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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.
ABCB7 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
12.7
Number of samples
254
Samples
Sample
Description
TPM
TCGA-A6-5656-01A
0 years, male, white, stage:Stage I, alive, 1001 days
29.9
TCGA-A6-5666-01A
0 years, male, white, stage:Stage IIC, alive, 995 days
29.3
TCGA-NH-A8F7-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
25.7
TCGA-D5-6923-01A
0 years, male, white, stage:Stage I, alive, 378 days
24.6
TCGA-DM-A1DB-01A
0 years, male, white, stage:Stage IIA, dead, 1348 days
24.5
TCGA-A6-5659-01A
0 years, male, white, stage:Stage I, alive, 926 days
23.7
TCGA-AZ-6601-01A
0 years, male, white, stage:Stage II, dead, 3042 days
23.6
TCGA-CM-6675-01A
0 years, male, black or african american, stage:Stage IVB, alive, 397 days
23.6
TCGA-G4-6303-01A
0 years, female, white, stage:Stage IV, dead, 2003 days
22.7
TCGA-D5-6532-01A
0 years, male, white, stage:Stage IIA, alive, 555 days
22.5
TCGA-D5-6531-01A
0 years, male, white, stage:Stage IIA, alive, 540 days
22.0
TCGA-A6-5667-01A
0 years, female, white, stage:Stage IIIB, alive, 887 days
21.6
TCGA-A6-6137-01A
0 years, male, white, stage:Stage IIIB, alive, 824 days
21.3
TCGA-G4-6294-01A
0 years, male, white, stage:Stage IV, dead, 858 days
20.9
TCGA-AD-6548-01A
0 years, female, white, stage:Stage I, alive, 650 days
20.9
TCGA-D5-7000-01A
0 years, female, white, stage:Stage I, alive, 312 days
20.7
TCGA-CM-5864-01A
0 years, male, white, stage:Stage I, alive, 457 days
20.5
TCGA-G4-6309-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2600 days
20.5
TCGA-DM-A28H-01A
0 years, male, white, stage:Stage IIIC, alive, 3561 days
20.2
TCGA-F4-6808-01A
0 years, female, white, stage:Stage I, alive, 1024 days
20.0
TCGA-CA-6715-01A
0 years, male, asian, stage:Stage IIIB, alive, 383 days
19.8
TCGA-A6-6780-01A
0 years, male, white, stage:Stage IIA, alive, 612 days
19.7
TCGA-D5-6931-01A
0 years, male, white, stage:Stage IIIC, alive, 365 days
19.6
TCGA-A6-A567-01A
0 years, male, black or african american, stage:Stage IV, dead, 1881 days
19.1
TCGA-CM-6169-01A
0 years, male, black or african american, stage:Stage IIA, alive, 396 days
18.9
TCGA-A6-5657-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 962 days
18.8
TCGA-DM-A288-01A
0 years, male, white, stage:Stage IIIC, dead, 427 days
18.8
TCGA-QG-A5YX-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1003 days
18.6
TCGA-CM-5860-01A
0 years, male, white, stage:Stage IIA, alive, 974 days
18.5
TCGA-CA-6716-01A
0 years, male, asian, stage:Stage IIA, alive, 371 days
18.2
TCGA-AD-A5EK-01A
0 years, male, black or african american, stage:Stage I, alive, 500 days
18.2
TCGA-AD-6888-01A
0 years, male, white, stage:Stage IIIB, dead, 472 days
18.1
TCGA-CA-6719-01A
0 years, male, asian, stage:Stage IIA, alive, 435 days
17.9
TCGA-G4-6317-01A
0 years, female, white, stage:Stage IIIC, alive, 1095 days
17.9
TCGA-CA-5797-01A
0 years, male, asian, stage:Stage IIA, alive, 383 days
17.8
TCGA-A6-A56B-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 1711 days
17.8
TCGA-DM-A285-01A
0 years, female, white, stage:Stage IV, dead, 179 days
17.6
TCGA-5M-AAT4-01A
0 years, male, black or african american, stage:Stage IV, dead, 49 days
17.4
TCGA-T9-A92H-01A
0 years, male, black or african american, stage:Stage IIA, alive, 362 days
17.4
TCGA-F4-6854-01A
