, stage:T3N2M0, dead, 1953 days
17.0
U0172
0 years, male, NA, stage:T4N0M0, dead, 678 days
17.0
U0361
0 years, male, NA, stage:T3N0M0, alive, 686 days
17.0
U0176
0 years, male, NA, stage:T3N1M0, alive, 2600 days
17.0
U0469
0 years, male, NA, stage:T3N0M0, dead, 409 days
16.9
U0313
0 years, male, NA, stage:T4N1M0, dead, 1142 days
16.9
U2975
0 years, male, NA, stage:T4N1M0, alive, 514 days
16.8
U1201
0 years, male, NA, stage:T3N2M0, alive, 1484 days
16.8
U3122
0 years, female, NA, stage:T3N0M1, dead, 91 days
16.8
U0102
0 years, female, NA, stage:T4N2M0, dead, 670 days
16.7
U0999
0 years, male, NA, stage:T3N2M0, alive, 860 days
16.7
U0416
0 years, male, NA, stage:T1N1M0, alive, 1228 days
16.7
U1099
0 years, female, NA, stage:T3N0M0, alive, 2068 days
16.6
U1321
0 years, male, NA, stage:T3N1M0, alive, 2578 days
16.5
U1264
0 years, female, NA, stage:T3N0M0, dead, 1583 days
16.4
U1343
0 years, female, NA, stage:T4N2M0, alive, 3178 days
16.4
U1104
0 years, female, NA, stage:T4N0M0, alive, 1109 days
16.3
U0383
0 years, male, NA, stage:T3N2M1, dead, 595 days
16.3
U0146
0 years, female, NA, stage:T3N2M0, dead, 733 days
16.1
U0396
0 years, male, NA, stage:T4N2M0, alive, 2243 days
16.1
U0327
0 years, male, NA, stage:T4N0M0, alive, 833 days
16.1
U0908
0 years, female, NA, stage:T3N0M1, dead, 40 days
16.0
U0113
0 years, male, NA, stage:T4N2M0, alive, 1102 days
16.0
U1486
0 years, female, NA, stage:T4N0M0, alive, 1606 days
16.0
U1369
0 years, male, NA, stage:T3N0M0, dead, 1604 days
16.0
U0134
0 years, male, NA, stage:T3N0M0, alive, 2009 days
15.8
U1044
0 years, male, NA, stage:T4N0M0, alive, 3146 days
15.8
U1332
0 years, male, NA, stage:T3N0M0, alive, 1672 days
15.7
U0073
0 years, male, NA, stage:T4N0MX, dead, 318 days
15.6
U0110
0 years, female, NA, stage:T3N1M1, dead, 878 days
15.6
U0453
0 years, male, NA, stage:T3N0M0, alive, 2859 days
15.5
U0223
0 years, male, NA, stage:T4N1M0, alive, 1812 days
15.5
U0148
0 years, male, NA, stage:T3N0M0, alive, 1780 days
15.4
U0263
0 years, female, NA, stage:T3N0M1, alive, 362 days
15.3
U0398
0 years, female, NA, stage:T3N0M0, alive, 721 days
15.3
U0145
0 years, male, NA, stage:T3N1M1, alive, 623 days
15.2
U0158
0 years, male, NA, stage:T1N0M0, dead, 3101 days
15.0
U1034
0 years, male, NA, stage:T4N0M0, alive, 1575 days
14.9
U0356
0 years, male, NA, stage:T4N1M0, alive, 536 days
14.8
U3039
0 years, male, NA, stage:T4N1M1, dead, 366 days
14.8
U0121
0 years, male, NA, stage:T4N2M0, alive, 655 days
14.7
U0345
0 years, female, NA, stage:T3N0M0, alive, 2127 days
14.6
U0269
0 years, female, NA, stage:T3N0M0, alive, 2530 days
14.6
U0109
0 years, female, NA, stage:T4N2M1, alive, 144 days
14.6
U0295
0 years, male, NA, stage:T3N0M0, dead, 2572 days
14.5
U0357
0 years, female, NA, stage:T3N0M0, alive, 2285 days
14.4
U0471
0 years, female, NA, stage:T3N1M0, alive, 1673 days
14.3
U0280
0 years, male, NA, stage:T3N1M1, alive, 2731 days
14.2
U0180
0 years, male, NA, stage:T3N0M1, dead, 965 days
14.1
U0942
0 years, male, NA, stage:T3N0M0, alive, 665 days
14.1
U0196
0 years, male, NA, stage:T3N0M0, alive, 2086 days
14.1
U0984
0 years, female, NA, stage:T4N0M0, alive, 1287 days
14.0
U0136
0 years, female, NA, stage:T3N0M0, dead, 2795 days
14.0
U1267
0 years, male, NA, stage:T3N1M0, dead, 2869 days
13.9
U0449
0 years, female, NA, stage:T3N0M0, alive, 1851 days
13.9
U0233
0 years, female, NA, stage:T3N1M0, alive, 975 days
13.9
U0934
0 years, female, NA, stage:T3N0M0, alive, 1185 days
13.8
U0401
0 years, male, NA, stage:T4N1M0, alive, 1715 days
13.7
U0078
0 years, female, NA, stage:T3N0M0, alive, 1183 days
13.6
U0376
0 years, male, NA, stage:T2N1M0, alive, 965 days
13.4
U0066
0 years, male, NA, stage:T3N0M0, dead, 2486 days
13.3
U0916
0 years, female, NA, stage:T3N0M0, alive, 1578 days
13.1
U1258
0 years, male, NA, stage:T3N1M0, alive, 1373 days
13.1
U0234
