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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.
EXOC4 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
24.1
Number of samples
254
Samples
Sample
Description
TPM
TCGA-A6-5656-01A
0 years, male, white, stage:Stage I, alive, 1001 days
51.1
TCGA-NH-A6GA-01A
0 years, male, black or african american, stage:Stage IIIC, dead, 302 days
47.5
TCGA-CM-6170-01A
0 years, female, white, stage:Stage I, alive, 457 days
46.8
TCGA-A6-6650-01A
0 years, female, black or african american, stage:Stage IIA, alive, 627 days
46.8
TCGA-CK-5912-01A
0 years, male, white, stage:Stage I, dead, 1493 days
45.8
TCGA-G4-6310-01A
0 years, male, white, stage:Stage IIIB, alive, 1935 days
44.3
TCGA-CM-6172-01A
0 years, female, white, stage:Stage IIIB, alive, 335 days
43.4
TCGA-A6-6138-01A
0 years, male, white, stage:Stage I, alive, 685 days
43.1
TCGA-A6-6652-01A
0 years, male, black or african american, stage:Stage IVA, alive, 751 days
42.7
TCGA-A6-6140-01A
0 years, male, white, stage:Stage IIA, alive, 734 days
41.5
TCGA-D5-6898-01A
0 years, female, white, stage:Stage I, alive, 229 days
40.6
TCGA-AZ-6607-01A
0 years, male, white, stage:Stage IV, dead, 97 days
40.4
TCGA-D5-6922-01A
0 years, male, white, stage:Stage IIIA, alive, 308 days
40.0
TCGA-CM-5348-01A
0 years, male, white, stage:Stage IIIB, alive, 699 days
39.6
TCGA-QG-A5Z1-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 256 days
38.8
TCGA-D5-6538-01A
0 years, female, white, stage:Stage IIIB, alive, 521 days
37.6
TCGA-AZ-5403-01A
0 years, male, white, stage:Stage II, dead, 1910 days
37.6
TCGA-D5-6533-01A
0 years, female, white, stage:'--, alive, 775 days
35.8
TCGA-D5-6539-01A
0 years, female, white, stage:'--, alive, 380 days
35.1
TCGA-AA-3655-01A
0 years, male, stage:Stage II, alive, 1856 days
34.7
TCGA-5M-AATE-01A
0 years, male, black or african american, stage:Stage IIA, alive, 1200 days
34.3
TCGA-F4-6460-01A
0 years, female, white, stage:Stage IIIB, dead, 972 days
33.9
TCGA-T9-A92H-01A
0 years, male, black or african american, stage:Stage IIA, alive, 362 days
33.8
TCGA-AA-3496-01A
0 years, female, stage:Stage II, alive, 31 days
33.6
TCGA-G4-6303-01A
0 years, female, white, stage:Stage IV, dead, 2003 days
33.6
TCGA-G4-6297-01A
0 years, female, white, stage:Stage IV, alive, 2506 days
33.5
TCGA-CM-6163-01A
0 years, male, white, stage:Stage I, alive, 427 days
33.3
TCGA-AD-6888-01A
0 years, male, white, stage:Stage IIIB, dead, 472 days
33.1
TCGA-A6-5667-01A
0 years, female, white, stage:Stage IIIB, alive, 887 days
33.0
TCGA-F4-6854-01A
0 years, female, white, stage:Stage IIA, alive, 16 days
32.8
TCGA-D5-5539-01A
0 years, male, white, stage:Stage IIIA, alive, 596 days
32.3
TCGA-D5-6534-01A
0 years, female, white, stage:Stage IIA, alive, 1316 days
32.3
TCGA-F4-6459-01A
0 years, female, white, stage:Stage IIIB, dead, 262 days
32.3
TCGA-CK-6748-01A
0 years, female, white, stage:Stage IV, alive, 61 days
32.2
TCGA-CM-6168-01A
0 years, female, black or african american, stage:Stage IIA, alive, 395 days
32.2
TCGA-CM-6675-01A
0 years, male, black or african american, stage:Stage IVB, alive, 397 days
32.2
TCGA-CM-6165-01A
0 years, male, white, stage:Stage IIA, alive, 488 days
31.8
TCGA-AA-A02K-01A
0 years, male, stage:Stage IV, dead, 426 days
31.8
TCGA-F4-6569-01A
0 years, male, white, stage:Stage I, alive, 1087 days
31.5
TCGA-CM-6167-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 456 days
31.4
TCGA-AY-6386-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 542 days
31.4
TCGA-G4-6295-01A
0 years, female, white, stage:Stage II, alive, 254 days
30.9
TCGA-D5-6532-01A
0 years, male, white, stage:Stage IIA, alive, 555 days
30.9
TCGA-A6-6649-01A
0 years, male, white, stage:Stage IIIB, alive, 735 days
30.6
TCGA-D5-7000-01A
0 years, female, white, stage:Stage I, alive, 312 days
30.6
TCGA-A6-A5ZU-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 293 days
30.5
TCGA-A6-5657-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 962 days
30.3
TCGA-A6-5659-01A
0 years, male, white, stage:Stage I, alive, 926 days
30.3
TCGA-A6-3810-01A
0 years, male, white, stage:Stage IIA, alive, 1111 days
29.9
TCGA-3L-AA1B-01A
0 years, female, black or african american, stage:Stage I, alive, 475 days
29.9
TCGA-A6-5662-01A
0 years, male, white, stage:Stage IVA, alive, 718 days
29.8
TCGA-G4-6311-01A
0 years, male, white, stage:Stage III, alive, 1199 days
29.7
TCGA-D5-6535-01A
0 years, female, white, stage:Stage IIIB, alive, 460 days
29.5
TCGA-A6-6648-01A
0 years, male, white, stage:Stage IVA, alive, 766 days
29.2
TCGA-G4-6314-01A
0 years, female, white, stage:Stage IV, alive, 1093 days
29.2
TCGA-AZ-5407-01A
0 years, female, white, stage:Stage I, alive, 2683 days
29.2
TCGA-AM-5820-01A
0 years, female, white, stage:Stage IVA, alive, 14 days
29.0
TCGA-NH-A8F7-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
28.9
TCGA-D5-6923-01A
0 years, male, white, stage:Stage I, alive, 378 days
28.9
TCGA-AZ-6600-01A
0 years, male, black or african american, stage:Stage IV, dead, 368 days
28.8
TCGA-F4-6855-01A
0 years, female, white, stage:Stage IIA, alive, 1442 days
28.7
TCGA-A6-A567-01A
0 years, male, black or african american, stage:Stage IV, dead, 1881 days
28.6
TCGA-CM-6679-01A
0 years, male, white, stage:Stage IIA, alive, 306 days
28.5
TCGA-DM-A1DB-01A
0 years, male, white, stage:Stage IIA, dead, 1348 days
28.4
TCGA-A6-6654-01A
0 years, female, white, stage:Stage IIIB, alive, 726 days
28.4
TCGA-AD-6965-01A
0 years, male, white, stage:Stage IIIC, alive, 805 days
28.2
TCGA-D5-6537-01A
0 years, male, white, stage:Stage IIIB, dead, 146 days
28.1
TCGA-A6-2675-01A
0 years, male, white, stage:Stage IIA, alive, 1321 days
28.0
TCGA-CM-6164-01A
0 years, female, white, stage:Stage IIA, alive, 883 days
27.9
TCGA-DM-A285-01A
0 years, female, white, stage:Stage IV, dead, 179 days
27.9
TCGA-G4-6293-01A
0 years, female, white, stage:Stage III, alive, 4051 days
27.9
TCGA-CM-6676-01A
0 years, male, white, stage:Stage I, alive, 337 days
27.9
TCGA-A6-6781-01A
0 years, male, white, stage:Stage IIIC, alive, 598 days
27.7
TCGA-G4-6317-01A
0 years, female, white, stage:Stage IIIC, alive, 1095 days
27.7
TCGA-A6-5666-01A
0 years, male, white, stage:Stage IIC, alive, 995 days
27.6
TCGA-A6-6142-01A
0 years, female, white, stage:Stage IVA, alive, 763 days
27.4
TCGA-AA-3511-01A
0 years, male, stage:Stage II, alive, 212 days
27.4
TCGA-CM-6677-01A
0 years, female, white, stage:Stage IIA, alive, 337 days
27.1
TCGA-CM-6169-01A
0 years, male, black or african american, stage:Stage IIA, alive, 396 days
27.0
TCGA-AD-6901-01A
0 years, male, white, stage:'--, dead, 682 days
26.9
TCGA-CM-6161-01A
0 years, female, white, stage:Stage I, alive, 457 days
26.8
TCGA-F4-6807-01A
0 years, female, white, stage:Stage IIIC, alive, 1309 days
26.7
TCGA-A6-5660-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 888 days
26.6
TCGA-AA-3713-01A
0 years, male, stage:Stage IV, alive, 579 days
26.4
TCGA-QG-A5Z2-01A
0 years, male, black or african american, stage:Stage I, alive, 952 days
26.3
TCGA-AY-A54L-01A
0 years, female, black or african american, stage:Stage I, alive, 525 days
26.2
TCGA-F4-6704-01A
0 years, male, american indian or alaska native, stage:Stage IIIC, alive, 47 days
26.1
TCGA-D5-6926-01A
0 years, male, white, stage:Stage IIIB, alive, 275 days
26.1
TCGA-CM-6680-01A
0 years, female, white, stage:Stage IIIB, alive, 366 days
26.1
TCGA-AA-3489-01A
0 years, male, stage:Stage II, dead, 214 days
26.0
TCGA-G4-6315-01A
0 years, male, white, stage:Stage IV, alive, 1883 days
25.8
TCGA-CM-6162-01A
0 years, female, white, stage:Stage IIIB, alive, 365 days
25.8
TCGA-AZ-6603-01A
0 years, female, white, stage:'--, dead, 899 days
25.5
TCGA-AD-A5EK-01A
0 years, male, black or african american, stage:Stage I, alive, 500 days
25.5
TCGA-DM-A288-01A
0 years, male, white, stage:Stage IIIC, dead, 427 days
25.4
TCGA-CK-6747-01A
0 years, female, white, stage:Stage IIA, alive, 820 days
25.4
TCGA-CA-6717-01A
0 years, male, asian, stage:Stage IIA, alive, 388 days
25.1
TCGA-AY-A69D-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
25.1
TCGA-CA-5255-01A
0 years, male, asian, stage:Stage IIA, alive, 376 days
25.0
TCGA-A6-2674-01A
0 years, male, white, stage:Stage IV, alive, 1331 days
24.9
TCGA-CK-4952-01A
0 years, female, white, stage:Stage IIIC, alive, 475 days
24.8
TCGA-DM-A1D6-01A
0 years, male, white, stage:Stage IIA, dead, 570 days
24.8
TCGA-A6-6651-01A
0 years, female, white, stage:Stage IIIB, alive, 662 days
24.7
TCGA-CM-4751-01A
0 years, male, white, stage:Stage IIIB, alive, 822 days
24.4
TCGA-CM-5860-01A
0 years, male, white, stage:Stage IIA, alive, 974 days
24.4
TCGA-D5-6924-01A
0 years, male, white, stage:Stage IIA, alive, 435 days
24.4
TCGA-CK-5914-01A
0 years, male, white, stage:Stage IIIB, alive, 669 days
24.3
TCGA-CA-5797-01A
0 years, male, asian, stage:Stage IIA, alive, 383 days
24.3
TCGA-A6-6137-01A
0 years, male, white, stage:Stage IIIB, alive, 824 days
24.2
TCGA-NH-A50T-01A
0 years, female, black or african american, stage:Stage IIA, alive, 553 days
24.1
TCGA-DM-A28E-01A
0 years, female, white, stage:Stage IIA, alive, 3648 days
24.1
TCGA-D5-5538-01A
0 years, female, white, stage:Stage IIIB, dead, 1661 days
23.9
TCGA-CA-6719-01A
0 years, male, asian, stage:Stage IIA, alive, 435 days
23.8
TCGA-A6-A566-01A
0 years, female, black or african american, stage:Stage IIIB, dead, 758 days
23.8
TCGA-CA-6716-01A
0 years, male, asian, stage:Stage IIA, alive, 371 days
23.7
TCGA-WS-AB45-01A
0 years, female, black or african american, stage:Stage IIA, alive, 2130 days
23.6
TCGA-D5-6531-01A
0 years, male, white, stage:Stage IIA, alive, 540 days
23.6
TCGA-A6-6780-01A
0 years, male, white, stage:Stage IIA, alive, 612 days
23.6
TCGA-SS-A7HO-01A
0 years, female, black or african american, stage:Stage IIB, alive, 1829 days
23.5
TCGA-AA-3697-01A
0 years, male, stage:Stage II, alive, 2587 days
23.4
TCGA-CA-6715-01A
0 years, male, asian, stage:Stage IIIB, alive, 383 days
23.2
TCGA-QL-A97D-01A
0 years, female, black or african american, stage:Stage I, alive, 666 days
23.2
TCGA-D5-6931-01A
0 years, male, white, stage:Stage IIIC, alive, 365 days
23.1
TCGA-A6-5661-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1020 days
23.0
TCGA-D5-6932-01A
0 years, male, white, stage:Stage IIA, alive, 346 days