0 years, female, white, stage:Stage IIA, alive, 16 days
17.3
TCGA-NH-A50U-01A
0 years, male, black or african american, stage:Stage IVA, dead, 334 days
17.3
TCGA-A6-6781-01A
0 years, male, white, stage:Stage IIIC, alive, 598 days
17.2
TCGA-AY-A8YK-01A
0 years, male, black or african american, stage:Stage IVA, alive, 573 days
17.2
TCGA-CM-6164-01A
0 years, female, white, stage:Stage IIA, alive, 883 days
17.1
TCGA-DM-A0XD-01A
0 years, male, white, stage:Stage IIA, dead, 743 days
16.9
TCGA-AA-3655-01A
0 years, male, stage:Stage II, alive, 1856 days
16.8
TCGA-A6-3810-01A
0 years, male, white, stage:Stage IIA, alive, 1111 days
16.8
TCGA-AZ-6606-01A
0 years, male, white, stage:Stage IV, dead, 357 days
16.7
TCGA-AA-3660-01A
0 years, female, stage:Stage II, alive, 2375 days
16.6
TCGA-D5-6537-01A
0 years, male, white, stage:Stage IIIB, dead, 146 days
16.6
TCGA-AY-A54L-01A
0 years, female, black or african american, stage:Stage I, alive, 525 days
16.6
TCGA-D5-6927-01A
0 years, male, white, stage:Stage IIA, alive, 287 days
16.5
TCGA-D5-6924-01A
0 years, male, white, stage:Stage IIA, alive, 435 days
16.4
TCGA-AA-A02Y-01A
0 years, male, stage:Stage I, alive, 1216 days
16.4
TCGA-CM-6677-01A
0 years, female, white, stage:Stage IIA, alive, 337 days
16.3
TCGA-5M-AATE-01A
0 years, male, black or african american, stage:Stage IIA, alive, 1200 days
16.3
TCGA-A6-6648-01A
0 years, male, white, stage:Stage IVA, alive, 766 days
16.3
TCGA-D5-6898-01A
0 years, female, white, stage:Stage I, alive, 229 days
15.9
TCGA-AZ-6603-01A
0 years, female, white, stage:'--, dead, 899 days
15.9
TCGA-A6-5661-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1020 days
15.9
TCGA-CM-6170-01A
0 years, female, white, stage:Stage I, alive, 457 days
15.7
TCGA-G4-6311-01A
0 years, male, white, stage:Stage III, alive, 1199 days
15.7
TCGA-DM-A28M-01A
0 years, male, white, stage:Stage IIA, alive, 2895 days
15.6
TCGA-AD-6963-01A
0 years, male, white, stage:'--, alive, 834 days
15.6
TCGA-D5-5538-01A
0 years, female, white, stage:Stage IIIB, dead, 1661 days
15.6
TCGA-F4-6806-01A
0 years, female, white, stage:Stage I, alive, 1260 days
15.4
TCGA-DM-A28F-01A
0 years, male, white, stage:Stage IIIB, dead, 1094 days
15.3
TCGA-A6-5665-01A
0 years, female, white, stage:Stage IIA, alive, 671 days
15.3
TCGA-CM-6163-01A
0 years, male, white, stage:Stage I, alive, 427 days
15.2
TCGA-G4-6310-01A
0 years, male, white, stage:Stage IIIB, alive, 1935 days
14.9
TCGA-G4-6304-01A
0 years, female, white, stage:Stage IIB, alive, 1631 days
14.8
TCGA-A6-2675-01A
0 years, male, white, stage:Stage IIA, alive, 1321 days
14.7
TCGA-AD-6890-01A
0 years, male, white, stage:'--, alive, 746 days
14.7
TCGA-CM-6165-01A
0 years, male, white, stage:Stage IIA, alive, 488 days
14.6
TCGA-G4-6315-01A
0 years, male, white, stage:Stage IV, alive, 1883 days
14.6
TCGA-A6-2674-01A
0 years, male, white, stage:Stage IV, alive, 1331 days
14.6
TCGA-CM-6161-01A
0 years, female, white, stage:Stage I, alive, 457 days
14.5
TCGA-AD-6899-01A
0 years, male, white, stage:Stage IIIC, dead, 176 days
14.4
TCGA-DM-A1DA-01A
0 years, female, white, stage:Stage IIIC, dead, 228 days
14.4
TCGA-CM-6167-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 456 days
14.4
TCGA-CK-6751-01A
0 years, female, white, stage:Stage I, alive, 518 days
14.2
TCGA-DM-A28C-01A
0 years, male, white, stage:Stage IIA, dead, 2475 days
14.1
TCGA-CM-6678-01A
0 years, female, white, stage:Stage IVA, alive, 335 days
