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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.
NUDT16L1 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
25.7
Number of samples
254
Samples
Sample
Description
TPM
TCGA-SS-A7HO-01A
0 years, female, black or african american, stage:Stage IIB, alive, 1829 days
57.0
TCGA-CK-5912-01A
0 years, male, white, stage:Stage I, dead, 1493 days
53.9
TCGA-AZ-5403-01A
0 years, male, white, stage:Stage II, dead, 1910 days
51.9
TCGA-A6-5662-01A
0 years, male, white, stage:Stage IVA, alive, 718 days
46.1
TCGA-AA-3526-01A
0 years, male, stage:Stage I, alive, 580 days
46.0
TCGA-AA-3685-01A
0 years, male, stage:Stage II, alive, 1127 days
45.9
TCGA-G4-6307-01A
0 years, female, white, stage:Stage IIIB, alive, 1674 days
44.2
TCGA-G4-6320-01A
0 years, male, white, stage:Stage III, alive, 804 days
43.9
TCGA-DM-A0XF-01A
0 years, female, white, stage:Stage IIIC, dead, 1162 days
43.5
TCGA-AA-3697-01A
0 years, male, stage:Stage II, alive, 2587 days
41.8
TCGA-CM-6679-01A
0 years, male, white, stage:Stage IIA, alive, 306 days
40.5
TCGA-G4-6295-01A
0 years, female, white, stage:Stage II, alive, 254 days
39.9
TCGA-NH-A6GC-01A
0 years, female, black or african american, stage:Stage IVB, alive, 389 days
39.0
TCGA-AY-5543-01A
0 years, female, black or african american, stage:Stage IVA, alive, 1004 days
38.9
TCGA-G4-6315-01A
0 years, male, white, stage:Stage IV, alive, 1883 days
37.9
TCGA-AY-A69D-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
37.6
TCGA-F4-6463-01A
0 years, male, white, stage:Stage IIA, alive, 1087 days
37.4
TCGA-AD-6890-01A
0 years, male, white, stage:'--, alive, 746 days
36.9
TCGA-CM-5348-01A
0 years, male, white, stage:Stage IIIB, alive, 699 days
36.5
TCGA-A6-6140-01A
0 years, male, white, stage:Stage IIA, alive, 734 days
36.4
TCGA-A6-6142-01A
0 years, female, white, stage:Stage IVA, alive, 763 days
36.3
TCGA-D5-6932-01A
0 years, male, white, stage:Stage IIA, alive, 346 days
36.2
TCGA-F4-6854-01A
0 years, female, white, stage:Stage IIA, alive, 16 days
35.9
TCGA-4N-A93T-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 146 days
35.6
TCGA-D5-6539-01A
0 years, female, white, stage:'--, alive, 380 days
35.5
TCGA-D5-6922-01A
0 years, male, white, stage:Stage IIIA, alive, 308 days
35.4
TCGA-G4-6317-01A
0 years, female, white, stage:Stage IIIC, alive, 1095 days
35.0
TCGA-AZ-6608-01A
0 years, female, white, stage:Stage IIIA, dead, 59 days
34.9
TCGA-AZ-6599-01A
0 years, male, white, stage:Stage I, dead, 206 days
34.8
TCGA-CM-6170-01A
0 years, female, white, stage:Stage I, alive, 457 days
34.6
TCGA-CK-6747-01A
0 years, female, white, stage:Stage IIA, alive, 820 days
34.6
TCGA-T9-A92H-01A
0 years, male, black or african american, stage:Stage IIA, alive, 362 days
34.3
TCGA-CA-6716-01A
0 years, male, asian, stage:Stage IIA, alive, 371 days
34.3
TCGA-G4-6304-01A
0 years, female, white, stage:Stage IIB, alive, 1631 days
34.3
TCGA-G4-6306-01A
0 years, male, white, stage:'--, alive, 1359 days
34.0
TCGA-AY-A8YK-01A
0 years, male, black or african american, stage:Stage IVA, alive, 573 days
33.7
TCGA-A6-6141-01A
0 years, male, black or african american, stage:Stage IIA, alive, 255 days
33.7
TCGA-CK-6748-01A
0 years, female, white, stage:Stage IV, alive, 61 days
33.6
TCGA-AA-3663-01A
0 years, male, stage:Stage II, alive, 212 days
33.5
TCGA-CM-6161-01A
0 years, female, white, stage:Stage I, alive, 457 days
33.4
TCGA-QG-A5YV-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 1301 days
33.3
TCGA-AA-3660-01A
0 years, female, stage:Stage II, alive, 2375 days
33.1
TCGA-F4-6808-01A
0 years, female, white, stage:Stage I, alive, 1024 days
33.1
TCGA-A6-6654-01A
0 years, female, white, stage:Stage IIIB, alive, 726 days
32.6
TCGA-AD-6888-01A
0 years, male, white, stage:Stage IIIB, dead, 472 days
32.5
TCGA-CM-6675-01A
0 years, male, black or african american, stage:Stage IVB, alive, 397 days
32.3
TCGA-D5-6535-01A
0 years, female, white, stage:Stage IIIB, alive, 460 days
32.3
TCGA-D5-6929-01A
0 years, female, white, stage:Stage IV, alive, 408 days
32.3
TCGA-CM-6164-01A
0 years, female, white, stage:Stage IIA, alive, 883 days
32.1
TCGA-AZ-6603-01A
0 years, female, white, stage:'--, dead, 899 days
32.0
TCGA-NH-A8F8-01A
0 years, male, black or african american, stage:Stage IV, dead, 511 days
32.0
TCGA-G4-6303-01A
0 years, female, white, stage:Stage IV, dead, 2003 days
31.9
TCGA-G4-6628-01A
0 years, male, white, stage:Stage I, alive, 2424 days
31.8
TCGA-D5-6538-01A
0 years, female, white, stage:Stage IIIB, alive, 521 days
31.7
TCGA-A6-5660-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 888 days
31.6
TCGA-D5-6927-01A
0 years, male, white, stage:Stage IIA, alive, 287 days
31.4
TCGA-A6-2686-01A
0 years, female, white, stage:Stage IIA, dead, 1126 days
31.2
TCGA-AA-3496-01A
0 years, female, stage:Stage II, alive, 31 days
31.0
TCGA-A6-6650-01A
0 years, female, black or african american, stage:Stage IIA, alive, 627 days
30.9
TCGA-CM-6680-01A
0 years, female, white, stage:Stage IIIB, alive, 366 days
30.9
TCGA-F4-6704-01A
0 years, male, american indian or alaska native, stage:Stage IIIC, alive, 47 days
30.8
TCGA-D5-6534-01A
0 years, female, white, stage:Stage IIA, alive, 1316 days
30.8
TCGA-AA-3675-01A
0 years, male, stage:Stage II, alive, 1431 days
30.8
TCGA-G4-6309-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2600 days
30.8
TCGA-AY-6386-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 542 days
30.6
TCGA-AD-6899-01A
0 years, male, white, stage:Stage IIIC, dead, 176 days
30.5
TCGA-G4-6314-01A
0 years, female, white, stage:Stage IV, alive, 1093 days
30.4
TCGA-A6-5667-01A
0 years, female, white, stage:Stage IIIB, alive, 887 days
30.4
TCGA-G4-6297-01A
0 years, female, white, stage:Stage IV, alive, 2506 days
30.3
TCGA-CA-5797-01A
0 years, male, asian, stage:Stage IIA, alive, 383 days
30.2
TCGA-NH-A6GA-01A
0 years, male, black or african american, stage:Stage IIIC, dead, 302 days
30.1
TCGA-A6-4105-01A
0 years, male, white, stage:Stage IIA, dead, 442 days
30.1
TCGA-D5-6920-01A
0 years, female, white, stage:Stage IIA, alive, 377 days
29.4
TCGA-A6-6138-01A
0 years, male, white, stage:Stage I, alive, 685 days
29.2
TCGA-NH-A50V-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 588 days
29.2
TCGA-RU-A8FL-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 1177 days
29.1
TCGA-DM-A28C-01A
0 years, male, white, stage:Stage IIA, dead, 2475 days
28.9
TCGA-D5-6533-01A
0 years, female, white, stage:'--, alive, 775 days
28.8
TCGA-G4-6311-01A
0 years, male, white, stage:Stage III, alive, 1199 days
28.7
TCGA-G4-6322-01A
0 years, male, white, stage:Stage IIIB, alive, 792 days
28.6
TCGA-QG-A5YX-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1003 days
28.6
TCGA-AZ-5407-01A
0 years, female, white, stage:Stage I, alive, 2683 days
28.6
TCGA-G4-6588-01A
0 years, female, white, stage:Stage IIA, alive, 796 days
28.5
TCGA-G4-6626-01A
0 years, male, white, stage:Stage IIA, dead, 1 days
28.5
TCGA-G4-6310-01A
0 years, male, white, stage:Stage IIIB, alive, 1935 days
28.4
TCGA-AA-3662-01A
0 years, female, stage:Stage IV, alive, 184 days
28.4
TCGA-DM-A28F-01A
0 years, male, white, stage:Stage IIIB, dead, 1094 days
28.2
TCGA-DM-A28A-01A
0 years, male, white, stage:Stage IIIC, dead, 805 days
28.2
TCGA-D5-6536-01A
0 years, male, white, stage:Stage IIA, alive, 543 days
28.2
TCGA-F4-6809-01A
0 years, female, white, stage:Stage IVA, dead, 403 days
28.0
TCGA-DM-A1D0-01A
0 years, female, white, stage:Stage IIA, alive, 3974 days
27.9
TCGA-NH-A8F7-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
27.8
TCGA-CK-5914-01A
0 years, male, white, stage:Stage IIIB, alive, 669 days
27.8
TCGA-QG-A5Z1-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 256 days
27.7
TCGA-DM-A28E-01A
0 years, female, white, stage:Stage IIA, alive, 3648 days
27.7
TCGA-D5-6926-01A
0 years, male, white, stage:Stage IIIB, alive, 275 days
27.6
TCGA-DM-A1D9-01A
0 years, female, white, stage:Stage IIA, alive, 4270 days
27.4
TCGA-F4-6807-01A
0 years, female, white, stage:Stage IIIC, alive, 1309 days
27.2
TCGA-D5-5537-01A
0 years, male, white, stage:'--, dead, 1381 days
27.1
TCGA-F4-6806-01A
0 years, female, white, stage:Stage I, alive, 1260 days
26.9
TCGA-CM-4744-01A
0 years, male, white, stage:Stage I, alive, 609 days
26.9
TCGA-F4-6856-01A
0 years, male, white, stage:Stage I, alive, 1074 days
26.8
TCGA-A6-5657-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 962 days
26.7
TCGA-D5-6537-01A
0 years, male, white, stage:Stage IIIB, dead, 146 days
26.7
TCGA-D5-6923-01A
0 years, male, white, stage:Stage I, alive, 378 days
26.6
TCGA-CM-5862-01A
0 years, male, white, stage:Stage IVA, dead, 153 days
26.6
TCGA-CA-6715-01A
0 years, male, asian, stage:Stage IIIB, alive, 383 days
26.5
TCGA-A6-2675-01A
0 years, male, white, stage:Stage IIA, alive, 1321 days
26.5
TCGA-CM-6674-01A
0 years, male, white, stage:Stage IIA, alive, 394 days
26.5
TCGA-CM-5860-01A
0 years, male, white, stage:Stage IIA, alive, 974 days
26.5
TCGA-AD-6901-01A
0 years, male, white, stage:'--, dead, 682 days
26.2
TCGA-AZ-6605-01A
0 years, male, white, stage:Stage IIIB, dead, 159 days
26.1
TCGA-A6-6653-01A
0 years, male, white, stage:Stage I, alive, 742 days
26.0
TCGA-G4-6625-01A
0 years, female, white, stage:Stage IIA, alive, 2792 days
25.9
TCGA-CM-6168-01A
0 years, female, black or african american, stage:Stage IIA, alive, 395 days
25.8
TCGA-DM-A1D8-01A
0 years, female, white, stage:'--, dead, 383 days
25.7
TCGA-A6-A5ZU-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 293 days
25.7
TCGA-AU-3779-01A
0 years, female, white, stage:Stage IIA, alive, 441 days
25.6
TCGA-CM-6165-01A
0 years, male, white, stage:Stage IIA, alive, 488 days
25.5
TCGA-G4-6323-01A
0 years, male, black or african american, stage:Stage IA, alive, 419 days
25.3
TCGA-F4-6461-01A
0 years, female, white, stage:Stage IIIC, dead, 338 days
25.3
TCGA-A6-6652-01A
0 years, male, black or african american, stage:Stage IVA, alive, 751 days
25.3
TCGA-A6-A567-01A
0 years, male, black or african american, stage:Stage IV, dead, 1881 days
25.2
TCGA-DM-A1D7-01A
0 years, male, white, stage:Stage IIA, dead, 405 days
25.1
TCGA-F4-6460-01A
0 years, female, white, stage:Stage IIIB, dead, 972 days
25.0
TCGA-CA-6719-01A
0 years, male, asian, stage:Stage IIA, alive, 435 days
24.9