22.9
TCGA-G4-6625-01A
0 years, female, white, stage:Stage IIA, alive, 2792 days
22.9
TCGA-AZ-6598-01A
0 years, female, white, stage:Stage II, dead, 1503 days
22.8
TCGA-CM-5864-01A
0 years, male, white, stage:Stage I, alive, 457 days
22.8
TCGA-G4-6306-01A
0 years, male, white, stage:'--, alive, 1359 days
22.6
TCGA-NH-A6GB-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 476 days
22.5
TCGA-DM-A0XF-01A
0 years, female, white, stage:Stage IIIC, dead, 1162 days
22.4
TCGA-DM-A1HA-01A
0 years, male, white, stage:Stage IIIC, alive, 2600 days
22.3
TCGA-AZ-6599-01A
0 years, male, white, stage:Stage I, dead, 206 days
22.3
TCGA-AZ-6605-01A
0 years, male, white, stage:Stage IIIB, dead, 159 days
22.1
TCGA-F4-6806-01A
0 years, female, white, stage:Stage I, alive, 1260 days
21.9
TCGA-CA-6718-01A
0 years, male, asian, stage:Stage IIA, dead, 306 days
21.9
TCGA-D5-6536-01A
0 years, male, white, stage:Stage IIA, alive, 543 days
21.9
TCGA-F4-6808-01A
0 years, female, white, stage:Stage I, alive, 1024 days
21.9
TCGA-DM-A280-01A
0 years, female, white, stage:Stage IIA, dead, 236 days
21.8
TCGA-NH-A6GC-01A
0 years, female, black or african american, stage:Stage IVB, alive, 389 days
21.7
TCGA-G4-6627-01A
0 years, male, white, stage:Stage IIA, alive, 2175 days
21.6
TCGA-CM-6674-01A
0 years, male, white, stage:Stage IIA, alive, 394 days
21.4
TCGA-G4-6299-01A
0 years, male, white, stage:Stage IIIC, alive, 2268 days
21.3
TCGA-DM-A28F-01A
0 years, male, white, stage:Stage IIIB, dead, 1094 days
21.3
TCGA-DM-A1D9-01A
0 years, female, white, stage:Stage IIA, alive, 4270 days
21.3
TCGA-AD-6899-01A
0 years, male, white, stage:Stage IIIC, dead, 176 days
21.3
TCGA-AY-A8YK-01A
0 years, male, black or african american, stage:Stage IVA, alive, 573 days
21.2
TCGA-DM-A28A-01A
0 years, male, white, stage:Stage IIIC, dead, 805 days
21.2
TCGA-D5-6529-01A
0 years, male, white, stage:Stage IIA, alive, 614 days
21.2
TCGA-CM-5863-01A
0 years, female, white, stage:Stage IIIB, alive, 457 days
21.1
TCGA-A6-5664-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 672 days
21.1
TCGA-F4-6570-01A
0 years, female, white, stage:Stage IIA, dead, 188 days
21.0
TCGA-AD-5900-01A
0 years, male, white, stage:Stage I, alive, 370 days
21.0
TCGA-F4-6461-01A
0 years, female, white, stage:Stage IIIC, dead, 338 days
21.0
TCGA-A6-4105-01A
0 years, male, white, stage:Stage IIA, dead, 442 days
21.0
TCGA-CM-5862-01A
0 years, male, white, stage:Stage IVA, dead, 153 days
20.9
TCGA-CM-5868-01A
0 years, female, white, stage:Stage IVA, alive, 518 days
20.8
TCGA-F4-6805-01A
0 years, female, white, stage:Stage IIA, alive, 1047 days
20.8
TCGA-4T-AA8H-01A
0 years, female, black or african american, stage:Stage IIA, alive, 385 days
20.7
TCGA-A6-3809-01A
0 years, female, white, stage:Stage IIB, alive, 996 days
20.7
TCGA-AA-A02Y-01A
0 years, male, stage:Stage I, alive, 1216 days
20.7
TCGA-AD-6963-01A
0 years, male, white, stage:'--, alive, 834 days
20.6
TCGA-AY-6197-01A
0 years, male, white, stage:Stage IIA, alive, 652 days
20.6
TCGA-5M-AAT4-01A
0 years, male, black or african american, stage:Stage IV, dead, 49 days
20.5
TCGA-AZ-6606-01A
0 years, male, white, stage:Stage IV, dead, 357 days
20.5
TCGA-AD-6890-01A
0 years, male, white, stage:'--, alive, 746 days
20.4
TCGA-CK-5916-01A
0 years, female, white, stage:Stage I, dead, 643 days
20.4
TCGA-DM-A28M-01A
0 years, male, white, stage:Stage IIA, alive, 2895 days
20.3
TCGA-DM-A1DA-01A
0 years, female, white, stage:Stage IIIC, dead, 228 days
20.3
TCGA-AD-6964-01A
0 years, male, white, stage:'--, dead, 331 days
20.2
TCGA-G4-6309-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2600 days
20.2
TCGA-DM-A1D4-01A
0 years, male, white, stage:Stage IIA, dead, 2821 days
20.1
TCGA-A6-A56B-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 1711 days
20.0
TCGA-D5-5537-01A
0 years, male, white, stage:'--, dead, 1381 days
19.9
TCGA-AA-3662-01A
0 years, female, stage:Stage IV, alive, 184 days
19.9
TCGA-F4-6856-01A
0 years, male, white, stage:Stage I, alive, 1074 days
19.9
TCGA-DM-A1D0-01A
0 years, female, white, stage:Stage IIA, alive, 3974 days
19.9
TCGA-DM-A1D7-01A
0 years, male, white, stage:Stage IIA, dead, 405 days
19.9
TCGA-F4-6463-01A
0 years, male, white, stage:Stage IIA, alive, 1087 days
19.6
TCGA-CM-6678-01A
0 years, female, white, stage:Stage IVA, alive, 335 days
19.6
TCGA-CK-4950-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2599 days
19.5
TCGA-NH-A50U-01A
0 years, male, black or african american, stage:Stage IVA, dead, 334 days
19.5
TCGA-CM-6171-01A
0 years, female, white, stage:Stage I, alive, 427 days
19.5
TCGA-DM-A1D8-01A
0 years, female, white, stage:'--, dead, 383 days
19.5
TCGA-G4-6320-01A
0 years, male, white, stage:Stage III, alive, 804 days
19.5
TCGA-NH-A8F8-01A
0 years, male, black or african american, stage:Stage IV, dead, 511 days
19.5
TCGA-G4-6294-01A
0 years, male, white, stage:Stage IV, dead, 858 days
19.4
TCGA-AZ-4323-01A
0 years, male, white, stage:Stage IV, dead, 43 days
19.4
TCGA-NH-A50V-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 588 days
19.3
TCGA-CM-5861-01A
0 years, female, white, stage:Stage IIA, alive, 457 days
19.1
TCGA-AA-3685-01A
0 years, male, stage:Stage II, alive, 1127 days
19.0
TCGA-A6-A565-01A
0 years, female, black or african american, stage:Stage IIIC, dead, 494 days
19.0
TCGA-A6-6782-01A
0 years, male, white, stage:Stage IIB, alive, 617 days
19.0
TCGA-CK-6751-01A
0 years, female, white, stage:Stage I, alive, 518 days
18.9
TCGA-G4-6588-01A
0 years, female, white, stage:Stage IIA, alive, 796 days
18.9
TCGA-AA-3660-01A
0 years, female, stage:Stage II, alive, 2375 days
18.8
TCGA-AY-6196-01A
0 years, male, white, stage:Stage IIIC, alive, 6 days
18.8
TCGA-D5-6920-01A
0 years, female, white, stage:Stage IIA, alive, 377 days
18.8
TCGA-AY-A71X-01A
0 years, female, black or african american, stage:Stage I, alive, 588 days
18.8
TCGA-AA-3675-01A
0 years, male, stage:Stage II, alive, 1431 days
18.6
TCGA-AU-6004-01A
0 years, female, white, stage:Stage I, alive, 824 days
18.6
TCGA-QG-A5YV-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 1301 days
18.6
TCGA-A6-2686-01A
0 years, female, white, stage:Stage IIA, dead, 1126 days
18.5
TCGA-CM-5349-01A
0 years, female, white, stage:Stage IIA, alive, 915 days
18.5
TCGA-G4-6323-01A
0 years, male, black or african american, stage:Stage IA, alive, 419 days
18.4
TCGA-A6-6653-01A
0 years, male, white, stage:Stage I, alive, 742 days
18.3
TCGA-A6-6141-01A
0 years, male, black or african american, stage:Stage IIA, alive, 255 days
18.2
TCGA-D5-6540-01A
0 years, male, white, stage:Stage I, alive, 491 days
18.2
TCGA-G4-6307-01A
0 years, female, white, stage:Stage IIIB, alive, 1674 days
17.8
TCGA-AZ-6601-01A
0 years, male, white, stage:Stage II, dead, 3042 days
17.7
TCGA-D5-6541-01A
0 years, male, white, stage:Stage IIA, alive, 474 days
17.6
TCGA-QG-A5YX-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1003 days
17.6
TCGA-AD-6548-01A
0 years, female, white, stage:Stage I, alive, 650 days
17.6
TCGA-4N-A93T-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 146 days
17.4
TCGA-D5-6928-01A
0 years, male, white, stage:Stage IIA, alive, 354 days
17.4
TCGA-AA-3526-01A
0 years, male, stage:Stage I, alive, 580 days
17.4
TCGA-D5-6929-01A
0 years, female, white, stage:Stage IV, alive, 408 days
17.4
TCGA-D5-6530-01A
0 years, male, white, stage:Stage I, alive, 621 days
17.2
TCGA-CK-5913-01A
0 years, female, white, stage:Stage IIA, alive, 1561 days
17.2
TCGA-G4-6321-01A
0 years, female, white, stage:Stage III, alive, 672 days
17.1
TCGA-AU-3779-01A
0 years, female, white, stage:Stage IIA, alive, 441 days
17.0
TCGA-DM-A0X9-01A
0 years, female, white, stage:Stage IIA, alive, 3641 days
16.8
TCGA-F4-6703-01A
0 years, male, white, stage:Stage IIA, alive, 1456 days
16.8
TCGA-5M-AAT6-01A
0 years, female, black or african american, stage:Stage IV, dead, 290 days
16.8
TCGA-AY-5543-01A
0 years, female, black or african american, stage:Stage IVA, alive, 1004 days
16.7
TCGA-D5-6927-01A
0 years, male, white, stage:Stage IIA, alive, 287 days
16.6
TCGA-A6-5665-01A
0 years, female, white, stage:Stage IIA, alive, 671 days
16.5
TCGA-CA-5254-01A
0 years, female, asian, stage:Stage IIA, alive, 386 days
16.1
TCGA-CM-4744-01A
0 years, male, white, stage:Stage I, alive, 609 days
15.9
TCGA-DM-A28H-01A
0 years, male, white, stage:Stage IIIC, alive, 3561 days
15.9
TCGA-DM-A28K-01A
0 years, male, white, stage:Stage IIA, alive, 2988 days
15.8
TCGA-G4-6626-01A
0 years, male, white, stage:Stage IIA, dead, 1 days
15.6
TCGA-D5-6930-01A
0 years, male, white, stage:Stage IIA, alive, 406 days
15.5
TCGA-F4-6809-01A
0 years, female, white, stage:Stage IVA, dead, 403 days
14.9
TCGA-AZ-6608-01A
0 years, female, white, stage:Stage IIIA, dead, 59 days
14.5
TCGA-G4-6628-01A
0 years, male, white, stage:Stage I, alive, 2424 days
14.4
TCGA-CM-6166-01A
0 years, female, white, stage:Stage I, alive, 669 days
14.3
TCGA-G4-6586-01A
0 years, female, white, stage:Stage IIA, alive, 1089 days
14.1
TCGA-AD-6889-01A
0 years, male, asian, stage:Stage IIA, dead, 2532 days
14.0
TCGA-AA-3663-01A
0 years, male, stage:Stage II, alive, 212 days
13.5
TCGA-AD-6895-01A
0 years, male, white, stage:Stage IIIB, alive, 763 days
13.4
TCGA-DM-A28C-01A
0 years, male, white, stage:Stage IIA, dead, 2475 days
13.3
TCGA-QG-A5YW-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 896 days
13.3
TCGA-AZ-4616-01A
0 years, female, white, stage:Stage IV, dead, 156 days
12.8
TCGA-DM-A28G-01A
0 years, male, white, stage:Stage IIA, dead, 1849 days
12.8
TCGA-RU-A8FL-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 1177 days
12.7
TCGA-G4-6304-01A
0 years, female, white, stage:Stage IIB, alive, 1631 days
12.5
TCGA-CM-5344-01A
0 years, female, white, stage:Stage IIIB, alive, 670 days
12.4
TCGA-G4-6322-01A
0 years, male, white, stage:Stage IIIB, alive, 792 days
12.1
TCGA-DM-A282-01A
0 years, female, white, stage:Stage IIA, alive, 4233 days
11.7
TCGA-AM-5821-01A
0 years, female, white, stage:Stage IIA, alive, 28 days
11.5
TCGA-DM-A1HB-01A
0 years, male, white, stage:Stage IIIB, alive, 4126 days
10.9
TCGA-DM-A0XD-01A
0 years, male, white, stage:Stage IIA, dead, 743 days
10.7
TCGA-CM-4743-01A
0 years, male, white, stage:Stage IIA, alive, 701 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.