14.1
TCGA-CM-5862-01A
0 years, male, white, stage:Stage IVA, dead, 153 days
14.0
TCGA-G4-6588-01A
0 years, female, white, stage:Stage IIA, alive, 796 days
14.0
TCGA-DM-A0X9-01A
0 years, female, white, stage:Stage IIA, alive, 3641 days
14.0
TCGA-A6-6140-01A
0 years, male, white, stage:Stage IIA, alive, 734 days
13.9
TCGA-DM-A28E-01A
0 years, female, white, stage:Stage IIA, alive, 3648 days
13.9
TCGA-CM-6676-01A
0 years, male, white, stage:Stage I, alive, 337 days
13.8
TCGA-CM-6166-01A
0 years, female, white, stage:Stage I, alive, 669 days
13.8
TCGA-CM-6680-01A
0 years, female, white, stage:Stage IIIB, alive, 366 days
13.8
TCGA-F4-6807-01A
0 years, female, white, stage:Stage IIIC, alive, 1309 days
13.7
TCGA-AD-6965-01A
0 years, male, white, stage:Stage IIIC, alive, 805 days
13.6
TCGA-G4-6625-01A
0 years, female, white, stage:Stage IIA, alive, 2792 days
13.5
TCGA-D5-6538-01A
0 years, female, white, stage:Stage IIIB, alive, 521 days
13.5
TCGA-D5-6922-01A
0 years, male, white, stage:Stage IIIA, alive, 308 days
13.4
TCGA-CM-6679-01A
0 years, male, white, stage:Stage IIA, alive, 306 days
13.4
TCGA-D5-6920-01A
0 years, female, white, stage:Stage IIA, alive, 377 days
13.4
TCGA-G4-6627-01A
0 years, male, white, stage:Stage IIA, alive, 2175 days
13.3
TCGA-AU-3779-01A
0 years, female, white, stage:Stage IIA, alive, 441 days
13.3
TCGA-A6-6782-01A
0 years, male, white, stage:Stage IIB, alive, 617 days
13.2
TCGA-AZ-6600-01A
0 years, male, black or african american, stage:Stage IV, dead, 368 days
13.2
TCGA-G4-6626-01A
0 years, male, white, stage:Stage IIA, dead, 1 days
13.1
TCGA-AY-6197-01A
0 years, male, white, stage:Stage IIA, alive, 652 days
13.1
TCGA-A6-6653-01A
0 years, male, white, stage:Stage I, alive, 742 days
13.0
TCGA-DM-A1D9-01A
0 years, female, white, stage:Stage IIA, alive, 4270 days
13.0
TCGA-DM-A282-01A
0 years, female, white, stage:Stage IIA, alive, 4233 days
13.0
TCGA-AA-A02K-01A
0 years, male, stage:Stage IV, dead, 426 days
12.8
TCGA-F4-6569-01A
0 years, male, white, stage:Stage I, alive, 1087 days
12.8
TCGA-G4-6306-01A
0 years, male, white, stage:'--, alive, 1359 days
12.8
TCGA-A6-2686-01A
0 years, female, white, stage:Stage IIA, dead, 1126 days
12.7
TCGA-A6-6651-01A
0 years, female, white, stage:Stage IIIB, alive, 662 days
12.7
TCGA-NH-A6GB-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 476 days
12.6
TCGA-AM-5820-01A
0 years, female, white, stage:Stage IVA, alive, 14 days
12.6
TCGA-SS-A7HO-01A
0 years, female, black or african american, stage:Stage IIB, alive, 1829 days
12.6
TCGA-A6-6650-01A
0 years, female, black or african american, stage:Stage IIA, alive, 627 days
12.6
TCGA-G4-6314-01A
0 years, female, white, stage:Stage IV, alive, 1093 days
12.5
TCGA-AD-6964-01A
0 years, male, white, stage:'--, dead, 331 days
12.5
TCGA-NH-A6GA-01A
0 years, male, black or african american, stage:Stage IIIC, dead, 302 days
12.5
TCGA-G4-6297-01A
0 years, female, white, stage:Stage IV, alive, 2506 days
12.5
TCGA-D5-6926-01A
0 years, male, white, stage:Stage IIIB, alive, 275 days
12.4
TCGA-G4-6628-01A
0 years, male, white, stage:Stage I, alive, 2424 days
12.3
TCGA-A6-6142-01A
0 years, female, white, stage:Stage IVA, alive, 763 days
12.3
TCGA-A6-5660-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 888 days
12.3
TCGA-AA-3675-01A
0 years, male, stage:Stage II, alive, 1431 days
12.2
TCGA-CK-5914-01A