0 years, male, NA, stage:T1N1M0, alive, 990 days
12.6
U0966
0 years, male, NA, stage:T4N0M0, dead, 1513 days
12.6
U0360
0 years, female, NA, stage:T3N0M0, dead, 1016 days
12.5
U1183
0 years, male, NA, stage:T4N2M0, alive, 959 days
12.0
U0247
0 years, female, NA, stage:T3N1M0, alive, 2538 days
11.8
U0151
0 years, female, NA, stage:T3N0M0, alive, 2014 days
11.1
U0428
0 years, male, NA, stage:T4N1M1, alive, 1016 days
10.7
U0187
0 years, male, NA, stage:T3N2M0, alive, 1632 days
10.4
U0347
0 years, female, NA, stage:T4N1M1, alive, 628 days
10.2
U0211
0 years, female, NA, stage:T3N1M0, alive, 1236 days
10.1
U1384
0 years, male, NA, stage:T4N1M0, alive, 1319 days
1.0
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.
DFFA 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
17.1
Number of samples
88
Samples
Sample
Description
TPM
TCGA-EI-6917-01A
0 years, male, white, stage:Stage IIIA, alive, 531 days
34.4
TCGA-EI-6883-01A
0 years, male, white, stage:Stage IIC, alive, 350 days
30.8
TCGA-AG-3902-01A
0 years, male, stage:Stage IIA, alive, 974 days
29.7
TCGA-AH-6897-01A
0 years, male, white, stage:Stage I, alive, 804 days
28.1
TCGA-EI-6508-01A
0 years, female, white, stage:Stage IIIB, alive, 636 days
27.2
TCGA-EI-6881-01A
0 years, male, white, stage:Stage IIIA, alive, 499 days
26.9
TCGA-DC-6158-01A
0 years, male, white, stage:Stage I, dead, 334 days
26.2
TCGA-CI-6620-01A
0 years, female, white, stage:Stage IVA, alive, 1009 days
25.0
TCGA-EI-6513-01A
0 years, male, white, stage:Stage IIIB, alive, 497 days
25.0
TCGA-CL-5917-01A
0 years, female, white, stage:Stage IIIC, alive, 2376 days
24.9
TCGA-AG-3592-01A
0 years, male, stage:Stage IIA, alive, 1035 days
24.8
TCGA-G5-6233-01A
0 years, male, white, stage:'--, dead, 556 days
24.7
TCGA-AF-A56N-01A
0 years, female, black or african american, stage:Stage IIA, alive, 360 days
24.3
TCGA-F5-6861-01A
0 years, female, white, stage:Stage IIA, alive, 1160 days
23.9
TCGA-EI-6884-01A
0 years, male, white, stage:Stage IIIA, alive, 328 days
23.8
TCGA-AH-6549-01A
0 years, male, white, stage:'--, alive, 532 days
23.7
TCGA-AG-3731-01A
0 years, male, stage:Stage IV, alive, 1126 days
23.6
TCGA-EI-6882-01A
0 years, male, white, stage:Stage IIA, alive, 262 days
23.2
TCGA-AF-A56K-01A
0 years, male, black or african american, stage:Stage IIA, alive, 2635 days
22.8
TCGA-EI-6507-01A
0 years, male, white, stage:Stage IIA, alive, 607 days
22.6
TCGA-AF-5654-01A
0 years, female, white, stage:Stage I, dead, 512 days
22.3
TCGA-DC-6682-01A
0 years, male, white, stage:Stage IIA, alive, 762 days
22.0
TCGA-AF-6655-01A
0 years, male, white, stage:Stage IIIA, alive, 609 days
22.0
TCGA-DC-6155-01A
0 years, female, white, stage:Stage IIIA, alive, 425 days
22.0
TCGA-AG-3742-01A
0 years, female, stage:Stage I, alive, 30 days
21.8
TCGA-AF-3911-01A
0 years, male, white, stage:Stage IIIC, alive, 1148 days
20.9
TCGA-DC-4745-01A
0 years, female, white, stage:Stage IIIB, alive, 639 days
20.7
TCGA-EI-6512-01A
0 years, female, white, stage:Stage IIIB, alive, 538 days
20.4
TCGA-CI-6621-01A
0 years, male, white, stage:Stage IIIB, alive, 419 days
20.2
TCGA-EI-6885-01A
0 years, female, white, stage:Stage IV, alive, 415 days
20.0
TCGA-DC-6157-01A
0 years, male, black or african american, stage:Stage I, alive, 1581 days
19.1
TCGA-F5-6814-01A
0 years, male, white, stage:Stage IIA, alive, 1131 days
19.1
TCGA-CL-4957-01A
0 years, female, stage:'--, dead, 425 days
19.0
TCGA-EF-5830-01A
0 years, male, white, stage:Stage IIB, alive, 106 days
18.6
TCGA-AG-4021-01A
0 years, female, stage:Stage IV, dead, 121 days
18.3
TCGA-AF-2687-01A
0 years, male, white, stage:Stage IIIC, alive, 1427 days
18.1
TCGA-AH-6903-01A
0 years, male, white, stage:Stage IIIB, alive, 592 days
17.9
TCGA-DC-5869-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 943 days
17.8
TCGA-AF-A56L-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 2007 days