EXOC4 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
29.2
Number of samples
486
Samples
Sample
Description
TPM
U3024
0 years, female, NA, stage:T3N0M0, alive, 463 days
68.0
U0185
0 years, male, NA, stage:T1N0M0, alive, 1248 days
55.5
U2995
0 years, female, NA, stage:T3N1M0, alive, 491 days
53.0
U0414
0 years, male, NA, stage:T3N0M0, alive, 1691 days
53.0
U0316
0 years, male, NA, stage:T3N2M0, alive, 2012 days
52.6
U0257
0 years, male, NA, stage:T3N1M0, dead, 2508 days
48.4
U3034
0 years, female, NA, stage:T3N1M0, alive, 443 days
48.0
U0438
0 years, female, NA, stage:T3N0M0, alive, 2009 days
47.5
U2947
0 years, female, NA, stage:T3N0M0, alive, 543 days
47.3
U0348
0 years, female, NA, stage:T3N0M0, alive, 533 days
46.7
U0408
0 years, female, NA, stage:T4N0M0, dead, 2100 days
46.6
U0148
0 years, male, NA, stage:T3N0M0, alive, 1780 days
46.2
U1251
0 years, male, NA, stage:T4N2M0, alive, 126 days
46.1
U0152
0 years, male, NA, stage:T3N1M0, alive, 989 days
45.2
U0328
0 years, male, NA, stage:T4N0M0, dead, 1362 days
44.4
U0181
0 years, female, NA, stage:T1N0M0, alive, 3623 days
44.4
U1162
0 years, male, NA, stage:T2N1M0, dead, 354 days
44.2
U0363
0 years, male, NA, stage:T3N1M0, alive, 3601 days
44.0
U0967
0 years, male, NA, stage:T2N0M0, dead, 1691 days
43.6
U2942
0 years, male, NA, stage:T2N0M0, alive, 549 days
43.4
U0275
0 years, female, NA, stage:T3N2M0, alive, 549 days
43.4
U1301
0 years, female, NA, stage:T4N2M0, dead, 877 days
43.3
U0984
0 years, female, NA, stage:T4N0M0, alive, 1287 days
43.1
U2975
0 years, male, NA, stage:T4N1M0, alive, 514 days
43.0
U1094
0 years, female, NA, stage:T4N1M0, alive, 1267 days
42.6
U0908
0 years, female, NA, stage:T3N0M1, dead, 40 days
42.1
U0937
0 years, male, NA, stage:T2N0M0, dead, 1558 days
41.8
U0166
0 years, female, NA, stage:T3N0M0, alive, 763 days
41.7
U0178
0 years, female, NA, stage:T3N1M0, dead, 2096 days
41.5
U0127
0 years, female, NA, stage:T3N0M0, dead, 2753 days
41.4
U0200
0 years, female, NA, stage:T3N0M0, alive, 2614 days
41.3
U1401
0 years, female, NA, stage:T3N0M0, alive, 1482 days
41.3
U0309
0 years, female, NA, stage:T3N0M0, dead, 1898 days
41.3
U0413
0 years, male, NA, stage:T2N0M0, alive, 1228 days
41.2
U1095
0 years, female, NA, stage:T3N1M1, alive, 2425 days
41.2
U0168
0 years, male, NA, stage:T3N0M0, dead, 948 days
41.2
U0292
0 years, male, NA, stage:T4N1M0, alive, 1666 days
41.1
U1253
0 years, female, NA, stage:T3N0M0, dead, 165 days
40.7
U0129
0 years, male, NA, stage:T4N0M0, dead, 1265 days
40.5
U0312
0 years, female, NA, stage:T4N2M1, alive, 499 days
40.5
U2964
0 years, male, NA, stage:T3N1M0, alive, 637 days
40.4
U0347
0 years, female, NA, stage:T4N1M1, alive, 628 days
40.4
U2959
0 years, male, NA, stage:T3N2M0, alive, 536 days
40.3
U0306
0 years, male, NA, stage:T3N1M0, dead, 717 days
40.2
U1303
0 years, male, NA, stage:T4N1M0, alive, 2283 days
40.0
U0280
0 years, male, NA, stage:T3N1M1, alive, 2731 days
39.8
U3122
0 years, female, NA, stage:T3N0M1, dead, 91 days
39.8
U2861
0 years, male, NA, stage:T3N0M0, alive, 652 days
39.8
U0319
0 years, male, NA, stage:T3N0M0, alive, 2801 days
39.6
U0157
0 years, male, NA, stage:T4N0M0, dead, 131 days
39.4
U0179
0 years, male, NA, stage:T3N1M0, dead, 1043 days
39.2
U1049
0 years, female, NA, stage:T3N1M0, alive, 1200 days
39.0
U1274
0 years, male, NA, stage:T2N1M0, alive, 1198 days
39.0
U0144
0 years, male, NA, stage:T3N0M0, alive, 1218 days
38.8
U1130
0 years, male, NA, stage:T2N1M0, alive, 913 days
38.7
U0972
0 years, female, NA, stage:T1N0M0, alive, 2473 days
38.5
U3005
0 years, male, NA, stage:T3N0M0, alive, 478 days
38.4
U2848
0 years, female, NA, stage:T4N2M0, alive, 669 days
38.3
U0471
0 years, female, NA, stage:T3N1M0, alive, 1673 days
38.2
U3037
0 years, male, NA, stage:T3N1M0, alive, 405 days
38.1
U0326
0 years, female, NA, stage:T3N0M0, alive, 3178 days
38.0
U0161
0 years, male, NA, stage:T4N2M1, alive, 42 days
37.9
U0447
0 years, male, NA, stage:T4N1M0, dead, 1819 days
37.8
U1250
0 years, male, NA, stage:T2N0M0, alive, 597 days
37.6
U0441
0 years, female, NA, stage:T2N1M0, alive, 2738 days
37.6
U1104
0 years, female, NA, stage:T4N0M0, alive, 1109 days
37.4
U0203
0 years, male, NA, stage:T3N0M0, dead, 827 days
37.4
U1034
0 years, male, NA, stage:T4N0M0, alive, 1575 days
37.1
U0313
0 years, male, NA, stage:T4N1M0, dead, 1142 days
37.0
U1120
0 years, male, NA, stage:T4N1M1, alive, 823 days
37.0
U1103
0 years, female, NA, stage:T4N2M0, alive, 975 days
37.0
U1045
0 years, female, NA, stage:T4N2M0, alive, 1239 days
37.0
U0225
0 years, male, NA, stage:T3N1M0, alive, 581 days
36.9
U2971
0 years, male, NA, stage:T4aN0M0, alive, 629 days
36.9
U1204
0 years, male, NA, stage:T4N2M0, alive, 2214 days
36.6
U0288
0 years, male, NA, stage:T1N0M0, alive, 1513 days
36.4
U1246
0 years, female, NA, stage:T3N0M0, alive, 1441 days
36.4
U1040
0 years, male, NA, stage:T2N0M0, alive, 1029 days
36.4
U0384
0 years, male, NA, stage:T2N1M1, alive, 1024 days
36.3
U0375
0 years, male, NA, stage:T3N0M0, dead, 666 days
36.3
U1344
0 years, female, NA, stage:T3N1M0, alive, 1450 days
36.2
U0966
0 years, male, NA, stage:T4N0M0, dead, 1513 days
36.1
U3018
0 years, male, NA, stage:T4N1M0, alive, 463 days
36.0
U0416
0 years, male, NA, stage:T1N1M0, alive, 1228 days
35.8
U0202
0 years, male, NA, stage:T3N0M0, dead, 2670 days
35.8
U0163
0 years, male, NA, stage:T4N0M0, alive, 697 days
35.8
U0420
0 years, male, NA, stage:T4N1M1, alive, 417 days
35.8
U3032
0 years, female, NA, stage:T3N1M0, alive, 449 days
35.8
U0469
0 years, male, NA, stage:T3N0M0, dead, 409 days
35.7
U2999
0 years, female, NA, stage:T2N0M0, alive, 581 days
35.7
U3022
0 years, male, NA, stage:T2N0M0, alive, 484 days
35.7
U1044
0 years, male, NA, stage:T4N0M0, alive, 3146 days
35.5
U0136
0 years, female, NA, stage:T3N0M0, dead, 2795 days
35.5
U0273
0 years, male, NA, stage:T2N1M0, alive, 2641 days
35.2
U0143
0 years, male, NA, stage:T3N2M0, alive, 2313 days
35.2
U0394
0 years, male, NA, stage:T2N1M0, alive, 969 days
35.2
U1366
0 years, male, NA, stage:T3N1M0, alive, 2010 days
35.0
U1432
0 years, female, NA, stage:T3N1M0, alive, 577 days
34.9
U2958
0 years, female, NA, stage:T1N0M0, alive, 536 days
34.9
U0403
0 years, male, NA, stage:T3N1M1, dead, 1809 days
34.8
U0108
0 years, female, NA, stage:T3N0M1, alive, 535 days
34.8
U0103
0 years, female, NA, stage:T3N1M0, alive, 1197 days
34.7
U1483
0 years, female, NA, stage:T3N0M0, alive, 1094 days
34.6
U0352
0 years, female, NA, stage:T4N2M0, dead, 385 days
34.6
U2953
0 years, female, NA, stage:T4aN0M0, alive, 541 days
34.5
U0260
0 years, male, NA, stage:T1N0M1, alive, 2928 days
34.5
U2928
0 years, male, NA, stage:T2N0M0, alive, 563 days
34.4
U0236
0 years, male, NA, stage:T3N1M0, alive, 1842 days
34.4
U1127
0 years, female, NA, stage:T3N0M0, alive, 3465 days
34.3
U0472
0 years, male, NA, stage:TXN2M0, alive, 542 days
34.2
U2837
0 years, female, NA, stage:T4N1M0, alive, 681 days
34.2
U0199
0 years, female, NA, stage:T4N2M0, alive, 1372 days
34.2
U0281
0 years, male, NA, stage:T3N2M0, alive, 933 days
34.2
U1447
0 years, male, NA, stage:T4N1M0, alive, 988 days
34.2
U0068
0 years, female, NA, stage:T3N1M0, alive, 1991 days
34.1
U2948
0 years, female, NA, stage:T3N1M0, alive, 543 days
34.1
U1448
0 years, male, NA, stage:T3N0M1, dead, 1512 days
34.0
U1147
0 years, male, NA, stage:T3N0M0, dead, 282 days
33.9
U0376
0 years, male, NA, stage:T2N1M0, alive, 965 days
33.8
U0004
0 years, female, NA, stage:T4N0M0, alive, 3649 days
33.8
U0368
0 years, male, NA, stage:T2N0M0, alive, 801 days
33.8
U0378
0 years, female, NA, stage:T4N1M0, dead, 815 days
33.7
U0970
0 years, female, NA, stage:T4N1M0, alive, 939 days
33.6
U0383
0 years, male, NA, stage:T3N2M1, dead, 595 days
33.6
U0223
0 years, male, NA, stage:T4N1M0, alive, 1812 days
33.6
U1041
0 years, male, NA, stage:T2N0M0, alive, 1108 days
33.5
U1291
0 years, female, NA, stage:T3N0M0, alive, 2000 days
33.3
U0367
0 years, female, NA, stage:T3N1M0, alive, 3075 days
33.3
U0110
0 years, female, NA, stage:T3N1M1, dead, 878 days
33.2
U1208
0 years, female, NA, stage:T1N0M0, alive, 834 days
33.2
U1155
0 years, male, NA, stage:T4N1M0, alive, 1815 days
33.1
U1160
0 years, male, NA, stage:T3N1M0, alive, 1557 days
33.0
U1276
0 years, male, NA, stage:T3N0M0, alive, 2474 days
33.0
U0950
0 years, female, NA, stage:T4N1M0, alive, 1834 days
33.0
U0960
0 years, male, NA, stage:T3N0M0, alive, 1009 days
32.8
U0302
0 years, male, NA, stage:T1N0M0, alive, 892 days
32.8
U0882
0 years, male, NA, stage:T3N0M0, alive, 1675 days
32.8
U0444
0 years, female, NA, stage:T4N1M0, alive, 1841 days
32.7
U0392
0 years, male, NA, stage:T3N2M0, alive, 489 days
32.7
U0267
0 years, male, NA, stage:T4N0M0, dead, 445 days
32.7
U3008
0 years, female, NA, stage:T2N0M0, alive, 473 days
32.7
U3039
0 years, male, NA, stage:T4N1M1, dead, 366 days
32.6
U0285
0 years, female, NA, stage:T3N0M0, alive, 2165 days
32.6
U2891
0 years, male, NA, stage:T3N1M0, alive, 619 days
32.5
U1240
0 years, male, NA, stage:T4N0M0, alive, 765 days
32.5
U0386
0 years, female, NA, stage:T4N1M1, alive, 2592 days
32.3
U1338
0 years, female, NA, stage:T4N1M0, dead, 716 days
32.3
U1073
0 years, female, NA, stage:T3N1M0, alive, 1359 days
32.3
U0177
0 years, female, NA, stage:T3N0M0, alive, 355 days
32.3
U0411
0 years, female, NA, stage:T3N1M0, alive, 1868 days
32.2
U0245
0 years, female, NA, stage:T3N1M0, dead, 564 days
32.2
U2927
0 years, male, NA, stage:T3N1M0, alive, 564 days
32.2
U0357
0 years, female, NA, stage:T3N0M0, alive, 2285 days
32.1
U0262
0 years, female, NA, stage:T2N0M0, alive, 2534 days
32.1
U0360
0 years, female, NA, stage:T3N0M0, dead, 1016 days
32.0
U0929
0 years, male, NA, stage:T4N1M0, alive, 436 days
31.9
U0358
0 years, female, NA, stage:T4N1M0, alive, 2290 days
