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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.
DENND4C 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
14.2
Number of samples
254
Samples
Sample
Description
TPM
TCGA-A6-5656-01A
0 years, male, white, stage:Stage I, alive, 1001 days
45.8
TCGA-A6-6780-01A
0 years, male, white, stage:Stage IIA, alive, 612 days
43.7
TCGA-SS-A7HO-01A
0 years, female, black or african american, stage:Stage IIB, alive, 1829 days
33.5
TCGA-NH-A8F7-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
30.7
TCGA-CM-6163-01A
0 years, male, white, stage:Stage I, alive, 427 days
28.6
TCGA-F4-6459-01A
0 years, female, white, stage:Stage IIIB, dead, 262 days
28.5
TCGA-CM-6165-01A
0 years, male, white, stage:Stage IIA, alive, 488 days
27.0
TCGA-QG-A5Z1-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 256 days
25.6
TCGA-A6-6648-01A
0 years, male, white, stage:Stage IVA, alive, 766 days
25.5
TCGA-A6-6781-01A
0 years, male, white, stage:Stage IIIC, alive, 598 days
25.3
TCGA-CK-5912-01A
0 years, male, white, stage:Stage I, dead, 1493 days
25.2
TCGA-D5-6922-01A
0 years, male, white, stage:Stage IIIA, alive, 308 days
24.8
TCGA-AD-6901-01A
0 years, male, white, stage:'--, dead, 682 days
24.1
TCGA-AA-3655-01A
0 years, male, stage:Stage II, alive, 1856 days
23.6
TCGA-D5-6533-01A
0 years, female, white, stage:'--, alive, 775 days
23.4
TCGA-NH-A8F8-01A
0 years, male, black or african american, stage:Stage IV, dead, 511 days
22.7
TCGA-AY-6386-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 542 days
22.3
TCGA-AZ-6603-01A
0 years, female, white, stage:'--, dead, 899 days
22.3
TCGA-A6-3809-01A
0 years, female, white, stage:Stage IIB, alive, 996 days
22.0
TCGA-F4-6460-01A
0 years, female, white, stage:Stage IIIB, dead, 972 days
21.8
TCGA-CM-6169-01A
0 years, male, black or african american, stage:Stage IIA, alive, 396 days
21.8
TCGA-DM-A285-01A
0 years, female, white, stage:Stage IV, dead, 179 days
21.7
TCGA-NH-A6GC-01A
0 years, female, black or african american, stage:Stage IVB, alive, 389 days
21.6
TCGA-A6-2674-01A
0 years, male, white, stage:Stage IV, alive, 1331 days
21.4
TCGA-D5-6539-01A
0 years, female, white, stage:'--, alive, 380 days
21.3
TCGA-CM-6161-01A
0 years, female, white, stage:Stage I, alive, 457 days
21.2
TCGA-DM-A28A-01A
0 years, male, white, stage:Stage IIIC, dead, 805 days
20.8
TCGA-CA-6715-01A
0 years, male, asian, stage:Stage IIIB, alive, 383 days
20.8
TCGA-QG-A5YV-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 1301 days
20.6
TCGA-A6-6137-01A
0 years, male, white, stage:Stage IIIB, alive, 824 days
20.5
TCGA-NH-A50U-01A
0 years, male, black or african american, stage:Stage IVA, dead, 334 days
20.4
TCGA-A6-6140-01A
0 years, male, white, stage:Stage IIA, alive, 734 days
20.4
TCGA-3L-AA1B-01A
0 years, female, black or african american, stage:Stage I, alive, 475 days
20.1
TCGA-QG-A5YX-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1003 days
20.1
TCGA-AU-6004-01A
0 years, female, white, stage:Stage I, alive, 824 days
19.6
TCGA-CM-6680-01A
0 years, female, white, stage:Stage IIIB, alive, 366 days
19.6
TCGA-A6-6650-01A
0 years, female, black or african american, stage:Stage IIA, alive, 627 days
19.3
TCGA-QG-A5Z2-01A
0 years, male, black or african american, stage:Stage I, alive, 952 days
19.2
TCGA-D5-6532-01A
0 years, male, white, stage:Stage IIA, alive, 555 days
19.1
TCGA-A6-A567-01A
0 years, male, black or african american, stage:Stage IV, dead, 1881 days
19.1
TCGA-D5-6535-01A
0 years, female, white, stage:Stage IIIB, alive, 460 days
19.1
TCGA-CM-6172-01A
0 years, female, white, stage:Stage IIIB, alive, 335 days
18.8
TCGA-G4-6303-01A
0 years, female, white, stage:Stage IV, dead, 2003 days
18.8
TCGA-D5-6531-01A
0 years, male, white, stage:Stage IIA, alive, 540 days
18.5
TCGA-D5-5539-01A
0 years, male, white, stage:Stage IIIA, alive, 596 days
18.4
TCGA-CK-5914-01A
0 years, male, white, stage:Stage IIIB, alive, 669 days
18.4
TCGA-DM-A28C-01A
0 years, male, white, stage:Stage IIA, dead, 2475 days
18.3
TCGA-CM-6676-01A
0 years, male, white, stage:Stage I, alive, 337 days
18.0
TCGA-DM-A1DB-01A
0 years, male, white, stage:Stage IIA, dead, 1348 days
17.9
TCGA-CM-6170-01A
0 years, female, white, stage:Stage I, alive, 457 days
17.9
TCGA-CM-5863-01A
0 years, female, white, stage:Stage IIIB, alive, 457 days
17.8
TCGA-A6-6653-01A
0 years, male, white, stage:Stage I, alive, 742 days
17.6
TCGA-CM-6164-01A
0 years, female, white, stage:Stage IIA, alive, 883 days
17.6
TCGA-A6-5657-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 962 days
17.5
TCGA-G4-6293-01A
0 years, female, white, stage:Stage III, alive, 4051 days
17.4
TCGA-CM-6162-01A
0 years, female, white, stage:Stage IIIB, alive, 365 days
17.3
TCGA-A6-A56B-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 1711 days
17.3
TCGA-CK-6747-01A
0 years, female, white, stage:Stage IIA, alive, 820 days
17.2
TCGA-AY-A54L-01A
0 years, female, black or african american, stage:Stage I, alive, 525 days
17.1
TCGA-DM-A288-01A
0 years, male, white, stage:Stage IIIC, dead, 427 days
16.9
TCGA-D5-6926-01A
0 years, male, white, stage:Stage IIIB, alive, 275 days
16.8
TCGA-CM-6167-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 456 days
16.8
TCGA-CA-6717-01A
0 years, male, asian, stage:Stage IIA, alive, 388 days
16.8
TCGA-A6-3810-01A
0 years, male, white, stage:Stage IIA, alive, 1111 days
16.8
TCGA-AY-6197-01A
0 years, male, white, stage:Stage IIA, alive, 652 days
16.8
TCGA-D5-5538-01A
0 years, female, white, stage:Stage IIIB, dead, 1661 days
16.7
TCGA-WS-AB45-01A
0 years, female, black or african american, stage:Stage IIA, alive, 2130 days
16.7
TCGA-NH-A6GB-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 476 days
16.7
TCGA-D5-6898-01A
0 years, female, white, stage:Stage I, alive, 229 days
16.6
TCGA-G4-6626-01A
0 years, male, white, stage:Stage IIA, dead, 1 days
16.6
TCGA-D5-6538-01A
0 years, female, white, stage:Stage IIIB, alive, 521 days
16.5
TCGA-NH-A6GA-01A
0 years, male, black or african american, stage:Stage IIIC, dead, 302 days
16.5
TCGA-A6-6142-01A
0 years, female, white, stage:Stage IVA, alive, 763 days
16.4
TCGA-CM-6171-01A
0 years, female, white, stage:Stage I, alive, 427 days
16.3
TCGA-A6-6782-01A
0 years, male, white, stage:Stage IIB, alive, 617 days
16.3
TCGA-DM-A28F-01A
0 years, male, white, stage:Stage IIIB, dead, 1094 days
16.2
TCGA-F4-6704-01A
0 years, male, american indian or alaska native, stage:Stage IIIC, alive, 47 days
16.1
TCGA-A6-6138-01A
0 years, male, white, stage:Stage I, alive, 685 days
16.1
TCGA-CA-6719-01A
0 years, male, asian, stage:Stage IIA, alive, 435 days
16.0
TCGA-G4-6314-01A
0 years, female, white, stage:Stage IV, alive, 1093 days
16.0
TCGA-CA-6716-01A
0 years, male, asian, stage:Stage IIA, alive, 371 days
16.0
TCGA-A6-6652-01A
0 years, male, black or african american, stage:Stage IVA, alive, 751 days
15.9
TCGA-D5-6924-01A
0 years, male, white, stage:Stage IIA, alive, 435 days
15.8
TCGA-AY-A69D-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
15.7
TCGA-A6-A5ZU-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 293 days
15.6
TCGA-A6-5661-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1020 days
15.3
TCGA-CA-5797-01A
0 years, male, asian, stage:Stage IIA, alive, 383 days
15.3
TCGA-G4-6322-01A
0 years, male, white, stage:Stage IIIB, alive, 792 days
15.3
TCGA-CM-5862-01A
0 years, male, white, stage:Stage IVA, dead, 153 days
15.2
TCGA-A6-5662-01A
0 years, male, white, stage:Stage IVA, alive, 718 days
15.2
TCGA-F4-6855-01A
0 years, female, white, stage:Stage IIA, alive, 1442 days
15.1
TCGA-A6-5659-01A
0 years, male, white, stage:Stage I, alive, 926 days
15.1
TCGA-F4-6807-01A
0 years, female, white, stage:Stage IIIC, alive, 1309 days
15.1
TCGA-AA-3660-01A
0 years, female, stage:Stage II, alive, 2375 days
15.1
TCGA-D5-6920-01A
0 years, female, white, stage:Stage IIA, alive, 377 days
14.8
TCGA-F4-6463-01A
0 years, male, white, stage:Stage IIA, alive, 1087 days
14.7
TCGA-AZ-6607-01A
0 years, male, white, stage:Stage IV, dead, 97 days
14.6
TCGA-AD-A5EK-01A
0 years, male, black or african american, stage:Stage I, alive, 500 days
14.6
TCGA-F4-6805-01A
0 years, female, white, stage:Stage IIA, alive, 1047 days
14.5
TCGA-AA-3713-01A
0 years, male, stage:Stage IV, alive, 579 days
14.5
TCGA-AD-6899-01A
0 years, male, white, stage:Stage IIIC, dead, 176 days
14.4
TCGA-CK-5916-01A
0 years, female, white, stage:Stage I, dead, 643 days
14.3
TCGA-A6-2686-01A
0 years, female, white, stage:Stage IIA, dead, 1126 days
14.2
TCGA-AM-5820-01A
0 years, female, white, stage:Stage IVA, alive, 14 days
14.2
TCGA-G4-6315-01A
0 years, male, white, stage:Stage IV, alive, 1883 days
14.2
TCGA-G4-6625-01A
0 years, female, white, stage:Stage IIA, alive, 2792 days
14.1
TCGA-D5-7000-01A
0 years, female, white, stage:Stage I, alive, 312 days
14.1
TCGA-F4-6806-01A
0 years, female, white, stage:Stage I, alive, 1260 days
14.1
TCGA-A6-5660-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 888 days
14.1
TCGA-F4-6854-01A
0 years, female, white, stage:Stage IIA, alive, 16 days
14.0
TCGA-DM-A28H-01A
0 years, male, white, stage:Stage IIIC, alive, 3561 days
14.0
TCGA-CM-5344-01A
0 years, female, white, stage:Stage IIIB, alive, 670 days
14.0
TCGA-CA-5255-01A
0 years, male, asian, stage:Stage IIA, alive, 376 days
13.9
TCGA-AY-5543-01A
0 years, female, black or african american, stage:Stage IVA, alive, 1004 days
13.9
TCGA-AZ-6600-01A
0 years, male, black or african american, stage:Stage IV, dead, 368 days
13.8
TCGA-DM-A1DA-01A
0 years, female, white, stage:Stage IIIC, dead, 228 days
13.8
TCGA-F4-6569-01A
0 years, male, white, stage:Stage I, alive, 1087 days
13.8
TCGA-QL-A97D-01A
0 years, female, black or african american, stage:Stage I, alive, 666 days
13.8
TCGA-AD-6965-01A
0 years, male, white, stage:Stage IIIC, alive, 805 days
13.8
TCGA-D5-6929-01A
0 years, female, white, stage:Stage IV, alive, 408 days
13.7
TCGA-G4-6310-01A
0 years, male, white, stage:Stage IIIB, alive, 1935 days
13.7
TCGA-G4-6323-01A
0 years, male, black or african american, stage:Stage IA, alive, 419 days
13.7
TCGA-AA-A02K-01A
0 years, male, stage:Stage IV, dead, 426 days
13.6
TCGA-DM-A1D8-01A
0 years, female, white, stage:'--, dead, 383 days