17.0
TCGA-AG-3591-01A
0 years, female, stage:Stage IIA, alive, 1035 days
16.9
TCGA-DC-6154-01A
0 years, female, white, stage:Stage IVA, alive, 365 days
16.5
TCGA-G5-6235-01A
0 years, male, white, stage:Stage IIIB, alive, 1696 days
16.4
TCGA-AF-6672-01A
0 years, male, white, stage:Stage IV, alive, 748 days
16.4
TCGA-F5-6571-01A
0 years, female, white, stage:Stage IIA, alive, 1288 days
16.2
TCGA-F5-6702-01A
0 years, male, white, stage:Stage IVA, dead, 869 days
16.2
TCGA-EI-6506-01A
0 years, female, white, stage:Stage IIA, alive, 625 days
15.7
TCGA-AG-4022-01A
0 years, female, stage:Stage II, alive, 1400 days
15.4
TCGA-F5-6863-01A
0 years, female, white, stage:Stage IIIB, dead, 361 days
15.0
TCGA-EI-6510-01A
0 years, female, white, stage:'--, alive, 556 days
14.7
TCGA-EI-7004-01A
0 years, female, white, stage:'--, alive, 257 days
14.6
TCGA-F5-6464-01A
0 years, female, white, stage:Stage IIIC, dead, 303 days
14.5
TCGA-DC-6156-01A
0 years, male, white, stage:Stage IVA, alive, 943 days
14.4
TCGA-AG-3732-01A
0 years, female, stage:Stage I, alive, 1003 days
14.3
TCGA-F5-6864-01A
0 years, female, white, stage:Stage IIIB, alive, 379 days
14.3
TCGA-DY-A1DC-01A
0 years, female, white, stage:Stage IIA, dead, 1258 days
14.3
TCGA-F5-6811-01A
0 years, female, white, stage:Stage IIA, alive, 979 days
14.2
TCGA-DC-4749-01A
0 years, male, white, stage:Stage I, alive, 762 days
14.2
TCGA-F5-6465-01A
0 years, female, white, stage:Stage IIA, alive, 1506 days
13.7
TCGA-AH-6644-01A
0 years, male, white, stage:'--, alive, 838 days
13.7
TCGA-AH-6544-01A
0 years, male, white, stage:'--, alive, 1173 days
13.5
TCGA-DC-6681-01A
0 years, female, white, stage:Stage IVA, alive, 790 days
13.3
TCGA-EI-7002-01A
0 years, male, white, stage:Stage IV, alive, 364 days
13.3
TCGA-EF-5831-01A
0 years, male, white, stage:Stage IIA, alive, 127 days
13.2
TCGA-DC-6683-01A
0 years, male, white, stage:Stage IIIB, alive, 762 days
13.0
TCGA-DC-6160-01A
0 years, male, white, stage:Stage I, alive, 1339 days
12.9
TCGA-DY-A1DG-01A
0 years, male, white, stage:Stage IVA, dead, 1566 days
12.8
TCGA-AF-6136-01A
0 years, female, white, stage:Stage IIIB, alive, 741 days
12.7
TCGA-DY-A1DD-01A
0 years, female, white, stage:Stage IIIB, dead, 1741 days
12.5
TCGA-AH-6643-01A
0 years, male, white, stage:Stage IIIC, dead, 1314 days
12.3
TCGA-EI-6514-01A
0 years, female, white, stage:Stage IIA, alive, 496 days
12.2
TCGA-DT-5265-01A
0 years, male, asian, stage:Stage II, alive, 384 days
11.9
TCGA-F5-6812-01A
0 years, male, white, stage:Stage IIA, alive, 1110 days
11.7
TCGA-DC-5337-01A
0 years, male, white, stage:Stage I, alive, 792 days
11.6
TCGA-DY-A1DE-01A
0 years, female, white, stage:Stage IIA, alive, 3932 days
11.4
TCGA-EI-6509-01A
0 years, male, white, stage:Stage IIIC, alive, 517 days
11.1
TCGA-CI-6622-01A
0 years, male, white, stage:Stage IIB, alive, 1362 days
10.8
TCGA-AH-6547-01A
0 years, female, white, stage:'--, dead, 76 days
10.4
TCGA-G5-6641-01A
0 years, male, white, stage:Stage IIIA, alive, 804 days
9.8
TCGA-BM-6198-01A
0 years, male, white, stage:Stage IIIB, alive, 646 days
9.6
TCGA-EI-6511-01A
0 years, male, white, stage:Stage IIIB, alive, 482 days
9.2
TCGA-DY-A1DF-01A
0 years, female, white, stage:Stage IIIC, dead, 734 days
9.0
TCGA-AF-4110-01A
0 years, male, white, stage:Stage IVA, alive, 912 days
8.9
TCGA-AF-2693-01A
0 years, male, white, stage:Stage I, alive, 1155 days
8.6
TCGA-AF-2690-01A
0 years, female, white, stage:Stage IIIC, dead, 524 days
7.8
TCGA-DY-A0XA-01A
0 years, female, white, stage:Stage IIA, alive, 3846 days
7.7
TCGA-G5-6572-01A
0 years, male, white, stage:'--, dead, 1432 days
7.2
TCGA-F5-6813-01A
0 years, male, white, stage:Stage IIIC, dead, 598 days
6.8
TCGA-DY-A1H8-01A
0 years, female, white, stage:Stage IIIA, dead, 992 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.