31.9
U0382
0 years, female, NA, stage:T3N0M0, alive, 2550 days
31.9
U2882
0 years, female, NA, stage:T3N1M0, alive, 637 days
31.8
U0474
0 years, male, NA, stage:T3N1M0, alive, 1017 days
31.8
U0385
0 years, male, NA, stage:T3N0M0, alive, 902 days
31.7
U0073
0 years, male, NA, stage:T4N0MX, dead, 318 days
31.6
U1321
0 years, male, NA, stage:T3N1M0, alive, 2578 days
31.6
U2843
0 years, female, NA, stage:T3N0M0, alive, 674 days
31.6
U1018
0 years, male, NA, stage:T4N1M1, dead, 1693 days
31.5
U0094
0 years, female, NA, stage:T3N2M0, alive, 741 days
31.5
U0999
0 years, male, NA, stage:T3N2M0, alive, 860 days
31.4
U1374
0 years, male, NA, stage:T4N0M0, alive, 827 days
31.4
U0175
0 years, male, NA, stage:T3N2M0, alive, 1875 days
31.4
U1327
0 years, female, NA, stage:T3N0M0, alive, 1613 days
31.4
U0462
0 years, female, NA, stage:T4N1M0, alive, 1017 days
31.3
U1129
0 years, male, NA, stage:T3N0M0, dead, 118 days
31.2
U0345
0 years, female, NA, stage:T3N0M0, alive, 2127 days
31.1
U1474
0 years, female, NA, stage:T1N0MX, alive, 2012 days
31.1
U0939
0 years, male, NA, stage:T3N1M0, alive, 2960 days
31.1
U3029
0 years, male, NA, stage:T2N0M0, alive, 475 days
31.1
U1454
0 years, female, NA, stage:T3N0M0, alive, 393 days
31.0
U0122
0 years, female, NA, stage:T2N0M0, dead, 159 days
31.0
U2815
0 years, female, NA, stage:T3N0M0, alive, 717 days
31.0
U0300
0 years, male, NA, stage:T2N0M0, alive, 974 days
31.0
U1074
0 years, male, NA, stage:T3N0M0, dead, 1043 days
31.0
U0338
0 years, female, NA, stage:T3N0M0, alive, 1016 days
31.0
U0451
0 years, female, NA, stage:T4N2M0, alive, 3023 days
30.9
U1022
0 years, male, NA, stage:T4N2M0, dead, 61 days
30.8
U0102
0 years, female, NA, stage:T4N2M0, dead, 670 days
30.8
U0195
0 years, male, NA, stage:T3N0M0, alive, 3326 days
30.8
U0085
0 years, male, NA, stage:T4N1M0, dead, 1698 days
30.8
U1349
0 years, female, NA, stage:T3N1M0, alive, 1899 days
30.7
U0235
0 years, female, NA, stage:T3N0M0, alive, 1327 days
30.6
U1031
0 years, male, NA, stage:T1N1M0, alive, 1625 days
30.6
U0356
0 years, male, NA, stage:T4N1M0, alive, 536 days
30.5
U1046
0 years, female, NA, stage:T4N2M1, dead, 697 days
30.5
U0427
0 years, male, NA, stage:T2N0M0, alive, 1193 days
30.5
U0323
0 years, male, NA, stage:T2N0M0, dead, 1016 days
30.4
U0187
0 years, male, NA, stage:T3N2M0, alive, 1632 days
30.4
U1239
0 years, male, NA, stage:T2N0M0, dead, 1998 days
30.4
U0134
0 years, male, NA, stage:T3N0M0, alive, 2009 days
30.3
U1201
0 years, male, NA, stage:T3N2M0, alive, 1484 days
30.3
U0210
0 years, male, NA, stage:T3N0M0, dead, 1800 days
30.2
U1386
0 years, male, NA, stage:T3N1M0, alive, 1518 days
30.2
U0254
0 years, female, NA, stage:T3N1M0, alive, 659 days
30.2
U0379
0 years, male, NA, stage:T2N0M0, alive, 1819 days
30.2
U0063
0 years, male, NA, stage:T1N0M0, dead, 1779 days
30.1
U0315
0 years, female, NA, stage:T2N0M0, alive, 1973 days
30.1
U1429
0 years, female, NA, stage:T3N0M0, alive, 1660 days
30.1
U0146
0 years, female, NA, stage:T3N2M0, dead, 733 days
30.1
U0421
0 years, male, NA, stage:T3N1M0, alive, 674 days
30.1
U0081
0 years, male, NA, stage:T3N2M0, dead, 248 days
30.1
U1421
0 years, female, NA, stage:T3N1M0, alive, 1905 days
30.0
U1107
0 years, male, NA, stage:T3N0M0, alive, 329 days
29.9
U0229
0 years, female, NA, stage:TXN2M1, dead, 2115 days
29.9
U0172
0 years, male, NA, stage:T4N0M0, dead, 678 days
29.8
U0456
0 years, male, NA, stage:T4N0M0, dead, 2222 days
29.8
U0131
0 years, female, NA, stage:T4N2M1, alive, 238 days
29.8
U0176
0 years, male, NA, stage:T3N1M0, alive, 2600 days
29.7
U2896
0 years, female, NA, stage:T3N1M0, alive, 609 days
29.7
U3051
0 years, male, NA, stage:T3N2M0, alive, 415 days
29.7
U0104
0 years, female, NA, stage:T4N0M0, dead, 1639 days
29.5
U0186
0 years, female, NA, stage:T2N0M0, alive, 3726 days
29.5
U0121
0 years, male, NA, stage:T4N2M0, alive, 655 days
29.4
U0269
0 years, female, NA, stage:T3N0M0, alive, 2530 days
29.3
U0119
0 years, female, NA, stage:T3N0M0, alive, 3259 days
29.3
U0193
0 years, male, NA, stage:T3N1M0, dead, 876 days
29.2
U0320
0 years, female, NA, stage:T4N2M1, alive, 188 days
29.2
U1264
0 years, female, NA, stage:T3N0M0, dead, 1583 days
29.2
U0429
0 years, female, NA, stage:T3N0M1, alive, 1099 days
29.1
U1220
0 years, male, NA, stage:T3N2M0, dead, 1953 days
29.1
U1067
0 years, male, NA, stage:T3N0M0, alive, 1570 days
29.1
U3038
0 years, male, NA, stage:T3N0M0, alive, 328 days
29.1
U0209
0 years, male, NA, stage:T3N1M0, alive, 2109 days
29.0
U0078
0 years, female, NA, stage:T3N0M0, alive, 1183 days
29.0
U0297
0 years, female, NA, stage:T3N2M0, alive, 1196 days
29.0
U0442
0 years, male, NA, stage:T3N0M0, alive, 619 days
29.0
U0207
0 years, female, NA, stage:T3N0M0, dead, 2593 days
28.9
U0083
0 years, male, NA, stage:T4N0M0, dead, 731 days
28.9
U2889
0 years, male, NA, stage:T4N0M0, alive, 623 days
28.9
U0369
0 years, female, NA, stage:T3N0M0, dead, 1095 days
28.9
U0240
0 years, female, NA, stage:T3N1M0, dead, 800 days
28.8
U1486
0 years, female, NA, stage:T4N0M0, alive, 1606 days
28.8
U0256
0 years, male, NA, stage:T3N0M0, alive, 738 days
28.7
U3012
0 years, male, NA, stage:T3N0M0, alive, 472 days
28.7
U0440
0 years, female, NA, stage:T4N0M0, dead, 2743 days
28.7
U0332
0 years, female, NA, stage:T3N0M0, alive, 2101 days
28.7
U0107
0 years, male, NA, stage:T3N0M0, dead, 2354 days
28.7
U3048
0 years, male, NA, stage:T4N2M0, alive, 535 days
28.6
U1396
0 years, female, NA, stage:T4N0M0, alive, 1168 days
28.6
U1352
0 years, male, NA, stage:T3N2M1, dead, 741 days
28.6
U0196
0 years, male, NA, stage:T3N0M0, alive, 2086 days
28.5
U2782
0 years, male, NA, stage:T3N1M1, alive, 773 days
28.5
U0123
0 years, male, NA, stage:T3N0M0, dead, 1880 days
28.4
U0336
0 years, female, NA, stage:T3N0M0, alive, 1100 days
28.3
U0387
0 years, male, NA, stage:T2N0M0, alive, 1327 days
28.2
U0362
0 years, male, NA, stage:T3N0M0, alive, 1148 days
28.2
U2792
0 years, male, NA, stage:T2N1M0, alive, 758 days
28.1
U1304
0 years, female, NA, stage:TXNXM0, alive, 1081 days
28.1
U0277
0 years, male, NA, stage:T2N1M0, alive, 270 days
28.1
U2774
0 years, female, NA, stage:T3N0M0, alive, 783 days
28.1
U1111
0 years, female, NA, stage:T3N0M0, dead, 1631 days
28.1
U0335
0 years, female, NA, stage:T3N1M0, alive, 2464 days
28.0
U0214
0 years, male, NA, stage:T4N1M1, alive, 788 days
28.0
U0381
0 years, male, NA, stage:T3N1M0, dead, 71 days
28.0
U2956
0 years, female, NA, stage:T3N0M0, alive, 540 days
28.0
U0183
0 years, male, NA, stage:T3N1M1, dead, 2957 days
28.0
U0100
0 years, female, NA, stage:T3N0M0, dead, 1920 days
27.9
U0445
0 years, female, NA, stage:T3N0M0, alive, 1851 days
27.9
U0308
0 years, male, NA, stage:T4N1M0, alive, 1075 days
27.8
U1017
0 years, male, NA, stage:T3N0M0, alive, 615 days
27.8
U0390
0 years, male, NA, stage:T3N1M0, alive, 871 days
27.7
U1212
0 years, female, NA, stage:T2N0M0, alive, 69 days
27.7
U0090
0 years, female, NA, stage:T3N0M0, dead, 1258 days
27.6
U1343
0 years, female, NA, stage:T4N2M0, alive, 3178 days
27.6
U0067
0 years, female, NA, stage:T3N0M0, alive, 2180 days
27.6
U0259
0 years, female, NA, stage:T4N2M0, alive, 76 days
27.6
U0344
0 years, male, NA, stage:T2N1M0, dead, 818 days
27.5
U0069
0 years, female, NA, stage:T4N2M0, dead, 135 days
27.5
U0303
0 years, female, NA, stage:T3N0M0, alive, 2847 days
27.4
U0002
0 years, female, NA, stage:T3N2M0, alive, 3691 days
27.4
U0467
0 years, female, NA, stage:T3N0M0, alive, 1848 days
27.4
U0290
0 years, male, NA, stage:T4N2M0, dead, 593 days
27.4
U1037
0 years, male, NA, stage:T4N0M0, alive, 1658 days
27.3
U0095
0 years, male, NA, stage:T4N1M0, dead, 1034 days
27.3
U0589
0 years, female, NA, stage:T3N0M0, alive, 1176 days
27.2
U1241
0 years, male, NA, stage:T3N1M0, dead, 49 days
27.1
U0465
0 years, male, NA, stage:T3N0M0, alive, 2383 days
26.8
U0361
0 years, male, NA, stage:T3N0M0, alive, 686 days
26.8
U0942
0 years, male, NA, stage:T3N0M0, alive, 665 days
26.8
U0124
0 years, female, NA, stage:T1N0M0, alive, 2430 days
26.8
U3000
0 years, female, NA, stage:T3N0M0, alive, 584 days
26.8
U0463
0 years, male, NA, stage:T3N0M0, alive, 946 days
26.7
U0278
0 years, female, NA, stage:T2N0M0, alive, 763 days
26.7
U1267
0 years, male, NA, stage:T3N1M0, dead, 2869 days
26.6
U1436
0 years, female, NA, stage:T3N0M0, alive, 1745 days
26.6
U1472
0 years, female, NA, stage:T3N1M0, alive, 1316 days
26.6
U0898
0 years, female, NA, stage:T4aN0M0, dead, 340 days
26.6
U0125
0 years, female, NA, stage:T1N0M0, dead, 668 days
26.6
U2798
0 years, male, NA, stage:T3N0M0, alive, 751 days
26.6
U1317
0 years, male, NA, stage:T4N1M0, alive, 965 days
26.6
U0227
0 years, female, NA, stage:T4N2M0, alive, 291 days
26.5
U1188
0 years, female, NA, stage:T3N0M0, dead, 967 days
26.5
U0182
0 years, female, NA, stage:T4N1M0, dead, 260 days
26.5
U1047
0 years, female, NA, stage:T4N2M0, alive, 3592 days
26.5
U0433
0 years, male, NA, stage:T4N1M1, dead, 440 days
26.4
U1145
0 years, female, NA, stage:T3N0M0, dead, 445 days
26.4
U0938
0 years, female, NA, stage:T3N0M0, dead, 1231 days
26.4
U3050
0 years, female, NA, stage:T3N0M0, alive, 407 days
26.3
U0355
0 years, male, NA, stage:T4N1M0, dead, 1038 days
26.3
U2979
0 years, male, NA, stage:T3N2M0, alive, 616 days
26.3
U1150
0 years, female, NA, stage:T3N0M0, alive, 15 days
26.3
U0167
0 years, male, NA, stage:T3N1M0, alive, 1820 days
26.2
U0993
0 years, male, NA, stage:T4N2M0, alive, 1267 days
26.2
U0250
0 years, female, NA, stage:T4N0M0, dead, 906 days
26.2
U0991
0 years, male, NA, stage:T4N2M0, dead, 534 days
26.1
U2753
0 years, female, NA, stage:T2N0M0, alive, 813 days
26.1
U0098
0 years, male, NA, stage:T3N0M0, dead, 2473 days
26.1
U0268
0 years, male, NA, stage:T3N0M0, alive, 2978 days
26.0
U0446