13.6
TCGA-CM-5864-01A
0 years, male, white, stage:Stage I, alive, 457 days
13.6
TCGA-AU-3779-01A
0 years, female, white, stage:Stage IIA, alive, 441 days
13.5
TCGA-A6-5665-01A
0 years, female, white, stage:Stage IIA, alive, 671 days
13.5
TCGA-G4-6309-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2600 days
13.5
TCGA-AA-3662-01A
0 years, female, stage:Stage IV, alive, 184 days
13.5
TCGA-G4-6306-01A
0 years, male, white, stage:'--, alive, 1359 days
13.5
TCGA-A6-2675-01A
0 years, male, white, stage:Stage IIA, alive, 1321 days
13.4
TCGA-A6-6141-01A
0 years, male, black or african american, stage:Stage IIA, alive, 255 days
13.4
TCGA-T9-A92H-01A
0 years, male, black or african american, stage:Stage IIA, alive, 362 days
13.4
TCGA-G4-6294-01A
0 years, male, white, stage:Stage IV, dead, 858 days
13.4
TCGA-AD-6890-01A
0 years, male, white, stage:'--, alive, 746 days
13.4
TCGA-DM-A28G-01A
0 years, male, white, stage:Stage IIA, dead, 1849 days
13.3
TCGA-A6-5667-01A
0 years, female, white, stage:Stage IIIB, alive, 887 days
13.2
TCGA-D5-6923-01A
0 years, male, white, stage:Stage I, alive, 378 days
13.2
TCGA-AY-A8YK-01A
0 years, male, black or african american, stage:Stage IVA, alive, 573 days
13.1
TCGA-CM-4751-01A
0 years, male, white, stage:Stage IIIB, alive, 822 days
13.0
TCGA-AZ-6599-01A
0 years, male, white, stage:Stage I, dead, 206 days
12.9
TCGA-A6-A566-01A
0 years, female, black or african american, stage:Stage IIIB, dead, 758 days
12.9
TCGA-CK-6748-01A
0 years, female, white, stage:Stage IV, alive, 61 days
12.8
TCGA-A6-5664-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 672 days
12.8
TCGA-CM-6677-01A
0 years, female, white, stage:Stage IIA, alive, 337 days
12.7
TCGA-D5-5537-01A
0 years, male, white, stage:'--, dead, 1381 days
12.7
TCGA-5M-AAT4-01A
0 years, male, black or african american, stage:Stage IV, dead, 49 days
12.7
TCGA-D5-6931-01A
0 years, male, white, stage:Stage IIIC, alive, 365 days
12.5
TCGA-AA-3489-01A
0 years, male, stage:Stage II, dead, 214 days
12.5
TCGA-AZ-6606-01A
0 years, male, white, stage:Stage IV, dead, 357 days
12.5
TCGA-D5-6541-01A
0 years, male, white, stage:Stage IIA, alive, 474 days
12.4
TCGA-G4-6295-01A
0 years, female, white, stage:Stage II, alive, 254 days
12.3
TCGA-CM-6679-01A
0 years, male, white, stage:Stage IIA, alive, 306 days
12.3
TCGA-CM-6168-01A
0 years, female, black or african american, stage:Stage IIA, alive, 395 days
12.3
TCGA-CM-5868-01A
0 years, female, white, stage:Stage IVA, alive, 518 days
12.2
TCGA-AD-6548-01A
0 years, female, white, stage:Stage I, alive, 650 days
12.2
TCGA-CA-5254-01A
0 years, female, asian, stage:Stage IIA, alive, 386 days
12.1
TCGA-AZ-5407-01A
0 years, female, white, stage:Stage I, alive, 2683 days
12.1
TCGA-G4-6304-01A
0 years, female, white, stage:Stage IIB, alive, 1631 days
12.1
TCGA-DM-A1D4-01A
0 years, male, white, stage:Stage IIA, dead, 2821 days
12.1
TCGA-CK-6751-01A
0 years, female, white, stage:Stage I, alive, 518 days
12.0
TCGA-F4-6461-01A
0 years, female, white, stage:Stage IIIC, dead, 338 days
12.0
TCGA-A6-6649-01A
0 years, male, white, stage:Stage IIIB, alive, 735 days
12.0
TCGA-G4-6627-01A
0 years, male, white, stage:Stage IIA, alive, 2175 days
11.9
TCGA-F4-6856-01A
0 years, male, white, stage:Stage I, alive, 1074 days
11.9
TCGA-AZ-5403-01A
0 years, male, white, stage:Stage II, dead, 1910 days
11.8
TCGA-CM-5860-01A
0 years, male, white, stage:Stage IIA, alive, 974 days
11.7
TCGA-NH-A50T-01A
0 years, female, black or african american, stage:Stage IIA, alive, 553 days
11.6
TCGA-CM-6675-01A
0 years, male, black or african american, stage:Stage IVB, alive, 397 days
11.6
TCGA-D5-6530-01A
0 years, male, white, stage:Stage I, alive, 621 days
11.6
TCGA-G4-6311-01A
0 years, male, white, stage:Stage III, alive, 1199 days
11.5
TCGA-AA-3663-01A
0 years, male, stage:Stage II, alive, 212 days
11.4
TCGA-DM-A28E-01A
0 years, female, white, stage:Stage IIA, alive, 3648 days
11.4
TCGA-CA-6718-01A
0 years, male, asian, stage:Stage IIA, dead, 306 days
11.3
TCGA-AZ-6601-01A
0 years, male, white, stage:Stage II, dead, 3042 days
11.3
TCGA-DM-A28M-01A
0 years, male, white, stage:Stage IIA, alive, 2895 days
11.3
TCGA-DM-A1D9-01A
0 years, female, white, stage:Stage IIA, alive, 4270 days
11.1
TCGA-5M-AATE-01A
0 years, male, black or african american, stage:Stage IIA, alive, 1200 days
11.0
TCGA-A6-A565-01A
0 years, female, black or african american, stage:Stage IIIC, dead, 494 days
10.9
TCGA-AY-A71X-01A
0 years, female, black or african american, stage:Stage I, alive, 588 days
10.8
TCGA-CM-5348-01A
0 years, male, white, stage:Stage IIIB, alive, 699 days
10.8
TCGA-AD-6963-01A
0 years, male, white, stage:'--, alive, 834 days
10.7
TCGA-F4-6809-01A
0 years, female, white, stage:Stage IVA, dead, 403 days
10.7
TCGA-DM-A1D6-01A
0 years, male, white, stage:Stage IIA, dead, 570 days
10.6
TCGA-AZ-6605-01A
0 years, male, white, stage:Stage IIIB, dead, 159 days
10.6
TCGA-D5-6534-01A
0 years, female, white, stage:Stage IIA, alive, 1316 days
10.6
TCGA-D5-6932-01A
0 years, male, white, stage:Stage IIA, alive, 346 days
10.6
TCGA-CM-5349-01A
0 years, female, white, stage:Stage IIA, alive, 915 days
10.6
TCGA-AD-6895-01A
0 years, male, white, stage:Stage IIIB, alive, 763 days
10.5
TCGA-G4-6586-01A
0 years, female, white, stage:Stage IIA, alive, 1089 days
10.5
TCGA-G4-6321-01A
0 years, female, white, stage:Stage III, alive, 672 days
10.3
TCGA-D5-6537-01A
0 years, male, white, stage:Stage IIIB, dead, 146 days
10.3
TCGA-NH-A50V-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 588 days
10.2
TCGA-F4-6570-01A
0 years, female, white, stage:Stage IIA, dead, 188 days
10.2
TCGA-AA-3511-01A
0 years, male, stage:Stage II, alive, 212 days
10.1
TCGA-AA-3496-01A
0 years, female, stage:Stage II, alive, 31 days
10.1
TCGA-A6-5666-01A
0 years, male, white, stage:Stage IIC, alive, 995 days
10.0
TCGA-F4-6808-01A
0 years, female, white, stage:Stage I, alive, 1024 days
10.0
TCGA-A6-6654-01A
0 years, female, white, stage:Stage IIIB, alive, 726 days
10.0
TCGA-AD-6964-01A
0 years, male, white, stage:'--, dead, 331 days
9.9
TCGA-AA-3697-01A
0 years, male, stage:Stage II, alive, 2587 days
9.9
TCGA-AY-6196-01A
0 years, male, white, stage:Stage IIIC, alive, 6 days
9.9
TCGA-G4-6297-01A
0 years, female, white, stage:Stage IV, alive, 2506 days
9.9
TCGA-D5-6927-01A
0 years, male, white, stage:Stage IIA, alive, 287 days
9.8
TCGA-CK-4952-01A
0 years, female, white, stage:Stage IIIC, alive, 475 days
9.7
TCGA-RU-A8FL-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 1177 days
9.6
TCGA-AZ-6598-01A
0 years, female, white, stage:Stage II, dead, 1503 days
9.6
TCGA-G4-6320-01A
0 years, male, white, stage:Stage III, alive, 804 days
9.6
TCGA-A6-4105-01A
0 years, male, white, stage:Stage IIA, dead, 442 days
9.5
TCGA-DM-A1D0-01A
0 years, female, white, stage:Stage IIA, alive, 3974 days
9.5
TCGA-CK-5913-01A
0 years, female, white, stage:Stage IIA, alive, 1561 days
9.4
TCGA-CM-6166-01A
0 years, female, white, stage:Stage I, alive, 669 days
9.3
TCGA-AA-3675-01A
0 years, male, stage:Stage II, alive, 1431 days
9.2
TCGA-G4-6307-01A
0 years, female, white, stage:Stage IIIB, alive, 1674 days
9.2
TCGA-F4-6703-01A
0 years, male, white, stage:Stage IIA, alive, 1456 days
9.0
TCGA-A6-6651-01A
0 years, female, white, stage:Stage IIIB, alive, 662 days
9.0
TCGA-QG-A5YW-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 896 days
8.9
TCGA-DM-A0X9-01A
0 years, female, white, stage:Stage IIA, alive, 3641 days
8.9
TCGA-D5-6540-01A
0 years, male, white, stage:Stage I, alive, 491 days
8.7
TCGA-CK-4950-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2599 days
8.6
TCGA-DM-A28K-01A
0 years, male, white, stage:Stage IIA, alive, 2988 days
8.3
TCGA-4T-AA8H-01A
0 years, female, black or african american, stage:Stage IIA, alive, 385 days
8.3
TCGA-DM-A1D7-01A
0 years, male, white, stage:Stage IIA, dead, 405 days
8.3
TCGA-AD-6889-01A
0 years, male, asian, stage:Stage IIA, dead, 2532 days
8.2
TCGA-AA-3526-01A
0 years, male, stage:Stage I, alive, 580 days
8.2
TCGA-CM-6674-01A
0 years, male, white, stage:Stage IIA, alive, 394 days
8.1
TCGA-CM-4744-01A
0 years, male, white, stage:Stage I, alive, 609 days
7.9
TCGA-DM-A280-01A
0 years, female, white, stage:Stage IIA, dead, 236 days
7.8
TCGA-4N-A93T-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 146 days
7.7
TCGA-DM-A1HA-01A
0 years, male, white, stage:Stage IIIC, alive, 2600 days
7.7
TCGA-D5-6536-01A
0 years, male, white, stage:Stage IIA, alive, 543 days
7.7
TCGA-AM-5821-01A
0 years, female, white, stage:Stage IIA, alive, 28 days
7.7
TCGA-AZ-6608-01A
0 years, female, white, stage:Stage IIIA, dead, 59 days
7.7
TCGA-AA-A02Y-01A
0 years, male, stage:Stage I, alive, 1216 days
7.6
TCGA-G4-6628-01A
0 years, male, white, stage:Stage I, alive, 2424 days
7.5
TCGA-D5-6928-01A
0 years, male, white, stage:Stage IIA, alive, 354 days
7.4
TCGA-G4-6299-01A
0 years, male, white, stage:Stage IIIC, alive, 2268 days
7.2
TCGA-5M-AAT6-01A
0 years, female, black or african american, stage:Stage IV, dead, 290 days
7.2
TCGA-G4-6588-01A
0 years, female, white, stage:Stage IIA, alive, 796 days
7.2
TCGA-AZ-4323-01A
0 years, male, white, stage:Stage IV, dead, 43 days
7.2
TCGA-G4-6317-01A
0 years, female, white, stage:Stage IIIC, alive, 1095 days
7.2
TCGA-CM-5861-01A
0 years, female, white, stage:Stage IIA, alive, 457 days
7.1
TCGA-CM-6678-01A
0 years, female, white, stage:Stage IVA, alive, 335 days
7.0
TCGA-D5-6529-01A
0 years, male, white, stage:Stage IIA, alive, 614 days
6.7
TCGA-DM-A282-01A
0 years, female, white, stage:Stage IIA, alive, 4233 days
6.6
TCGA-D5-6930-01A
0 years, male, white, stage:Stage IIA, alive, 406 days
6.5
TCGA-AD-5900-01A
0 years, male, white, stage:Stage I, alive, 370 days
6.3
TCGA-AZ-4616-01A
0 years, female, white, stage:Stage IV, dead, 156 days
6.1
TCGA-AD-6888-01A
0 years, male, white, stage:Stage IIIB, dead, 472 days
6.0
TCGA-DM-A1HB-01A
0 years, male, white, stage:Stage IIIB, alive, 4126 days
5.8
TCGA-DM-A0XF-01A
0 years, female, white, stage:Stage IIIC, dead, 1162 days
5.6
TCGA-CM-4743-01A
0 years, male, white, stage:Stage IIA, alive, 701 days
5.2
TCGA-AA-3685-01A
0 years, male, stage:Stage II, alive, 1127 days
4.2
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.