TCGA-CM-6676-01A
0 years, male, white, stage:Stage I, alive, 337 days
24.9
TCGA-CA-6717-01A
0 years, male, asian, stage:Stage IIA, alive, 388 days
24.8
TCGA-G4-6293-01A
0 years, female, white, stage:Stage III, alive, 4051 days
24.8
TCGA-CM-6677-01A
0 years, female, white, stage:Stage IIA, alive, 337 days
24.5
TCGA-A6-6649-01A
0 years, male, white, stage:Stage IIIB, alive, 735 days
24.5
TCGA-D5-6924-01A
0 years, male, white, stage:Stage IIA, alive, 435 days
24.4
TCGA-DM-A28K-01A
0 years, male, white, stage:Stage IIA, alive, 2988 days
24.4
TCGA-D5-6898-01A
0 years, female, white, stage:Stage I, alive, 229 days
24.4
TCGA-AA-A02Y-01A
0 years, male, stage:Stage I, alive, 1216 days
24.3
TCGA-A6-6648-01A
0 years, male, white, stage:Stage IVA, alive, 766 days
24.3
TCGA-A6-5665-01A
0 years, female, white, stage:Stage IIA, alive, 671 days
24.2
TCGA-CM-6166-01A
0 years, female, white, stage:Stage I, alive, 669 days
24.2
TCGA-CM-4751-01A
0 years, male, white, stage:Stage IIIB, alive, 822 days
24.1
TCGA-AZ-6600-01A
0 years, male, black or african american, stage:Stage IV, dead, 368 days
23.9
TCGA-A6-5661-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1020 days
23.8
TCGA-G4-6586-01A
0 years, female, white, stage:Stage IIA, alive, 1089 days
23.8
TCGA-NH-A6GB-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 476 days
23.7
TCGA-F4-6569-01A
0 years, male, white, stage:Stage I, alive, 1087 days
23.6
TCGA-5M-AATE-01A
0 years, male, black or african american, stage:Stage IIA, alive, 1200 days
23.5
TCGA-AA-3713-01A
0 years, male, stage:Stage IV, alive, 579 days
23.5
TCGA-F4-6855-01A
0 years, female, white, stage:Stage IIA, alive, 1442 days
23.5
TCGA-F4-6459-01A
0 years, female, white, stage:Stage IIIB, dead, 262 days
23.4
TCGA-AY-A71X-01A
0 years, female, black or african american, stage:Stage I, alive, 588 days
23.4
TCGA-AD-6963-01A
0 years, male, white, stage:'--, alive, 834 days
23.3
TCGA-F4-6805-01A
0 years, female, white, stage:Stage IIA, alive, 1047 days
23.3
TCGA-CM-5349-01A
0 years, female, white, stage:Stage IIA, alive, 915 days
23.1
TCGA-D5-5539-01A
0 years, male, white, stage:Stage IIIA, alive, 596 days
23.1
TCGA-F4-6570-01A
0 years, female, white, stage:Stage IIA, dead, 188 days
23.0
TCGA-DM-A28H-01A
0 years, male, white, stage:Stage IIIC, alive, 3561 days
23.0
TCGA-CM-5868-01A
0 years, female, white, stage:Stage IVA, alive, 518 days
22.9
TCGA-G4-6321-01A
0 years, female, white, stage:Stage III, alive, 672 days
22.8
TCGA-CK-6751-01A
0 years, female, white, stage:Stage I, alive, 518 days
22.8
TCGA-AD-6889-01A
0 years, male, asian, stage:Stage IIA, dead, 2532 days
22.8
TCGA-AA-A02K-01A
0 years, male, stage:Stage IV, dead, 426 days
22.8
TCGA-DM-A288-01A
0 years, male, white, stage:Stage IIIC, dead, 427 days
22.7
TCGA-AA-3511-01A
0 years, male, stage:Stage II, alive, 212 days
22.7
TCGA-CM-6171-01A
0 years, female, white, stage:Stage I, alive, 427 days
22.7
TCGA-AD-6964-01A
0 years, male, white, stage:'--, dead, 331 days
22.6
TCGA-AD-A5EK-01A
0 years, male, black or african american, stage:Stage I, alive, 500 days
22.5
TCGA-D5-6532-01A
0 years, male, white, stage:Stage IIA, alive, 555 days
22.5
TCGA-CM-5344-01A
0 years, female, white, stage:Stage IIIB, alive, 670 days
22.5
TCGA-A6-5664-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 672 days
22.4
TCGA-AZ-4323-01A
0 years, male, white, stage:Stage IV, dead, 43 days
22.1
TCGA-D5-5538-01A
0 years, female, white, stage:Stage IIIB, dead, 1661 days
22.0
TCGA-D5-6530-01A
0 years, male, white, stage:Stage I, alive, 621 days
21.9
TCGA-CK-4950-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2599 days
21.8
TCGA-A6-6137-01A
0 years, male, white, stage:Stage IIIB, alive, 824 days
21.6
TCGA-AY-6197-01A
0 years, male, white, stage:Stage IIA, alive, 652 days
21.6
TCGA-A6-3810-01A
0 years, male, white, stage:Stage IIA, alive, 1111 days
21.6
TCGA-A6-A56B-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 1711 days
21.5
TCGA-CM-5863-01A
0 years, female, white, stage:Stage IIIB, alive, 457 days
21.2
TCGA-CK-4952-01A
0 years, female, white, stage:Stage IIIC, alive, 475 days
21.2
TCGA-A6-6782-01A
0 years, male, white, stage:Stage IIB, alive, 617 days
21.2
TCGA-AA-3655-01A
0 years, male, stage:Stage II, alive, 1856 days
21.1
TCGA-QG-A5YW-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 896 days
21.1
TCGA-A6-5659-01A
0 years, male, white, stage:Stage I, alive, 926 days
21.0
TCGA-CA-5254-01A
0 years, female, asian, stage:Stage IIA, alive, 386 days
21.0
TCGA-AD-6965-01A
0 years, male, white, stage:Stage IIIC, alive, 805 days
21.0
TCGA-5M-AAT6-01A
0 years, female, black or african american, stage:Stage IV, dead, 290 days
20.8
TCGA-CA-6718-01A
0 years, male, asian, stage:Stage IIA, dead, 306 days
20.7
TCGA-DM-A285-01A
0 years, female, white, stage:Stage IV, dead, 179 days
20.7
TCGA-3L-AA1B-01A
0 years, female, black or african american, stage:Stage I, alive, 475 days
20.6
TCGA-AA-3489-01A
0 years, male, stage:Stage II, dead, 214 days
20.5
TCGA-A6-6651-01A
0 years, female, white, stage:Stage IIIB, alive, 662 days
20.4
TCGA-D5-6540-01A
0 years, male, white, stage:Stage I, alive, 491 days
20.3
TCGA-NH-A50U-01A
0 years, male, black or african american, stage:Stage IVA, dead, 334 days
20.3
TCGA-CM-6167-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 456 days
20.3
TCGA-DM-A28G-01A
0 years, male, white, stage:Stage IIA, dead, 1849 days
20.3
TCGA-AZ-6606-01A
0 years, male, white, stage:Stage IV, dead, 357 days
20.1
TCGA-DM-A1D4-01A
0 years, male, white, stage:Stage IIA, dead, 2821 days
20.0
TCGA-NH-A50T-01A
0 years, female, black or african american, stage:Stage IIA, alive, 553 days
19.8
TCGA-AZ-4616-01A
0 years, female, white, stage:Stage IV, dead, 156 days
19.7
TCGA-G4-6299-01A
0 years, male, white, stage:Stage IIIC, alive, 2268 days
19.5
TCGA-A6-6781-01A
0 years, male, white, stage:Stage IIIC, alive, 598 days
19.5
TCGA-QG-A5Z2-01A
0 years, male, black or african american, stage:Stage I, alive, 952 days
19.3
TCGA-CM-4743-01A
0 years, male, white, stage:Stage IIA, alive, 701 days
19.2
TCGA-D5-6931-01A
0 years, male, white, stage:Stage IIIC, alive, 365 days
19.2
TCGA-QL-A97D-01A
0 years, female, black or african american, stage:Stage I, alive, 666 days
19.0
TCGA-AZ-6607-01A
0 years, male, white, stage:Stage IV, dead, 97 days
18.7
TCGA-WS-AB45-01A
0 years, female, black or african american, stage:Stage IIA, alive, 2130 days
18.6
TCGA-DM-A0X9-01A
0 years, female, white, stage:Stage IIA, alive, 3641 days
18.4
TCGA-DM-A282-01A
0 years, female, white, stage:Stage IIA, alive, 4233 days
18.4
TCGA-4T-AA8H-01A
0 years, female, black or african american, stage:Stage IIA, alive, 385 days
18.3
TCGA-A6-5666-01A
0 years, male, white, stage:Stage IIC, alive, 995 days
18.3
TCGA-AU-6004-01A
0 years, female, white, stage:Stage I, alive, 824 days
18.2
TCGA-DM-A1HA-01A
0 years, male, white, stage:Stage IIIC, alive, 2600 days
18.2
TCGA-CM-6172-01A
0 years, female, white, stage:Stage IIIB, alive, 335 days
18.1
TCGA-DM-A28M-01A
0 years, male, white, stage:Stage IIA, alive, 2895 days
17.9
TCGA-D5-6541-01A
0 years, male, white, stage:Stage IIA, alive, 474 days
17.9
TCGA-D5-6529-01A
0 years, male, white, stage:Stage IIA, alive, 614 days
17.8
TCGA-F4-6703-01A
0 years, male, white, stage:Stage IIA, alive, 1456 days
17.5
TCGA-AD-6548-01A
0 years, female, white, stage:Stage I, alive, 650 days
17.5
TCGA-AZ-6601-01A
0 years, male, white, stage:Stage II, dead, 3042 days
17.1
TCGA-CA-5255-01A
0 years, male, asian, stage:Stage IIA, alive, 376 days
17.1
TCGA-D5-6531-01A
0 years, male, white, stage:Stage IIA, alive, 540 days
17.0
TCGA-AY-A54L-01A
0 years, female, black or african american, stage:Stage I, alive, 525 days
17.0
TCGA-A6-A565-01A
0 years, female, black or african american, stage:Stage IIIC, dead, 494 days
16.9
TCGA-D5-7000-01A
0 years, female, white, stage:Stage I, alive, 312 days
16.9
TCGA-CM-6678-01A
0 years, female, white, stage:Stage IVA, alive, 335 days
16.8
TCGA-CM-6162-01A
0 years, female, white, stage:Stage IIIB, alive, 365 days
16.7
TCGA-AZ-6598-01A
0 years, female, white, stage:Stage II, dead, 1503 days
16.7
TCGA-CK-5913-01A
0 years, female, white, stage:Stage IIA, alive, 1561 days
16.7
TCGA-CK-5916-01A
0 years, female, white, stage:Stage I, dead, 643 days
16.5
TCGA-A6-A566-01A
0 years, female, black or african american, stage:Stage IIIB, dead, 758 days
16.4
TCGA-AM-5820-01A
0 years, female, white, stage:Stage IVA, alive, 14 days
16.3
TCGA-D5-6930-01A
0 years, male, white, stage:Stage IIA, alive, 406 days
16.2
TCGA-DM-A280-01A
0 years, female, white, stage:Stage IIA, dead, 236 days
16.0
TCGA-AD-6895-01A
0 years, male, white, stage:Stage IIIB, alive, 763 days
15.9
TCGA-CM-6163-01A
0 years, male, white, stage:Stage I, alive, 427 days
15.9
TCGA-CM-5864-01A
0 years, male, white, stage:Stage I, alive, 457 days
15.8
TCGA-G4-6627-01A
0 years, male, white, stage:Stage IIA, alive, 2175 days
15.5
TCGA-AD-5900-01A
0 years, male, white, stage:Stage I, alive, 370 days
15.0
TCGA-CM-5861-01A
0 years, female, white, stage:Stage IIA, alive, 457 days
14.8
TCGA-AY-6196-01A
0 years, male, white, stage:Stage IIIC, alive, 6 days
14.7
TCGA-AM-5821-01A
0 years, female, white, stage:Stage IIA, alive, 28 days
14.6
TCGA-D5-6928-01A
0 years, male, white, stage:Stage IIA, alive, 354 days
14.6
TCGA-CM-6169-01A
0 years, male, black or african american, stage:Stage IIA, alive, 396 days
14.5
TCGA-G4-6294-01A
0 years, male, white, stage:Stage IV, dead, 858 days
14.4
TCGA-5M-AAT4-01A
0 years, male, black or african american, stage:Stage IV, dead, 49 days
14.4
TCGA-A6-5656-01A
0 years, male, white, stage:Stage I, alive, 1001 days
14.2
TCGA-DM-A1HB-01A
0 years, male, white, stage:Stage IIIB, alive, 4126 days
13.5
TCGA-DM-A1DA-01A
0 years, female, white, stage:Stage IIIC, dead, 228 days
12.7
TCGA-A6-6780-01A
0 years, male, white, stage:Stage IIA, alive, 612 days
12.5
TCGA-DM-A1D6-01A
0 years, male, white, stage:Stage IIA, dead, 570 days
12.4
TCGA-A6-2674-01A
0 years, male, white, stage:Stage IV, alive, 1331 days
12.4
TCGA-DM-A1DB-01A
0 years, male, white, stage:Stage IIA, dead, 1348 days
11.3
TCGA-A6-3809-01A
0 years, female, white, stage:Stage IIB, alive, 996 days
9.6
TCGA-DM-A0XD-01A
0 years, male, white, stage:Stage IIA, dead, 743 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.