0 years, male, NA, stage:T2N0M0, alive, 1446 days
26.0
U0248
0 years, male, NA, stage:T3N0M0, alive, 1870 days
26.0
U0091
0 years, male, NA, stage:T3N0M0, alive, 520 days
25.9
U3100
0 years, male, NA, stage:T3N1M0, dead, 1608 days
25.9
U0221
0 years, male, NA, stage:T3N0M0, alive, 569 days
25.9
U0460
0 years, female, NA, stage:T3N0M0, dead, 2069 days
25.9
U1332
0 years, male, NA, stage:T3N0M0, alive, 1672 days
25.9
U2981
0 years, male, NA, stage:T3N0M0, alive, 508 days
25.9
U0211
0 years, female, NA, stage:T3N1M0, alive, 1236 days
25.8
U1086
0 years, female, NA, stage:T1N0M0, alive, 2907 days
25.7
U0158
0 years, male, NA, stage:T1N0M0, dead, 3101 days
25.7
U0933
0 years, male, NA, stage:T3N2M0, dead, 1960 days
25.5
U2842
0 years, female, NA, stage:T4N2M0, alive, 675 days
25.5
U1258
0 years, male, NA, stage:T3N1M0, alive, 1373 days
25.5
U1369
0 years, male, NA, stage:T3N0M0, dead, 1604 days
25.4
U1032
0 years, male, NA, stage:T3N1M0, alive, 2113 days
25.4
U1060
0 years, male, NA, stage:T3N0M0, alive, 2442 days
25.4
U1065
0 years, female, NA, stage:T3N2M0, alive, 2954 days
25.3
U0473
0 years, male, NA, stage:T3N1M0, alive, 786 days
25.3
U0145
0 years, male, NA, stage:T3N1M1, alive, 623 days
25.3
U1059
0 years, male, NA, stage:T3N1M0, alive, 2790 days
25.3
U0340
0 years, female, NA, stage:T4N2M1, dead, 438 days
25.3
U0149
0 years, female, NA, stage:T3N2M0, alive, 1715 days
25.2
U0218
0 years, female, NA, stage:T3N0M0, alive, 714 days
25.2
U0307
0 years, male, NA, stage:T3N0M0, alive, 2921 days
25.2
U0916
0 years, female, NA, stage:T3N0M0, alive, 1578 days
25.2
U0070
0 years, male, NA, stage:T1N0M0, dead, 1319 days
25.2
U0342
0 years, male, NA, stage:T4N2M0, alive, 305 days
25.1
U0435
0 years, female, NA, stage:T2N0M0, alive, 3616 days
25.1
U0399
0 years, female, NA, stage:T4N2M0, dead, 547 days
25.0
U0987
0 years, female, NA, stage:T3N0M0, alive, 2482 days
25.0
U0396
0 years, male, NA, stage:T4N2M0, alive, 2243 days
25.0
U1071
0 years, female, NA, stage:T4N0M1, alive, 1514 days
24.9
U0287
0 years, female, NA, stage:T2N0M0, alive, 1897 days
24.9
U0976
0 years, female, NA, stage:T3N2M0, dead, 97 days
24.9
U1184
0 years, male, NA, stage:T4N1M0, alive, 290 days
24.8
U2780
0 years, male, NA, stage:T3N0M0, alive, 778 days
24.8
U0350
0 years, female, NA, stage:T4N0M0, alive, 770 days
24.8
U0934
0 years, female, NA, stage:T3N0M0, alive, 1185 days
24.7
U1158
0 years, female, NA, stage:T3N1M0, alive, 721 days
24.7
U0436
0 years, male, NA, stage:T4N1M1, alive, 960 days
24.7
U0400
0 years, male, NA, stage:T4N0M0, dead, 1073 days
24.7
U0244
0 years, female, NA, stage:T3N1M0, alive, 3184 days
24.6
U0072
0 years, male, NA, stage:T3N0M0, alive, 2772 days
24.6
U0333
0 years, female, NA, stage:T3N2M0, dead, 1959 days
24.5
U0141
0 years, male, NA, stage:T3N2M0, alive, 2079 days
24.3
U0169
0 years, male, NA, stage:T4N2M0, alive, 616 days
24.2
U1078
0 years, female, NA, stage:T3N0M0, alive, 1016 days
24.1
U2856
0 years, female, NA, stage:T4N1M1, alive, 660 days
24.1
U0171
0 years, female, NA, stage:T3N1M0, dead, 1920 days
24.1
U0428
0 years, male, NA, stage:T4N1M1, alive, 1016 days
23.9
U1292
0 years, female, NA, stage:T4N1M0, alive, 1147 days
23.9
U1347
0 years, female, NA, stage:T3N0M0, alive, 1401 days
23.8
U0448
0 years, male, NA, stage:T3N2M0, alive, 3615 days
23.8
U2747
0 years, female, NA, stage:T4N1M0, dead, 54 days
23.6
U0459
0 years, female, NA, stage:T3N0M0, alive, 966 days
23.6
U1099
0 years, female, NA, stage:T3N0M0, alive, 2068 days
23.6
U1062
0 years, female, NA, stage:T4N0M0, alive, 1689 days
23.6
U0115
0 years, female, NA, stage:T3N0M0, dead, 1738 days
23.6
U0222
0 years, female, NA, stage:T3N2M1, alive, 1779 days
23.5
U2935
0 years, male, NA, stage:T4N1M0, alive, 555 days
23.5
U0105
0 years, female, NA, stage:T2N0M0, dead, 2158 days
23.4
U0239
0 years, male, NA, stage:T2N0M0, alive, 67 days
23.4
U1257
0 years, male, NA, stage:T3N0M0, alive, 833 days
23.4
U0162
0 years, female, NA, stage:T3N0M0, alive, 1488 days
23.3
U0453
0 years, male, NA, stage:T3N0M0, alive, 2859 days
23.3
U0373
0 years, female, NA, stage:T3N0M0, alive, 1822 days
23.3
U0464
0 years, male, NA, stage:T3N0M0, alive, 918 days
23.3
U0398
0 years, female, NA, stage:T3N0M0, alive, 721 days
23.2
U0112
0 years, female, NA, stage:T3N0M1, alive, 551 days
23.2
U0099
0 years, female, NA, stage:T3N0M0, dead, 986 days
23.2
U0949
0 years, female, NA, stage:T3N0M1, dead, 594 days
23.1
U0233
0 years, female, NA, stage:T3N1M0, alive, 975 days
23.1
U0404
0 years, female, NA, stage:T3N2M0, dead, 204 days
23.1
U0170
0 years, male, NA, stage:T4N1M0, dead, 832 days
23.0
U0295
0 years, male, NA, stage:T3N0M0, dead, 2572 days
23.0
U0915
0 years, female, NA, stage:T3N0M0, alive, 1613 days
22.8
U0075
0 years, male, NA, stage:T3N0M0, dead, 3 days
22.8
U1473
0 years, female, NA, stage:T3N0M0, alive, 1553 days
22.7
U0117
0 years, female, NA, stage:T2N0M0, dead, 1078 days
22.6
U0066
0 years, male, NA, stage:T3N0M0, dead, 2486 days
22.6
U0189
0 years, female, NA, stage:T3N0M0, dead, 1823 days
22.6
U0217
0 years, female, NA, stage:T3N0M0, dead, 538 days
22.5
U0204
0 years, male, NA, stage:T3N0M0, dead, 770 days
22.5
U0246
0 years, female, NA, stage:T4N0M0, dead, 1192 days
22.5
U0426
0 years, male, NA, stage:T3N0M0, dead, 976 days
22.4
U1213
0 years, female, NA, stage:T2N0M0, alive, 560 days
22.2
U0111
0 years, male, NA, stage:T2N0M0, alive, 1117 days
22.2
U2819
0 years, female, NA, stage:T3N0M0, alive, 708 days
22.2
U1183
0 years, male, NA, stage:T4N2M0, alive, 959 days
22.2
U0252
0 years, male, NA, stage:T3N1M0, dead, 1761 days
22.0
U0249
0 years, female, NA, stage:T4N2M0, dead, 874 days
22.0
U1228
0 years, male, NA, stage:T3N0M0, alive, 1333 days
21.9
U0109
0 years, female, NA, stage:T4N2M1, alive, 144 days
21.9
U0266
0 years, female, NA, stage:T3N1M0, dead, 2221 days
21.9
U0092
0 years, male, NA, stage:T3N0M0, alive, 2779 days
21.8
U0450
0 years, female, NA, stage:T3N1M0, alive, 763 days
21.8
U0314
0 years, female, NA, stage:T1N0M0, dead, 2436 days
21.8
U0180
0 years, male, NA, stage:T3N0M1, dead, 965 days
21.7
U0424
0 years, male, NA, stage:T3N0M0, alive, 2192 days
21.7
U3030
0 years, female, NA, stage:T3N0M0, alive, 380 days
21.7
U0327
0 years, male, NA, stage:T4N0M0, alive, 833 days
21.7
U3042
0 years, male, NA, stage:T3N0M0, alive, 324 days
21.6
U0113
0 years, male, NA, stage:T4N2M0, alive, 1102 days
21.5
U1102
0 years, male, NA, stage:T2N0M0, alive, 1354 days
21.5
U0101
0 years, male, NA, stage:T3N1M1, alive, 1878 days
21.5
U0153
0 years, female, NA, stage:T3N0M0, dead, 1718 days
21.5
U0253
0 years, female, NA, stage:T3N0M0, alive, 958 days
21.4
U0133
0 years, female, NA, stage:T3N0M0, alive, 773 days
21.4
U3043
0 years, female, NA, stage:T3N2M0, alive, 287 days
21.4
U0370
0 years, female, NA, stage:T3N0M0, alive, 1047 days
21.2
U0590
0 years, female, NA, stage:T3N0M0, alive, 661 days
21.1
U3025
0 years, male, NA, stage:T4N2M1, alive, 377 days
21.0
U0208
0 years, female, NA, stage:T3N1M0, dead, 1233 days
20.9
U0377
0 years, female, NA, stage:T3N2M0, alive, 3720 days
20.8
U0289
0 years, female, NA, stage:T3N0M0, alive, 3511 days
20.8
U0354
0 years, male, NA, stage:T3N1M0, alive, 430 days
20.8
U0165
0 years, female, NA, stage:T2N0M0, alive, 1702 days
20.8
U2803
0 years, male, NA, stage:T3N1M0, alive, 744 days
20.8
U0156
0 years, female, NA, stage:T4N1M0, alive, 1573 days
20.8
U0955
0 years, female, NA, stage:T3N0M0, alive, 2170 days
20.7
U0126
0 years, male, NA, stage:T3N0M0, dead, 2876 days
20.7
U0234
0 years, male, NA, stage:T1N1M0, alive, 990 days
20.6
U0084
0 years, male, NA, stage:T3N0M0, dead, 1662 days
20.5
U1072
0 years, male, NA, stage:T1N0M0, alive, 1446 days
20.4
U1007
0 years, male, NA, stage:T3N0M0, alive, 1333 days
20.4
U0135
0 years, female, NA, stage:T3N0M0, alive, 1738 days
20.4
U0439
0 years, male, NA, stage:T3N1M0, alive, 1418 days
20.3
U0397
0 years, male, NA, stage:T4N0M0, alive, 1663 days
20.2
U0389
0 years, female, NA, stage:T3N1M0, dead, 927 days
20.1
U0365
0 years, female, NA, stage:T4N1M0, dead, 313 days
19.9
U0247
0 years, female, NA, stage:T3N1M0, alive, 2538 days
19.8
U0455
0 years, female, NA, stage:T3N2M0, alive, 2445 days
19.8
U2754
0 years, male, NA, stage:T4N0M0, alive, 809 days
19.7
U1346
0 years, female, NA, stage:T3N0M0, alive, 1137 days
19.7
U0082
0 years, female, NA, stage:T3N1M0, dead, 2339 days
19.6
U1141
0 years, female, NA, stage:T4N1M1, dead, 596 days
19.6
U0263
0 years, female, NA, stage:T3N0M1, alive, 362 days
19.5
U0321
0 years, female, NA, stage:T3N0M0, alive, 1029 days
19.4
U0401
0 years, male, NA, stage:T4N1M0, alive, 1715 days
19.4
U1392
0 years, male, NA, stage:T3N0M0, alive, 1513 days
19.3
U0349
0 years, male, NA, stage:T3N1M0, alive, 2682 days
19.2
U1069
0 years, female, NA, stage:T3N0M0, dead, 2187 days
19.2
U1235
0 years, female, NA, stage:T2N0M0, alive, 1319 days
19.2
U0106
0 years, female, NA, stage:T3N1M0, dead, 653 days
19.2
U0443
0 years, male, NA, stage:T3N0M0, alive, 1677 days
19.1
U0087
0 years, female, NA, stage:T3N2M0, dead, 337 days
19.0
U0977
0 years, female, NA, stage:T4N2M0, dead, 140 days
19.0
U0142
0 years, female, NA, stage:T4N1M0, alive, 2340 days
19.0
U0449
0 years, female, NA, stage:T3N0M0, alive, 1851 days
18.7
U0089
0 years, female, NA, stage:T1NXM0, dead, 2365 days
18.5
U1075
0 years, female, NA, stage:T3N0M0, alive, 1290 days
18.5
U2902
0 years, female, NA, stage:T2N0M0, alive, 596 days
18.4
U0215
0 years, male, NA, stage:T3N0M0, alive, 1269 days
18.3
U0270
0 years, female, NA, stage:T1N0M0, alive, 2187 days
18.1
U0198
0 years, male, NA, stage:T3N1M0, alive, 1272 days
17.9
U1122
0 years, female, NA, stage:T3N2M0, alive, 1675 days
17.7
U0274
0 years, male, NA, stage:T3N0M0, dead, 1570 days
17.4
U1446