DENND4C 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
31.9
Number of samples
486
Samples
Sample
Description
TPM
U0967
0 years, male, NA, stage:T2N0M0, dead, 1691 days
94.2
U0135
0 years, female, NA, stage:T3N0M0, alive, 1738 days
81.9
U0288
0 years, male, NA, stage:T1N0M0, alive, 1513 days
67.6
U3034
0 years, female, NA, stage:T3N1M0, alive, 443 days
65.9
U0383
0 years, male, NA, stage:T3N2M1, dead, 595 days
65.8
U0157
0 years, male, NA, stage:T4N0M0, dead, 131 days
64.2
U2848
0 years, female, NA, stage:T4N2M0, alive, 669 days
63.5
U2958
0 years, female, NA, stage:T1N0M0, alive, 536 days
61.0
U0379
0 years, male, NA, stage:T2N0M0, alive, 1819 days
60.2
U1040
0 years, male, NA, stage:T2N0M0, alive, 1029 days
58.7
U0414
0 years, male, NA, stage:T3N0M0, alive, 1691 days
58.0
U0446
0 years, male, NA, stage:T2N0M0, alive, 1446 days
56.0
U0429
0 years, female, NA, stage:T3N0M1, alive, 1099 days
56.0
U0451
0 years, female, NA, stage:T4N2M0, alive, 3023 days
55.9
U0447
0 years, male, NA, stage:T4N1M0, dead, 1819 days
55.7
U0444
0 years, female, NA, stage:T4N1M0, alive, 1841 days
54.9
U0302
0 years, male, NA, stage:T1N0M0, alive, 892 days
54.6
U2861
0 years, male, NA, stage:T3N0M0, alive, 652 days
53.8
U0063
0 years, male, NA, stage:T1N0M0, dead, 1779 days
53.4
U0306
0 years, male, NA, stage:T3N1M0, dead, 717 days
53.2
U1022
0 years, male, NA, stage:T4N2M0, dead, 61 days
52.7
U0933
0 years, male, NA, stage:T3N2M0, dead, 1960 days
52.4
U0313
0 years, male, NA, stage:T4N1M0, dead, 1142 days
52.4
U0224
0 years, female, NA, stage:T3N0M0, alive, 2367 days
52.2
U0972
0 years, female, NA, stage:T1N0M0, alive, 2473 days
52.2
U1483
0 years, female, NA, stage:T3N0M0, alive, 1094 days
51.4
U0104
0 years, female, NA, stage:T4N0M0, dead, 1639 days
51.2
U0121
0 years, male, NA, stage:T4N2M0, alive, 655 days
50.2
U1239
0 years, male, NA, stage:T2N0M0, dead, 1998 days
50.0
U0328
0 years, male, NA, stage:T4N0M0, dead, 1362 days
49.7
U0236
0 years, male, NA, stage:T3N1M0, alive, 1842 days
49.7
U0352
0 years, female, NA, stage:T4N2M0, dead, 385 days
49.4
U0250
0 years, female, NA, stage:T4N0M0, dead, 906 days
49.2
U0942
0 years, male, NA, stage:T3N0M0, alive, 665 days
49.2
U3008
0 years, female, NA, stage:T2N0M0, alive, 473 days
49.1
U0144
0 years, male, NA, stage:T3N0M0, alive, 1218 days
49.0
U0387
0 years, male, NA, stage:T2N0M0, alive, 1327 days
49.0
U0937
0 years, male, NA, stage:T2N0M0, dead, 1558 days
48.9
U0292
0 years, male, NA, stage:T4N1M0, alive, 1666 days
48.8
U2975
0 years, male, NA, stage:T4N1M0, alive, 514 days
48.7
U0177
0 years, female, NA, stage:T3N0M0, alive, 355 days
48.3
U0166
0 years, female, NA, stage:T3N0M0, alive, 763 days
48.2
U0950
0 years, female, NA, stage:T4N1M0, alive, 1834 days
47.0
U0073
0 years, male, NA, stage:T4N0MX, dead, 318 days
47.0
U0162
0 years, female, NA, stage:T3N0M0, alive, 1488 days
46.6
U3048
0 years, male, NA, stage:T4N2M0, alive, 535 days
46.5
U1145
0 years, female, NA, stage:T3N0M0, dead, 445 days
46.4
U1253
0 years, female, NA, stage:T3N0M0, dead, 165 days
46.4
U0203
0 years, male, NA, stage:T3N0M0, dead, 827 days
46.4
U0290
0 years, male, NA, stage:T4N2M0, dead, 593 days
46.2
U2956
0 years, female, NA, stage:T3N0M0, alive, 540 days
45.9
U0268
0 years, male, NA, stage:T3N0M0, alive, 2978 days
45.3
U0103
0 years, female, NA, stage:T3N1M0, alive, 1197 days
45.1
U1130
0 years, male, NA, stage:T2N1M0, alive, 913 days
45.0
U0181
0 years, female, NA, stage:T1N0M0, alive, 3623 days
44.7
U2927
0 years, male, NA, stage:T3N1M0, alive, 564 days
44.2
U0469
0 years, male, NA, stage:T3N0M0, dead, 409 days
44.2
U1103
0 years, female, NA, stage:T4N2M0, alive, 975 days
44.0
U0195
0 years, male, NA, stage:T3N0M0, alive, 3326 days
44.0
U1102
0 years, male, NA, stage:T2N0M0, alive, 1354 days
43.8
U0356
0 years, male, NA, stage:T4N1M0, alive, 536 days
43.8
U0185
0 years, male, NA, stage:T1N0M0, alive, 1248 days
43.7
U0198
0 years, male, NA, stage:T3N1M0, alive, 1272 days
43.6
U1448
0 years, male, NA, stage:T3N0M1, dead, 1512 days
43.5
U2882
0 years, female, NA, stage:T3N1M0, alive, 637 days
43.5
U1073
0 years, female, NA, stage:T3N1M0, alive, 1359 days
43.3
U0300
0 years, male, NA, stage:T2N0M0, alive, 974 days
43.3
U0085
0 years, male, NA, stage:T4N1M0, dead, 1698 days
43.1
U3032
0 years, female, NA, stage:T3N1M0, alive, 449 days
43.0
U0400
0 years, male, NA, stage:T4N0M0, dead, 1073 days
42.8
U0376
0 years, male, NA, stage:T2N1M0, alive, 965 days
42.5
U1160
0 years, male, NA, stage:T3N1M0, alive, 1557 days
42.5
U1208
0 years, female, NA, stage:T1N0M0, alive, 834 days
42.5
U0287
0 years, female, NA, stage:T2N0M0, alive, 1897 days
42.3
U0239
0 years, male, NA, stage:T2N0M0, alive, 67 days
42.2
U0202
0 years, male, NA, stage:T3N0M0, dead, 2670 days
42.0
U0148
0 years, male, NA, stage:T3N0M0, alive, 1780 days
41.9
U3029
0 years, male, NA, stage:T2N0M0, alive, 475 days
41.5
U0396
0 years, male, NA, stage:T4N2M0, alive, 2243 days
41.1
U3024
0 years, female, NA, stage:T3N0M0, alive, 463 days
40.9
U0347
0 years, female, NA, stage:T4N1M1, alive, 628 days
40.8
U1447
0 years, male, NA, stage:T4N1M0, alive, 988 days
40.8
U2995
0 years, female, NA, stage:T3N1M0, alive, 491 days
40.8
U2753
0 years, female, NA, stage:T2N0M0, alive, 813 days
40.4
U2792
0 years, male, NA, stage:T2N1M0, alive, 758 days
40.2
U3039
0 years, male, NA, stage:T4N1M1, dead, 366 days
40.1
U2837
0 years, female, NA, stage:T4N1M0, alive, 681 days
40.1
U0229
0 years, female, NA, stage:TXN2M1, dead, 2115 days
39.9
U0208
0 years, female, NA, stage:T3N1M0, dead, 1233 days
39.9
U0078
0 years, female, NA, stage:T3N0M0, alive, 1183 days
39.7
U1095
0 years, female, NA, stage:T3N1M1, alive, 2425 days
39.6
U0349
0 years, male, NA, stage:T3N1M0, alive, 2682 days
39.5
U0193
0 years, male, NA, stage:T3N1M0, dead, 876 days
39.5
U2843
0 years, female, NA, stage:T3N0M0, alive, 674 days
39.4
U2999
0 years, female, NA, stage:T2N0M0, alive, 581 days
39.4
U1421
0 years, female, NA, stage:T3N1M0, alive, 1905 days
39.4
U1332
0 years, male, NA, stage:T3N0M0, alive, 1672 days
39.2
U0095
0 years, male, NA, stage:T4N1M0, dead, 1034 days
39.2
U0413
0 years, male, NA, stage:T2N0M0, alive, 1228 days
39.1
U0285
0 years, female, NA, stage:T3N0M0, alive, 2165 days
39.1
U0225
0 years, male, NA, stage:T3N1M0, alive, 581 days
39.1
U0929
0 years, male, NA, stage:T4N1M0, alive, 436 days
39.0
U1155
0 years, male, NA, stage:T4N1M0, alive, 1815 days
38.5
U0369
0 years, female, NA, stage:T3N0M0, dead, 1095 days
38.5
U1301
0 years, female, NA, stage:T4N2M0, dead, 877 days
38.3
U0471
0 years, female, NA, stage:T3N1M0, alive, 1673 days
38.3
U2928
0 years, male, NA, stage:T2N0M0, alive, 563 days
37.8
U1220
0 years, male, NA, stage:T3N2M0, dead, 1953 days
37.8
U0441
0 years, female, NA, stage:T2N1M0, alive, 2738 days
37.7
U0227
0 years, female, NA, stage:T4N2M0, alive, 291 days
37.7
U3042
0 years, male, NA, stage:T3N0M0, alive, 324 days
37.5
U3022
0 years, male, NA, stage:T2N0M0, alive, 484 days
37.4
U0245
0 years, female, NA, stage:T3N1M0, dead, 564 days
37.2
U0438
0 years, female, NA, stage:T3N0M0, alive, 2009 days
37.0
U1352
0 years, male, NA, stage:T3N2M1, dead, 741 days
37.0
U1240
0 years, male, NA, stage:T4N0M0, alive, 765 days
37.0
U3051
0 years, male, NA, stage:T3N2M0, alive, 415 days
36.9
U0247
0 years, female, NA, stage:T3N1M0, alive, 2538 days
36.7
U2971
0 years, male, NA, stage:T4aN0M0, alive, 629 days
36.5
U0463
0 years, male, NA, stage:T3N0M0, alive, 946 days
36.4
U2782
0 years, male, NA, stage:T3N1M1, alive, 773 days
36.3
U0403
0 years, male, NA, stage:T3N1M1, dead, 1809 days
36.3
U0180
0 years, male, NA, stage:T3N0M1, dead, 965 days
36.3
U1303
0 years, male, NA, stage:T4N1M0, alive, 2283 days
36.3
U0257
0 years, male, NA, stage:T3N1M0, dead, 2508 days
36.3
U0108
0 years, female, NA, stage:T3N0M1, alive, 535 days
36.2
U1274
0 years, male, NA, stage:T2N1M0, alive, 1198 days
36.1
U0404
0 years, female, NA, stage:T3N2M0, dead, 204 days
36.0
U1474
0 years, female, NA, stage:T1N0MX, alive, 2012 days
36.0
U0323
0 years, male, NA, stage:T2N0M0, dead, 1016 days
35.9
U0908
0 years, female, NA, stage:T3N0M1, dead, 40 days
35.8
U0373
0 years, female, NA, stage:T3N0M0, alive, 1822 days
35.8
U0416
0 years, male, NA, stage:T1N1M0, alive, 1228 days
35.8
U0107
0 years, male, NA, stage:T3N0M0, dead, 2354 days
35.7
U0991
0 years, male, NA, stage:T4N2M0, dead, 534 days
35.6
U0100
0 years, female, NA, stage:T3N0M0, dead, 1920 days
35.5
U0152
0 years, male, NA, stage:T3N1M0, alive, 989 days
35.5
U0984
0 years, female, NA, stage:T4N0M0, alive, 1287 days
35.4
U0385
0 years, male, NA, stage:T3N0M0, alive, 902 days
35.4
U2947
0 years, female, NA, stage:T3N0M0, alive, 543 days
35.3
U0462
0 years, female, NA, stage:T4N1M0, alive, 1017 days
35.3
U1473
0 years, female, NA, stage:T3N0M0, alive, 1553 days
35.2
U0209
0 years, male, NA, stage:T3N1M0, alive, 2109 days
35.2
U0178
0 years, female, NA, stage:T3N1M0, dead, 2096 days
35.1
U1432
0 years, female, NA, stage:T3N1M0, alive, 577 days
35.1
U2953
0 years, female, NA, stage:T4aN0M0, alive, 541 days
35.1
U0126
0 years, male, NA, stage:T3N0M0, dead, 2876 days
35.0
U1049
0 years, female, NA, stage:T3N1M0, alive, 1200 days
35.0
U1346
0 years, female, NA, stage:T3N0M0, alive, 1137 days
34.9
U0433
0 years, male, NA, stage:T4N1M1, dead, 440 days
34.9
U0382
0 years, female, NA, stage:T3N0M0, alive, 2550 days
34.8
U1129
0 years, male, NA, stage:T3N0M0, dead, 118 days
34.8
U0332
0 years, female, NA, stage:T3N0M0, alive, 2101 days
34.8
U0467
0 years, female, NA, stage:T3N0M0, alive, 1848 days
34.8
U0966
0 years, male, NA, stage:T4N0M0, dead, 1513 days
34.7
U0375
0 years, male, NA, stage:T3N0M0, dead, 666 days
34.6
U0411
0 years, female, NA, stage:T3N1M0, alive, 1868 days
34.4
U2803
0 years, male, NA, stage:T3N1M0, alive, 744 days
34.4
U0175
0 years, male, NA, stage:T3N2M0, alive, 1875 days
34.4
U0254
0 years, female, NA, stage:T3N1M0, alive, 659 days
34.4
U0426
0 years, male, NA, stage:T3N0M0, dead, 976 days
34.3
U0939