0 years, male, white, stage:Stage IIIB, alive, 669 days
12.1
TCGA-QG-A5Z1-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 256 days
12.1
TCGA-CM-5348-01A
0 years, male, white, stage:Stage IIIB, alive, 699 days
12.0
TCGA-CA-6717-01A
0 years, male, asian, stage:Stage IIA, alive, 388 days
12.0
TCGA-D5-6535-01A
0 years, female, white, stage:Stage IIIB, alive, 460 days
12.0
TCGA-A6-6654-01A
0 years, female, white, stage:Stage IIIB, alive, 726 days
11.9
TCGA-AA-3713-01A
0 years, male, stage:Stage IV, alive, 579 days
11.8
TCGA-F4-6805-01A
0 years, female, white, stage:Stage IIA, alive, 1047 days
11.8
TCGA-QG-A5YW-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 896 days
11.7
TCGA-D5-6530-01A
0 years, male, white, stage:Stage I, alive, 621 days
11.7
TCGA-D5-6929-01A
0 years, female, white, stage:Stage IV, alive, 408 days
11.7
TCGA-AD-6901-01A
0 years, male, white, stage:'--, dead, 682 days
11.6
TCGA-CK-4952-01A
0 years, female, white, stage:Stage IIIC, alive, 475 days
11.5
TCGA-CM-6172-01A
0 years, female, white, stage:Stage IIIB, alive, 335 days
11.4
TCGA-CA-6718-01A
0 years, male, asian, stage:Stage IIA, dead, 306 days
11.4
TCGA-AA-3697-01A
0 years, male, stage:Stage II, alive, 2587 days
11.4
TCGA-QG-A5Z2-01A
0 years, male, black or african american, stage:Stage I, alive, 952 days
11.4
TCGA-WS-AB45-01A
0 years, female, black or african american, stage:Stage IIA, alive, 2130 days
11.4
TCGA-D5-6932-01A
0 years, male, white, stage:Stage IIA, alive, 346 days
11.3
TCGA-AA-3511-01A
0 years, male, stage:Stage II, alive, 212 days
11.3
TCGA-AU-6004-01A
0 years, female, white, stage:Stage I, alive, 824 days
11.2
TCGA-AZ-5403-01A
0 years, male, white, stage:Stage II, dead, 1910 days
11.1
TCGA-A6-5664-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 672 days
11.0
TCGA-AZ-6607-01A
0 years, male, white, stage:Stage IV, dead, 97 days
11.0
TCGA-DM-A28A-01A
0 years, male, white, stage:Stage IIIC, dead, 805 days
11.0
TCGA-D5-6539-01A
0 years, female, white, stage:'--, alive, 380 days
11.0
TCGA-A6-3809-01A
0 years, female, white, stage:Stage IIB, alive, 996 days
11.0
TCGA-CK-5916-01A
0 years, female, white, stage:Stage I, dead, 643 days
10.9
TCGA-AA-3685-01A
0 years, male, stage:Stage II, alive, 1127 days
10.9
TCGA-CK-4950-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2599 days
10.9
TCGA-F4-6461-01A
0 years, female, white, stage:Stage IIIC, dead, 338 days
10.8
TCGA-CM-6674-01A
0 years, male, white, stage:Stage IIA, alive, 394 days
10.7
TCGA-DM-A1D8-01A
0 years, female, white, stage:'--, dead, 383 days
10.6
TCGA-A6-5662-01A
0 years, male, white, stage:Stage IVA, alive, 718 days
10.6
TCGA-F4-6460-01A
0 years, female, white, stage:Stage IIIB, dead, 972 days
10.6
TCGA-CK-6748-01A
0 years, female, white, stage:Stage IV, alive, 61 days
10.6
TCGA-D5-6541-01A
0 years, male, white, stage:Stage IIA, alive, 474 days
10.5
TCGA-A6-4105-01A
0 years, male, white, stage:Stage IIA, dead, 442 days
10.5
TCGA-D5-6529-01A
0 years, male, white, stage:Stage IIA, alive, 614 days
10.5
TCGA-DM-A1HA-01A
0 years, male, white, stage:Stage IIIC, alive, 2600 days
10.4
TCGA-CK-5912-01A
0 years, male, white, stage:Stage I, dead, 1493 days
10.4
TCGA-G4-6307-01A
0 years, female, white, stage:Stage IIIB, alive, 1674 days
10.4
TCGA-3L-AA1B-01A
0 years, female, black or african american, stage:Stage I, alive, 475 days
10.3
TCGA-CM-4751-01A
0 years, male, white, stage:Stage IIIB, alive, 822 days