NUDT16L1 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
12.0
Number of samples
486
Samples
Sample
Description
TPM
U0181
0 years, female, NA, stage:T1N0M0, alive, 3623 days
23.8
U1155
0 years, male, NA, stage:T4N1M0, alive, 1815 days
23.1
U0352
0 years, female, NA, stage:T4N2M0, dead, 385 days
21.5
U1386
0 years, male, NA, stage:T3N1M0, alive, 1518 days
21.2
U0319
0 years, male, NA, stage:T3N0M0, alive, 2801 days
20.6
U0950
0 years, female, NA, stage:T4N1M0, alive, 1834 days
20.3
U1204
0 years, male, NA, stage:T4N2M0, alive, 2214 days
20.0
U0244
0 years, female, NA, stage:T3N1M0, alive, 3184 days
19.9
U0268
0 years, male, NA, stage:T3N0M0, alive, 2978 days
19.8
U1369
0 years, male, NA, stage:T3N0M0, dead, 1604 days
19.5
U1338
0 years, female, NA, stage:T4N1M0, dead, 716 days
19.4
U2774
0 years, female, NA, stage:T3N0M0, alive, 783 days
19.2
U0328
0 years, male, NA, stage:T4N0M0, dead, 1362 days
19.1
U1303
0 years, male, NA, stage:T4N1M0, alive, 2283 days
19.1
U2882
0 years, female, NA, stage:T3N1M0, alive, 637 days
19.1
U0440
0 years, female, NA, stage:T4N0M0, dead, 2743 days
19.0
U0387
0 years, male, NA, stage:T2N0M0, alive, 1327 days
18.9
U0414
0 years, male, NA, stage:T3N0M0, alive, 1691 days
18.9
U0111
0 years, male, NA, stage:T2N0M0, alive, 1117 days
18.8
U0004
0 years, female, NA, stage:T4N0M0, alive, 3649 days
18.7
U0223
0 years, male, NA, stage:T4N1M0, alive, 1812 days
18.6
U3012
0 years, male, NA, stage:T3N0M0, alive, 472 days
18.5
U1276
0 years, male, NA, stage:T3N0M0, alive, 2474 days
18.5
U3008
0 years, female, NA, stage:T2N0M0, alive, 473 days
18.3
U0340
0 years, female, NA, stage:T4N2M1, dead, 438 days
17.9
U0938
0 years, female, NA, stage:T3N0M0, dead, 1231 days
17.9
U0199
0 years, female, NA, stage:T4N2M0, alive, 1372 days
17.9
U0970
0 years, female, NA, stage:T4N1M0, alive, 939 days
17.8
U0392
0 years, male, NA, stage:T3N2M0, alive, 489 days
17.8
U1120
0 years, male, NA, stage:T4N1M1, alive, 823 days
17.7
U3029
0 years, male, NA, stage:T2N0M0, alive, 475 days
17.7
U0323
0 years, male, NA, stage:T2N0M0, dead, 1016 days
17.7
U0289
0 years, female, NA, stage:T3N0M0, alive, 3511 days
17.6
U1235
0 years, female, NA, stage:T2N0M0, alive, 1319 days
17.5
U1401
0 years, female, NA, stage:T3N0M0, alive, 1482 days
17.4
U1483
0 years, female, NA, stage:T3N0M0, alive, 1094 days
17.4
U1040
0 years, male, NA, stage:T2N0M0, alive, 1029 days
17.3
U1095
0 years, female, NA, stage:T3N1M1, alive, 2425 days
17.3
U0929
0 years, male, NA, stage:T4N1M0, alive, 436 days
17.1
U0441
0 years, female, NA, stage:T2N1M0, alive, 2738 days
17.0
U2979
0 years, male, NA, stage:T3N2M0, alive, 616 days
16.9
U0225
0 years, male, NA, stage:T3N1M0, alive, 581 days
16.9
U0363
0 years, male, NA, stage:T3N1M0, alive, 3601 days
16.9
U1017
0 years, male, NA, stage:T3N0M0, alive, 615 days
16.9
U0309
0 years, female, NA, stage:T3N0M0, dead, 1898 days
16.8
U0185
0 years, male, NA, stage:T1N0M0, alive, 1248 days
16.7
U1366
0 years, male, NA, stage:T3N1M0, alive, 2010 days
16.6
U0169
0 years, male, NA, stage:T4N2M0, alive, 616 days
16.6
U0067
0 years, female, NA, stage:T3N0M0, alive, 2180 days
16.6
U0203
0 years, male, NA, stage:T3N0M0, dead, 827 days
16.6
U0429
0 years, female, NA, stage:T3N0M1, alive, 1099 days
16.6
U3051
0 years, male, NA, stage:T3N2M0, alive, 415 days
16.5
U0292
0 years, male, NA, stage:T4N1M0, alive, 1666 days
16.5
U0103
0 years, female, NA, stage:T3N1M0, alive, 1197 days
16.4
U3050
0 years, female, NA, stage:T3N0M0, alive, 407 days
16.3
U0290
0 years, male, NA, stage:T4N2M0, dead, 593 days
16.2
U3005
0 years, male, NA, stage:T3N0M0, alive, 478 days
16.0
U0136
0 years, female, NA, stage:T3N0M0, dead, 2795 days
16.0
U0368
0 years, male, NA, stage:T2N0M0, alive, 801 days
15.9
U0355
0 years, male, NA, stage:T4N1M0, dead, 1038 days
15.9
U0191
0 years, male, NA, stage:T3N1M0, alive, 900 days
15.9
U0143
0 years, male, NA, stage:T3N2M0, alive, 2313 days
15.8
U0129
0 years, male, NA, stage:T4N0M0, dead, 1265 days
15.8
U0091
0 years, male, NA, stage:T3N0M0, alive, 520 days
15.7
U0236
0 years, male, NA, stage:T3N1M0, alive, 1842 days
15.7
U0178
0 years, female, NA, stage:T3N1M0, dead, 2096 days
15.6
U0302
0 years, male, NA, stage:T1N0M0, alive, 892 days
15.6
U0459
0 years, female, NA, stage:T3N0M0, alive, 966 days
15.6
U0215
0 years, male, NA, stage:T3N0M0, alive, 1269 days
15.6
U0373
0 years, female, NA, stage:T3N0M0, alive, 1822 days
15.5
U0186
0 years, female, NA, stage:T2N0M0, alive, 3726 days
15.5
U0180
0 years, male, NA, stage:T3N0M1, dead, 965 days
15.5
U0448
0 years, male, NA, stage:T3N2M0, alive, 3615 days
15.5
U2782
0 years, male, NA, stage:T3N1M1, alive, 773 days
15.4
U3024
0 years, female, NA, stage:T3N0M0, alive, 463 days
15.4
U0467
0 years, female, NA, stage:T3N0M0, alive, 1848 days
15.4
U0002
0 years, female, NA, stage:T3N2M0, alive, 3691 days
15.2
U2843
0 years, female, NA, stage:T3N0M0, alive, 674 days
15.2
U0263
0 years, female, NA, stage:T3N0M1, alive, 362 days
15.2
U1094
0 years, female, NA, stage:T4N1M0, alive, 1267 days
15.1
U0320
0 years, female, NA, stage:T4N2M1, alive, 188 days
15.1
U2754
0 years, male, NA, stage:T4N0M0, alive, 809 days
15.0
U0300
0 years, male, NA, stage:T2N0M0, alive, 974 days
15.0
U0463
0 years, male, NA, stage:T3N0M0, alive, 946 days
15.0
U3039
0 years, male, NA, stage:T4N1M1, dead, 366 days
15.0
U1448
0 years, male, NA, stage:T3N0M1, dead, 1512 days
15.0
U0589
0 years, female, NA, stage:T3N0M0, alive, 1176 days
15.0
U1201
0 years, male, NA, stage:T3N2M0, alive, 1484 days
14.9
U0399
0 years, female, NA, stage:T4N2M0, dead, 547 days
14.9
U0383
0 years, male, NA, stage:T3N2M1, dead, 595 days
14.9
U0446
0 years, male, NA, stage:T2N0M0, alive, 1446 days
14.9
U0240
0 years, female, NA, stage:T3N1M0, dead, 800 days
14.8
U0104
0 years, female, NA, stage:T4N0M0, dead, 1639 days
14.8
U0110
0 years, female, NA, stage:T3N1M1, dead, 878 days
14.8
U1421
0 years, female, NA, stage:T3N1M0, alive, 1905 days
14.7
U0217
0 years, female, NA, stage:T3N0M0, dead, 538 days
14.7
U2948
0 years, female, NA, stage:T3N1M0, alive, 543 days
14.7
U0280
0 years, male, NA, stage:T3N1M1, alive, 2731 days
14.7
U0344
0 years, male, NA, stage:T2N1M0, dead, 818 days
14.5
U0361
0 years, male, NA, stage:T3N0M0, alive, 686 days
14.5
U0179
0 years, male, NA, stage:T3N1M0, dead, 1043 days
14.5
U0119
0 years, female, NA, stage:T3N0M0, alive, 3259 days
14.4
U0376
0 years, male, NA, stage:T2N1M0, alive, 965 days
14.4
U2780
0 years, male, NA, stage:T3N0M0, alive, 778 days
14.3
U3018
0 years, male, NA, stage:T4N1M0, alive, 463 days
14.3
U0915
0 years, female, NA, stage:T3N0M0, alive, 1613 days
14.3
U0420
0 years, male, NA, stage:T4N1M1, alive, 417 days
14.3
U2956
0 years, female, NA, stage:T3N0M0, alive, 540 days
14.2
U0285
0 years, female, NA, stage:T3N0M0, alive, 2165 days
14.2
U1429
0 years, female, NA, stage:T3N0M0, alive, 1660 days
14.1
U0427
0 years, male, NA, stage:T2N0M0, alive, 1193 days
14.1
U1213
0 years, female, NA, stage:T2N0M0, alive, 560 days
14.1
U0209
0 years, male, NA, stage:T3N1M0, alive, 2109 days
14.1
U0068
0 years, female, NA, stage:T3N1M0, alive, 1991 days
14.1
U1253
0 years, female, NA, stage:T3N0M0, dead, 165 days
14.1
U0312
0 years, female, NA, stage:T4N2M1, alive, 499 days
14.0
U0270
0 years, female, NA, stage:T1N0M0, alive, 2187 days
14.0
U0408
0 years, female, NA, stage:T4N0M0, dead, 2100 days
13.9
U0208
0 years, female, NA, stage:T3N1M0, dead, 1233 days
13.9
U1130
0 years, male, NA, stage:T2N1M0, alive, 913 days
13.9
U0122
0 years, female, NA, stage:T2N0M0, dead, 159 days
13.8
U3022
0 years, male, NA, stage:T2N0M0, alive, 484 days
13.8
U2953
0 years, female, NA, stage:T4aN0M0, alive, 541 days
13.8
U0288
0 years, male, NA, stage:T1N0M0, alive, 1513 days
13.8
U0411
0 years, female, NA, stage:T3N1M0, alive, 1868 days
13.8
U0908
0 years, female, NA, stage:T3N0M1, dead, 40 days
13.8
U0389
0 years, female, NA, stage:T3N1M0, dead, 927 days
13.8
U0428
0 years, male, NA, stage:T4N1M1, alive, 1016 days
13.8
U0438
0 years, female, NA, stage:T3N0M0, alive, 2009 days
13.7
U0451
0 years, female, NA, stage:T4N2M0, alive, 3023 days
13.7
U0281
0 years, male, NA, stage:T3N2M0, alive, 933 days
13.7
U0253
0 years, female, NA, stage:T3N0M0, alive, 958 days
13.7
U0401
0 years, male, NA, stage:T4N1M0, alive, 1715 days
13.7
U0098
0 years, male, NA, stage:T3N0M0, dead, 2473 days
13.6
U0939
0 years, male, NA, stage:T3N1M0, alive, 2960 days
13.6
U0338
0 years, female, NA, stage:T3N0M0, alive, 1016 days
13.6
U0966
0 years, male, NA, stage:T4N0M0, dead, 1513 days
13.6
U0898
0 years, female, NA, stage:T4aN0M0, dead, 340 days
13.5
U0239
0 years, male, NA, stage:T2N0M0, alive, 67 days
13.5
U0142
0 years, female, NA, stage:T4N1M0, alive, 2340 days
13.4
U0474
0 years, male, NA, stage:T3N1M0, alive, 1017 days
13.4
U2803
0 years, male, NA, stage:T3N1M0, alive, 744 days
13.3
U1228
0 years, male, NA, stage:T3N0M0, alive, 1333 days
13.3
U0413
0 years, male, NA, stage:T2N0M0, alive, 1228 days
13.3
U1127
0 years, female, NA, stage:T3N0M0, alive, 3465 days
13.3
U0949
0 years, female, NA, stage:T3N0M1, dead, 594 days
13.2
U2975
0 years, male, NA, stage:T4N1M0, alive, 514 days
13.2
U0464
0 years, male, NA, stage:T3N0M0, alive, 918 days