0 years, male, NA, stage:T3N1M0, alive, 2960 days
34.3
U0127
0 years, female, NA, stage:T3N0M0, dead, 2753 days
34.3
U0098
0 years, male, NA, stage:T3N0M0, dead, 2473 days
34.3
U1065
0 years, female, NA, stage:T3N2M0, alive, 2954 days
34.2
U0125
0 years, female, NA, stage:T1N0M0, dead, 668 days
34.2
U1321
0 years, male, NA, stage:T3N1M0, alive, 2578 days
33.9
U0004
0 years, female, NA, stage:T4N0M0, alive, 3649 days
33.7
U0397
0 years, male, NA, stage:T4N0M0, alive, 1663 days
33.7
U1291
0 years, female, NA, stage:T3N0M0, alive, 2000 days
33.6
U1078
0 years, female, NA, stage:T3N0M0, alive, 1016 days
33.6
U0439
0 years, male, NA, stage:T3N1M0, alive, 1418 days
33.6
U0338
0 years, female, NA, stage:T3N0M0, alive, 1016 days
33.4
U2819
0 years, female, NA, stage:T3N0M0, alive, 708 days
33.4
U0146
0 years, female, NA, stage:T3N2M0, dead, 733 days
33.3
U1276
0 years, male, NA, stage:T3N0M0, alive, 2474 days
33.3
U1486
0 years, female, NA, stage:T4N0M0, alive, 1606 days
33.1
U1401
0 years, female, NA, stage:T3N0M0, alive, 1482 days
33.1
U0119
0 years, female, NA, stage:T3N0M0, alive, 3259 days
33.0
U0317
0 years, female, NA, stage:T3N2M0, alive, 3209 days
32.9
U2979
0 years, male, NA, stage:T3N2M0, alive, 616 days
32.9
U1264
0 years, female, NA, stage:T3N0M0, dead, 1583 days
32.9
U2942
0 years, male, NA, stage:T2N0M0, alive, 549 days
32.9
U1235
0 years, female, NA, stage:T2N0M0, alive, 1319 days
32.9
U3122
0 years, female, NA, stage:T3N0M1, dead, 91 days
32.8
U1366
0 years, male, NA, stage:T3N1M0, alive, 2010 days
32.8
U0172
0 years, male, NA, stage:T4N0M0, dead, 678 days
32.8
U0456
0 years, male, NA, stage:T4N0M0, dead, 2222 days
32.6
U0443
0 years, male, NA, stage:T3N0M0, alive, 1677 days
32.6
U0312
0 years, female, NA, stage:T4N2M1, alive, 499 days
32.5
U0170
0 years, male, NA, stage:T4N1M0, dead, 832 days
32.4
U0191
0 years, male, NA, stage:T3N1M0, alive, 900 days
32.4
U0440
0 years, female, NA, stage:T4N0M0, dead, 2743 days
32.3
U1304
0 years, female, NA, stage:TXNXM0, alive, 1081 days
32.2
U0278
0 years, female, NA, stage:T2N0M0, alive, 763 days
32.1
U0263
0 years, female, NA, stage:T3N0M1, alive, 362 days
32.0
U1017
0 years, male, NA, stage:T3N0M0, alive, 615 days
32.0
U0987
0 years, female, NA, stage:T3N0M0, alive, 2482 days
32.0
U1074
0 years, male, NA, stage:T3N0M0, dead, 1043 days
32.0
U1031
0 years, male, NA, stage:T1N1M0, alive, 1625 days
32.0
U0260
0 years, male, NA, stage:T1N0M1, alive, 2928 days
31.9
U0464
0 years, male, NA, stage:T3N0M0, alive, 918 days
31.7
U0267
0 years, male, NA, stage:T4N0M0, dead, 445 days
31.6
U3030
0 years, female, NA, stage:T3N0M0, alive, 380 days
31.6
U0124
0 years, female, NA, stage:T1N0M0, alive, 2430 days
31.6
U0269
0 years, female, NA, stage:T3N0M0, alive, 2530 days
31.5
U0218
0 years, female, NA, stage:T3N0M0, alive, 714 days
31.4
U0459
0 years, female, NA, stage:T3N0M0, alive, 966 days
31.4
U1104
0 years, female, NA, stage:T4N0M0, alive, 1109 days
31.4
U0200
0 years, female, NA, stage:T3N0M0, alive, 2614 days
31.4
U0361
0 years, male, NA, stage:T3N0M0, alive, 686 days
31.3
U0221
0 years, male, NA, stage:T3N0M0, alive, 569 days
31.3
U0222
0 years, female, NA, stage:T3N2M1, alive, 1779 days
31.3
U0316
0 years, male, NA, stage:T3N2M0, alive, 2012 days
31.3
U0176
0 years, male, NA, stage:T3N1M0, alive, 2600 days
31.3
U3043
0 years, female, NA, stage:T3N2M0, alive, 287 days
31.2
U0223
0 years, male, NA, stage:T4N1M0, alive, 1812 days
31.2
U0090
0 years, female, NA, stage:T3N0M0, dead, 1258 days
31.1
U0136
0 years, female, NA, stage:T3N0M0, dead, 2795 days
31.1
U0949
0 years, female, NA, stage:T3N0M1, dead, 594 days
30.9
U0898
0 years, female, NA, stage:T4aN0M0, dead, 340 days
30.9
U1201
0 years, male, NA, stage:T3N2M0, alive, 1484 days
30.9
U0392
0 years, male, NA, stage:T3N2M0, alive, 489 days
30.8
U3100
0 years, male, NA, stage:T3N1M0, dead, 1608 days
30.8
U1094
0 years, female, NA, stage:T4N1M0, alive, 1267 days
30.7
U1250
0 years, male, NA, stage:T2N0M0, alive, 597 days
30.7
U0115
0 years, female, NA, stage:T3N0M0, dead, 1738 days
30.7
U2780
0 years, male, NA, stage:T3N0M0, alive, 778 days
30.7
U0244
0 years, female, NA, stage:T3N1M0, alive, 3184 days
30.7
U2964
0 years, male, NA, stage:T3N1M0, alive, 637 days
30.7
U0280
0 years, male, NA, stage:T3N1M1, alive, 2731 days
30.6
U0187
0 years, male, NA, stage:T3N2M0, alive, 1632 days
30.6
U0335
0 years, female, NA, stage:T3N1M0, alive, 2464 days
30.6
U1252
0 years, female, NA, stage:T4N2M0, alive, 1309 days
30.5
U0110
0 years, female, NA, stage:T3N1M1, dead, 878 days
30.5
U0303
0 years, female, NA, stage:T3N0M0, alive, 2847 days
30.5
U3012
0 years, male, NA, stage:T3N0M0, alive, 472 days
30.4
U0368
0 years, male, NA, stage:T2N0M0, alive, 801 days
30.4
U1204
0 years, male, NA, stage:T4N2M0, alive, 2214 days
30.4
U1046
0 years, female, NA, stage:T4N2M1, dead, 697 days
30.4
U1099
0 years, female, NA, stage:T3N0M0, alive, 2068 days
30.2
U1188
0 years, female, NA, stage:T3N0M0, dead, 967 days
30.2
U0399
0 years, female, NA, stage:T4N2M0, dead, 547 days
30.1
U1396
0 years, female, NA, stage:T4N0M0, alive, 1168 days
30.1
U0134
0 years, male, NA, stage:T3N0M0, alive, 2009 days
30.1
U0179
0 years, male, NA, stage:T3N1M0, dead, 1043 days
30.1
U1436
0 years, female, NA, stage:T3N0M0, alive, 1745 days
30.0
U0442
0 years, male, NA, stage:T3N0M0, alive, 619 days
30.0
U1454
0 years, female, NA, stage:T3N0M0, alive, 393 days
30.0
U1338
0 years, female, NA, stage:T4N1M0, dead, 716 days
30.0
U2856
0 years, female, NA, stage:T4N1M1, alive, 660 days
29.9
U0141
0 years, male, NA, stage:T3N2M0, alive, 2079 days
29.9
U2747
0 years, female, NA, stage:T4N1M0, dead, 54 days
29.9
U1037
0 years, male, NA, stage:T4N0M0, alive, 1658 days
29.8
U0474
0 years, male, NA, stage:T3N1M0, alive, 1017 days
29.8
U1162
0 years, male, NA, stage:T2N1M0, dead, 354 days
29.8
U0068
0 years, female, NA, stage:T3N1M0, alive, 1991 days
29.6
U0326
0 years, female, NA, stage:T3N0M0, alive, 3178 days
29.6
U0143
0 years, male, NA, stage:T3N2M0, alive, 2313 days
29.4
U0211
0 years, female, NA, stage:T3N1M0, alive, 1236 days
29.2
U1212
0 years, female, NA, stage:T2N0M0, alive, 69 days
29.2
U1044
0 years, male, NA, stage:T4N0M0, alive, 3146 days
29.2
U0308
0 years, male, NA, stage:T4N1M0, alive, 1075 days
29.1
U0297
0 years, female, NA, stage:T3N2M0, alive, 1196 days
29.1
U3018
0 years, male, NA, stage:T4N1M0, alive, 463 days
29.0
U2889
0 years, male, NA, stage:T4N0M0, alive, 623 days
28.9
U0070
0 years, male, NA, stage:T1N0M0, dead, 1319 days
28.9
U1251
0 years, male, NA, stage:T4N2M0, alive, 126 days
28.8
U2948
0 years, female, NA, stage:T3N1M0, alive, 543 days
28.7
U1267
0 years, male, NA, stage:T3N1M0, dead, 2869 days
28.7
U0131
0 years, female, NA, stage:T4N2M1, alive, 238 days
28.7
U0428
0 years, male, NA, stage:T4N1M1, alive, 1016 days
28.7
U1347
0 years, female, NA, stage:T3N0M0, alive, 1401 days
28.7
U0084
0 years, male, NA, stage:T3N0M0, dead, 1662 days
28.7
U0168
0 years, male, NA, stage:T3N0M0, dead, 948 days
28.7
U0231
0 years, female, NA, stage:T2N0M0, alive, 991 days
28.6
U0394
0 years, male, NA, stage:T2N1M0, alive, 969 days
28.6
U0315
0 years, female, NA, stage:T2N0M0, alive, 1973 days
28.6
U2815
0 years, female, NA, stage:T3N0M0, alive, 717 days
28.5
U0210
0 years, male, NA, stage:T3N0M0, dead, 1800 days
28.5
U0427
0 years, male, NA, stage:T2N0M0, alive, 1193 days
28.5
U0590
0 years, female, NA, stage:T3N0M0, alive, 661 days
28.5
U0066
0 years, male, NA, stage:T3N0M0, dead, 2486 days
28.4
U1374
0 years, male, NA, stage:T4N0M0, alive, 827 days
28.4
U1228
0 years, male, NA, stage:T3N0M0, alive, 1333 days
28.4
U0207
0 years, female, NA, stage:T3N0M0, dead, 2593 days
28.4
U0401
0 years, male, NA, stage:T4N1M0, alive, 1715 days
28.3
U0938
0 years, female, NA, stage:T3N0M0, dead, 1231 days
28.3
U0589
0 years, female, NA, stage:T3N0M0, alive, 1176 days
28.2
U0111
0 years, male, NA, stage:T2N0M0, alive, 1117 days
28.2
U1429
0 years, female, NA, stage:T3N0M0, alive, 1660 days
28.2
U0348
0 years, female, NA, stage:T3N0M0, alive, 533 days
28.1
U3038
0 years, male, NA, stage:T3N0M0, alive, 328 days
28.1
U0091
0 years, male, NA, stage:T3N0M0, alive, 520 days
28.0
U0094
0 years, female, NA, stage:T3N2M0, alive, 741 days
28.0
U0149
0 years, female, NA, stage:T3N2M0, alive, 1715 days
27.9
U0165
0 years, female, NA, stage:T2N0M0, alive, 1702 days
27.8
U1392
0 years, male, NA, stage:T3N0M0, alive, 1513 days
27.8
U0448
0 years, male, NA, stage:T3N2M0, alive, 3615 days
27.8
U2774
0 years, female, NA, stage:T3N0M0, alive, 783 days
27.7
U0370
0 years, female, NA, stage:T3N0M0, alive, 1047 days
27.7
U0389
0 years, female, NA, stage:T3N1M0, dead, 927 days
27.7
U0217
0 years, female, NA, stage:T3N0M0, dead, 538 days
27.7
U2754
0 years, male, NA, stage:T4N0M0, alive, 809 days
27.6
U2798
0 years, male, NA, stage:T3N0M0, alive, 751 days
27.6
U0145
0 years, male, NA, stage:T3N1M1, alive, 623 days
27.5
U1472
0 years, female, NA, stage:T3N1M0, alive, 1316 days
27.5
U1150
0 years, female, NA, stage:T3N0M0, alive, 15 days
27.5
U0318
0 years, male, NA, stage:T3N0M0, alive, 762 days
27.5
U0307
0 years, male, NA, stage:T3N0M0, alive, 2921 days
27.4
U0161
0 years, male, NA, stage:T4N2M1, alive, 42 days
27.4
U0240
0 years, female, NA, stage:T3N1M0, dead, 800 days
27.4
U0381
0 years, male, NA, stage:T3N1M0, dead, 71 days
27.3
U1122
0 years, female, NA, stage:T3N2M0, alive, 1675 days
27.3
U1045
0 years, female, NA, stage:T4N2M0, alive, 1239 days
27.3
U0355
0 years, male, NA, stage:T4N1M0, dead, 1038 days
27.2
U1184
0 years, male, NA, stage:T4N1M0, alive, 290 days
27.1
U0199
0 years, female, NA, stage:T4N2M0, alive, 1372 days
27.1
U0319
0 years, male, NA, stage:T3N0M0, alive, 2801 days
27.0
U0358
0 years, female, NA, stage:T4N1M0, alive, 2290 days
27.0
U0342
0 years, male, NA, stage:T4N2M0, alive, 305 days
27.0
U0357
0 years, female, NA, stage:T3N0M0, alive, 2285 days
27.0
U0955
0 years, female, NA, stage:T3N0M0, alive, 2170 days
26.8
U0882