10.3
TCGA-D5-6540-01A
0 years, male, white, stage:Stage I, alive, 491 days
10.1
TCGA-CK-5913-01A
0 years, female, white, stage:Stage IIA, alive, 1561 days
10.1
TCGA-CM-5868-01A
0 years, female, white, stage:Stage IVA, alive, 518 days
10.1
TCGA-CM-6162-01A
0 years, female, white, stage:Stage IIIB, alive, 365 days
10.0
TCGA-AA-3662-01A
0 years, female, stage:Stage IV, alive, 184 days
10.0
TCGA-F4-6570-01A
0 years, female, white, stage:Stage IIA, dead, 188 days
10.0
TCGA-AZ-4323-01A
0 years, male, white, stage:Stage IV, dead, 43 days
9.9
TCGA-CM-5344-01A
0 years, female, white, stage:Stage IIIB, alive, 670 days
9.8
TCGA-NH-A6GC-01A
0 years, female, black or african american, stage:Stage IVB, alive, 389 days
9.8
TCGA-G4-6586-01A
0 years, female, white, stage:Stage IIA, alive, 1089 days
9.8
TCGA-D5-5539-01A
0 years, male, white, stage:Stage IIIA, alive, 596 days
9.6
TCGA-NH-A50T-01A
0 years, female, black or african american, stage:Stage IIA, alive, 553 days
9.6
TCGA-AZ-5407-01A
0 years, female, white, stage:Stage I, alive, 2683 days
9.6
TCGA-A6-A566-01A
0 years, female, black or african american, stage:Stage IIIB, dead, 758 days
9.5
TCGA-A6-6649-01A
0 years, male, white, stage:Stage IIIB, alive, 735 days
9.5
TCGA-4T-AA8H-01A
0 years, female, black or african american, stage:Stage IIA, alive, 385 days
9.4
TCGA-CK-6747-01A
0 years, female, white, stage:Stage IIA, alive, 820 days
9.3
TCGA-QG-A5YV-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 1301 days
9.3
TCGA-AA-3496-01A
0 years, female, stage:Stage II, alive, 31 days
9.3
TCGA-AY-A69D-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
9.2
TCGA-DM-A0XF-01A
0 years, female, white, stage:Stage IIIC, dead, 1162 days
9.2
TCGA-DM-A1HB-01A
0 years, male, white, stage:Stage IIIB, alive, 4126 days
9.1
TCGA-F4-6855-01A
0 years, female, white, stage:Stage IIA, alive, 1442 days
9.1
TCGA-CM-4744-01A
0 years, male, white, stage:Stage I, alive, 609 days
9.1
TCGA-D5-6534-01A
0 years, female, white, stage:Stage IIA, alive, 1316 days
9.1
TCGA-G4-6323-01A
0 years, male, black or african american, stage:Stage IA, alive, 419 days
9.1
TCGA-G4-6299-01A
0 years, male, white, stage:Stage IIIC, alive, 2268 days
9.0
TCGA-DM-A28G-01A
0 years, male, white, stage:Stage IIA, dead, 1849 days
9.0
TCGA-D5-6930-01A
0 years, male, white, stage:Stage IIA, alive, 406 days
8.8
TCGA-DM-A1D7-01A
0 years, male, white, stage:Stage IIA, dead, 405 days
8.7
TCGA-G4-6295-01A
0 years, female, white, stage:Stage II, alive, 254 days
8.7
TCGA-AZ-4616-01A
0 years, female, white, stage:Stage IV, dead, 156 days
8.7
TCGA-CM-6168-01A
0 years, female, black or african american, stage:Stage IIA, alive, 395 days
8.6
TCGA-AY-A71X-01A
0 years, female, black or african american, stage:Stage I, alive, 588 days
8.6
TCGA-AZ-6605-01A
0 years, male, white, stage:Stage IIIB, dead, 159 days
8.5
TCGA-5M-AAT6-01A
0 years, female, black or african american, stage:Stage IV, dead, 290 days
8.5
TCGA-D5-5537-01A
0 years, male, white, stage:'--, dead, 1381 days
8.5
TCGA-AY-5543-01A
0 years, female, black or african american, stage:Stage IVA, alive, 1004 days
8.4
TCGA-F4-6459-01A
0 years, female, white, stage:Stage IIIB, dead, 262 days
8.4
TCGA-G4-6322-01A
0 years, male, white, stage:Stage IIIB, alive, 792 days
8.4
TCGA-F4-6704-01A
0 years, male, american indian or alaska native, stage:Stage IIIC, alive, 47 days
8.4
TCGA-F4-6856-01A