13.2
U0378
0 years, female, NA, stage:T4N1M0, dead, 815 days
13.2
U1257
0 years, male, NA, stage:T3N0M0, alive, 833 days
13.2
U2947
0 years, female, NA, stage:T3N0M0, alive, 543 days
13.2
U1474
0 years, female, NA, stage:T1N0MX, alive, 2012 days
13.2
U2837
0 years, female, NA, stage:T4N1M0, alive, 681 days
13.2
U0078
0 years, female, NA, stage:T3N0M0, alive, 1183 days
13.1
U0222
0 years, female, NA, stage:T3N2M1, alive, 1779 days
13.1
U0105
0 years, female, NA, stage:T2N0M0, dead, 2158 days
13.1
U1045
0 years, female, NA, stage:T4N2M0, alive, 1239 days
13.1
U0375
0 years, male, NA, stage:T3N0M0, dead, 666 days
13.1
U0163
0 years, male, NA, stage:T4N0M0, alive, 697 days
13.0
U3025
0 years, male, NA, stage:T4N2M1, alive, 377 days
13.0
U0367
0 years, female, NA, stage:T3N1M0, alive, 3075 days
13.0
U0109
0 years, female, NA, stage:T4N2M1, alive, 144 days
13.0
U0469
0 years, male, NA, stage:T3N0M0, dead, 409 days
12.9
U0085
0 years, male, NA, stage:T4N1M0, dead, 1698 days
12.9
U1343
0 years, female, NA, stage:T4N2M0, alive, 3178 days
12.9
U0449
0 years, female, NA, stage:T3N0M0, alive, 1851 days
12.9
U0447
0 years, male, NA, stage:T4N1M0, dead, 1819 days
12.8
U0356
0 years, male, NA, stage:T4N1M0, alive, 536 days
12.8
U0297
0 years, female, NA, stage:T3N2M0, alive, 1196 days
12.8
U3032
0 years, female, NA, stage:T3N1M0, alive, 449 days
12.8
U0126
0 years, male, NA, stage:T3N0M0, dead, 2876 days
12.8
U0211
0 years, female, NA, stage:T3N1M0, alive, 1236 days
12.7
U1208
0 years, female, NA, stage:T1N0M0, alive, 834 days
12.7
U0172
0 years, male, NA, stage:T4N0M0, dead, 678 days
12.7
U0107
0 years, male, NA, stage:T3N0M0, dead, 2354 days
12.6
U0135
0 years, female, NA, stage:T3N0M0, alive, 1738 days
12.6
U0072
0 years, male, NA, stage:T3N0M0, alive, 2772 days
12.6
U1188
0 years, female, NA, stage:T3N0M0, dead, 967 days
12.6
U2889
0 years, male, NA, stage:T4N0M0, alive, 623 days
12.6
U2861
0 years, male, NA, stage:T3N0M0, alive, 652 days
12.6
U1374
0 years, male, NA, stage:T4N0M0, alive, 827 days
12.5
U0162
0 years, female, NA, stage:T3N0M0, alive, 1488 days
12.5
U2798
0 years, male, NA, stage:T3N0M0, alive, 751 days
12.5
U0335
0 years, female, NA, stage:T3N1M0, alive, 2464 days
12.5
U2942
0 years, male, NA, stage:T2N0M0, alive, 549 days
12.5
U1321
0 years, male, NA, stage:T3N1M0, alive, 2578 days
12.5
U0394
0 years, male, NA, stage:T2N1M0, alive, 969 days
12.4
U2999
0 years, female, NA, stage:T2N0M0, alive, 581 days
12.4
U2971
0 years, male, NA, stage:T4aN0M0, alive, 629 days
12.4
U0462
0 years, female, NA, stage:T4N1M0, alive, 1017 days
12.4
U0183
0 years, male, NA, stage:T3N1M1, dead, 2957 days
12.4
U3042
0 years, male, NA, stage:T3N0M0, alive, 324 days
12.4
U1447
0 years, male, NA, stage:T4N1M0, alive, 988 days
12.3
U1162
0 years, male, NA, stage:T2N1M0, dead, 354 days
12.3
U0069
0 years, female, NA, stage:T4N2M0, dead, 135 days
12.3
U0195
0 years, male, NA, stage:T3N0M0, alive, 3326 days
12.3
U0133
0 years, female, NA, stage:T3N0M0, alive, 773 days
12.3
U0151
0 years, female, NA, stage:T3N0M0, alive, 2014 days
12.3
U0360
0 years, female, NA, stage:T3N0M0, dead, 1016 days
12.3
U0342
0 years, male, NA, stage:T4N2M0, alive, 305 days
12.2
U2753
0 years, female, NA, stage:T2N0M0, alive, 813 days
12.2
U0473
0 years, male, NA, stage:T3N1M0, alive, 786 days
12.2
U0460
0 years, female, NA, stage:T3N0M0, dead, 2069 days
12.2
U0152
0 years, male, NA, stage:T3N1M0, alive, 989 days
12.2
U0379
0 years, male, NA, stage:T2N0M0, alive, 1819 days
12.2
U2856
0 years, female, NA, stage:T4N1M1, alive, 660 days
12.1
U0303
0 years, female, NA, stage:T3N0M0, alive, 2847 days
12.1
U0348
0 years, female, NA, stage:T3N0M0, alive, 533 days
12.1
U0972
0 years, female, NA, stage:T1N0M0, alive, 2473 days
12.1
U0471
0 years, female, NA, stage:T3N1M0, alive, 1673 days
12.1
U0332
0 years, female, NA, stage:T3N0M0, alive, 2101 days
12.1
U0148
0 years, male, NA, stage:T3N0M0, alive, 1780 days
12.1
U0154
0 years, male, NA, stage:T3N0M0, alive, 820 days
12.0
U1347
0 years, female, NA, stage:T3N0M0, alive, 1401 days
12.0
U1047
0 years, female, NA, stage:T4N2M0, alive, 3592 days
11.9
U0227
0 years, female, NA, stage:T4N2M0, alive, 291 days
11.9
U0357
0 years, female, NA, stage:T3N0M0, alive, 2285 days
11.9
U1086
0 years, female, NA, stage:T1N0M0, alive, 2907 days
11.9
U0317
0 years, female, NA, stage:T3N2M0, alive, 3209 days
11.9
U2815
0 years, female, NA, stage:T3N0M0, alive, 717 days
11.9
U2848
0 years, female, NA, stage:T4N2M0, alive, 669 days
11.8
U1147
0 years, male, NA, stage:T3N0M0, dead, 282 days
11.8
U1107
0 years, male, NA, stage:T3N0M0, alive, 329 days
11.8
U0333
0 years, female, NA, stage:T3N2M0, dead, 1959 days
11.8
U1241
0 years, male, NA, stage:T3N1M0, dead, 49 days
11.8
U0987
0 years, female, NA, stage:T3N0M0, alive, 2482 days
11.8
U0984
0 years, female, NA, stage:T4N0M0, alive, 1287 days
11.8
U0442
0 years, male, NA, stage:T3N0M0, alive, 619 days
11.8
U1486
0 years, female, NA, stage:T4N0M0, alive, 1606 days
11.7
U1049
0 years, female, NA, stage:T3N1M0, alive, 1200 days
11.7
U0260
0 years, male, NA, stage:T1N0M1, alive, 2928 days
11.7
U1114
0 years, female, NA, stage:TXNXM1, dead, 473 days
11.7
U0287
0 years, female, NA, stage:T2N0M0, alive, 1897 days
11.7
U1062
0 years, female, NA, stage:T4N0M0, alive, 1689 days
11.7
U3038
0 years, male, NA, stage:T3N0M0, alive, 328 days
11.7
U1104
0 years, female, NA, stage:T4N0M0, alive, 1109 days
11.7
U0433
0 years, male, NA, stage:T4N1M1, dead, 440 days
11.6
U1246
0 years, female, NA, stage:T3N0M0, alive, 1441 days
11.6
U3000
0 years, female, NA, stage:T3N0M0, alive, 584 days
11.6
U1145
0 years, female, NA, stage:T3N0M0, dead, 445 days
11.6
U1102
0 years, male, NA, stage:T2N0M0, alive, 1354 days
11.6
U0365
0 years, female, NA, stage:T4N1M0, dead, 313 days
11.6
U0115
0 years, female, NA, stage:T3N0M0, dead, 1738 days
11.6
U0937
0 years, male, NA, stage:T2N0M0, dead, 1558 days
11.6
U2792
0 years, male, NA, stage:T2N1M0, alive, 758 days
11.6
U0262
0 years, female, NA, stage:T2N0M0, alive, 2534 days
11.6
U0386
0 years, female, NA, stage:T4N1M1, alive, 2592 days
11.6
U0385
0 years, male, NA, stage:T3N0M0, alive, 902 days
11.6
U0165
0 years, female, NA, stage:T2N0M0, alive, 1702 days
11.5
U0229
0 years, female, NA, stage:TXN2M1, dead, 2115 days
11.5
U1274
0 years, male, NA, stage:T2N1M0, alive, 1198 days
11.5
U0257
0 years, male, NA, stage:T3N1M0, dead, 2508 days
11.5
U1301
0 years, female, NA, stage:T4N2M0, dead, 877 days
11.5
U0354
0 years, male, NA, stage:T3N1M0, alive, 430 days
11.5
U0590
0 years, female, NA, stage:T3N0M0, alive, 661 days
11.5
U1013
0 years, female, NA, stage:T2N1M0, alive, 1439 days
11.5
U1344
0 years, female, NA, stage:T3N1M0, alive, 1450 days
11.5
U0127
0 years, female, NA, stage:T3N0M0, dead, 2753 days
11.5
U1240
0 years, male, NA, stage:T4N0M0, alive, 765 days
11.5
U0121
0 years, male, NA, stage:T4N2M0, alive, 655 days
11.4
U2958
0 years, female, NA, stage:T1N0M0, alive, 536 days
11.4
U0177
0 years, female, NA, stage:T3N0M0, alive, 355 days
11.4
U0145
0 years, male, NA, stage:T3N1M1, alive, 623 days
11.4
U1071
0 years, female, NA, stage:T4N0M1, alive, 1514 days
11.4
U2927
0 years, male, NA, stage:T3N1M0, alive, 564 days
11.3
U0390
0 years, male, NA, stage:T3N1M0, alive, 871 days
11.3
U1158
0 years, female, NA, stage:T3N1M0, alive, 721 days
11.3
U0382
0 years, female, NA, stage:T3N0M0, alive, 2550 days
11.3
U0445
0 years, female, NA, stage:T3N0M0, alive, 1851 days
11.3
U0397
0 years, male, NA, stage:T4N0M0, alive, 1663 days
11.3
U1022
0 years, male, NA, stage:T4N2M0, dead, 61 days
11.3
U0089
0 years, female, NA, stage:T1NXM0, dead, 2365 days
11.2
U3048
0 years, male, NA, stage:T4N2M0, alive, 535 days
11.2
U2902
0 years, female, NA, stage:T2N0M0, alive, 596 days
11.2
U2959
0 years, male, NA, stage:T3N2M0, alive, 536 days
11.2
U0347
0 years, female, NA, stage:T4N1M1, alive, 628 days
11.2
U0955
0 years, female, NA, stage:T3N0M0, alive, 2170 days
11.2
U0124
0 years, female, NA, stage:T1N0M0, alive, 2430 days
11.1
U3037
0 years, male, NA, stage:T3N1M0, alive, 405 days
11.1
U0435
0 years, female, NA, stage:T2N0M0, alive, 3616 days
11.1
U0256
0 years, male, NA, stage:T3N0M0, alive, 738 days
11.1
U0358
0 years, female, NA, stage:T4N1M0, alive, 2290 days
11.1
U1250
0 years, male, NA, stage:T2N0M0, alive, 597 days
11.0
U1392
0 years, male, NA, stage:T3N0M0, alive, 1513 days
11.0
U1129
0 years, male, NA, stage:T3N0M0, dead, 118 days
11.0
U0100
0 years, female, NA, stage:T3N0M0, dead, 1920 days
11.0
U1046
0 years, female, NA, stage:T4N2M1, dead, 697 days
11.0
U0141
0 years, male, NA, stage:T3N2M0, alive, 2079 days
11.0
U0465
0 years, male, NA, stage:T3N0M0, alive, 2383 days
11.0
U0336
0 years, female, NA, stage:T3N0M0, alive, 1100 days
11.0
U0439
0 years, male, NA, stage:T3N1M0, alive, 1418 days
10.9
U0450
0 years, female, NA, stage:T3N1M0, alive, 763 days
10.9
U1473
0 years, female, NA, stage:T3N0M0, alive, 1553 days
10.9
U1122
0 years, female, NA, stage:T3N2M0, alive, 1675 days
10.9
U0099
0 years, female, NA, stage:T3N0M0, dead, 986 days
10.9
U2747
0 years, female, NA, stage:T4N1M0, dead, 54 days
10.8
U0175
0 years, male, NA, stage:T3N2M0, alive, 1875 days