0 years, male, NA, stage:T3N0M0, alive, 1675 days
26.6
U0915
0 years, female, NA, stage:T3N0M0, alive, 1613 days
26.6
U1067
0 years, male, NA, stage:T3N0M0, alive, 1570 days
26.6
U0916
0 years, female, NA, stage:T3N0M0, alive, 1578 days
26.6
U1317
0 years, male, NA, stage:T4N1M0, alive, 965 days
26.5
U0295
0 years, male, NA, stage:T3N0M0, dead, 2572 days
26.5
U0129
0 years, male, NA, stage:T4N0M0, dead, 1265 days
26.4
U0363
0 years, male, NA, stage:T3N1M0, alive, 3601 days
26.3
U1034
0 years, male, NA, stage:T4N0M0, alive, 1575 days
26.3
U0182
0 years, female, NA, stage:T4N1M0, dead, 260 days
26.3
U0270
0 years, female, NA, stage:T1N0M0, alive, 2187 days
26.3
U0099
0 years, female, NA, stage:T3N0M0, dead, 986 days
26.2
U0453
0 years, male, NA, stage:T3N0M0, alive, 2859 days
26.1
U0384
0 years, male, NA, stage:T2N1M1, alive, 1024 days
26.1
U0067
0 years, female, NA, stage:T3N0M0, alive, 2180 days
26.1
U0072
0 years, male, NA, stage:T3N0M0, alive, 2772 days
26.1
U0465
0 years, male, NA, stage:T3N0M0, alive, 2383 days
26.1
U0993
0 years, male, NA, stage:T4N2M0, alive, 1267 days
26.0
U1060
0 years, male, NA, stage:T3N0M0, alive, 2442 days
26.0
U1446
0 years, female, NA, stage:T3N0M0, alive, 2314 days
26.0
U2891
0 years, male, NA, stage:T3N1M0, alive, 619 days
25.9
U1158
0 years, female, NA, stage:T3N1M0, alive, 721 days
25.9
U2896
0 years, female, NA, stage:T3N1M0, alive, 609 days
25.9
U0281
0 years, male, NA, stage:T3N2M0, alive, 933 days
25.7
U0075
0 years, male, NA, stage:T3N0M0, dead, 3 days
25.7
U0449
0 years, female, NA, stage:T3N0M0, alive, 1851 days
25.7
U1349
0 years, female, NA, stage:T3N1M0, alive, 1899 days
25.7
U0246
0 years, female, NA, stage:T4N0M0, dead, 1192 days
25.7
U0999
0 years, male, NA, stage:T3N2M0, alive, 860 days
25.6
U1062
0 years, female, NA, stage:T4N0M0, alive, 1689 days
25.6
U0314
0 years, female, NA, stage:T1N0M0, dead, 2436 days
25.6
U0460
0 years, female, NA, stage:T3N0M0, dead, 2069 days
25.6
U1041
0 years, male, NA, stage:T2N0M0, alive, 1108 days
25.6
U1246
0 years, female, NA, stage:T3N0M0, alive, 1441 days
25.5
U0354
0 years, male, NA, stage:T3N1M0, alive, 430 days
25.4
U1369
0 years, male, NA, stage:T3N0M0, dead, 1604 days
25.4
U0960
0 years, male, NA, stage:T3N0M0, alive, 1009 days
25.4
U1147
0 years, male, NA, stage:T3N0M0, dead, 282 days
25.4
U0336
0 years, female, NA, stage:T3N0M0, alive, 1100 days
25.3
U0248
0 years, male, NA, stage:T3N0M0, alive, 1870 days
25.2
U1257
0 years, male, NA, stage:T3N0M0, alive, 833 days
25.1
U0934
0 years, female, NA, stage:T3N0M0, alive, 1185 days
25.1
U0214
0 years, male, NA, stage:T4N1M1, alive, 788 days
25.1
U0123
0 years, male, NA, stage:T3N0M0, dead, 1880 days
25.1
U0189
0 years, female, NA, stage:T3N0M0, dead, 1823 days
25.0
U1120
0 years, male, NA, stage:T4N1M1, alive, 823 days
24.9
U0345
0 years, female, NA, stage:T3N0M0, alive, 2127 days
24.8
U0976
0 years, female, NA, stage:T3N2M0, dead, 97 days
24.8
U1386
0 years, male, NA, stage:T3N1M0, alive, 1518 days
24.7
U0235
0 years, female, NA, stage:T3N0M0, alive, 1327 days
24.6
U1241
0 years, male, NA, stage:T3N1M0, dead, 49 days
24.6
U2935
0 years, male, NA, stage:T4N1M0, alive, 555 days
24.4
U0970
0 years, female, NA, stage:T4N1M0, alive, 939 days
24.4
U1018
0 years, male, NA, stage:T4N1M1, dead, 1693 days
24.3
U1086
0 years, female, NA, stage:T1N0M0, alive, 2907 days
24.3
U0186
0 years, female, NA, stage:T2N0M0, alive, 3726 days
24.2
U1107
0 years, male, NA, stage:T3N0M0, alive, 329 days
24.2
U0421
0 years, male, NA, stage:T3N1M0, alive, 674 days
24.2
U0171
0 years, female, NA, stage:T3N1M0, dead, 1920 days
24.1
U1111
0 years, female, NA, stage:T3N0M0, dead, 1631 days
24.1
U0473
0 years, male, NA, stage:T3N1M0, alive, 786 days
24.1
U0360
0 years, female, NA, stage:T3N0M0, dead, 1016 days
24.0
U1344
0 years, female, NA, stage:T3N1M0, alive, 1450 days
24.0
U1059
0 years, male, NA, stage:T3N1M0, alive, 2790 days
24.0
U0109
0 years, female, NA, stage:T4N2M1, alive, 144 days
23.9
U0204
0 years, male, NA, stage:T3N0M0, dead, 770 days
23.8
U0275
0 years, female, NA, stage:T3N2M0, alive, 549 days
23.8
U0289
0 years, female, NA, stage:T3N0M0, alive, 3511 days
23.8
U2981
0 years, male, NA, stage:T3N0M0, alive, 508 days
23.8
U2842
0 years, female, NA, stage:T4N2M0, alive, 675 days
23.8
U0445
0 years, female, NA, stage:T3N0M0, alive, 1851 days
23.7
U0112
0 years, female, NA, stage:T3N0M1, alive, 551 days
23.7
U0320
0 years, female, NA, stage:T4N2M1, alive, 188 days
23.7
U0183
0 years, male, NA, stage:T3N1M1, dead, 2957 days
23.6
U3050
0 years, female, NA, stage:T3N0M0, alive, 407 days
23.6
U0259
0 years, female, NA, stage:T4N2M0, alive, 76 days
23.6
U2959
0 years, male, NA, stage:T3N2M0, alive, 536 days
23.6
U0455
0 years, female, NA, stage:T3N2M0, alive, 2445 days
23.6
U1327
0 years, female, NA, stage:T3N0M0, alive, 1613 days
23.5
U0333
0 years, female, NA, stage:T3N2M0, dead, 1959 days
23.4
U0340
0 years, female, NA, stage:T4N2M1, dead, 438 days
23.4
U0142
0 years, female, NA, stage:T4N1M0, alive, 2340 days
23.3
U0215
0 years, male, NA, stage:T3N0M0, alive, 1269 days
23.3
U0309
0 years, female, NA, stage:T3N0M0, dead, 1898 days
23.1
U0083
0 years, male, NA, stage:T4N0M0, dead, 731 days
23.1
U0069
0 years, female, NA, stage:T4N2M0, dead, 135 days
23.0
U0362
0 years, male, NA, stage:T3N0M0, alive, 1148 days
23.0
U0092
0 years, male, NA, stage:T3N0M0, alive, 2779 days
23.0
U0390
0 years, male, NA, stage:T3N1M0, alive, 871 days
22.9
U0420
0 years, male, NA, stage:T4N1M1, alive, 417 days
22.7
U0122
0 years, female, NA, stage:T2N0M0, dead, 159 days
22.6
U0087
0 years, female, NA, stage:T3N2M0, dead, 337 days
22.6
U0344
0 years, male, NA, stage:T2N1M0, dead, 818 days
22.6
U0158
0 years, male, NA, stage:T1N0M0, dead, 3101 days
22.5
U0472
0 years, male, NA, stage:TXN2M0, alive, 542 days
22.2
U0249
0 years, female, NA, stage:T4N2M0, dead, 874 days
22.1
U1292
0 years, female, NA, stage:T4N1M0, alive, 1147 days
22.1
U0327
0 years, male, NA, stage:T4N0M0, alive, 833 days
21.8
U0398
0 years, female, NA, stage:T3N0M0, alive, 721 days
21.8
U3025
0 years, male, NA, stage:T4N2M1, alive, 377 days
21.7
U1114
0 years, female, NA, stage:TXNXM1, dead, 473 days
21.7
U0169
0 years, male, NA, stage:T4N2M0, alive, 616 days
21.7
U0386
0 years, female, NA, stage:T4N1M1, alive, 2592 days
21.5
U0163
0 years, male, NA, stage:T4N0M0, alive, 697 days
21.4
U0256
0 years, male, NA, stage:T3N0M0, alive, 738 days
21.3
U0435
0 years, female, NA, stage:T2N0M0, alive, 3616 days
21.3
U0367
0 years, female, NA, stage:T3N1M0, alive, 3075 days
21.2
U0436
0 years, male, NA, stage:T4N1M1, alive, 960 days
21.1
U0196
0 years, male, NA, stage:T3N0M0, alive, 2086 days
21.0
U0408
0 years, female, NA, stage:T4N0M0, dead, 2100 days
21.0
U1047
0 years, female, NA, stage:T4N2M0, alive, 3592 days
20.9
U0450
0 years, female, NA, stage:T3N1M0, alive, 763 days
20.7
U1075
0 years, female, NA, stage:T3N0M0, alive, 1290 days
20.6
U0102
0 years, female, NA, stage:T4N2M0, dead, 670 days
20.6
U0153
0 years, female, NA, stage:T3N0M0, dead, 1718 days
20.5
U0365
0 years, female, NA, stage:T4N1M0, dead, 313 days
20.5
U0977
0 years, female, NA, stage:T4N2M0, dead, 140 days
20.4
U0253
0 years, female, NA, stage:T3N0M0, alive, 958 days
20.4
U0233
0 years, female, NA, stage:T3N1M0, alive, 975 days
20.2
U0350
0 years, female, NA, stage:T4N0M0, alive, 770 days
20.2
U0105
0 years, female, NA, stage:T2N0M0, dead, 2158 days
19.9
U1127
0 years, female, NA, stage:T3N0M0, alive, 3465 days
19.9
U1069
0 years, female, NA, stage:T3N0M0, dead, 2187 days
19.8
U0133
0 years, female, NA, stage:T3N0M0, alive, 773 days
19.7
U0117
0 years, female, NA, stage:T2N0M0, dead, 1078 days
19.7
U0082
0 years, female, NA, stage:T3N1M0, dead, 2339 days
19.7
U0156
0 years, female, NA, stage:T4N1M0, alive, 1573 days
19.6
U0151
0 years, female, NA, stage:T3N0M0, alive, 2014 days
19.6
U3005
0 years, male, NA, stage:T3N0M0, alive, 478 days
19.5
U1141
0 years, female, NA, stage:T4N1M1, dead, 596 days
19.3
U1343
0 years, female, NA, stage:T4N2M0, alive, 3178 days
19.2
U0273
0 years, male, NA, stage:T2N1M0, alive, 2641 days
19.2
U0377
0 years, female, NA, stage:T3N2M0, alive, 3720 days
19.1
U1072
0 years, male, NA, stage:T1N0M0, alive, 1446 days
19.0
U0113
0 years, male, NA, stage:T4N2M0, alive, 1102 days
18.9
U0081
0 years, male, NA, stage:T3N2M0, dead, 248 days
18.8
U1183
0 years, male, NA, stage:T4N2M0, alive, 959 days
18.7
U0234
0 years, male, NA, stage:T1N1M0, alive, 990 days
18.6
U0252
0 years, male, NA, stage:T3N1M0, dead, 1761 days
18.6
U0167
0 years, male, NA, stage:T3N1M0, alive, 1820 days
18.5
U0424
0 years, male, NA, stage:T3N0M0, alive, 2192 days
18.5
U0321
0 years, female, NA, stage:T3N0M0, alive, 1029 days
18.3
U1032
0 years, male, NA, stage:T3N1M0, alive, 2113 days
18.3
U1213
0 years, female, NA, stage:T2N0M0, alive, 560 days
18.2
U0274
0 years, male, NA, stage:T3N0M0, dead, 1570 days
18.1
U0101
0 years, male, NA, stage:T3N1M1, alive, 1878 days
17.6
U0266
0 years, female, NA, stage:T3N1M0, dead, 2221 days
17.5
U0378
0 years, female, NA, stage:T4N1M0, dead, 815 days
17.4
U1013
0 years, female, NA, stage:T2N1M0, alive, 1439 days
17.4
U0089
0 years, female, NA, stage:T1NXM0, dead, 2365 days
16.7
U1258
0 years, male, NA, stage:T3N1M0, alive, 1373 days
16.1
U0262
0 years, female, NA, stage:T2N0M0, alive, 2534 days
16.0
U0277
0 years, male, NA, stage:T2N1M0, alive, 270 days
15.9
U1071
0 years, female, NA, stage:T4N0M1, alive, 1514 days
15.9
U0002
0 years, female, NA, stage:T3N2M0, alive, 3691 days
15.7
U0154
0 years, male, NA, stage:T3N0M0, alive, 820 days
15.7
U0106
0 years, female, NA, stage:T3N1M0, dead, 653 days
15.2
U1007
0 years, male, NA, stage:T3N0M0, alive, 1333 days
14.6
U2902
0 years, female, NA, stage:T2N0M0, alive, 596 days
14.4
U3000
0 years, female, NA, stage:T3N0M0, alive, 584 days
14.3
U3037
0 years, male, NA, stage:T3N1M0, alive, 405 days
12.9
U1384
0 years, male, NA, stage:T4N1M0, alive, 1319 days
0.6
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.