0 years, male, white, stage:Stage I, alive, 1074 days
8.3
TCGA-A6-A565-01A
0 years, female, black or african american, stage:Stage IIIC, dead, 494 days
8.3
TCGA-AZ-6608-01A
0 years, female, white, stage:Stage IIIA, dead, 59 days
8.2
TCGA-A6-6138-01A
0 years, male, white, stage:Stage I, alive, 685 days
8.2
TCGA-CM-5861-01A
0 years, female, white, stage:Stage IIA, alive, 457 days
8.2
TCGA-D5-6533-01A
0 years, female, white, stage:'--, alive, 775 days
8.1
TCGA-D5-6928-01A
0 years, male, white, stage:Stage IIA, alive, 354 days
8.1
TCGA-AA-3526-01A
0 years, male, stage:Stage I, alive, 580 days
8.1
TCGA-DM-A280-01A
0 years, female, white, stage:Stage IIA, dead, 236 days
8.1
TCGA-AA-3663-01A
0 years, male, stage:Stage II, alive, 212 days
8.1
TCGA-CM-6171-01A
0 years, female, white, stage:Stage I, alive, 427 days
8.0
TCGA-AY-6386-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 542 days
7.9
TCGA-CM-5863-01A
0 years, female, white, stage:Stage IIIB, alive, 457 days
7.9
TCGA-F4-6703-01A
0 years, male, white, stage:Stage IIA, alive, 1456 days
7.7
TCGA-A6-6652-01A
0 years, male, black or african american, stage:Stage IVA, alive, 751 days
7.7
TCGA-F4-6463-01A
0 years, male, white, stage:Stage IIA, alive, 1087 days
7.7
TCGA-AZ-6599-01A
0 years, male, white, stage:Stage I, dead, 206 days
7.7
TCGA-AY-6196-01A
0 years, male, white, stage:Stage IIIC, alive, 6 days
7.6
TCGA-G4-6293-01A
0 years, female, white, stage:Stage III, alive, 4051 days
7.6
TCGA-G4-6320-01A
0 years, male, white, stage:Stage III, alive, 804 days
7.6
TCGA-AD-5900-01A
0 years, male, white, stage:Stage I, alive, 370 days
7.6
TCGA-NH-A50V-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 588 days
7.4
TCGA-RU-A8FL-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 1177 days
7.4
TCGA-4N-A93T-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 146 days
7.2
TCGA-CA-5255-01A
0 years, male, asian, stage:Stage IIA, alive, 376 days
7.1
TCGA-CA-5254-01A
0 years, female, asian, stage:Stage IIA, alive, 386 days
7.0
TCGA-NH-A8F8-01A
0 years, male, black or african american, stage:Stage IV, dead, 511 days
7.0
TCGA-AA-3489-01A
0 years, male, stage:Stage II, dead, 214 days
7.0
TCGA-AD-6895-01A
0 years, male, white, stage:Stage IIIB, alive, 763 days
7.0
TCGA-A6-6141-01A
0 years, male, black or african american, stage:Stage IIA, alive, 255 days
6.9
TCGA-DM-A28K-01A
0 years, male, white, stage:Stage IIA, alive, 2988 days
6.9
TCGA-AM-5821-01A
0 years, female, white, stage:Stage IIA, alive, 28 days
6.7
TCGA-AD-6889-01A
0 years, male, asian, stage:Stage IIA, dead, 2532 days
6.6
TCGA-F4-6809-01A
0 years, female, white, stage:Stage IVA, dead, 403 days
6.6
TCGA-DM-A1D0-01A
0 years, female, white, stage:Stage IIA, alive, 3974 days
6.5
TCGA-CM-5349-01A
0 years, female, white, stage:Stage IIA, alive, 915 days
6.5
TCGA-DM-A1D6-01A
0 years, male, white, stage:Stage IIA, dead, 570 days
6.4
TCGA-A6-A5ZU-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 293 days
6.4
TCGA-G4-6321-01A
0 years, female, white, stage:Stage III, alive, 672 days
5.8
TCGA-AZ-6598-01A
0 years, female, white, stage:Stage II, dead, 1503 days
5.7
TCGA-D5-6536-01A
0 years, male, white, stage:Stage IIA, alive, 543 days
5.5
TCGA-QL-A97D-01A
0 years, female, black or african american, stage:Stage I, alive, 666 days
4.3
TCGA-DM-A1D4-01A
0 years, male, white, stage:Stage IIA, dead, 2821 days
4.2
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.