10.8
U1018
0 years, male, NA, stage:T4N1M1, dead, 1693 days
10.8
U0443
0 years, male, NA, stage:T3N0M0, alive, 1677 days
10.8
U0168
0 years, male, NA, stage:T3N0M0, dead, 948 days
10.8
U0307
0 years, male, NA, stage:T3N0M0, alive, 2921 days
10.8
U1472
0 years, female, NA, stage:T3N1M0, alive, 1316 days
10.8
U0456
0 years, male, NA, stage:T4N0M0, dead, 2222 days
10.8
U0156
0 years, female, NA, stage:T4N1M0, alive, 1573 days
10.8
U0277
0 years, male, NA, stage:T2N1M0, alive, 270 days
10.7
U0400
0 years, male, NA, stage:T4N0M0, dead, 1073 days
10.7
U0327
0 years, male, NA, stage:T4N0M0, alive, 833 days
10.7
U0321
0 years, female, NA, stage:T3N0M0, alive, 1029 days
10.7
U1031
0 years, male, NA, stage:T1N1M0, alive, 1625 days
10.7
U0273
0 years, male, NA, stage:T2N1M0, alive, 2641 days
10.7
U0960
0 years, male, NA, stage:T3N0M0, alive, 1009 days
10.6
U0218
0 years, female, NA, stage:T3N0M0, alive, 714 days
10.6
U0204
0 years, male, NA, stage:T3N0M0, dead, 770 days
10.6
U0231
0 years, female, NA, stage:T2N0M0, alive, 991 days
10.6
U0082
0 years, female, NA, stage:T3N1M0, dead, 2339 days
10.6
U1292
0 years, female, NA, stage:T4N1M0, alive, 1147 days
10.6
U0254
0 years, female, NA, stage:T3N1M0, alive, 659 days
10.6
U1212
0 years, female, NA, stage:T2N0M0, alive, 69 days
10.6
U1220
0 years, male, NA, stage:T3N2M0, dead, 1953 days
10.6
U0235
0 years, female, NA, stage:T3N0M0, alive, 1327 days
10.6
U0916
0 years, female, NA, stage:T3N0M0, alive, 1578 days
10.6
U0144
0 years, male, NA, stage:T3N0M0, alive, 1218 days
10.6
U0259
0 years, female, NA, stage:T4N2M0, alive, 76 days
10.5
U1073
0 years, female, NA, stage:T3N1M0, alive, 1359 days
10.5
U0182
0 years, female, NA, stage:T4N1M0, dead, 260 days
10.5
U0207
0 years, female, NA, stage:T3N0M0, dead, 2593 days
10.5
U0316
0 years, male, NA, stage:T3N2M0, alive, 2012 days
10.5
U0108
0 years, female, NA, stage:T3N0M1, alive, 535 days
10.5
U2995
0 years, female, NA, stage:T3N1M0, alive, 491 days
10.4
U0313
0 years, male, NA, stage:T4N1M0, dead, 1142 days
10.4
U0295
0 years, male, NA, stage:T3N0M0, dead, 2572 days
10.4
U0991
0 years, male, NA, stage:T4N2M0, dead, 534 days
10.4
U1251
0 years, male, NA, stage:T4N2M0, alive, 126 days
10.4
U1258
0 years, male, NA, stage:T3N1M0, alive, 1373 days
10.4
U1007
0 years, male, NA, stage:T3N0M0, alive, 1333 days
10.4
U0106
0 years, female, NA, stage:T3N1M0, dead, 653 days
10.4
U0977
0 years, female, NA, stage:T4N2M0, dead, 140 days
10.4
U1044
0 years, male, NA, stage:T4N0M0, alive, 3146 days
10.4
U1304
0 years, female, NA, stage:TXNXM0, alive, 1081 days
10.3
U0134
0 years, male, NA, stage:T3N0M0, alive, 2009 days
10.3
U1436
0 years, female, NA, stage:T3N0M0, alive, 1745 days
10.3
U0369
0 years, female, NA, stage:T3N0M0, dead, 1095 days
10.3
U1264
0 years, female, NA, stage:T3N0M0, dead, 1583 days
10.3
U0426
0 years, male, NA, stage:T3N0M0, dead, 976 days
10.3
U1327
0 years, female, NA, stage:T3N0M0, alive, 1613 days
10.3
U0117
0 years, female, NA, stage:T2N0M0, dead, 1078 days
10.3
U1103
0 years, female, NA, stage:T4N2M0, alive, 975 days
10.3
U0350
0 years, female, NA, stage:T4N0M0, alive, 770 days
10.2
U0377
0 years, female, NA, stage:T3N2M0, alive, 3720 days
10.2
U0066
0 years, male, NA, stage:T3N0M0, dead, 2486 days
10.2
U0210
0 years, male, NA, stage:T3N0M0, dead, 1800 days
10.2
U1349
0 years, female, NA, stage:T3N1M0, alive, 1899 days
10.1
U0250
0 years, female, NA, stage:T4N0M0, dead, 906 days
10.1
U0275
0 years, female, NA, stage:T3N2M0, alive, 549 days
10.1
U1239
0 years, male, NA, stage:T2N0M0, dead, 1998 days
10.1
U0381
0 years, male, NA, stage:T3N1M0, dead, 71 days
10.1
U1446
0 years, female, NA, stage:T3N0M0, alive, 2314 days
10.1
U1065
0 years, female, NA, stage:T3N2M0, alive, 2954 days
10.0
U1067
0 years, male, NA, stage:T3N0M0, alive, 1570 days
10.0
U0090
0 years, female, NA, stage:T3N0M0, dead, 1258 days
10.0
U0123
0 years, male, NA, stage:T3N0M0, dead, 1880 days
10.0
U2928
0 years, male, NA, stage:T2N0M0, alive, 563 days
10.0
U0102
0 years, female, NA, stage:T4N2M0, dead, 670 days
10.0
U1111
0 years, female, NA, stage:T3N0M0, dead, 1631 days
9.9
U1352
0 years, male, NA, stage:T3N2M1, dead, 741 days
9.9
U0252
0 years, male, NA, stage:T3N1M0, dead, 1761 days
9.9
U1346
0 years, female, NA, stage:T3N0M0, alive, 1137 days
9.9
U1034
0 years, male, NA, stage:T4N0M0, alive, 1575 days
9.9
U0314
0 years, female, NA, stage:T1N0M0, dead, 2436 days
9.9
U0976
0 years, female, NA, stage:T3N2M0, dead, 97 days
9.9
U0146
0 years, female, NA, stage:T3N2M0, dead, 733 days
9.9
U2842
0 years, female, NA, stage:T4N2M0, alive, 675 days
9.8
U2935
0 years, male, NA, stage:T4N1M0, alive, 555 days
9.8
U1396
0 years, female, NA, stage:T4N0M0, alive, 1168 days
9.8
U0101
0 years, male, NA, stage:T3N1M1, alive, 1878 days
9.8
U1184
0 years, male, NA, stage:T4N1M0, alive, 290 days
9.7
U0167
0 years, male, NA, stage:T3N1M0, alive, 1820 days
9.7
U0193
0 years, male, NA, stage:T3N1M0, dead, 876 days
9.7
U0421
0 years, male, NA, stage:T3N1M0, alive, 674 days
9.7
U0349
0 years, male, NA, stage:T3N1M0, alive, 2682 days
9.7
U1075
0 years, female, NA, stage:T3N0M0, alive, 1290 days
9.7
U0187
0 years, male, NA, stage:T3N2M0, alive, 1632 days
9.7
U0092
0 years, male, NA, stage:T3N0M0, alive, 2779 days
9.7
U0070
0 years, male, NA, stage:T1N0M0, dead, 1319 days
9.6
U0455
0 years, female, NA, stage:T3N2M0, alive, 2445 days
9.6
U0278
0 years, female, NA, stage:T2N0M0, alive, 763 days
9.6
U0967
0 years, male, NA, stage:T2N0M0, dead, 1691 days
9.6
U0063
0 years, male, NA, stage:T1N0M0, dead, 1779 days
9.5
U0999
0 years, male, NA, stage:T3N2M0, alive, 860 days
9.5
U1060
0 years, male, NA, stage:T3N0M0, alive, 2442 days
9.5
U3034
0 years, female, NA, stage:T3N1M0, alive, 443 days
9.5
U0166
0 years, female, NA, stage:T3N0M0, alive, 763 days
9.5
U1454
0 years, female, NA, stage:T3N0M0, alive, 393 days
9.5
U0370
0 years, female, NA, stage:T3N0M0, alive, 1047 days
9.5
U1074
0 years, male, NA, stage:T3N0M0, dead, 1043 days
9.5
U2819
0 years, female, NA, stage:T3N0M0, alive, 708 days
9.4
U0073
0 years, male, NA, stage:T4N0MX, dead, 318 days
9.4
U0245
0 years, female, NA, stage:T3N1M0, dead, 564 days
9.4
U1183
0 years, male, NA, stage:T4N2M0, alive, 959 days
9.4
U0094
0 years, female, NA, stage:T3N2M0, alive, 741 days
9.4
U0404
0 years, female, NA, stage:T3N2M0, dead, 204 days
9.4
U0249
0 years, female, NA, stage:T4N2M0, dead, 874 days
9.4
U0345
0 years, female, NA, stage:T3N0M0, alive, 2127 days
9.3
U1078
0 years, female, NA, stage:T3N0M0, alive, 1016 days
9.3
U1141
0 years, female, NA, stage:T4N1M1, dead, 596 days
9.3
U0113
0 years, male, NA, stage:T4N2M0, alive, 1102 days
9.3
U0198
0 years, male, NA, stage:T3N1M0, alive, 1272 days
9.3
U0269
0 years, female, NA, stage:T3N0M0, alive, 2530 days
9.2
U0315
0 years, female, NA, stage:T2N0M0, alive, 1973 days
9.2
U3122
0 years, female, NA, stage:T3N0M1, dead, 91 days
9.2
U0403
0 years, male, NA, stage:T3N1M1, dead, 1809 days
9.2
U0149
0 years, female, NA, stage:T3N2M0, alive, 1715 days
9.2
U0112
0 years, female, NA, stage:T3N0M1, alive, 551 days
9.2
U0221
0 years, male, NA, stage:T3N0M0, alive, 569 days
9.1
U0084
0 years, male, NA, stage:T3N0M0, dead, 1662 days
9.1
U2896
0 years, female, NA, stage:T3N1M0, alive, 609 days
9.1
U1332
0 years, male, NA, stage:T3N0M0, alive, 1672 days
9.0
U1069
0 years, female, NA, stage:T3N0M0, dead, 2187 days
9.0
U1160
0 years, male, NA, stage:T3N1M0, alive, 1557 days
9.0
U2964
0 years, male, NA, stage:T3N1M0, alive, 637 days
9.0
U0882
0 years, male, NA, stage:T3N0M0, alive, 1675 days
8.9
U0153
0 years, female, NA, stage:T3N0M0, dead, 1718 days
8.9
U3043
0 years, female, NA, stage:T3N2M0, alive, 287 days
8.9
U0933
0 years, male, NA, stage:T3N2M0, dead, 1960 days
8.9
U0214
0 years, male, NA, stage:T4N1M1, alive, 788 days
8.9
U0453
0 years, male, NA, stage:T3N0M0, alive, 2859 days
8.9
U3030
0 years, female, NA, stage:T3N0M0, alive, 380 days
8.8
U0444
0 years, female, NA, stage:T4N1M0, alive, 1841 days
8.8
U1072
0 years, male, NA, stage:T1N0M0, alive, 1446 days
8.7
U0125
0 years, female, NA, stage:T1N0M0, dead, 668 days
8.7
U3100
0 years, male, NA, stage:T3N1M0, dead, 1608 days
8.7
U0362
0 years, male, NA, stage:T3N0M0, alive, 1148 days
8.7
U0161
0 years, male, NA, stage:T4N2M1, alive, 42 days
8.7
U0266
0 years, female, NA, stage:T3N1M0, dead, 2221 days
8.6
U0200
0 years, female, NA, stage:T3N0M0, alive, 2614 days
8.6
U0308
0 years, male, NA, stage:T4N1M0, alive, 1075 days
8.6
U2891
0 years, male, NA, stage:T3N1M0, alive, 619 days
8.6
U1150
0 years, female, NA, stage:T3N0M0, alive, 15 days
8.6
U0087
0 years, female, NA, stage:T3N2M0, dead, 337 days
8.6
U1432
0 years, female, NA, stage:T3N1M0, alive, 577 days
8.5
U1099
0 years, female, NA, stage:T3N0M0, alive, 2068 days
8.5
U0396
0 years, male, NA, stage:T4N2M0, alive, 2243 days
8.5
U0274
0 years, male, NA, stage:T3N0M0, dead, 1570 days
8.5
U0176
0 years, male, NA, stage:T3N1M0, alive, 2600 days
8.4
U0202
0 years, male, NA, stage:T3N0M0, dead, 2670 days
8.3
U0934
0 years, female, NA, stage:T3N0M0, alive, 1185 days
8.3
U1037
0 years, male, NA, stage:T4N0M0, alive, 1658 days
8.2
U0942
0 years, male, NA, stage:T3N0M0, alive, 665 days
8.2
U0306