DFFA is not prognostic in Rectum Adenocarcinoma (validation)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
20.5
Number of samples
207
Samples
Sample
Description
TPM
U2836
0 years, male, NA, stage:T3N0M0, alive, 322 days
53.8
U0538
0 years, female, NA, stage:T3N1M0, alive, 1308 days
48.6
U0237
0 years, male, NA, stage:T3N1M0, alive, 2492 days
40.1
U0805
0 years, male, NA, stage:T3N1M1, dead, 731 days
39.8
U0555
0 years, male, NA, stage:T3N2M0, alive, 2043 days
35.3
U0542
0 years, male, NA, stage:T3N2M0, dead, 1482 days
32.8
U2764
0 years, male, NA, stage:T3N2M0, alive, 440 days
31.5
U0374
0 years, female, NA, stage:T2N0M0, alive, 1067 days
31.1
U0695
0 years, male, NA, stage:T3N0M0, alive, 566 days
30.4
U0241
0 years, female, NA, stage:T2N1M0, alive, 552 days
30.4
U0861
0 years, female, NA, stage:T4N2M1, dead, 184 days
30.2
U0468
0 years, female, NA, stage:T3N0M0, alive, 1921 days
29.4
U0230
0 years, female, NA, stage:T1N1M0, alive, 3152 days
29.4
U0545
0 years, male, NA, stage:T3N0M0, alive, 2340 days
28.8
U0640
0 years, male, NA, stage:T2N0M0, alive, 1696 days
28.0
U0750
0 years, female, NA, stage:T3N2M0, dead, 1393 days
28.0
U0093
0 years, male, NA, stage:T3N2M0, dead, 1118 days
28.0
U0579
0 years, female, NA, stage:T4aN0M0, alive, 2845 days
27.9
U0593
0 years, male, NA, stage:T4bN0M0, alive, 876 days
27.5
U0232
0 years, female, NA, stage:T2N0M0, dead, 994 days
27.4
U0814
0 years, female, NA, stage:T3N1M1, dead, 482 days
27.3
U0077
0 years, female, NA, stage:T2N0M0, dead, 588 days
27.1
U3023
0 years, female, NA, stage:T2N0M0, alive, 404 days
27.1
U0405
0 years, male, NA, stage:T3N1M0, alive, 829 days
27.0
U0558
0 years, female, NA, stage:T3N2M0, alive, 2011 days
26.9
U0192
0 years, male, NA, stage:T3N0M0, alive, 2081 days
26.9
U0550
0 years, male, NA, stage:T3N2M0, alive, 2191 days
26.9
U0080
0 years, female, NA, stage:T3N0M0, dead, 489 days
26.8
U0454
0 years, male, NA, stage:T3N1M0, alive, 2997 days
26.8
U0638
0 years, male, NA, stage:T2N0M0, alive, 1801 days
26.3
U0652
0 years, male, NA, stage:T3N0M0, alive, 1319 days
26.2
U0512
0 years, male, NA, stage:T3N0M0, alive, 2550 days
25.8
U0216
0 years, male, NA, stage:T2N0M0, alive, 2684 days
25.6
U0329
0 years, male, NA, stage:T3N1M0, dead, 805 days
25.6
U0359
0 years, male, NA, stage:T3N2M0, dead, 2443 days
25.5
U0852
0 years, male, NA, stage:T3N2M1, alive, 1651 days
25.3
U0494
0 years, male, NA, stage:T4N2M0, alive, 1290 days
25.1
U0284
0 years, male, NA, stage:T3N2M0, alive, 581 days
25.1
U0279
0 years, male, NA, stage:T2N1M0, dead, 176 days
25.0
U0568
0 years, male, NA, stage:T4N1M0, alive, 1287 days
25.0
U0820
0 years, male, NA, stage:T3NXM1, dead, 622 days
24.8
U0140
0 years, male, NA, stage:T3N2M0, alive, 2655 days
24.8
U0434
0 years, male, NA, stage:T2N0M0, alive, 2558 days
24.6
U0458
0 years, male, NA, stage:T3N2M0, alive, 1073 days
24.6
U0228
0 years, male, NA, stage:T2N0M0, alive, 963 days
24.6
U0578
0 years, male, NA, stage:T2N2M0, alive, 1724 days
24.5
U0173
0 years, male, NA, stage:T2N0M0, dead, 2375 days
24.4
U0603
0 years, male, NA, stage:T2N1M0, alive, 1904 days
24.4
U0651
0 years, male, NA, stage:T3N0M0, alive, 1354 days
23.9
U0120
0 years, female, NA, stage:T3N0M0, alive, 3233 days
23.9
U0079
0 years, male, NA, stage:T4N2M0, dead, 1891 days
23.7
U0656
0 years, male, NA, stage:T3N2M0, alive, 1150 days
23.7
U0001
0 years, female, NA, stage:T3N0M0, alive, 3188 days
23.6
U0030
0 years, female, NA, stage:T2N0M0, dead, 987 days
23.5
U0650
0 years, female, NA, stage:T2N2M0, alive, 1331 days
23.4
U0776
0 years, male, NA, stage:T4N2M0, alive, 1702 days
23.2
U0587
0 years, male, NA, stage:T3N1M0, alive, 2107 days
23.1
U0539
0 years, male, NA, stage:T4N2M0, alive, 2017 days
23.1
U0532
0 years, male, NA, stage:T3N0M0, dead, 730 days
23.0
U0299
0 years, female, NA, stage:T4N2M0, alive, 43426 days
23.0
U3047
0 years, male, NA, stage:T3N2M0, alive, 205 days
22.6
U0502
0 years, male, NA, stage:T4N1M0, alive, 1065 days
22.6
U0594
0 years, male, NA, stage:T3N0M0, alive, 2852 days
22.5
U0255
0 years, female, NA, stage:T3N2M0, dead, 1079 days