ABCB7 is potential prognostic, high expression is unfavorable 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
15.6
Number of samples
486
Samples
Sample
Description
TPM
U0967
0 years, male, NA, stage:T2N0M0, dead, 1691 days
53.2
U2995
0 years, female, NA, stage:T3N1M0, alive, 491 days
44.9
U0103
0 years, female, NA, stage:T3N1M0, alive, 1197 days
39.0
U2928
0 years, male, NA, stage:T2N0M0, alive, 563 days
34.4
U0413
0 years, male, NA, stage:T2N0M0, alive, 1228 days
33.9
U0387
0 years, male, NA, stage:T2N0M0, alive, 1327 days
33.1
U2798
0 years, male, NA, stage:T3N0M0, alive, 751 days
32.8
U2953
0 years, female, NA, stage:T4aN0M0, alive, 541 days
32.5
U1162
0 years, male, NA, stage:T2N1M0, dead, 354 days
31.6
U1095
0 years, female, NA, stage:T3N1M1, alive, 2425 days
30.6
U0083
0 years, male, NA, stage:T4N0M0, dead, 731 days
30.3
U1304
0 years, female, NA, stage:TXNXM0, alive, 1081 days
30.0
U0404
0 years, female, NA, stage:T3N2M0, dead, 204 days
29.9
U1447
0 years, male, NA, stage:T4N1M0, alive, 988 days
29.6
U0063
0 years, male, NA, stage:T1N0M0, dead, 1779 days
29.0
U0181
0 years, female, NA, stage:T1N0M0, alive, 3623 days
28.7
U1155
0 years, male, NA, stage:T4N1M0, alive, 1815 days
28.6
U0937
0 years, male, NA, stage:T2N0M0, dead, 1558 days
28.1
U2971
0 years, male, NA, stage:T4aN0M0, alive, 629 days
28.0
U0125
0 years, female, NA, stage:T1N0M0, dead, 668 days
27.7
U3034
0 years, female, NA, stage:T3N1M0, alive, 443 days
27.7
U0202
0 years, male, NA, stage:T3N0M0, dead, 2670 days
27.5
U0383
0 years, male, NA, stage:T3N2M1, dead, 595 days
27.4
U3029
0 years, male, NA, stage:T2N0M0, alive, 475 days
27.3
U3048
0 years, male, NA, stage:T4N2M0, alive, 535 days
27.0
U2856
0 years, female, NA, stage:T4N1M1, alive, 660 days
26.8
U0933
0 years, male, NA, stage:T3N2M0, dead, 1960 days
26.7
U0081
0 years, male, NA, stage:T3N2M0, dead, 248 days
26.5
U1448
0 years, male, NA, stage:T3N0M1, dead, 1512 days
26.5
U0999
0 years, male, NA, stage:T3N2M0, alive, 860 days
26.4
U0328
0 years, male, NA, stage:T4N0M0, dead, 1362 days
25.9
U2927
0 years, male, NA, stage:T3N1M0, alive, 564 days
25.7
U3005
0 years, male, NA, stage:T3N0M0, alive, 478 days
25.5
U0991
0 years, male, NA, stage:T4N2M0, dead, 534 days
25.2
U1264
0 years, female, NA, stage:T3N0M0, dead, 1583 days
25.2
U0323
0 years, male, NA, stage:T2N0M0, dead, 1016 days
24.6
U1049
0 years, female, NA, stage:T3N1M0, alive, 1200 days
24.4
U2975
0 years, male, NA, stage:T4N1M0, alive, 514 days
24.2
U2958
0 years, female, NA, stage:T1N0M0, alive, 536 days
24.2
U0070
0 years, male, NA, stage:T1N0M0, dead, 1319 days
24.0
U1241
0 years, male, NA, stage:T3N1M0, dead, 49 days
24.0
U1078
0 years, female, NA, stage:T3N0M0, alive, 1016 days
23.8
U1276
0 years, male, NA, stage:T3N0M0, alive, 2474 days
23.7
U1366
0 years, male, NA, stage:T3N1M0, alive, 2010 days
23.4
U1239
0 years, male, NA, stage:T2N0M0, dead, 1998 days
23.4
U0390
0 years, male, NA, stage:T3N1M0, alive, 871 days
23.2
U0113
0 years, male, NA, stage:T4N2M0, alive, 1102 days
23.1
U2981
0 years, male, NA, stage:T3N0M0, alive, 508 days
23.0
U0217
0 years, female, NA, stage:T3N0M0, dead, 538 days
23.0
U0127