0 years, male, NA, stage:T3N1M0, dead, 717 days
8.2
U0246
0 years, female, NA, stage:T4N0M0, dead, 1192 days
8.1
U1059
0 years, male, NA, stage:T3N1M0, alive, 2790 days
8.1
U0993
0 years, male, NA, stage:T4N2M0, alive, 1267 days
8.1
U0083
0 years, male, NA, stage:T4N0M0, dead, 731 days
8.0
U0398
0 years, female, NA, stage:T3N0M0, alive, 721 days
8.0
U0170
0 years, male, NA, stage:T4N1M0, dead, 832 days
8.0
U0196
0 years, male, NA, stage:T3N0M0, alive, 2086 days
8.0
U0158
0 years, male, NA, stage:T1N0M0, dead, 3101 days
7.9
U0424
0 years, male, NA, stage:T3N0M0, alive, 2192 days
7.9
U2981
0 years, male, NA, stage:T3N0M0, alive, 508 days
7.9
U0384
0 years, male, NA, stage:T2N1M1, alive, 1024 days
7.8
U0233
0 years, female, NA, stage:T3N1M0, alive, 975 days
7.7
U0171
0 years, female, NA, stage:T3N1M0, dead, 1920 days
7.5
U1291
0 years, female, NA, stage:T3N0M0, alive, 2000 days
7.4
U0326
0 years, female, NA, stage:T3N0M0, alive, 3178 days
7.4
U0081
0 years, male, NA, stage:T3N2M0, dead, 248 days
7.3
U1032
0 years, male, NA, stage:T3N1M0, alive, 2113 days
7.2
U0224
0 years, female, NA, stage:T3N0M0, alive, 2367 days
7.1
U0157
0 years, male, NA, stage:T4N0M0, dead, 131 days
7.1
U0131
0 years, female, NA, stage:T4N2M1, alive, 238 days
7.0
U1041
0 years, male, NA, stage:T2N0M0, alive, 1108 days
7.0
U0075
0 years, male, NA, stage:T3N0M0, dead, 3 days
6.9
U1252
0 years, female, NA, stage:T4N2M0, alive, 1309 days
6.9
U0416
0 years, male, NA, stage:T1N1M0, alive, 1228 days
6.8
U1317
0 years, male, NA, stage:T4N1M0, alive, 965 days
6.7
U1267
0 years, male, NA, stage:T3N1M0, dead, 2869 days
6.7
U0318
0 years, male, NA, stage:T3N0M0, alive, 762 days
6.5
U0436
0 years, male, NA, stage:T4N1M1, alive, 960 days
6.5
U0189
0 years, female, NA, stage:T3N0M0, dead, 1823 days
6.2
U0234
0 years, male, NA, stage:T1N1M0, alive, 990 days
6.1
U0247
0 years, female, NA, stage:T3N1M0, alive, 2538 days
5.5
U0095
0 years, male, NA, stage:T4N1M0, dead, 1034 days
5.5
U0267
0 years, male, NA, stage:T4N0M0, dead, 445 days
5.4
U0472
0 years, male, NA, stage:TXN2M0, alive, 542 days
4.9
U0248
0 years, male, NA, stage:T3N0M0, alive, 1870 days
2.6
U1384
0 years, male, NA, stage:T4N1M0, alive, 1319 days
0.2
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.
NUDT16L1 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
25.3
Number of samples
88
Samples
Sample
Description
TPM
TCGA-DC-4749-01A
0 years, male, white, stage:Stage I, alive, 762 days
61.4
TCGA-F5-6863-01A
0 years, female, white, stage:Stage IIIB, dead, 361 days
46.9
TCGA-CI-6622-01A
0 years, male, white, stage:Stage IIB, alive, 1362 days
43.7
TCGA-CL-4957-01A
0 years, female, stage:'--, dead, 425 days
41.6
TCGA-AG-4021-01A
0 years, female, stage:Stage IV, dead, 121 days
41.3
TCGA-DC-6155-01A
0 years, female, white, stage:Stage IIIA, alive, 425 days
39.8
TCGA-DY-A1DE-01A
0 years, female, white, stage:Stage IIA, alive, 3932 days
37.9
TCGA-G5-6572-01A
0 years, male, white, stage:'--, dead, 1432 days
35.7
TCGA-EI-6883-01A
0 years, male, white, stage:Stage IIC, alive, 350 days
35.3
TCGA-AF-3911-01A
0 years, male, white, stage:Stage IIIC, alive, 1148 days
35.2
TCGA-AH-6644-01A
0 years, male, white, stage:'--, alive, 838 days
33.7
TCGA-DC-6154-01A
0 years, female, white, stage:Stage IVA, alive, 365 days
33.6
TCGA-EI-6508-01A
0 years, female, white, stage:Stage IIIB, alive, 636 days
33.5
TCGA-EI-6506-01A
0 years, female, white, stage:Stage IIA, alive, 625 days
32.8
TCGA-G5-6641-01A
0 years, male, white, stage:Stage IIIA, alive, 804 days
32.1
TCGA-AG-3591-01A
0 years, female, stage:Stage IIA, alive, 1035 days
31.6
TCGA-EI-6512-01A
0 years, female, white, stage:Stage IIIB, alive, 538 days
31.2
TCGA-EI-6881-01A
0 years, male, white, stage:Stage IIIA, alive, 499 days
30.8
TCGA-F5-6861-01A
0 years, female, white, stage:Stage IIA, alive, 1160 days
30.5
TCGA-DY-A1DC-01A
0 years, female, white, stage:Stage IIA, dead, 1258 days
30.0
TCGA-DC-6683-01A
0 years, male, white, stage:Stage IIIB, alive, 762 days
29.5
TCGA-DC-5337-01A
0 years, male, white, stage:Stage I, alive, 792 days
28.6
TCGA-AG-4022-01A
0 years, female, stage:Stage II, alive, 1400 days
28.5
TCGA-AF-6655-01A
0 years, male, white, stage:Stage IIIA, alive, 609 days
28.5
TCGA-AF-A56L-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 2007 days
28.2
TCGA-F5-6814-01A
0 years, male, white, stage:Stage IIA, alive, 1131 days
28.0
TCGA-AF-4110-01A
0 years, male, white, stage:Stage IVA, alive, 912 days
28.0
TCGA-DC-6160-01A
0 years, male, white, stage:Stage I, alive, 1339 days
27.7
TCGA-DC-6681-01A
0 years, female, white, stage:Stage IVA, alive, 790 days
27.6
TCGA-CI-6621-01A
0 years, male, white, stage:Stage IIIB, alive, 419 days
27.4
TCGA-CL-5917-01A
0 years, female, white, stage:Stage IIIC, alive, 2376 days
27.4
TCGA-F5-6465-01A
0 years, female, white, stage:Stage IIA, alive, 1506 days
27.4
TCGA-AF-6136-01A
0 years, female, white, stage:Stage IIIB, alive, 741 days
26.9
TCGA-CI-6620-01A
0 years, female, white, stage:Stage IVA, alive, 1009 days
26.9
TCGA-EI-6513-01A
0 years, male, white, stage:Stage IIIB, alive, 497 days
26.8
TCGA-AF-A56N-01A
0 years, female, black or african american, stage:Stage IIA, alive, 360 days
26.7
TCGA-AG-3902-01A
0 years, male, stage:Stage IIA, alive, 974 days
26.6
TCGA-EI-6884-01A
0 years, male, white, stage:Stage IIIA, alive, 328 days
26.6
TCGA-EF-5830-01A
0 years, male, white, stage:Stage IIB, alive, 106 days
26.0
TCGA-EI-6510-01A
0 years, female, white, stage:'--, alive, 556 days
25.9
TCGA-DC-5869-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 943 days
25.9
TCGA-EI-7002-01A
0 years, male, white, stage:Stage IV, alive, 364 days
25.7
TCGA-DC-6157-01A
0 years, male, black or african american, stage:Stage I, alive, 1581 days
25.2
TCGA-DC-4745-01A
0 years, female, white, stage:Stage IIIB, alive, 639 days
25.2
TCGA-F5-6813-01A
0 years, male, white, stage:Stage IIIC, dead, 598 days
25.1
TCGA-DY-A0XA-01A
0 years, female, white, stage:Stage IIA, alive, 3846 days
24.7
TCGA-EI-6885-01A
0 years, female, white, stage:Stage IV, alive, 415 days
24.6
TCGA-DY-A1DG-01A
0 years, male, white, stage:Stage IVA, dead, 1566 days
23.9
TCGA-F5-6864-01A
0 years, female, white, stage:Stage IIIB, alive, 379 days
23.8
TCGA-AG-3732-01A
0 years, female, stage:Stage I, alive, 1003 days
23.8
TCGA-AG-3592-01A
0 years, male, stage:Stage IIA, alive, 1035 days
23.7
TCGA-EI-6509-01A
0 years, male, white, stage:Stage IIIC, alive, 517 days
23.6
TCGA-DC-6158-01A
0 years, male, white, stage:Stage I, dead, 334 days
23.3
TCGA-F5-6571-01A
0 years, female, white, stage:Stage IIA, alive, 1288 days
22.9
TCGA-AF-6672-01A
0 years, male, white, stage:Stage IV, alive, 748 days
22.8
TCGA-AH-6544-01A
0 years, male, white, stage:'--, alive, 1173 days
22.7
TCGA-EI-6514-01A
0 years, female, white, stage:Stage IIA, alive, 496 days
22.5
TCGA-F5-6702-01A
0 years, male, white, stage:Stage IVA, dead, 869 days
22.2
TCGA-AH-6897-01A
0 years, male, white, stage:Stage I, alive, 804 days
21.5
TCGA-AG-3731-01A
0 years, male, stage:Stage IV, alive, 1126 days
20.7
TCGA-AH-6549-01A
0 years, male, white, stage:'--, alive, 532 days
20.7
TCGA-AH-6547-01A
0 years, female, white, stage:'--, dead, 76 days
20.7
TCGA-AH-6643-01A
0 years, male, white, stage:Stage IIIC, dead, 1314 days
20.6
TCGA-EI-6511-01A
0 years, male, white, stage:Stage IIIB, alive, 482 days
20.5
TCGA-AF-2687-01A
0 years, male, white, stage:Stage IIIC, alive, 1427 days
20.3
TCGA-F5-6812-01A
0 years, male, white, stage:Stage IIA, alive, 1110 days
19.9
TCGA-AF-A56K-01A
0 years, male, black or african american, stage:Stage IIA, alive, 2635 days
19.7
TCGA-EF-5831-01A
0 years, male, white, stage:Stage IIA, alive, 127 days
19.3
TCGA-EI-6882-01A
0 years, male, white, stage:Stage IIA, alive, 262 days
19.1
TCGA-EI-7004-01A
0 years, female, white, stage:'--, alive, 257 days
19.1
TCGA-AG-3742-01A
0 years, female, stage:Stage I, alive, 30 days
18.0
TCGA-F5-6464-01A
0 years, female, white, stage:Stage IIIC, dead, 303 days
17.6
TCGA-F5-6811-01A
0 years, female, white, stage:Stage IIA, alive, 979 days
17.0
TCGA-DY-A1DF-01A
0 years, female, white, stage:Stage IIIC, dead, 734 days
16.4
TCGA-EI-6507-01A
0 years, male, white, stage:Stage IIA, alive, 607 days
16.2
TCGA-G5-6235-01A
0 years, male, white, stage:Stage IIIB, alive, 1696 days
15.9
TCGA-AH-6903-01A
0 years, male, white, stage:Stage IIIB, alive, 592 days
15.8
TCGA-AF-2690-01A
0 years, female, white, stage:Stage IIIC, dead, 524 days
15.4
TCGA-DT-5265-01A
0 years, male, asian, stage:Stage II, alive, 384 days
15.4
TCGA-AF-2693-01A
0 years, male, white, stage:Stage I, alive, 1155 days
15.2
TCGA-DC-6156-01A
0 years, male, white, stage:Stage IVA, alive, 943 days
14.7
TCGA-G5-6233-01A
0 years, male, white, stage:'--, dead, 556 days
14.6
TCGA-EI-6917-01A
0 years, male, white, stage:Stage IIIA, alive, 531 days
14.4
TCGA-DY-A1DD-01A
0 years, female, white, stage:Stage IIIB, dead, 1741 days
14.3
TCGA-BM-6198-01A
0 years, male, white, stage:Stage IIIB, alive, 646 days
13.7
TCGA-AF-5654-01A
0 years, female, white, stage:Stage I, dead, 512 days
13.5
TCGA-DC-6682-01A
0 years, male, white, stage:Stage IIA, alive, 762 days
10.5
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.