22.3
U0565
0 years, male, NA, stage:T4N1M0, alive, 1452 days
22.3
U0366
0 years, male, NA, stage:T3NXM1, alive, 895 days
22.3
U0430
0 years, male, NA, stage:T3N2M0, dead, 2472 days
22.2
U0535
0 years, female, NA, stage:T4N1M0, alive, 2473 days
22.2
U0657
0 years, female, NA, stage:T2N0M0, dead, 1109 days
22.2
U0251
0 years, male, NA, stage:T2N0M0, alive, 1906 days
22.1
U2994
0 years, female, NA, stage:T4N1M0, alive, 132 days
22.1
U0294
0 years, male, NA, stage:T4N0M1, alive, 561 days
22.0
U0484
0 years, male, NA, stage:T4N2M0, alive, 1275 days
21.9
U0137
0 years, male, NA, stage:T3N1M0, dead, 1799 days
21.7
U0562
0 years, female, NA, stage:T3N1M0, alive, 3092 days
21.7
U0553
0 years, female, NA, stage:T3N2M0, alive, 1704 days
21.5
U0422
0 years, female, NA, stage:T3N2M1, dead, 1710 days
21.5
U0514
0 years, female, NA, stage:T2N2M0, alive, 2799 days
21.4
U0431
0 years, female, NA, stage:T3N1M0, alive, 695 days
21.4
U2779
0 years, male, NA, stage:T3N0M0, alive, 419 days
21.4
U0865
0 years, female, NA, stage:T3N1M1, dead, 856 days
21.3
U0339
0 years, male, NA, stage:T3N2M0, alive, 2155 days
21.3
U0174
0 years, male, NA, stage:T3N0M0, alive, 450 days
21.2
U0380
0 years, male, NA, stage:T2N0M0, alive, 2155 days
21.0
U0602
0 years, male, NA, stage:T2N0M0, alive, 1385 days
20.9
U0213
0 years, male, NA, stage:T3N1M0, alive, 3018 days
20.8
U0645
0 years, male, NA, stage:T3N0M0, alive, 1567 days
20.7
U0649
0 years, male, NA, stage:T2N0M0, alive, 1424 days
20.7
U0466
0 years, male, NA, stage:T3N0M0, alive, 1381 days
20.5
U0242
0 years, male, NA, stage:T3N0M0, alive, 2950 days
20.5
U0694
0 years, male, NA, stage:T4N0M0, dead, 489 days
20.5
U0492
0 years, male, NA, stage:T3N2M0, alive, 1114 days
20.5
U0406
0 years, female, NA, stage:T4N2M1, dead, 778 days
20.4
U0605
0 years, male, NA, stage:T2N0M0, alive, 952 days
20.3
U0584
0 years, male, NA, stage:T3N2M0, alive, 2705 days
20.2
U0642
0 years, male, NA, stage:T3N0M0, alive, 1603 days
20.1
U0595
0 years, male, NA, stage:T2N0M0, alive, 2535 days
20.1
U0353
0 years, female, NA, stage:T1N0M0, alive, 2912 days
20.0
U0592
0 years, female, NA, stage:T2N0M0, dead, 670 days
19.9
U0457
0 years, male, NA, stage:T3N0M0, alive, 833 days
19.7
U0809
0 years, female, NA, stage:T3N1M1, dead, 275 days
19.7
U2972
0 years, male, NA, stage:T3N0M0, alive, 161 days
19.5
U0388
0 years, male, NA, stage:T2N1M0, alive, 2186 days
19.4
U0641
0 years, female, NA, stage:T3N0M0, dead, 1626 days
19.4
U0713
0 years, male, NA, stage:T2N0M0, alive, 359 days
19.1
U0658
0 years, male, NA, stage:T3N2M0, alive, 1108 days
19.1
U0351
0 years, female, NA, stage:T3N2M0, alive, 2886 days
19.1
U0418
0 years, male, NA, stage:T4N1M0, alive, 1246 days
19.1
U0572
0 years, female, NA, stage:T3N1M0, alive, 2621 days
18.9
U0508
0 years, male, NA, stage:T3N1M0, alive, 1120 days
18.8
U0596
0 years, male, NA, stage:T3N0M0, alive, 2233 days
18.8
U0276
0 years, male, NA, stage:T3N1M1, alive, 934 days
18.7
U2761
0 years, female, NA, stage:T3N1M0, alive, 447 days
18.7
U0671
0 years, male, NA, stage:T3N1M0, dead, 785 days
18.7
U0402
0 years, female, NA, stage:T3N1M0, dead, 2487 days
18.6
U0591
0 years, male, NA, stage:T2N0M0, alive, 1023 days
18.5
U0296
0 years, male, NA, stage:T3N0M0, alive, 2610 days
18.5
U0159
0 years, female, NA, stage:T3N1M0, alive, 1517 days
18.5
U2834
0 years, male, NA, stage:T3N1M0, alive, 323 days
18.4
U0802
0 years, male, NA, stage:T3N2M1, dead, 338 days
18.4
U0423
0 years, female, NA, stage:T4N2M0, alive, 2735 days
18.3
U0600
0 years, male, NA, stage:T3N1M0, alive, 1659 days
18.2
U0637
0 years, male, NA, stage:T3N1M0, alive, 1997 days
18.2
U0643
0 years, female, NA, stage:T2N1M0, dead, 1583 days
18.2
U0478
0 years, male, NA, stage:T4N2M0, alive, 2051 days
18.1
U0576
0 years, male, NA, stage:T3N2M0, alive, 2540 days
18.0
U0648
0 years, female, NA, stage:T3N0M0, alive, 1415 days
17.9
U3049
0 years, male, NA, stage:T2N0M0, alive, 533 days
17.9
U0857
0 years, male, NA, stage:T4N2M1, dead, 954 days
17.9
U0346
0 years, male, NA, stage:T4N2M0, alive, 1148 days
17.8
U0188