DENND4C is not prognostic in Rectum Adenocarcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
14.3
Number of samples
88
Samples
Sample
Description
TPM
TCGA-EF-5831-01A
0 years, male, white, stage:Stage IIA, alive, 127 days
33.4
TCGA-DC-6157-01A
0 years, male, black or african american, stage:Stage I, alive, 1581 days
28.2
TCGA-EI-6508-01A
0 years, female, white, stage:Stage IIIB, alive, 636 days
25.6
TCGA-DC-6683-01A
0 years, male, white, stage:Stage IIIB, alive, 762 days
25.0
TCGA-AG-3732-01A
0 years, female, stage:Stage I, alive, 1003 days
24.2
TCGA-DC-6156-01A
0 years, male, white, stage:Stage IVA, alive, 943 days
24.0
TCGA-AF-6655-01A
0 years, male, white, stage:Stage IIIA, alive, 609 days
23.9
TCGA-F5-6861-01A
0 years, female, white, stage:Stage IIA, alive, 1160 days
22.5
TCGA-EI-6885-01A
0 years, female, white, stage:Stage IV, alive, 415 days
22.3
TCGA-F5-6864-01A
0 years, female, white, stage:Stage IIIB, alive, 379 days
20.6
TCGA-F5-6465-01A
0 years, female, white, stage:Stage IIA, alive, 1506 days
19.7
TCGA-EI-6882-01A
0 years, male, white, stage:Stage IIA, alive, 262 days
19.2
TCGA-EI-6513-01A
0 years, male, white, stage:Stage IIIB, alive, 497 days
18.8
TCGA-EI-6884-01A
0 years, male, white, stage:Stage IIIA, alive, 328 days
18.7
TCGA-EI-6883-01A
0 years, male, white, stage:Stage IIC, alive, 350 days
18.7
TCGA-AF-6672-01A
0 years, male, white, stage:Stage IV, alive, 748 days
18.6
TCGA-DC-6681-01A
0 years, female, white, stage:Stage IVA, alive, 790 days
18.6
TCGA-AH-6903-01A
0 years, male, white, stage:Stage IIIB, alive, 592 days
18.5
TCGA-AG-3742-01A
0 years, female, stage:Stage I, alive, 30 days
18.3
TCGA-AG-3592-01A
0 years, male, stage:Stage IIA, alive, 1035 days
17.9
TCGA-F5-6814-01A
0 years, male, white, stage:Stage IIA, alive, 1131 days
17.8
TCGA-DC-6160-01A
0 years, male, white, stage:Stage I, alive, 1339 days
17.7
TCGA-G5-6572-01A
0 years, male, white, stage:'--, dead, 1432 days
17.7
TCGA-F5-6702-01A
0 years, male, white, stage:Stage IVA, dead, 869 days
17.4
TCGA-DC-4745-01A
0 years, female, white, stage:Stage IIIB, alive, 639 days
17.3
TCGA-EI-6512-01A
0 years, female, white, stage:Stage IIIB, alive, 538 days
17.3
TCGA-F5-6811-01A
0 years, female, white, stage:Stage IIA, alive, 979 days
17.0
TCGA-DY-A0XA-01A
0 years, female, white, stage:Stage IIA, alive, 3846 days
17.0
TCGA-AG-4022-01A
0 years, female, stage:Stage II, alive, 1400 days
16.6
TCGA-DC-6682-01A
0 years, male, white, stage:Stage IIA, alive, 762 days
16.4
TCGA-F5-6571-01A
0 years, female, white, stage:Stage IIA, alive, 1288 days
16.3
TCGA-F5-6464-01A
0 years, female, white, stage:Stage IIIC, dead, 303 days
16.3
TCGA-AF-6136-01A
0 years, female, white, stage:Stage IIIB, alive, 741 days
16.2
TCGA-AH-6897-01A
0 years, male, white, stage:Stage I, alive, 804 days
16.2
TCGA-EI-7002-01A
0 years, male, white, stage:Stage IV, alive, 364 days
15.7
TCGA-AH-6644-01A
0 years, male, white, stage:'--, alive, 838 days
15.6
TCGA-DC-5869-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 943 days
15.5
TCGA-AF-A56N-01A
0 years, female, black or african american, stage:Stage IIA, alive, 360 days
15.3
TCGA-AG-3902-01A
0 years, male, stage:Stage IIA, alive, 974 days
14.9
TCGA-EI-6881-01A
0 years, male, white, stage:Stage IIIA, alive, 499 days
14.8
TCGA-EI-6509-01A
0 years, male, white, stage:Stage IIIC, alive, 517 days
14.8
TCGA-DY-A1DE-01A
0 years, female, white, stage:Stage IIA, alive, 3932 days
14.5
TCGA-DC-6158-01A
0 years, male, white, stage:Stage I, dead, 334 days
14.0
TCGA-AF-2690-01A
0 years, female, white, stage:Stage IIIC, dead, 524 days
13.8
TCGA-AF-3911-01A
0 years, male, white, stage:Stage IIIC, alive, 1148 days
13.6
TCGA-G5-6233-01A
0 years, male, white, stage:'--, dead, 556 days
13.5
TCGA-CL-5917-01A
0 years, female, white, stage:Stage IIIC, alive, 2376 days
13.5
TCGA-EF-5830-01A
0 years, male, white, stage:Stage IIB, alive, 106 days
13.3
TCGA-DC-6154-01A
0 years, female, white, stage:Stage IVA, alive, 365 days
13.2
TCGA-G5-6641-01A
0 years, male, white, stage:Stage IIIA, alive, 804 days
13.2
TCGA-EI-6917-01A
0 years, male, white, stage:Stage IIIA, alive, 531 days
13.1
TCGA-EI-6514-01A
0 years, female, white, stage:Stage IIA, alive, 496 days
13.0
TCGA-G5-6235-01A
0 years, male, white, stage:Stage IIIB, alive, 1696 days
13.0
TCGA-EI-6511-01A
0 years, male, white, stage:Stage IIIB, alive, 482 days
12.7
TCGA-AG-3731-01A
0 years, male, stage:Stage IV, alive, 1126 days
12.6
TCGA-F5-6812-01A
0 years, male, white, stage:Stage IIA, alive, 1110 days
12.6
TCGA-AF-2693-01A
0 years, male, white, stage:Stage I, alive, 1155 days
12.2
TCGA-EI-6506-01A
0 years, female, white, stage:Stage IIA, alive, 625 days
11.9
TCGA-AG-4021-01A
0 years, female, stage:Stage IV, dead, 121 days
11.8
TCGA-AH-6643-01A
0 years, male, white, stage:Stage IIIC, dead, 1314 days
11.7
TCGA-EI-7004-01A
0 years, female, white, stage:'--, alive, 257 days
11.4
TCGA-EI-6510-01A
0 years, female, white, stage:'--, alive, 556 days
11.2
TCGA-AF-A56K-01A
0 years, male, black or african american, stage:Stage IIA, alive, 2635 days
11.1
TCGA-CI-6622-01A
0 years, male, white, stage:Stage IIB, alive, 1362 days
11.0
TCGA-F5-6813-01A
0 years, male, white, stage:Stage IIIC, dead, 598 days
11.0
TCGA-AF-4110-01A
0 years, male, white, stage:Stage IVA, alive, 912 days
10.9
TCGA-F5-6863-01A
0 years, female, white, stage:Stage IIIB, dead, 361 days
10.6
TCGA-CI-6621-01A
0 years, male, white, stage:Stage IIIB, alive, 419 days
10.5
TCGA-EI-6507-01A
0 years, male, white, stage:Stage IIA, alive, 607 days
10.4
TCGA-AH-6547-01A
0 years, female, white, stage:'--, dead, 76 days
10.3
TCGA-CI-6620-01A
0 years, female, white, stage:Stage IVA, alive, 1009 days
10.2
TCGA-BM-6198-01A
0 years, male, white, stage:Stage IIIB, alive, 646 days
10.1
TCGA-AF-A56L-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 2007 days
10.0
TCGA-AF-2687-01A
0 years, male, white, stage:Stage IIIC, alive, 1427 days
10.0
TCGA-DC-4749-01A
0 years, male, white, stage:Stage I, alive, 762 days
8.8
TCGA-DT-5265-01A
0 years, male, asian, stage:Stage II, alive, 384 days
8.5
TCGA-AF-5654-01A
0 years, female, white, stage:Stage I, dead, 512 days
8.1
TCGA-AG-3591-01A
0 years, female, stage:Stage IIA, alive, 1035 days
7.6
TCGA-AH-6549-01A
0 years, male, white, stage:'--, alive, 532 days
7.5
TCGA-DY-A1DC-01A
0 years, female, white, stage:Stage IIA, dead, 1258 days
7.3
TCGA-AH-6544-01A
0 years, male, white, stage:'--, alive, 1173 days
6.5
TCGA-DC-5337-01A
0 years, male, white, stage:Stage I, alive, 792 days
6.2
TCGA-CL-4957-01A
0 years, female, stage:'--, dead, 425 days
5.1
TCGA-DY-A1DG-01A
0 years, male, white, stage:Stage IVA, dead, 1566 days
4.5
TCGA-DC-6155-01A
0 years, female, white, stage:Stage IIIA, alive, 425 days
4.3
TCGA-DY-A1DD-01A
0 years, female, white, stage:Stage IIIB, dead, 1741 days
3.8
TCGA-DY-A1H8-01A
0 years, female, white, stage:Stage IIIA, dead, 992 days
3.4
TCGA-DY-A1DF-01A
0 years, female, white, stage:Stage IIIC, dead, 734 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.