NUDT16L1 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
11.7
Number of samples
207
Samples
Sample
Description
TPM
U0656
0 years, male, NA, stage:T3N2M0, alive, 1150 days
24.2
U0001
0 years, female, NA, stage:T3N0M0, alive, 3188 days
20.9
U2943
0 years, male, NA, stage:T3N0M0, alive, 189 days
20.1
U0601
0 years, female, NA, stage:T4N1M0, alive, 1368 days
18.8
U0430
0 years, male, NA, stage:T3N2M0, dead, 2472 days
18.5
U0137
0 years, male, NA, stage:T3N1M0, dead, 1799 days
17.9
U0118
0 years, female, NA, stage:T3N2M0, dead, 350 days
17.7
U0343
0 years, female, NA, stage:T2N0M0, alive, 701 days
17.6
U0458
0 years, male, NA, stage:T3N2M0, alive, 1073 days
17.4
U0695
0 years, male, NA, stage:T3N0M0, alive, 566 days
17.3
U0422
0 years, female, NA, stage:T3N2M1, dead, 1710 days
17.1
U0650
0 years, female, NA, stage:T2N2M0, alive, 1331 days
17.0
U0080
0 years, female, NA, stage:T3N0M0, dead, 489 days
17.0
U0542
0 years, male, NA, stage:T3N2M0, dead, 1482 days
17.0
U0147
0 years, female, NA, stage:T3N0M0, dead, 2085 days
16.6
U0852
0 years, male, NA, stage:T3N2M1, alive, 1651 days
16.6
U0173
0 years, male, NA, stage:T2N0M0, dead, 2375 days
16.3
U0296
0 years, male, NA, stage:T3N0M0, alive, 2610 days
16.2
U2972
0 years, male, NA, stage:T3N0M0, alive, 161 days
16.2
U3023
0 years, female, NA, stage:T2N0M0, alive, 404 days
16.1
U0258
0 years, male, NA, stage:T4N1M2, dead, 195 days
16.1
U0638
0 years, male, NA, stage:T2N0M0, alive, 1801 days
15.5
U0557
0 years, female, NA, stage:T3N2M0, alive, 2009 days
15.4
U2955
0 years, male, NA, stage:T3N1M0, alive, 181 days
15.3
U0457
0 years, male, NA, stage:T3N0M0, alive, 833 days
15.2
U0380
0 years, male, NA, stage:T2N0M0, alive, 2155 days
15.1
U0282
0 years, male, NA, stage:T3N2M0, dead, 1869 days
15.1
U0407
0 years, male, NA, stage:T3N1M0, dead, 2027 days
15.0
U0174
0 years, male, NA, stage:T3N0M0, alive, 450 days
15.0
U0502
0 years, male, NA, stage:T4N1M0, alive, 1065 days
15.0
U0776
0 years, male, NA, stage:T4N2M0, alive, 1702 days
14.9
U2761
0 years, female, NA, stage:T3N1M0, alive, 447 days
14.9
U0553
0 years, female, NA, stage:T3N2M0, alive, 1704 days
14.8
U0077
0 years, female, NA, stage:T2N0M0, dead, 588 days
14.8
U0230
0 years, female, NA, stage:T1N1M0, alive, 3152 days
14.8
U0351
0 years, female, NA, stage:T3N2M0, alive, 2886 days
14.7
U0324
0 years, female, NA, stage:T4N1M0, alive, 938 days
14.7
U0657
0 years, female, NA, stage:T2N0M0, dead, 1109 days
14.6
U0232
0 years, female, NA, stage:T2N0M0, dead, 994 days
14.5
U0409
0 years, female, NA, stage:T3N1M0, alive, 934 days
14.4
U0508
0 years, male, NA, stage:T3N1M0, alive, 1120 days
14.3
U0511
0 years, female, NA, stage:T3N0M0, dead, 2387 days
14.3
U0228
0 years, male, NA, stage:T2N0M0, alive, 963 days
14.2
U0334
0 years, male, NA, stage:T3N1M0, alive, 3171 days
14.2
U0654
0 years, male, NA, stage:T3N2M0, alive, 1220 days
14.2
U0671
0 years, male, NA, stage:T3N1M0, dead, 785 days
14.0
U0346
0 years, male, NA, stage:T4N2M0, alive, 1148 days
13.9
U0120
0 years, female, NA, stage:T3N0M0, alive, 3233 days
13.8
U0581
0 years, female, NA, stage:T3N2M0, alive, 1660 days
13.8
U0243
0 years, female, NA, stage:T3N2M0, alive, 2975 days
13.8
U2764
0 years, male, NA, stage:T3N2M0, alive, 440 days
13.7
U0406
0 years, female, NA, stage:T4N2M1, dead, 778 days
13.6
U2991
0 years, female, NA, stage:T1N0M0, alive, 135 days
13.6
U0132
0 years, male, NA, stage:T3N1M0, alive, 1798 days
13.6
U0809
0 years, female, NA, stage:T3N1M1, dead, 275 days
13.6
U0391
0 years, female, NA, stage:T3N0M0, alive, 1179 days
13.5
U0305
0 years, male, NA, stage:T3N1M0, alive, 2676 days
13.5
U0538
0 years, female, NA, stage:T3N1M0, alive, 1308 days
13.4
U0417
0 years, female, NA, stage:T3N2M1, dead, 893 days
13.4
U0857
0 years, male, NA, stage:T4N2M1, dead, 954 days
13.4
U0802
0 years, male, NA, stage:T3N2M1, dead, 338 days
13.3
U0304
0 years, male, NA, stage:T3N2M0, alive, 2065 days
13.2
U3049
0 years, male, NA, stage:T2N0M0, alive, 533 days
13.1
U2994
0 years, female, NA, stage:T4N1M0, alive, 132 days
13.1
U0593
0 years, male, NA, stage:T4bN0M0, alive, 876 days
13.1
U0603
0 years, male, NA, stage:T2N1M0, alive, 1904 days
13.0
U0079
0 years, male, NA, stage:T4N2M0, dead, 1891 days
13.0
U0128
0 years, female, NA, stage:T3N1M0, alive, 449 days
13.0
U0251
0 years, male, NA, stage:T2N0M0, alive, 1906 days
12.9
U0568
0 years, male, NA, stage:T4N1M0, alive, 1287 days
12.9
U0216
0 years, male, NA, stage:T2N0M0, alive, 2684 days
12.9
U0750
0 years, female, NA, stage:T3N2M0, dead, 1393 days
12.8
U0555
0 years, male, NA, stage:T3N2M0, alive, 2043 days
12.7
U0707
0 years, male, NA, stage:T3N1M0, alive, 518 days
12.7
U0591
0 years, male, NA, stage:T2N0M0, alive, 1023 days
12.7
U0849
0 years, female, NA, stage:T4N0M1, dead, 267 days
12.6
U0405
0 years, male, NA, stage:T3N1M0, alive, 829 days
12.6
U0434
0 years, male, NA, stage:T2N0M0, alive, 2558 days
12.6
U0466
0 years, male, NA, stage:T3N0M0, alive, 1381 days
12.5
U0264
0 years, male, NA, stage:T4N2M0, alive, 2020 days
12.5
U0578
0 years, male, NA, stage:T2N2M0, alive, 1724 days
12.4
U0339
0 years, male, NA, stage:T3N2M0, alive, 2155 days
12.4
U2834
0 years, male, NA, stage:T3N1M0, alive, 323 days
12.4
U0803
0 years, female, NA, stage:T3N1M1, dead, 495 days
12.3
U0535
0 years, female, NA, stage:T4N1M0, alive, 2473 days
12.2
U0643
0 years, female, NA, stage:T2N1M0, dead, 1583 days
12.2
U0820
0 years, male, NA, stage:T3NXM1, dead, 622 days
12.1
U0862
0 years, male, NA, stage:T4N2M1, dead, 1064 days
12.1
U0645
0 years, male, NA, stage:T3N0M0, alive, 1567 days
12.1
U0651
0 years, male, NA, stage:T3N0M0, alive, 1354 days
12.1
U0293
0 years, male, NA, stage:T3N1M0, alive, 2717 days
12.0
U0539
0 years, male, NA, stage:T4N2M0, alive, 2017 days
12.0
U0814
0 years, female, NA, stage:T3N1M1, dead, 482 days
12.0
U2836
0 years, male, NA, stage:T3N0M0, alive, 322 days
11.9
U0030
0 years, female, NA, stage:T2N0M0, dead, 987 days
11.8
U0550
0 years, male, NA, stage:T3N2M0, alive, 2191 days
11.8
U0454
0 years, male, NA, stage:T3N1M0, alive, 2997 days
11.8
U0604
0 years, male, NA, stage:T3N1M0, alive, 1522 days
11.7
U0116
0 years, male, NA, stage:T3N1M0, dead, 930 days
11.7
U0658
0 years, male, NA, stage:T3N2M0, alive, 1108 days
11.7
U0255
0 years, female, NA, stage:T3N2M0, dead, 1079 days
11.6
U0353
0 years, female, NA, stage:T1N0M0, alive, 2912 days
11.5
U0492
0 years, male, NA, stage:T3N2M0, alive, 1114 days
11.5
U2960
0 years, male, NA, stage:T3N1M0, alive, 176 days
11.5
U0220
0 years, male, NA, stage:T2N0M0, alive, 1066 days
11.4
U0605
0 years, male, NA, stage:T2N0M0, alive, 952 days
11.4
U0093
0 years, male, NA, stage:T3N2M0, dead, 1118 days
11.4
U0663
0 years, female, NA, stage:T3N1M0, alive, 762 days
11.3
U0238
0 years, male, NA, stage:T3N0M0, dead, 868 days
11.3
U3047
0 years, male, NA, stage:T3N2M0, alive, 205 days
11.3
U0637
0 years, male, NA, stage:T3N1M0, alive, 1997 days
11.2
U0237
0 years, male, NA, stage:T3N1M0, alive, 2492 days
11.1
U0423
0 years, female, NA, stage:T4N2M0, alive, 2735 days
11.1
U0114
0 years, male, NA, stage:T3N0M0, alive, 1910 days
11.0
U0194
0 years, male, NA, stage:T3N1M0, alive, 680 days
10.9
U0322
0 years, male, NA, stage:T4N2M0, alive, 1694 days
10.9
U0562
0 years, female, NA, stage:T3N1M0, alive, 3092 days
10.9
U0159
0 years, female, NA, stage:T3N1M0, alive, 1517 days
10.9
U0649
0 years, male, NA, stage:T2N0M0, alive, 1424 days
10.8
U0512
0 years, male, NA, stage:T3N0M0, alive, 2550 days
10.8
U0498
0 years, female, NA, stage:T4N1M0, alive, 1906 days
10.8
U0374
0 years, female, NA, stage:T2N0M0, alive, 1067 days
10.7
U0532
0 years, male, NA, stage:T3N0M0, dead, 730 days
10.7
U0097
0 years, male, NA, stage:T3N0M1, dead, 2903 days
10.7
U0311
0 years, female, NA, stage:T3N1M0, alive, 1176 days
10.6
U0558
0 years, female, NA, stage:T3N2M0, alive, 2011 days
10.5
U0713
0 years, male, NA, stage:T2N0M0, alive, 359 days
10.5
U0652
0 years, male, NA, stage:T3N0M0, alive, 1319 days
10.5
U0213
0 years, male, NA, stage:T3N1M0, alive, 3018 days
10.5
U0484
0 years, male, NA, stage:T4N2M0, alive, 1275 days
10.5
U0299
0 years, female, NA, stage:T4N2M0, alive, 43426 days
10.4
U0793
0 years, male, NA, stage:T3N1M1, dead, 195 days
10.4
U0600
0 years, male, NA, stage:T3N1M0, alive, 1659 days
10.4
U0865
0 years, female, NA, stage:T3N1M1, dead, 856 days
10.4
U0577
0 years, female, NA, stage:T3N2M0, alive, 2474 days
10.3
U0565
0 years, male, NA, stage:T4N1M0, alive, 1452 days
10.3
U0602
0 years, male, NA, stage:T2N0M0, alive, 1385 days
10.2
U0694
0 years, male, NA, stage:T4N0M0, dead, 489 days
10.1
U0861
0 years, female, NA, stage:T4N2M1, dead, 184 days
10.1
U0485
0 years, male, NA, stage:T3N0M0, dead, 2737 days
10.1
U0561
0 years, female, NA, stage:T3N2M0, alive, 1577 days
10.1
U0402
0 years, female, NA, stage:T3N1M0, dead, 2487 days
10.1
U0519
0 years, male, NA, stage:T4N2M0, dead, 519 days
10.1
U0579
0 years, female, NA, stage:T4aN0M0, alive, 2845 days
10.0
U0415
0 years, male, NA, stage:T3N1M0, alive, 2526 days
10.0
U0648
0 years, female, NA, stage:T3N0M0, alive, 1415 days
10.0
U0279
0 years, male, NA, stage:T2N1M0, dead, 176 days
9.9
U0641
0 years, female, NA, stage:T3N0M0, dead, 1626 days
9.8
U0331
0 years, male, NA, stage:T3N1M1, dead, 906 days
9.8
U0192
0 years, male, NA, stage:T3N0M0, alive, 2081 days
9.7
U0514
0 years, female, NA, stage:T2N2M0, alive, 2799 days
9.7
U0497
0 years, female, NA, stage:T3N1M0, alive, 1414 days
9.6
U0284
0 years, male, NA, stage:T3N2M0, alive, 581 days
9.6
U0640
0 years, male, NA, stage:T2N0M0, alive, 1696 days
9.6
U0437
0 years, male, NA, stage:T1N1M0, alive, 849 days
9.6
U0096
0 years, female, NA, stage:T4N2M1, dead, 257 days
9.5
U0800
0 years, male, NA, stage:T3N2M1, dead, 411 days