0 years, female, NA, stage:T3N1M0, alive, 2134 days
17.8
U0331
0 years, male, NA, stage:T3N1M1, dead, 906 days
17.6
U0409
0 years, female, NA, stage:T3N1M0, alive, 934 days
17.6
U2955
0 years, male, NA, stage:T3N1M0, alive, 181 days
17.5
U0264
0 years, male, NA, stage:T4N2M0, alive, 2020 days
17.5
U0194
0 years, male, NA, stage:T3N1M0, alive, 680 days
17.5
U0552
0 years, male, NA, stage:T3N2M0, alive, 1701 days
17.4
U0415
0 years, male, NA, stage:T3N1M0, alive, 2526 days
17.4
U0334
0 years, male, NA, stage:T3N1M0, alive, 3171 days
17.4
U0282
0 years, male, NA, stage:T3N2M0, dead, 1869 days
17.3
U0647
0 years, female, NA, stage:T3N0M0, alive, 1476 days
17.2
U0371
0 years, female, NA, stage:T3N0M0, alive, 2688 days
17.2
U0311
0 years, female, NA, stage:T3N1M0, alive, 1176 days
17.1
U0417
0 years, female, NA, stage:T3N2M1, dead, 893 days
17.1
U0271
0 years, female, NA, stage:T3N1M0, alive, 2414 days
17.1
U0305
0 years, male, NA, stage:T3N1M0, alive, 2676 days
17.1
U0086
0 years, female, NA, stage:T3N1M0, dead, 594 days
17.0
U0364
0 years, female, NA, stage:T4N2M1, dead, 151 days
16.9
U0343
0 years, female, NA, stage:T2N0M0, alive, 701 days
16.8
U0138
0 years, male, NA, stage:T3N1M0, dead, 2472 days
16.8
U0407
0 years, male, NA, stage:T3N1M0, dead, 2027 days
16.7
U2960
0 years, male, NA, stage:T3N1M0, alive, 176 days
16.7
U0654
0 years, male, NA, stage:T3N2M0, alive, 1220 days
16.7
U2943
0 years, male, NA, stage:T3N0M0, alive, 189 days
16.6
U0470
0 years, female, NA, stage:T2N2M0, alive, 961 days
16.6
U0557
0 years, female, NA, stage:T3N2M0, alive, 2009 days
16.6
U0800
0 years, male, NA, stage:T3N2M1, dead, 411 days
16.4
U0116
0 years, male, NA, stage:T3N1M0, dead, 930 days
16.4
U0324
0 years, female, NA, stage:T4N1M0, alive, 938 days
16.3
U0581
0 years, female, NA, stage:T3N2M0, alive, 1660 days
16.3
U0666
0 years, male, NA, stage:T3N1M0, alive, 709 days
16.3
U0511
0 years, female, NA, stage:T3N0M0, dead, 2387 days
16.1
U0114
0 years, male, NA, stage:T3N0M0, alive, 1910 days
16.0
U0498
0 years, female, NA, stage:T4N1M0, alive, 1906 days
16.0
U0519
0 years, male, NA, stage:T4N2M0, dead, 519 days
16.0
U0497
0 years, female, NA, stage:T3N1M0, alive, 1414 days
16.0
U0212
0 years, male, NA, stage:T3N0M1, alive, 1330 days
15.9
U0561
0 years, female, NA, stage:T3N2M0, alive, 1577 days
15.7
U0686
0 years, female, NA, stage:T4bN0M0, dead, 123 days
15.6
U0803
0 years, female, NA, stage:T3N1M1, dead, 495 days
15.6
U0220
0 years, male, NA, stage:T2N0M0, alive, 1066 days
15.4
U0707
0 years, male, NA, stage:T3N1M0, alive, 518 days
15.4
U0147
0 years, female, NA, stage:T3N0M0, dead, 2085 days
15.3
U0243
0 years, female, NA, stage:T3N2M0, alive, 2975 days
15.3
U0096
0 years, female, NA, stage:T4N2M1, dead, 257 days
15.1
U0804
0 years, female, NA, stage:T3N2M1, dead, 380 days
15.1
U2991
0 years, female, NA, stage:T1N0M0, alive, 135 days
14.9
U0190
0 years, male, NA, stage:T3N0M0, alive, 2367 days
14.7
U0391
0 years, female, NA, stage:T3N0M0, alive, 1179 days
14.7
U0663
0 years, female, NA, stage:T3N1M0, alive, 762 days
14.7
U0325
0 years, male, NA, stage:T3N0M0, dead, 1947 days
14.6
U0155
0 years, male, NA, stage:T2N0M0, dead, 1672 days
14.5
U0601
0 years, female, NA, stage:T4N1M0, alive, 1368 days
14.5
U0097
0 years, male, NA, stage:T3N0M1, dead, 2903 days
14.4
U0118
0 years, female, NA, stage:T3N2M0, dead, 350 days
14.4
U0577
0 years, female, NA, stage:T3N2M0, alive, 2474 days
14.3
U0849
0 years, female, NA, stage:T4N0M1, dead, 267 days
14.2
U0128
0 years, female, NA, stage:T3N1M0, alive, 449 days
14.1
U0604
0 years, male, NA, stage:T3N1M0, alive, 1522 days
14.1
U0485
0 years, male, NA, stage:T3N0M0, dead, 2737 days
14.0
U0088
0 years, male, NA, stage:T3N1M1, dead, 260 days
14.0
U0132
0 years, male, NA, stage:T3N1M0, alive, 1798 days
13.9
U0848
0 years, male, NA, stage:T3N1M1, dead, 1185 days
13.8
U0556
0 years, male, NA, stage:T3N2M0, alive, 2037 days
13.8
U0533
0 years, male, NA, stage:T3N2M0, alive, 2248 days
13.8
U0793
0 years, male, NA, stage:T3N1M1, dead, 195 days
13.6
U0675