DENND4C 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
31.2
Number of samples
207
Samples
Sample
Description
TPM
U0852
0 years, male, NA, stage:T3N2M1, alive, 1651 days
59.0
U0237
0 years, male, NA, stage:T3N1M0, alive, 2492 days
58.4
U0657
0 years, female, NA, stage:T2N0M0, dead, 1109 days
57.8
U0343
0 years, female, NA, stage:T2N0M0, alive, 701 days
57.3
U2955
0 years, male, NA, stage:T3N1M0, alive, 181 days
57.1
U0550
0 years, male, NA, stage:T3N2M0, alive, 2191 days
57.0
U0147
0 years, female, NA, stage:T3N0M0, dead, 2085 days
56.6
U2761
0 years, female, NA, stage:T3N1M0, alive, 447 days
55.1
U0422
0 years, female, NA, stage:T3N2M1, dead, 1710 days
53.8
U3023
0 years, female, NA, stage:T2N0M0, alive, 404 days
52.5
U0216
0 years, male, NA, stage:T2N0M0, alive, 2684 days
51.8
U0080
0 years, female, NA, stage:T3N0M0, dead, 489 days
50.7
U2960
0 years, male, NA, stage:T3N1M0, alive, 176 days
50.7
U0591
0 years, male, NA, stage:T2N0M0, alive, 1023 days
49.5
U0311
0 years, female, NA, stage:T3N1M0, alive, 1176 days
48.9
U0802
0 years, male, NA, stage:T3N2M1, dead, 338 days
48.8
U0251
0 years, male, NA, stage:T2N0M0, alive, 1906 days
48.8
U0645
0 years, male, NA, stage:T3N0M0, alive, 1567 days
48.3
U0484
0 years, male, NA, stage:T4N2M0, alive, 1275 days
48.2
U0642
0 years, male, NA, stage:T3N0M0, alive, 1603 days
45.3
U0155
0 years, male, NA, stage:T2N0M0, dead, 1672 days
45.1
U0637
0 years, male, NA, stage:T3N1M0, alive, 1997 days
44.4
U0276
0 years, male, NA, stage:T3N1M1, alive, 934 days
44.3
U0173
0 years, male, NA, stage:T2N0M0, dead, 2375 days
44.2
U0188
0 years, female, NA, stage:T3N1M0, alive, 2134 days
44.0
U0118
0 years, female, NA, stage:T3N2M0, dead, 350 days
43.4
U0305
0 years, male, NA, stage:T3N1M0, alive, 2676 days
43.3
U2836
0 years, male, NA, stage:T3N0M0, alive, 322 days
42.9
U0603
0 years, male, NA, stage:T2N1M0, alive, 1904 days
42.6
U0334
0 years, male, NA, stage:T3N1M0, alive, 3171 days
42.2
U0602
0 years, male, NA, stage:T2N0M0, alive, 1385 days
41.9
U0351
0 years, female, NA, stage:T3N2M0, alive, 2886 days
41.3
U0656
0 years, male, NA, stage:T3N2M0, alive, 1150 days
41.2
U0077
0 years, female, NA, stage:T2N0M0, dead, 588 days
40.9
U0641
0 years, female, NA, stage:T3N0M0, dead, 1626 days
40.9
U2991
0 years, female, NA, stage:T1N0M0, alive, 135 days
40.8
U0296
0 years, male, NA, stage:T3N0M0, alive, 2610 days
40.6
U0638
0 years, male, NA, stage:T2N0M0, alive, 1801 days
40.6
U0600
0 years, male, NA, stage:T3N1M0, alive, 1659 days
40.5
U0542
0 years, male, NA, stage:T3N2M0, dead, 1482 days
40.2
U0213
0 years, male, NA, stage:T3N1M0, alive, 3018 days
39.8
U0643
0 years, female, NA, stage:T2N1M0, dead, 1583 days
39.7
U0430
0 years, male, NA, stage:T3N2M0, dead, 2472 days
39.6
U0212
0 years, male, NA, stage:T3N0M1, alive, 1330 days
39.5
U0220
0 years, male, NA, stage:T2N0M0, alive, 1066 days
39.2
U0293
0 years, male, NA, stage:T3N1M0, alive, 2717 days
39.1
U0695
0 years, male, NA, stage:T3N0M0, alive, 566 days
38.8
U0132
0 years, male, NA, stage:T3N1M0, alive, 1798 days
38.7
U0279
0 years, male, NA, stage:T2N1M0, dead, 176 days
38.5
U0331
0 years, male, NA, stage:T3N1M1, dead, 906 days
38.5
U0578
0 years, male, NA, stage:T2N2M0, alive, 1724 days
38.1
U0230
0 years, female, NA, stage:T1N1M0, alive, 3152 days
37.4
U0137
0 years, male, NA, stage:T3N1M0, dead, 1799 days
37.2
U0545
0 years, male, NA, stage:T3N0M0, alive, 2340 days
37.0
U0264
0 years, male, NA, stage:T4N2M0, alive, 2020 days
36.6
U0405
0 years, male, NA, stage:T3N1M0, alive, 829 days
36.3
U0353
0 years, female, NA, stage:T1N0M0, alive, 2912 days
35.8
U0258
0 years, male, NA, stage:T4N1M2, dead, 195 days
35.5
U0605
0 years, male, NA, stage:T2N0M0, alive, 952 days
35.4
U0468
0 years, female, NA, stage:T3N0M0, alive, 1921 days
34.9
U0458
0 years, male, NA, stage:T3N2M0, alive, 1073 days
34.5
U0346
0 years, male, NA, stage:T4N2M0, alive, 1148 days
34.5
U0138
0 years, male, NA, stage:T3N1M0, dead, 2472 days
34.3
U0514
0 years, female, NA, stage:T2N2M0, alive, 2799 days
34.1
U0651
0 years, male, NA, stage:T3N0M0, alive, 1354 days
34.0
U2834
0 years, male, NA, stage:T3N1M0, alive, 323 days
33.8
U0415
0 years, male, NA, stage:T3N1M0, alive, 2526 days
33.8
U0116
0 years, male, NA, stage:T3N1M0, dead, 930 days
33.8
U0434
0 years, male, NA, stage:T2N0M0, alive, 2558 days
33.6
U0374
0 years, female, NA, stage:T2N0M0, alive, 1067 days
33.4
U0512
0 years, male, NA, stage:T3N0M0, alive, 2550 days
33.4
U0299
0 years, female, NA, stage:T4N2M0, alive, 43426 days
33.4
U0776
0 years, male, NA, stage:T4N2M0, alive, 1702 days
33.3
U2972
0 years, male, NA, stage:T3N0M0, alive, 161 days
32.8
U0255
0 years, female, NA, stage:T3N2M0, dead, 1079 days
32.6
U0339
0 years, male, NA, stage:T3N2M0, alive, 2155 days
32.6
U0096
0 years, female, NA, stage:T4N2M1, dead, 257 days
32.5
U0282
0 years, male, NA, stage:T3N2M0, dead, 1869 days
32.5
U0861
0 years, female, NA, stage:T4N2M1, dead, 184 days
32.3
U0601
0 years, female, NA, stage:T4N1M0, alive, 1368 days
32.2
U0120
0 years, female, NA, stage:T3N0M0, alive, 3233 days
32.1
U0329
0 years, male, NA, stage:T3N1M0, dead, 805 days
31.9
U2994
0 years, female, NA, stage:T4N1M0, alive, 132 days
31.8
U0238
0 years, male, NA, stage:T3N0M0, dead, 868 days
31.6
U0205
0 years, female, NA, stage:T3N2M0, alive, 2984 days
31.4
U2943
0 years, male, NA, stage:T3N0M0, alive, 189 days
31.4
U0654
0 years, male, NA, stage:T3N2M0, alive, 1220 days
31.4
U0359
0 years, male, NA, stage:T3N2M0, dead, 2443 days
31.3
U0194
0 years, male, NA, stage:T3N1M0, alive, 680 days
31.3
U0086
0 years, female, NA, stage:T3N1M0, dead, 594 days
31.2
U0243
0 years, female, NA, stage:T3N2M0, alive, 2975 days
30.7
U0364
0 years, female, NA, stage:T4N2M1, dead, 151 days
30.7
U0508
0 years, male, NA, stage:T3N1M0, alive, 1120 days
30.5
U0128
0 years, female, NA, stage:T3N1M0, alive, 449 days
30.4
U0558
0 years, female, NA, stage:T3N2M0, alive, 2011 days
30.1
U0418
0 years, male, NA, stage:T4N1M0, alive, 1246 days
29.9
U0793
0 years, male, NA, stage:T3N1M1, dead, 195 days
29.9
U0174
0 years, male, NA, stage:T3N0M0, alive, 450 days
29.8
U0304
0 years, male, NA, stage:T3N2M0, alive, 2065 days
29.8
U0800
0 years, male, NA, stage:T3N2M1, dead, 411 days
29.7
U0640
0 years, male, NA, stage:T2N0M0, alive, 1696 days
29.4
U0502
0 years, male, NA, stage:T4N1M0, alive, 1065 days
29.3
U0663
0 years, female, NA, stage:T3N1M0, alive, 762 days
29.2
U0604
0 years, male, NA, stage:T3N1M0, alive, 1522 days
29.0
U0713
0 years, male, NA, stage:T2N0M0, alive, 359 days
28.9
U0407
0 years, male, NA, stage:T3N1M0, dead, 2027 days
28.8
U0485
0 years, male, NA, stage:T3N0M0, dead, 2737 days
28.6
U0457
0 years, male, NA, stage:T3N0M0, alive, 833 days
28.5
U0431
0 years, female, NA, stage:T3N1M0, alive, 695 days
28.4
U0140
0 years, male, NA, stage:T3N2M0, alive, 2655 days
28.3
U0650
0 years, female, NA, stage:T2N2M0, alive, 1331 days
28.1
U0561
0 years, female, NA, stage:T3N2M0, alive, 1577 days
28.1
U0568
0 years, male, NA, stage:T4N1M0, alive, 1287 days
27.7
U0030
0 years, female, NA, stage:T2N0M0, dead, 987 days
27.6
U3049
0 years, male, NA, stage:T2N0M0, alive, 533 days
27.6
U0391
0 years, female, NA, stage:T3N0M0, alive, 1179 days
27.5
U0192
0 years, male, NA, stage:T3N0M0, alive, 2081 days
27.5
U0294
0 years, male, NA, stage:T4N0M1, alive, 561 days
27.4
U0809
0 years, female, NA, stage:T3N1M1, dead, 275 days
27.3
U0849
0 years, female, NA, stage:T4N0M1, dead, 267 days
27.0
U0088
0 years, male, NA, stage:T3N1M1, dead, 260 days
27.0
U0466
0 years, male, NA, stage:T3N0M0, alive, 1381 days
26.8
U0271
0 years, female, NA, stage:T3N1M0, alive, 2414 days
26.7
U0652
0 years, male, NA, stage:T3N0M0, alive, 1319 days
26.6
U0492
0 years, male, NA, stage:T3N2M0, alive, 1114 days
26.5
U0675
0 years, female, NA, stage:T4N1M0, dead, 89 days
26.5
U0423
0 years, female, NA, stage:T4N2M0, alive, 2735 days
26.4
U0557
0 years, female, NA, stage:T3N2M0, alive, 2009 days
26.2
U0862
0 years, male, NA, stage:T4N2M1, dead, 1064 days
26.2
U0380
0 years, male, NA, stage:T2N0M0, alive, 2155 days
26.2
U0592
0 years, female, NA, stage:T2N0M0, dead, 670 days
26.1
U0298
0 years, male, NA, stage:T3N1M0, alive, 513 days
25.8
U0686
0 years, female, NA, stage:T4bN0M0, dead, 123 days
25.8
U0322
0 years, male, NA, stage:T4N2M0, alive, 1694 days
25.8
U0232
0 years, female, NA, stage:T2N0M0, dead, 994 days
25.7
U0539
0 years, male, NA, stage:T4N2M0, alive, 2017 days
25.7
U2779
0 years, male, NA, stage:T3N0M0, alive, 419 days
25.6
U0284
0 years, male, NA, stage:T3N2M0, alive, 581 days
25.4
U0577
0 years, female, NA, stage:T3N2M0, alive, 2474 days
25.4
U0371
0 years, female, NA, stage:T3N0M0, alive, 2688 days
25.4
U0388
0 years, male, NA, stage:T2N1M0, alive, 2186 days
25.3
U0658
0 years, male, NA, stage:T3N2M0, alive, 1108 days
25.3
U0857
0 years, male, NA, stage:T4N2M1, dead, 954 days
25.2
U0553
0 years, female, NA, stage:T3N2M0, alive, 1704 days
25.1
U0538
0 years, female, NA, stage:T3N1M0, alive, 1308 days
25.0
U3047
0 years, male, NA, stage:T3N2M0, alive, 205 days
24.8
U0593
0 years, male, NA, stage:T4bN0M0, alive, 876 days
24.7
U0241
0 years, female, NA, stage:T2N1M0, alive, 552 days
24.7
U0190
0 years, male, NA, stage:T3N0M0, alive, 2367 days
24.6
U0648
0 years, female, NA, stage:T3N0M0, alive, 1415 days
24.4
U0242
0 years, male, NA, stage:T3N0M0, alive, 2950 days
24.3
U0694
0 years, male, NA, stage:T4N0M0, dead, 489 days
24.3
U0159
0 years, female, NA, stage:T3N1M0, alive, 1517 days
24.3
U0532
0 years, male, NA, stage:T3N0M0, dead, 730 days
24.3
U0454
0 years, male, NA, stage:T3N1M0, alive, 2997 days
24.3
U0803
0 years, female, NA, stage:T3N1M1, dead, 495 days
24.3
U0079
0 years, male, NA, stage:T4N2M0, dead, 1891 days
24.3
U0366
0 years, male, NA, stage:T3NXM1, alive, 895 days
23.9
U0707
0 years, male, NA, stage:T3N1M0, alive, 518 days
23.9
U0402
0 years, female, NA, stage:T3N1M0, dead, 2487 days
23.8
U0325
0 years, male, NA, stage:T3N0M0, dead, 1947 days
23.5
U0814
0 years, female, NA, stage:T3N1M1, dead, 482 days
23.5
U0805
0 years, male, NA, stage:T3N1M1, dead, 731 days
23.3
U0581
0 years, female, NA, stage:T3N2M0, alive, 1660 days
23.2
U0750
0 years, female, NA, stage:T3N2M0, dead, 1393 days
23.1
U0649
0 years, male, NA, stage:T2N0M0, alive, 1424 days
23.0
U0552
0 years, male, NA, stage:T3N2M0, alive, 1701 days
23.0
U0001
0 years, female, NA, stage:T3N0M0, alive, 3188 days
22.9
U0572
0 years, female, NA, stage:T3N1M0, alive, 2621 days
22.8
U0478
0 years, male, NA, stage:T4N2M0, alive, 2051 days
22.7
U0470
0 years, female, NA, stage:T2N2M0, alive, 961 days
22.6
U0519
0 years, male, NA, stage:T4N2M0, dead, 519 days
22.2
U0494
0 years, male, NA, stage:T4N2M0, alive, 1290 days
22.1
U0533