0 years, female, NA, stage:T3N0M0, alive, 2314 days
17.2
U1252
0 years, female, NA, stage:T4N2M0, alive, 1309 days
16.7
U0231
0 years, female, NA, stage:T2N0M0, alive, 991 days
16.5
U0318
0 years, male, NA, stage:T3N0M0, alive, 762 days
16.3
U1114
0 years, female, NA, stage:TXNXM1, dead, 473 days
16.3
U0154
0 years, male, NA, stage:T3N0M0, alive, 820 days
16.0
U0151
0 years, female, NA, stage:T3N0M0, alive, 2014 days
15.6
U0191
0 years, male, NA, stage:T3N1M0, alive, 900 days
15.4
U0317
0 years, female, NA, stage:T3N2M0, alive, 3209 days
15.4
U1013
0 years, female, NA, stage:T2N1M0, alive, 1439 days
12.0
U0224
0 years, female, NA, stage:T3N0M0, alive, 2367 days
4.8
U1384
0 years, male, NA, stage:T4N1M0, alive, 1319 days
0.8
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.
EXOC4 is not prognostic in Rectum Adenocarcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
25.2
Number of samples
88
Samples
Sample
Description
TPM
TCGA-F5-6811-01A
0 years, female, white, stage:Stage IIA, alive, 979 days
45.3
TCGA-EI-6508-01A
0 years, female, white, stage:Stage IIIB, alive, 636 days
45.2
TCGA-DC-6157-01A
0 years, male, black or african american, stage:Stage I, alive, 1581 days
44.4
TCGA-AH-6644-01A
0 years, male, white, stage:'--, alive, 838 days
41.2
TCGA-CL-5917-01A
0 years, female, white, stage:Stage IIIC, alive, 2376 days
39.7
TCGA-DC-6158-01A
0 years, male, white, stage:Stage I, dead, 334 days
39.6
TCGA-DC-6683-01A
0 years, male, white, stage:Stage IIIB, alive, 762 days
38.1
TCGA-DC-6156-01A
0 years, male, white, stage:Stage IVA, alive, 943 days
37.5
TCGA-F5-6864-01A
0 years, female, white, stage:Stage IIIB, alive, 379 days
36.2
TCGA-EI-7002-01A
0 years, male, white, stage:Stage IV, alive, 364 days
34.4
TCGA-EI-6510-01A
0 years, female, white, stage:'--, alive, 556 days
34.1
TCGA-F5-6464-01A
0 years, female, white, stage:Stage IIIC, dead, 303 days
33.8
TCGA-AG-3742-01A
0 years, female, stage:Stage I, alive, 30 days
33.7
TCGA-AG-3731-01A
0 years, male, stage:Stage IV, alive, 1126 days
33.6
TCGA-EI-6514-01A
0 years, female, white, stage:Stage IIA, alive, 496 days
32.3
TCGA-DC-4749-01A
0 years, male, white, stage:Stage I, alive, 762 days
31.6
TCGA-F5-6813-01A
0 years, male, white, stage:Stage IIIC, dead, 598 days
30.9
TCGA-EI-6881-01A
0 years, male, white, stage:Stage IIIA, alive, 499 days
30.7
TCGA-EI-6883-01A
0 years, male, white, stage:Stage IIC, alive, 350 days
30.5
TCGA-AH-6643-01A
0 years, male, white, stage:Stage IIIC, dead, 1314 days
30.1
TCGA-DC-6160-01A
0 years, male, white, stage:Stage I, alive, 1339 days
29.6
TCGA-CI-6620-01A
0 years, female, white, stage:Stage IVA, alive, 1009 days
29.6
TCGA-AH-6897-01A
0 years, male, white, stage:Stage I, alive, 804 days
29.5
TCGA-AG-3592-01A
0 years, male, stage:Stage IIA, alive, 1035 days
29.5
TCGA-G5-6572-01A
0 years, male, white, stage:'--, dead, 1432 days
29.1
TCGA-EI-6884-01A
0 years, male, white, stage:Stage IIIA, alive, 328 days
29.0
TCGA-F5-6571-01A
0 years, female, white, stage:Stage IIA, alive, 1288 days
29.0
TCGA-AF-A56K-01A
0 years, male, black or african american, stage:Stage IIA, alive, 2635 days
28.9
TCGA-DC-6154-01A
0 years, female, white, stage:Stage IVA, alive, 365 days
28.4
TCGA-EI-7004-01A
0 years, female, white, stage:'--, alive, 257 days
27.8
TCGA-DC-5869-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 943 days
27.5
TCGA-DY-A1DC-01A
0 years, female, white, stage:Stage IIA, dead, 1258 days
27.5
TCGA-EF-5830-01A
0 years, male, white, stage:Stage IIB, alive, 106 days
27.0
TCGA-AF-2687-01A
0 years, male, white, stage:Stage IIIC, alive, 1427 days
26.5
TCGA-EI-6882-01A
0 years, male, white, stage:Stage IIA, alive, 262 days
26.4
TCGA-DC-6681-01A
0 years, female, white, stage:Stage IVA, alive, 790 days
26.2
TCGA-F5-6863-01A
0 years, female, white, stage:Stage IIIB, dead, 361 days
26.2
TCGA-AF-6655-01A
0 years, male, white, stage:Stage IIIA, alive, 609 days
26.1
TCGA-EI-6507-01A
0 years, male, white, stage:Stage IIA, alive, 607 days
26.1
TCGA-AF-6136-01A
0 years, female, white, stage:Stage IIIB, alive, 741 days
26.0
TCGA-EI-6512-01A
0 years, female, white, stage:Stage IIIB, alive, 538 days
26.0
TCGA-G5-6235-01A
0 years, male, white, stage:Stage IIIB, alive, 1696 days
25.7
TCGA-EI-6511-01A
0 years, male, white, stage:Stage IIIB, alive, 482 days
25.7
TCGA-F5-6465-01A
0 years, female, white, stage:Stage IIA, alive, 1506 days
25.6
TCGA-G5-6641-01A
0 years, male, white, stage:Stage IIIA, alive, 804 days
25.0
TCGA-DC-6155-01A
0 years, female, white, stage:Stage IIIA, alive, 425 days
24.9
TCGA-AG-4021-01A
0 years, female, stage:Stage IV, dead, 121 days
24.6
TCGA-EI-6885-01A
0 years, female, white, stage:Stage IV, alive, 415 days
24.0
TCGA-AF-6672-01A
0 years, male, white, stage:Stage IV, alive, 748 days
23.8
TCGA-AF-3911-01A
0 years, male, white, stage:Stage IIIC, alive, 1148 days
23.7
TCGA-EI-6513-01A
0 years, male, white, stage:Stage IIIB, alive, 497 days
22.6
TCGA-AH-6544-01A
0 years, male, white, stage:'--, alive, 1173 days
22.3
TCGA-AF-A56L-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 2007 days
22.2
TCGA-AH-6903-01A
0 years, male, white, stage:Stage IIIB, alive, 592 days
22.2
TCGA-AH-6549-01A
0 years, male, white, stage:'--, alive, 532 days
22.1
TCGA-CI-6621-01A
0 years, male, white, stage:Stage IIIB, alive, 419 days
21.6
TCGA-F5-6861-01A
0 years, female, white, stage:Stage IIA, alive, 1160 days
21.5
TCGA-AG-3732-01A
0 years, female, stage:Stage I, alive, 1003 days
21.2
TCGA-EF-5831-01A
0 years, male, white, stage:Stage IIA, alive, 127 days
20.7
TCGA-DT-5265-01A
0 years, male, asian, stage:Stage II, alive, 384 days
20.5
TCGA-AF-4110-01A
0 years, male, white, stage:Stage IVA, alive, 912 days
20.5
TCGA-F5-6812-01A
0 years, male, white, stage:Stage IIA, alive, 1110 days
20.4
TCGA-AF-A56N-01A
0 years, female, black or african american, stage:Stage IIA, alive, 360 days
20.0
TCGA-CL-4957-01A
0 years, female, stage:'--, dead, 425 days
20.0
TCGA-AF-5654-01A
0 years, female, white, stage:Stage I, dead, 512 days
19.8
TCGA-AF-2693-01A
0 years, male, white, stage:Stage I, alive, 1155 days
19.6
TCGA-AH-6547-01A
0 years, female, white, stage:'--, dead, 76 days
19.5
TCGA-EI-6509-01A
0 years, male, white, stage:Stage IIIC, alive, 517 days
19.1
TCGA-DY-A1DG-01A
0 years, male, white, stage:Stage IVA, dead, 1566 days
18.9
TCGA-AG-4022-01A
0 years, female, stage:Stage II, alive, 1400 days
18.7
TCGA-DY-A1DE-01A
0 years, female, white, stage:Stage IIA, alive, 3932 days
18.6
TCGA-DC-4745-01A
0 years, female, white, stage:Stage IIIB, alive, 639 days
18.5
TCGA-DY-A0XA-01A
0 years, female, white, stage:Stage IIA, alive, 3846 days
18.2
TCGA-AG-3902-01A
0 years, male, stage:Stage IIA, alive, 974 days
18.1
TCGA-DY-A1DD-01A
0 years, female, white, stage:Stage IIIB, dead, 1741 days
17.7
TCGA-CI-6622-01A
0 years, male, white, stage:Stage IIB, alive, 1362 days
17.3
TCGA-AF-2690-01A
0 years, female, white, stage:Stage IIIC, dead, 524 days
17.0
TCGA-DC-5337-01A
0 years, male, white, stage:Stage I, alive, 792 days
16.0
TCGA-DY-A1DF-01A
0 years, female, white, stage:Stage IIIC, dead, 734 days
15.9
TCGA-G5-6233-01A
0 years, male, white, stage:'--, dead, 556 days
15.5
TCGA-DC-6682-01A
0 years, male, white, stage:Stage IIA, alive, 762 days
15.4
TCGA-BM-6198-01A
0 years, male, white, stage:Stage IIIB, alive, 646 days
15.1
TCGA-EI-6506-01A
0 years, female, white, stage:Stage IIA, alive, 625 days
14.7
TCGA-F5-6702-01A
0 years, male, white, stage:Stage IVA, dead, 869 days
14.7
TCGA-F5-6814-01A
0 years, male, white, stage:Stage IIA, alive, 1131 days
14.1
TCGA-AG-3591-01A
0 years, female, stage:Stage IIA, alive, 1035 days
13.6
TCGA-EI-6917-01A
0 years, male, white, stage:Stage IIIA, alive, 531 days
11.9
TCGA-DY-A1H8-01A
0 years, female, white, stage:Stage IIIA, dead, 992 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
EXOC4 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
28.9
Number of samples
207
Samples
Sample
Description
TPM
U2955
0 years, male, NA, stage:T3N1M0, alive, 181 days
56.1
U0080
0 years, female, NA, stage:T3N0M0, dead, 489 days
54.7
U2836
0 years, male, NA, stage:T3N0M0, alive, 322 days
49.8
U0641
0 years, female, NA, stage:T3N0M0, dead, 1626 days
47.1
U0173
0 years, male, NA, stage:T2N0M0, dead, 2375 days
45.8
U0750
0 years, female, NA, stage:T3N2M0, dead, 1393 days
43.4
U0174
0 years, male, NA, stage:T3N0M0, alive, 450 days
42.7
U0351
0 years, female, NA, stage:T3N2M0, alive, 2886 days
41.8
U0638
0 years, male, NA, stage:T2N0M0, alive, 1801 days
41.5
U3049
0 years, male, NA, stage:T2N0M0, alive, 533 days
41.1
U3023
0 years, female, NA, stage:T2N0M0, alive, 404 days
40.8
U0216
0 years, male, NA, stage:T2N0M0, alive, 2684 days
40.8
U0415
0 years, male, NA, stage:T3N1M0, alive, 2526 days
40.2
U0645
0 years, male, NA, stage:T3N0M0, alive, 1567 days
40.0
U0466
0 years, male, NA, stage:T3N0M0, alive, 1381 days
39.1
U0651
0 years, male, NA, stage:T3N0M0, alive, 1354 days
38.9
U0654
0 years, male, NA, stage:T3N2M0, alive, 1220 days
38.3
U2761
0 years, female, NA, stage:T3N1M0, alive, 447 days
38.0
U0325
0 years, male, NA, stage:T3N0M0, dead, 1947 days
37.7
U0538
0 years, female, NA, stage:T3N1M0, alive, 1308 days
37.1
U0431
0 years, female, NA, stage:T3N1M0, alive, 695 days
36.1
U0650
0 years, female, NA, stage:T2N2M0, alive, 1331 days
36.0
U0251
0 years, male, NA, stage:T2N0M0, alive, 1906 days
35.7
U0468
0 years, female, NA, stage:T3N0M0, alive, 1921 days
35.7
U0238
0 years, male, NA, stage:T3N0M0, dead, 868 days
35.6
U0422
0 years, female, NA, stage:T3N2M1, dead, 1710 days
35.3
U0077
0 years, female, NA, stage:T2N0M0, dead, 588 days
35.3
U0657
0 years, female, NA, stage:T2N0M0, dead, 1109 days
35.2
U0578
0 years, male, NA, stage:T2N2M0, alive, 1724 days
35.1