0 years, female, NA, stage:T4N1M0, dead, 89 days
13.2
U0437
0 years, male, NA, stage:T1N1M0, alive, 849 days
13.1
U0534
0 years, female, NA, stage:T3N2M0, alive, 1361 days
13.1
U0205
0 years, female, NA, stage:T3N2M0, alive, 2984 days
13.0
U0238
0 years, male, NA, stage:T3N0M0, dead, 868 days
12.9
U0258
0 years, male, NA, stage:T4N1M2, dead, 195 days
12.7
U0293
0 years, male, NA, stage:T3N1M0, alive, 2717 days
12.4
U0304
0 years, male, NA, stage:T3N2M0, alive, 2065 days
12.2
U0322
0 years, male, NA, stage:T4N2M0, alive, 1694 days
11.9
U0298
0 years, male, NA, stage:T3N1M0, alive, 513 days
11.6
U0862
0 years, male, NA, stage:T4N2M1, dead, 1064 days
7.8
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COLON ADENOCARCINOMA - Protein relative expression (CPTAC)
Number of samples
197
Samples
Sample ID
Sample type
nRPX
4bb08fad-fa5e-471e-978b-6b09ab_D2
Tumor
0.7
02cde0c0-6840-495b-9b11-007d82_D2
Normal
0.7
722378ea-d1a7-4cfc-aca5-ba45f9_D8
Tumor
0.6
efee6bb9-69dd-46c2-85b3-b55962_D2
Normal
0.6
5a3aa99d-ca10-45f6-939f-12392a_D2
Normal
0.5
206f3bd9-f62c-4663-8fdb-5b731b_D2
Normal
0.5
359f5c81-2575-497e-8630-e4866f_D2
Normal
0.5
98742d96-cc2f-43f0-9de2-bc7afe_D3
Tumor
0.5
176d1b96-8c6e-44fe-8a32-e15194_D2
Normal
0.5
6b0a3188-d8ca-4d50-a377-a8fe4c_D2
Normal
0.4
3765c09a-fff7-4b37-bf2b-452b23_D2
Normal
0.4
1c070992-647b-4173-a481-904c4d_D2
Normal
0.4
87408d9e-4029-4e8f-b14c-8efc04_D3
Tumor
0.4
dfdf03a6-c324-4d8c-a909-ea7345_D2
Tumor
0.4
41a04113-2061-4923-bca5-da586c_D2
Normal
0.4
067db520-1b1f-4569-9414-e37a6e_D2
Normal
0.4
a90eb718-6a8f-4cbf-89c1-f9e9bd_D2
Tumor
0.4
2666323d-522f-4f0a-823c-ff8866_D2
Normal
0.4
803736b3-9ca9-4f9f-bdfe-8783e3_D3
Tumor
0.4
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Normal
0.3
d6584b4a-ca99-4a2a-8b4e-c8b22e_D3
Tumor
0.3
411d9597-c785-4de5-b449-29a80d_D2
Normal
0.3
820a3f08-5bb1-44b3-a133-ee167e_D2
Tumor
0.3
8cc7e656-0152-4359-8566-0581c3
Tumor
0.3
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Normal
0.3
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Tumor
0.3
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Tumor
0.3
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Tumor
0.3
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Tumor
0.3
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Normal
0.3
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Tumor
0.3
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Normal
0.3
16ac8458-5200-4302-9ad0-b311df_D2
Normal
0.3
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Normal
0.3
515040a4-bbfb-4a15-9e53-e7b6e6_D2
Normal
0.3
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Tumor
0.3
1f79fed9-f0d4-4c45-acd2-ea1441_D2
Normal
0.3
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Tumor
0.3
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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
0.2
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Normal
0.2
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Normal
0.2
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Normal
0.2
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Normal
0.2
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Tumor
0.2
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Normal
0.2
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Normal
0.2
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Tumor
0.2
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Normal
0.2
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Tumor
0.2
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Tumor
0.2
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Normal
0.2
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Normal
0.2
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Normal
0.2
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Normal
0.2
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Normal
0.2
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Normal
0.2
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Normal
0.2
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Tumor
0.2