0 years, male, NA, stage:T3N2M0, alive, 2248 days
22.1
U0114
0 years, male, NA, stage:T3N0M0, alive, 1910 days
22.0
U0535
0 years, female, NA, stage:T4N1M0, alive, 2473 days
21.8
U0666
0 years, male, NA, stage:T3N1M0, alive, 709 days
21.8
U0584
0 years, male, NA, stage:T3N2M0, alive, 2705 days
21.8
U0409
0 years, female, NA, stage:T3N1M0, alive, 934 days
21.6
U0406
0 years, female, NA, stage:T4N2M1, dead, 778 days
21.4
U0562
0 years, female, NA, stage:T3N1M0, alive, 3092 days
21.1
U0555
0 years, male, NA, stage:T3N2M0, alive, 2043 days
21.1
U0848
0 years, male, NA, stage:T3N1M1, dead, 1185 days
21.0
U0498
0 years, female, NA, stage:T4N1M0, alive, 1906 days
21.0
U0579
0 years, female, NA, stage:T4aN0M0, alive, 2845 days
20.9
U0417
0 years, female, NA, stage:T3N2M1, dead, 893 days
20.5
U0437
0 years, male, NA, stage:T1N1M0, alive, 849 days
20.5
U0511
0 years, female, NA, stage:T3N0M0, dead, 2387 days
20.3
U0565
0 years, male, NA, stage:T4N1M0, alive, 1452 days
20.0
U0820
0 years, male, NA, stage:T3NXM1, dead, 622 days
20.0
U0594
0 years, male, NA, stage:T3N0M0, alive, 2852 days
20.0
U0865
0 years, female, NA, stage:T3N1M1, dead, 856 days
19.9
U0097
0 years, male, NA, stage:T3N0M1, dead, 2903 days
19.9
U0324
0 years, female, NA, stage:T4N1M0, alive, 938 days
19.8
U0587
0 years, male, NA, stage:T3N1M0, alive, 2107 days
19.6
U0596
0 years, male, NA, stage:T3N0M0, alive, 2233 days
19.5
U0671
0 years, male, NA, stage:T3N1M0, dead, 785 days
19.2
U0595
0 years, male, NA, stage:T2N0M0, alive, 2535 days
19.1
U2764
0 years, male, NA, stage:T3N2M0, alive, 440 days
18.6
U0534
0 years, female, NA, stage:T3N2M0, alive, 1361 days
18.6
U0497
0 years, female, NA, stage:T3N1M0, alive, 1414 days
17.3
U0556
0 years, male, NA, stage:T3N2M0, alive, 2037 days
17.1
U0647
0 years, female, NA, stage:T3N0M0, alive, 1476 days
17.1
U0804
0 years, female, NA, stage:T3N2M1, dead, 380 days
15.8
U0576
0 years, male, NA, stage:T3N2M0, alive, 2540 days
13.2
U0228
0 years, male, NA, stage:T2N0M0, alive, 963 days
12.8
U0093
0 years, male, NA, stage:T3N2M0, dead, 1118 days
11.6
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COLON ADENOCARCINOMA - Protein relative expression (CPTAC)
Number of samples
197
Samples
Sample ID
Sample type
nRPX
d6584b4a-ca99-4a2a-8b4e-c8b22e_D3
Tumor
0.9
dffcac99-9eac-4717-aeb6-f4a2e7_D8
Tumor
0.7
c1b66358-d103-493c-b8ec-92c43b_D1
Tumor
0.6
0f238226-864c-4de0-8c61-01e729_D2
Tumor
0.6
820a3f08-5bb1-44b3-a133-ee167e_D2
Tumor
0.5
c7aeb685-31b3-445e-8177-a3e729_D3
Tumor
0.5
8cc7e656-0152-4359-8566-0581c3
Tumor
0.5
8b9e4266-7754-4f2c-ac9e-329905_D2
Tumor
0.5
321fb3b2-ebb6-4ea5-b737-081264_D2
Tumor
0.5
f6173181-0993-4a5f-a4cd-5f30b1_D2
Tumor
0.5
b2400046-1d25-429d-a821-6040a6
Tumor
0.4
a90eb718-6a8f-4cbf-89c1-f9e9bd_D2
Tumor
0.4
573048dd-2502-40e0-8e8c-c41bb8_D3
Tumor
0.4
f6afe41c-111d-4818-8485-fe95e0_D2
Tumor
0.4
87408d9e-4029-4e8f-b14c-8efc04_D3
Tumor
0.4
e0068ac5-f557-443a-bd4b-bdfcef_D3
Tumor
0.3
2b810478-7956-4a8b-870d-184859_D2
Tumor
0.3
cd89ffbb-574a-4052-bd9a-00c890_D2
Tumor
0.3
1ab06c24-ffc0-4323-a0cc-e9f5c5_D2
Tumor
0.3
f635496c-0046-4ecd-89bc-7a4f33_D2
Tumor
0.2
02cde0c0-6840-495b-9b11-007d82_D2
Normal
0.2
63c1f7ac-b1ae-4c28-95aa-ce21e5_D2
Normal
0.2
1f79fed9-f0d4-4c45-acd2-ea1441_D2
Normal
0.2
db3f5ad9-d14d-4126-a3e7-d80faa_D3
Tumor
0.2
6e20c8e9-ab75-4996-9296-445b00_D2
Tumor
0.2
cc271b3d-ed33-481f-9d23-15f2f6_D2
Normal
0.2
8960a27e-69d8-4ec8-a795-c6cf8a_D3
Tumor
0.2
f5ed5ebc-881d-456a-80d7-42c9e7_D2
Normal
0.2
5347d2ce-df0c-4d81-a3e2-22db11_D2
Normal
0.2
04ded2cd-3b57-4aec-9c11-48f58e_D2
Normal
0.2
903d5fe0-970a-47be-a97f-3cc914_D2
Normal
0.2
5a3aa99d-ca10-45f6-939f-12392a_D2
Normal
0.2
d3078fa8-0692-411f-8441-0c7c48_D8
Tumor
0.2
e2e83b72-b14b-4b06-9461-1115d6_D2
Tumor
0.2
da747cee-5026-4923-af63-ad9f81_D2
Normal
0.2
5e886f1c-8165-4232-9591-d80799_D2
Normal
0.2
591fb460-703a-437d-8d9a-ff2a35_D3
Tumor
0.1
58a92726-4d1f-4e44-8938-52b97d_D3
Tumor
0.1
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Tumor
0.1
cd3a9d59-bf13-48f3-ae97-bdbca4_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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Normal
0.1
16ac8458-5200-4302-9ad0-b311df_D2
Normal
0.1
5de06adb-e00d-4114-8d76-04bd30_D2
Normal
0.1
853ecf90-71e6-4156-a56f-a34b65_D2
Normal
0.1
76498650-fdbf-4f5d-a19a-cce9a2_D2
Normal
0.1
f9d6fb1b-988e-4D88-9272-cc672f_D8
Tumor
0.1
cfb4831f-e9ee-4e11-80fb-958f6f_D2
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
1136008b-97ce-49b0-bf24-abbea6_D2
Normal
0.1
9a6879b1-4f78-4ac6-9fca-dad049_D2
Normal
0.1
c307b7b0-534a-45fa-a420-35f773_D2
Normal
0.1
46dfc1e4-0110-4d9f-888e-6a29ab_D2
Normal
0.1
43bc845e-d22e-4c10-b3e8-bc54e6_D2
Normal
0.1
0065bfd9-e1b9-43a8-9379-9658ba_D3
Tumor
0.1
0c330883-ab58-4a5a-bff7-07d283_D2
Normal
0.1
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Normal
0.1
26acb513-3ffe-49ad-8581-9dfc97_D2
Normal
0.1
067db520-1b1f-4569-9414-e37a6e_D2
Normal
0.1
1fbb1add-4660-4ec1-b8c2-360f9f_D2
Normal
0.1
359f5c81-2575-497e-8630-e4866f_D2
Normal
0.1
e515eb5c-8005-416a-9b42-59de9d_D8
Tumor
0.1
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Normal
0.1
b871c0c1-a97b-4ac1-887c-0317b6_D2
Normal
0.1
c9f0f144-47f3-4d64-b29f-bcedfa_D2
Normal
0.1
aa0f5b40-3290-4255-8f4d-f45d4e_D3
Tumor
0.1
5271982c-5de1-4d6e-b414-b1f3ef_D2
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
019cd0c0-733d-4b25-90e3-d54ce0_D2
Normal
0.1
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Normal
0.1
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Tumor
0.1
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Normal
0.1
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Normal
0.1
7fd386f0-e7f6-4ee1-9cd7-b3318a_D2
Normal
0.1
0d5554d1-1653-4589-a44f-43113e_D2
Normal
0.0
66b829db-1cdd-460d-b2f3-0e9ca9_D3
Tumor
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
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Normal
0.0
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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
7bdfa5c9-d11f-4600-9c44-a87996_D2
Normal
0.0
377cdd37-d1bd-4042-997e-478a0f_D2
Normal
0.0
41a04113-2061-4923-bca5-da586c_D2
Normal
0.0
7fd2eea8-bf99-4f97-8b9e-fb703f_D2
Normal
0.0
206f3bd9-f62c-4663-8fdb-5b731b_D2
Normal
0.0
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Normal
0.0
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Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
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Normal
0.0
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Normal
0.0
42216d99-e8ff-43c9-b6db-28c3a6_D3
Tumor
0.0
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Normal
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
4c9dcc8c-ccdc-4336-8e23-107feb_D2
Normal
0.0
2f8b02e4-1848-4abc-a95e-dd9eb5_D3
Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
1c070992-647b-4173-a481-904c4d_D2
Normal
0.0
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Normal
0.0
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Tumor
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
211cbcef-cb1f-4c80-a1c8-a76d3c_D2
Normal
0.0
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Normal
0.0
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Normal
0.0
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Normal
0.0
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Normal
0.0
01d1ffca-4235-4dfe-bf62-56f71d_D3
Tumor
0.0
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Tumor
0.0
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Normal
0.0
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Normal
-0.1
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Tumor
-0.1
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Normal
-0.1
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Normal
-0.1
37219a7c-6fe2-4684-a494-d0be08_D2
Tumor
-0.1
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Tumor
-0.1
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Normal
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Normal
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Normal
-0.1
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Tumor
-0.1
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Normal
-0.1
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Normal
-0.1
21cab01c-e968-42cc-9651-1e53c0_D3
Tumor
-0.1
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Normal
-0.1
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Normal
-0.1
62627b73-1763-48bc-8eea-e5bd76_D2
Normal
-0.1
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Normal
-0.1
c9730cb4-b52c-4ca8-9652-4509d0_D2
Tumor
-0.1
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Normal
-0.1
1563ef63-d2e6-406f-adc1-255949_D3
Tumor
-0.1
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Normal
-0.1
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Normal
-0.1
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Normal
-0.1
348f6009-e1be-44d2-a093-9ca844_D2
Normal
-0.1
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Tumor
-0.1
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Normal
-0.1
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Tumor
-0.2
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Normal
-0.2
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Normal
-0.2
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Tumor
-0.2
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Normal
-0.2
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Normal
-0.2
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Tumor
-0.2
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Tumor
-0.2
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Normal
-0.2
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Tumor
-0.2
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Tumor
-0.2
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Tumor
-0.2
cd6a4013-2958-44b9-a4f1-45c9e4_D2
Tumor
-0.2
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Normal
-0.2
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Tumor
-0.2
1425a1a1-c835-47a2-a9b9-4db5d0_D8
Tumor
-0.2
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Tumor
-0.2
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Tumor
-0.3
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Tumor
-0.3
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Tumor
-0.3
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Tumor
-0.3
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Tumor
-0.3
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Tumor
-0.4
f6b1079b-9d67-4c63-b3d0-d562b5_D2
Tumor
-0.4
372c900a-fced-4eef-9dc4-7282ec_D2
Tumor
-0.4
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Tumor
-0.5
0aef1fe8-ca61-4113-81d0-d82ee7_D2
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