U2991
0 years, female, NA, stage:T1N0M0, alive, 135 days
35.1
U2960
0 years, male, NA, stage:T3N1M0, alive, 176 days
35.0
U0311
0 years, female, NA, stage:T3N1M0, alive, 1176 days
34.9
U0409
0 years, female, NA, stage:T3N1M0, alive, 934 days
34.8
U0643
0 years, female, NA, stage:T2N1M0, dead, 1583 days
34.5
U0648
0 years, female, NA, stage:T3N0M0, alive, 1415 days
34.4
U0862
0 years, male, NA, stage:T4N2M1, dead, 1064 days
34.2
U0508
0 years, male, NA, stage:T3N1M0, alive, 1120 days
34.2
U0695
0 years, male, NA, stage:T3N0M0, alive, 566 days
33.8
U0339
0 years, male, NA, stage:T3N2M0, alive, 2155 days
33.6
U0417
0 years, female, NA, stage:T3N2M1, dead, 893 days
33.3
U0637
0 years, male, NA, stage:T3N1M0, alive, 1997 days
33.3
U0603
0 years, male, NA, stage:T2N1M0, alive, 1904 days
33.2
U0243
0 years, female, NA, stage:T3N2M0, alive, 2975 days
33.1
U0237
0 years, male, NA, stage:T3N1M0, alive, 2492 days
33.1
U0324
0 years, female, NA, stage:T4N1M0, alive, 938 days
33.0
U0359
0 years, male, NA, stage:T3N2M0, dead, 2443 days
32.9
U0423
0 years, female, NA, stage:T4N2M0, alive, 2735 days
32.9
U0343
0 years, female, NA, stage:T2N0M0, alive, 701 days
32.8
U2943
0 years, male, NA, stage:T3N0M0, alive, 189 days
32.7
U0001
0 years, female, NA, stage:T3N0M0, alive, 3188 days
32.6
U0405
0 years, male, NA, stage:T3N1M0, alive, 829 days
32.6
U0096
0 years, female, NA, stage:T4N2M1, dead, 257 days
32.6
U0366
0 years, male, NA, stage:T3NXM1, alive, 895 days
32.5
U0605
0 years, male, NA, stage:T2N0M0, alive, 952 days
32.5
U0120
0 years, female, NA, stage:T3N0M0, alive, 3233 days
32.3
U0591
0 years, male, NA, stage:T2N0M0, alive, 1023 days
32.3
U0276
0 years, male, NA, stage:T3N1M1, alive, 934 days
32.2
U0230
0 years, female, NA, stage:T1N1M0, alive, 3152 days
32.2
U0346
0 years, male, NA, stage:T4N2M0, alive, 1148 days
32.1
U0848
0 years, male, NA, stage:T3N1M1, dead, 1185 days
32.0
U0802
0 years, male, NA, stage:T3N2M1, dead, 338 days
32.0
U0293
0 years, male, NA, stage:T3N1M0, alive, 2717 days
31.7
U0118
0 years, female, NA, stage:T3N2M0, dead, 350 days
31.6
U0418
0 years, male, NA, stage:T4N1M0, alive, 1246 days
31.6
U0088
0 years, male, NA, stage:T3N1M1, dead, 260 days
31.4
U0604
0 years, male, NA, stage:T3N1M0, alive, 1522 days
31.3
U0558
0 years, female, NA, stage:T3N2M0, alive, 2011 days
31.2
U0116
0 years, male, NA, stage:T3N1M0, dead, 930 days
31.1
U0213
0 years, male, NA, stage:T3N1M0, alive, 3018 days
30.9
U3047
0 years, male, NA, stage:T3N2M0, alive, 205 days
30.9
U0258
0 years, male, NA, stage:T4N1M2, dead, 195 days
30.8
U0353
0 years, female, NA, stage:T1N0M0, alive, 2912 days
30.8
U0776
0 years, male, NA, stage:T4N2M0, alive, 1702 days
30.7
U0649
0 years, male, NA, stage:T2N0M0, alive, 1424 days
30.6
U0470
0 years, female, NA, stage:T2N2M0, alive, 961 days
30.5
U0457
0 years, male, NA, stage:T3N0M0, alive, 833 days
30.5
U0079
0 years, male, NA, stage:T4N2M0, dead, 1891 days
30.5
U0502
0 years, male, NA, stage:T4N1M0, alive, 1065 days
30.5
U0334
0 years, male, NA, stage:T3N1M0, alive, 3171 days
30.4
U0282
0 years, male, NA, stage:T3N2M0, dead, 1869 days
30.4
U0568
0 years, male, NA, stage:T4N1M0, alive, 1287 days
30.3
U0147
0 years, female, NA, stage:T3N0M0, dead, 2085 days
30.1
U0814
0 years, female, NA, stage:T3N1M1, dead, 482 days
30.0
U0647
0 years, female, NA, stage:T3N0M0, alive, 1476 days
30.0
U0192
0 years, male, NA, stage:T3N0M0, alive, 2081 days
29.8
U0086
0 years, female, NA, stage:T3N1M0, dead, 594 days
29.8
U0138
0 years, male, NA, stage:T3N1M0, dead, 2472 days
29.8
U0555
0 years, male, NA, stage:T3N2M0, alive, 2043 days
29.7
U0194
0 years, male, NA, stage:T3N1M0, alive, 680 days
29.7
U0132
0 years, male, NA, stage:T3N1M0, alive, 1798 days
29.7
U0656
0 years, male, NA, stage:T3N2M0, alive, 1150 days
29.5
U0137
0 years, male, NA, stage:T3N1M0, dead, 1799 days
29.5
U0159
0 years, female, NA, stage:T3N1M0, alive, 1517 days
29.4
U2972
0 years, male, NA, stage:T3N0M0, alive, 161 days
29.4
U0565
0 years, male, NA, stage:T4N1M0, alive, 1452 days
29.2
U2994
0 years, female, NA, stage:T4N1M0, alive, 132 days
29.2
U0512
0 years, male, NA, stage:T3N0M0, alive, 2550 days
29.1
U0114
0 years, male, NA, stage:T3N0M0, alive, 1910 days
29.1
U0380
0 years, male, NA, stage:T2N0M0, alive, 2155 days
29.0
U0602
0 years, male, NA, stage:T2N0M0, alive, 1385 days
28.9
U0255
0 years, female, NA, stage:T3N2M0, dead, 1079 days
28.9
U0296
0 years, male, NA, stage:T3N0M0, alive, 2610 days
28.9
U0434
0 years, male, NA, stage:T2N0M0, alive, 2558 days
28.8
U2834
0 years, male, NA, stage:T3N1M0, alive, 323 days
28.6
U0640
0 years, male, NA, stage:T2N0M0, alive, 1696 days
28.6
U0652
0 years, male, NA, stage:T3N0M0, alive, 1319 days
28.6
U0304
0 years, male, NA, stage:T3N2M0, alive, 2065 days
28.4
U0553
0 years, female, NA, stage:T3N2M0, alive, 1704 days
28.4
U0852
0 years, male, NA, stage:T3N2M1, alive, 1651 days
28.3
U0601
0 years, female, NA, stage:T4N1M0, alive, 1368 days
28.2
U0294
0 years, male, NA, stage:T4N0M1, alive, 561 days
28.2
U0713
0 years, male, NA, stage:T2N0M0, alive, 359 days
28.1
U0478
0 years, male, NA, stage:T4N2M0, alive, 2051 days
28.1
U0406
0 years, female, NA, stage:T4N2M1, dead, 778 days
27.9
U0557
0 years, female, NA, stage:T3N2M0, alive, 2009 days
27.9
U0594
0 years, male, NA, stage:T3N0M0, alive, 2852 days
27.9
U0498
0 years, female, NA, stage:T4N1M0, alive, 1906 days
27.8
U0600
0 years, male, NA, stage:T3N1M0, alive, 1659 days
27.5
U0484
0 years, male, NA, stage:T4N2M0, alive, 1275 days
27.5
U0592
0 years, female, NA, stage:T2N0M0, dead, 670 days
27.5
U0492
0 years, male, NA, stage:T3N2M0, alive, 1114 days
27.5
U0532
0 years, male, NA, stage:T3N0M0, dead, 730 days
27.4
U2779
0 years, male, NA, stage:T3N0M0, alive, 419 days
27.4
U0550
0 years, male, NA, stage:T3N2M0, alive, 2191 days
27.3
U0030
0 years, female, NA, stage:T2N0M0, dead, 987 days
27.2
U0430
0 years, male, NA, stage:T3N2M0, dead, 2472 days
27.2
U0663
0 years, female, NA, stage:T3N1M0, alive, 762 days
27.1
U0800
0 years, male, NA, stage:T3N2M1, dead, 411 days
27.0
U0494
0 years, male, NA, stage:T4N2M0, alive, 1290 days
27.0
U0485
0 years, male, NA, stage:T3N0M0, dead, 2737 days
26.9
U0402
0 years, female, NA, stage:T3N1M0, dead, 2487 days
26.8
U0305
0 years, male, NA, stage:T3N1M0, alive, 2676 days
26.8
U0220
0 years, male, NA, stage:T2N0M0, alive, 1066 days
26.7
U0242
0 years, male, NA, stage:T3N0M0, alive, 2950 days
26.2
U0820
0 years, male, NA, stage:T3NXM1, dead, 622 days
26.2
U0205
0 years, female, NA, stage:T3N2M0, alive, 2984 days
26.1
U0407
0 years, male, NA, stage:T3N1M0, dead, 2027 days
26.0
U0579
0 years, female, NA, stage:T4aN0M0, alive, 2845 days
25.9
U0803
0 years, female, NA, stage:T3N1M1, dead, 495 days
25.9
U0299
0 years, female, NA, stage:T4N2M0, alive, 43426 days
25.9
U0374
0 years, female, NA, stage:T2N0M0, alive, 1067 days
25.8
U0271
0 years, female, NA, stage:T3N1M0, alive, 2414 days
25.8
U0155
0 years, male, NA, stage:T2N0M0, dead, 1672 days
25.7
U0556
0 years, male, NA, stage:T3N2M0, alive, 2037 days
25.5
U0793
0 years, male, NA, stage:T3N1M1, dead, 195 days
25.4
U0454
0 years, male, NA, stage:T3N1M0, alive, 2997 days
25.4
U0364
0 years, female, NA, stage:T4N2M1, dead, 151 days
25.2
U0228
0 years, male, NA, stage:T2N0M0, alive, 963 days
25.0
U0232
0 years, female, NA, stage:T2N0M0, dead, 994 days
24.8
U0658
0 years, male, NA, stage:T3N2M0, alive, 1108 days
24.8
U0284
0 years, male, NA, stage:T3N2M0, alive, 581 days
24.7
U0190
0 years, male, NA, stage:T3N0M0, alive, 2367 days
24.6
U0849
0 years, female, NA, stage:T4N0M1, dead, 267 days
24.5
U0865
0 years, female, NA, stage:T3N1M1, dead, 856 days
24.4
U0511
0 years, female, NA, stage:T3N0M0, dead, 2387 days
24.4
U0371
0 years, female, NA, stage:T3N0M0, alive, 2688 days
24.4
U0514
0 years, female, NA, stage:T2N2M0, alive, 2799 days
24.2
U0539
0 years, male, NA, stage:T4N2M0, alive, 2017 days
24.1
U0686
0 years, female, NA, stage:T4bN0M0, dead, 123 days
23.9
U0241
0 years, female, NA, stage:T2N1M0, alive, 552 days
23.8
U0331
0 years, male, NA, stage:T3N1M1, dead, 906 days
23.8
U0140
0 years, male, NA, stage:T3N2M0, alive, 2655 days
23.8
U0458
0 years, male, NA, stage:T3N2M0, alive, 1073 days
23.7
U0329
0 years, male, NA, stage:T3N1M0, dead, 805 days
23.5
U0595
0 years, male, NA, stage:T2N0M0, alive, 2535 days
23.4
U0593
0 years, male, NA, stage:T4bN0M0, alive, 876 days
23.3
U0535
0 years, female, NA, stage:T4N1M0, alive, 2473 days
23.3
U0128
0 years, female, NA, stage:T3N1M0, alive, 449 days
23.3
U0581
0 years, female, NA, stage:T3N2M0, alive, 1660 days
23.1
U0279
0 years, male, NA, stage:T2N1M0, dead, 176 days
23.1
U0264
0 years, male, NA, stage:T4N2M0, alive, 2020 days
23.0
U0857
0 years, male, NA, stage:T4N2M1, dead, 954 days
23.0
U0212
0 years, male, NA, stage:T3N0M1, alive, 1330 days
22.9
U0552
0 years, male, NA, stage:T3N2M0, alive, 1701 days
22.9
U0391
0 years, female, NA, stage:T3N0M0, alive, 1179 days
22.5
U0707
0 years, male, NA, stage:T3N1M0, alive, 518 days
22.5
U2764
0 years, male, NA, stage:T3N2M0, alive, 440 days
22.4
U0861
0 years, female, NA, stage:T4N2M1, dead, 184 days
22.2
U0675
0 years, female, NA, stage:T4N1M0, dead, 89 days
22.1
U0322
0 years, male, NA, stage:T4N2M0, alive, 1694 days
22.1
U0694
0 years, male, NA, stage:T4N0M0, dead, 489 days
21.8
U0388
0 years, male, NA, stage:T2N1M0, alive, 2186 days
21.6
U0809
0 years, female, NA, stage:T3N1M1, dead, 275 days
21.5
U0805
0 years, male, NA, stage:T3N1M1, dead, 731 days
21.4
U0596
0 years, male, NA, stage:T3N0M0, alive, 2233 days
21.3
U0572
0 years, female, NA, stage:T3N1M0, alive, 2621 days
21.0
U0666
0 years, male, NA, stage:T3N1M0, alive, 709 days
21.0
U0561
0 years, female, NA, stage:T3N2M0, alive, 1577 days