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Normal
0.2
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Tumor
0.1
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Normal
0.1
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Tumor
0.1
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Normal
0.1
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Tumor
0.1
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Tumor
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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Tumor
0.1
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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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Tumor
0.1
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Normal
0.1
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Tumor
0.1
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Tumor
0.1
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Normal
0.1
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Normal
0.1
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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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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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Normal
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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Tumor
0.1
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Normal
0.1
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Normal
0.1
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Tumor
0.1
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Tumor
0.1
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Normal
0.1
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Normal
0.1
0c330883-ab58-4a5a-bff7-07d283_D2
Normal
0.1
3a17283c-a0f4-4514-956b-080d11_D2
Normal
0.1
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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
2f8b02e4-1848-4abc-a95e-dd9eb5_D3
Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
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Normal
0.0
1fbb1add-4660-4ec1-b8c2-360f9f_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
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Tumor
0.0
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Normal
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Normal
-0.1
211cbcef-cb1f-4c80-a1c8-a76d3c_D2
Normal
-0.1
01d1ffca-4235-4dfe-bf62-56f71d_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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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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Normal
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Normal
-0.1
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Normal
-0.1
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Normal
-0.1
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Tumor
-0.1
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Tumor
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Tumor
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Tumor
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Tumor
-0.1
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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
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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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Normal
-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
-0.3
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Normal
-0.3
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Tumor
-0.3
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Tumor
-0.4
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Tumor
-0.4
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Tumor
-0.4
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Tumor
-0.4
d0511ea6-43c3-4c61-b08e-cf49b7_D3
Tumor
-0.4
Show allShow less
COLORECTAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