9.5
U0241
0 years, female, NA, stage:T2N1M0, alive, 552 days
9.5
U0088
0 years, male, NA, stage:T3N1M1, dead, 260 days
9.5
U0556
0 years, male, NA, stage:T3N2M0, alive, 2037 days
9.4
U0533
0 years, male, NA, stage:T3N2M0, alive, 2248 days
9.3
U0584
0 years, male, NA, stage:T3N2M0, alive, 2705 days
9.3
U0572
0 years, female, NA, stage:T3N1M0, alive, 2621 days
9.2
U0329
0 years, male, NA, stage:T3N1M0, dead, 805 days
9.2
U0364
0 years, female, NA, stage:T4N2M1, dead, 151 days
9.2
U0595
0 years, male, NA, stage:T2N0M0, alive, 2535 days
9.2
U0140
0 years, male, NA, stage:T3N2M0, alive, 2655 days
9.2
U0592
0 years, female, NA, stage:T2N0M0, dead, 670 days
9.2
U0325
0 years, male, NA, stage:T3N0M0, dead, 1947 days
9.1
U0138
0 years, male, NA, stage:T3N1M0, dead, 2472 days
9.0
U0545
0 years, male, NA, stage:T3N0M0, alive, 2340 days
9.0
U0494
0 years, male, NA, stage:T4N2M0, alive, 1290 days
9.0
U0534
0 years, female, NA, stage:T3N2M0, alive, 1361 days
9.0
U0359
0 years, male, NA, stage:T3N2M0, dead, 2443 days
8.8
U0666
0 years, male, NA, stage:T3N1M0, alive, 709 days
8.8
U0686
0 years, female, NA, stage:T4bN0M0, dead, 123 days
8.7
U0596
0 years, male, NA, stage:T3N0M0, alive, 2233 days
8.7
U2779
0 years, male, NA, stage:T3N0M0, alive, 419 days
8.6
U0388
0 years, male, NA, stage:T2N1M0, alive, 2186 days
8.5
U0576
0 years, male, NA, stage:T3N2M0, alive, 2540 days
8.4
U0155
0 years, male, NA, stage:T2N0M0, dead, 1672 days
8.3
U0431
0 years, female, NA, stage:T3N1M0, alive, 695 days
8.3
U0587
0 years, male, NA, stage:T3N1M0, alive, 2107 days
8.3
U0552
0 years, male, NA, stage:T3N2M0, alive, 1701 days
8.3
U0242
0 years, male, NA, stage:T3N0M0, alive, 2950 days
8.2
U0212
0 years, male, NA, stage:T3N0M1, alive, 1330 days
8.1
U0805
0 years, male, NA, stage:T3N1M1, dead, 731 days
8.0
U0848
0 years, male, NA, stage:T3N1M1, dead, 1185 days
7.9
U0675
0 years, female, NA, stage:T4N1M0, dead, 89 days
7.9
U0294
0 years, male, NA, stage:T4N0M1, alive, 561 days
7.9
U0271
0 years, female, NA, stage:T3N1M0, alive, 2414 days
7.8
U0470
0 years, female, NA, stage:T2N2M0, alive, 961 days
7.8
U0086
0 years, female, NA, stage:T3N1M0, dead, 594 days
7.6
U0366
0 years, male, NA, stage:T3NXM1, alive, 895 days
7.4
U0276
0 years, male, NA, stage:T3N1M1, alive, 934 days
7.4
U0804
0 years, female, NA, stage:T3N2M1, dead, 380 days
7.3
U0418
0 years, male, NA, stage:T4N1M0, alive, 1246 days
7.3
U0371
0 years, female, NA, stage:T3N0M0, alive, 2688 days
7.2
U0190
0 years, male, NA, stage:T3N0M0, alive, 2367 days
7.1
U0298
0 years, male, NA, stage:T3N1M0, alive, 513 days
7.1
U0642
0 years, male, NA, stage:T3N0M0, alive, 1603 days
6.7
U0647
0 years, female, NA, stage:T3N0M0, alive, 1476 days
6.2
U0468
0 years, female, NA, stage:T3N0M0, alive, 1921 days
6.2
U0205
0 years, female, NA, stage:T3N2M0, alive, 2984 days
6.2
U0478
0 years, male, NA, stage:T4N2M0, alive, 2051 days
5.9
U0188
0 years, female, NA, stage:T3N1M0, alive, 2134 days
5.5
U0594
0 years, male, NA, stage:T3N0M0, alive, 2852 days
5.4
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COLON ADENOCARCINOMA - Protein relative expression (CPTAC)
Number of samples
197
Samples
Sample ID
Sample type
nRPX
a90eb718-6a8f-4cbf-89c1-f9e9bd_D2
Tumor
0.8
ea6df59d-5240-4927-b19d-d44590_D2
Tumor
0.6
515040a4-bbfb-4a15-9e53-e7b6e6_D2
Normal
0.6
d0511ea6-43c3-4c61-b08e-cf49b7_D3
Tumor
0.5
7cc7f69f-99f5-4b23-a9e0-ba0dc8_D8
Tumor
0.5
efee6bb9-69dd-46c2-85b3-b55962_D2
Normal
0.5
b2400046-1d25-429d-a821-6040a6
Tumor
0.5
e74089a9-f78c-4ffe-8174-aef71b_D2
Normal
0.5
c65afd57-530c-4366-b2c8-463a46_D2
Tumor
0.5
803736b3-9ca9-4f9f-bdfe-8783e3_D3
Tumor
0.5
54565eae-05c5-4dae-bde9-ae4874_D2
Normal
0.4
372c900a-fced-4eef-9dc4-7282ec_D2
Tumor
0.4
f6173181-0993-4a5f-a4cd-5f30b1_D2
Tumor
0.4
ec9afcc4-ccf7-4226-b0e8-d6897d_D3
Tumor
0.4
7fd386f0-e7f6-4ee1-9cd7-b3318a_D2
Normal
0.4
d7608884-a0d6-4e9e-aac7-6cd813_D3
Tumor
0.4
0f238226-864c-4de0-8c61-01e729_D2
Tumor
0.4
3e8019e8-125f-4615-a1fa-a448e9_D2
Normal
0.4
02cde0c0-6840-495b-9b11-007d82_D2
Normal
0.4
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Normal
0.4
8cc7e656-0152-4359-8566-0581c3
Tumor
0.4
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Normal
0.4
cd3a9d59-bf13-48f3-ae97-bdbca4_D2
Normal
0.3
903d5fe0-970a-47be-a97f-3cc914_D2
Normal
0.3
211cbcef-cb1f-4c80-a1c8-a76d3c_D2
Normal
0.3
1fbb1add-4660-4ec1-b8c2-360f9f_D2
Normal
0.3
820a3f08-5bb1-44b3-a133-ee167e_D2
Tumor
0.3
5a3aa99d-ca10-45f6-939f-12392a_D2
Normal
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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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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Tumor
0.3
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Normal
0.3
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Normal
0.3
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Tumor
0.3
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Normal
0.3
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Tumor
0.3
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Normal
0.3
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Normal
0.3
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Normal
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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Normal
0.2
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Normal
0.2
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Normal
0.2
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Tumor
0.2
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Tumor
0.2
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Normal
0.2
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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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Normal
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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Normal
0.1
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Tumor
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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Tumor
0.1
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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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Tumor
0.1
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Tumor
0.1
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Tumor
0.1
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Tumor
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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Tumor
0.1
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Normal
0.1
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Tumor
0.1
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Tumor
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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Tumor
0.1
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Tumor
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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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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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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Normal
0.0
019cd0c0-733d-4b25-90e3-d54ce0_D2
Normal
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
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Tumor
0.0
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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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Normal
-0.1
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Normal
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Normal
-0.1
3a17283c-a0f4-4514-956b-080d11_D2
Normal
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Normal
-0.1
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Normal
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Normal
-0.1
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Tumor
-0.1
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Normal
-0.1
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Tumor
-0.1
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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
-0.2
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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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Tumor
-0.2
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Normal
-0.2
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Tumor
-0.2
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Normal
-0.2
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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
-0.2
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Normal
-0.2
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Tumor
-0.3
2f8b02e4-1848-4abc-a95e-dd9eb5_D3
Tumor
-0.3
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Normal
-0.3
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Normal
-0.3
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Tumor
-0.3
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Tumor
-0.3
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Normal
-0.3
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Tumor
-0.3
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Tumor
-0.3
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Tumor
-0.4
4cdeecb5-19fb-493c-91f5-eb0efc_D3
Tumor
-0.4
0aef1fe8-ca61-4113-81d0-d82ee7_D2
Tumor
-0.4
db3f5ad9-d14d-4126-a3e7-d80faa_D3
Tumor
-0.5
Show allShow less
COLORECTAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
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