21.0
U0497
0 years, female, NA, stage:T3N1M0, alive, 1414 days
20.2
U0097
0 years, male, NA, stage:T3N0M1, dead, 2903 days
20.2
U0577
0 years, female, NA, stage:T3N2M0, alive, 2474 days
20.0
U0437
0 years, male, NA, stage:T1N1M0, alive, 849 days
20.0
U0584
0 years, male, NA, stage:T3N2M0, alive, 2705 days
20.0
U0671
0 years, male, NA, stage:T3N1M0, dead, 785 days
19.9
U0542
0 years, male, NA, stage:T3N2M0, dead, 1482 days
19.7
U0562
0 years, female, NA, stage:T3N1M0, alive, 3092 days
19.6
U0188
0 years, female, NA, stage:T3N1M0, alive, 2134 days
19.5
U0533
0 years, male, NA, stage:T3N2M0, alive, 2248 days
19.5
U0642
0 years, male, NA, stage:T3N0M0, alive, 1603 days
19.3
U0519
0 years, male, NA, stage:T4N2M0, dead, 519 days
18.8
U0534
0 years, female, NA, stage:T3N2M0, alive, 1361 days
18.3
U0545
0 years, male, NA, stage:T3N0M0, alive, 2340 days
18.3
U0298
0 years, male, NA, stage:T3N1M0, alive, 513 days
18.2
U0804
0 years, female, NA, stage:T3N2M1, dead, 380 days
18.1
U0587
0 years, male, NA, stage:T3N1M0, alive, 2107 days
17.4
U0576
0 years, male, NA, stage:T3N2M0, alive, 2540 days
16.6
U0093
0 years, male, NA, stage:T3N2M0, dead, 1118 days
4.1
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COLON ADENOCARCINOMA - Protein relative expression (CPTAC)
Number of samples
197
Samples
Sample ID
Sample type
nRPX
820a3f08-5bb1-44b3-a133-ee167e_D2
Tumor
1.3
5a3aa99d-ca10-45f6-939f-12392a_D2
Normal
0.4
02cde0c0-6840-495b-9b11-007d82_D2
Normal
0.4
1f79fed9-f0d4-4c45-acd2-ea1441_D2
Normal
0.4
2666323d-522f-4f0a-823c-ff8866_D2
Normal
0.3
7fd386f0-e7f6-4ee1-9cd7-b3318a_D2
Normal
0.3
cd89ffbb-574a-4052-bd9a-00c890_D2
Tumor
0.3
411d9597-c785-4de5-b449-29a80d_D2
Normal
0.3
63c1f7ac-b1ae-4c28-95aa-ce21e5_D2
Normal
0.3
3765c09a-fff7-4b37-bf2b-452b23_D2
Normal
0.3
efee6bb9-69dd-46c2-85b3-b55962_D2
Normal
0.3
694e8df1-d9ee-473b-bec1-4f9237_D2
Normal
0.3
8980bb9d-65c1-41cb-9f90-dddd5f_D2
Normal
0.2
92c1ebb5-ac1d-4bf5-a14f-516e1d_D3
Tumor
0.2
8af80ae9-2088-4124-91fb-8d6c17_D3
Tumor
0.2
f6afe41c-111d-4818-8485-fe95e0_D2
Tumor
0.2
642fc6c3-8d4a-4e3d-ad0a-cc088a_D2
Tumor
0.2
8cc7e656-0152-4359-8566-0581c3
Tumor
0.2
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Tumor
0.2
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Tumor
0.2
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Tumor
0.2
233ec093-9a30-4ef4-a12c-91757e_D2
Normal
0.2
64ed43a2-f083-43cb-9d0d-118495_D2
Normal
0.2
dffcac99-9eac-4717-aeb6-f4a2e7_D8
Tumor
0.2
04ded2cd-3b57-4aec-9c11-48f58e_D2
Normal
0.2
7fd2eea8-bf99-4f97-8b9e-fb703f_D2
Normal
0.2
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Tumor
0.2
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Normal
0.2
16ac8458-5200-4302-9ad0-b311df_D2
Normal
0.2
23e938d0-92b8-4aea-90c1-4385df_D2
Normal
0.2
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Normal
0.2
f9d6fb1b-988e-4D88-9272-cc672f_D8
Tumor
0.2
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Tumor
0.2
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Normal
0.2
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Tumor
0.2
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Normal
0.2
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Normal
0.2
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Normal
0.2
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Tumor
0.2
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Tumor
0.2
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Normal
0.2
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Tumor
0.2
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Normal
0.2
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Normal
0.2
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Normal
0.2
cd3a9d59-bf13-48f3-ae97-bdbca4_D2
Normal
0.2
9a6879b1-4f78-4ac6-9fca-dad049_D2
Normal
0.1
0d5554d1-1653-4589-a44f-43113e_D2
Normal
0.1
d0511ea6-43c3-4c61-b08e-cf49b7_D3
Tumor
0.1
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Normal
0.1
1bf00d93-240f-47e8-8055-f546b0_D2
Normal
0.1
067db520-1b1f-4569-9414-e37a6e_D2
Normal
0.1
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Normal
0.1
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Tumor
0.1
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Tumor
0.1
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Normal
0.1
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Tumor
0.1
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Normal
0.1
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Tumor
0.1
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Normal
0.1
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Tumor
0.1
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Tumor
0.1
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Normal
0.1
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Tumor
0.1
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Normal
0.1
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Tumor
0.1
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Normal
0.1
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Normal
0.1
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Tumor
0.1
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Normal
0.1
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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
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Tumor
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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Tumor
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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Tumor
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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Tumor
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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Tumor
0.1
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Normal
0.1
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Tumor
0.1
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Normal
0.1
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Normal
0.1
206f3bd9-f62c-4663-8fdb-5b731b_D2
Normal
0.1
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Normal
0.0
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Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
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Tumor
0.0
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Tumor
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
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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
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Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Tumor
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Tumor
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Tumor
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Normal
0.0
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Normal
0.0
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Tumor
0.0
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Tumor
0.0
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Tumor
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Normal
0.0
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Tumor
0.0
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Tumor
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
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Tumor
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
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Normal
0.0
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Normal
0.0
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Tumor
0.0
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Tumor
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Normal
0.0
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Tumor
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Normal
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
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Tumor
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Tumor
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Normal
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Tumor
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Tumor
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Normal
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Normal
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Tumor
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Tumor
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Tumor
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Tumor
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Tumor
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Tumor
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Tumor
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Tumor
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Tumor
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Tumor
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Tumor
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Tumor
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Tumor
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Tumor
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Tumor
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Normal
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Tumor
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Tumor
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Tumor
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Tumor
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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
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