0 years, female, NA, stage:T3N0M0, dead, 2753 days
22.6
U1129
0 years, male, NA, stage:T3N0M0, dead, 118 days
22.6
U0414
0 years, male, NA, stage:T3N0M0, alive, 1691 days
22.6
U2882
0 years, female, NA, stage:T3N1M0, alive, 637 days
22.3
U0262
0 years, female, NA, stage:T2N0M0, alive, 2534 days
22.1
U1201
0 years, male, NA, stage:T3N2M0, alive, 1484 days
22.1
U0950
0 years, female, NA, stage:T4N1M0, alive, 1834 days
22.0
U0446
0 years, male, NA, stage:T2N0M0, alive, 1446 days
21.9
U3100
0 years, male, NA, stage:T3N1M0, dead, 1608 days
21.8
U2942
0 years, male, NA, stage:T2N0M0, alive, 549 days
21.7
U0257
0 years, male, NA, stage:T3N1M0, dead, 2508 days
21.6
U0389
0 years, female, NA, stage:T3N1M0, dead, 927 days
21.4
U0108
0 years, female, NA, stage:T3N0M1, alive, 535 days
21.3
U2815
0 years, female, NA, stage:T3N0M0, alive, 717 days
21.2
U2956
0 years, female, NA, stage:T3N0M0, alive, 540 days
21.1
U0379
0 years, male, NA, stage:T2N0M0, alive, 1819 days
20.9
U0110
0 years, female, NA, stage:T3N1M1, dead, 878 days
20.9
U0442
0 years, male, NA, stage:T3N0M0, alive, 619 days
20.8
U1301
0 years, female, NA, stage:T4N2M0, dead, 877 days
20.8
U0224
0 years, female, NA, stage:T3N0M0, alive, 2367 days
20.8
U0211
0 years, female, NA, stage:T3N1M0, alive, 1236 days
20.7
U0149
0 years, female, NA, stage:T3N2M0, alive, 1715 days
20.7
U0191
0 years, male, NA, stage:T3N1M0, alive, 900 days
20.6
U1321
0 years, male, NA, stage:T3N1M0, alive, 2578 days
20.6
U0363
0 years, male, NA, stage:T3N1M0, alive, 3601 days
20.5
U0308
0 years, male, NA, stage:T4N1M0, alive, 1075 days
20.4
U2861
0 years, male, NA, stage:T3N0M0, alive, 652 days
20.3
U0355
0 years, male, NA, stage:T4N1M0, dead, 1038 days
20.2
U0195
0 years, male, NA, stage:T3N0M0, alive, 3326 days
20.2
U2754
0 years, male, NA, stage:T4N0M0, alive, 809 days
20.1
U3022
0 years, male, NA, stage:T2N0M0, alive, 484 days
20.1
U3042
0 years, male, NA, stage:T3N0M0, alive, 324 days
20.0
U1040
0 years, male, NA, stage:T2N0M0, alive, 1029 days
19.8
U0456
0 years, male, NA, stage:T4N0M0, dead, 2222 days
19.7
U0292
0 years, male, NA, stage:T4N1M0, alive, 1666 days
19.7
U3051
0 years, male, NA, stage:T3N2M0, alive, 415 days
19.7
U0352
0 years, female, NA, stage:T4N2M0, dead, 385 days
19.7
U0384
0 years, male, NA, stage:T2N1M1, alive, 1024 days
19.5
U3012
0 years, male, NA, stage:T3N0M0, alive, 472 days
19.4
U0091
0 years, male, NA, stage:T3N0M0, alive, 520 days
19.4
U0290
0 years, male, NA, stage:T4N2M0, dead, 593 days
19.3
U0420
0 years, male, NA, stage:T4N1M1, alive, 417 days
19.2
U1220
0 years, male, NA, stage:T3N2M0, dead, 1953 days
19.1
U1253
0 years, female, NA, stage:T3N0M0, dead, 165 days
19.1
U0199
0 years, female, NA, stage:T4N2M0, alive, 1372 days
19.1
U2792
0 years, male, NA, stage:T2N1M0, alive, 758 days
19.1
U0105
0 years, female, NA, stage:T2N0M0, dead, 2158 days
19.0
U0360
0 years, female, NA, stage:T3N0M0, dead, 1016 days
18.9
U0977
0 years, female, NA, stage:T4N2M0, dead, 140 days
18.9
U2843
0 years, female, NA, stage:T3N0M0, alive, 674 days
18.9
U1122
0 years, female, NA, stage:T3N2M0, alive, 1675 days
18.8
U0403
0 years, male, NA, stage:T3N1M1, dead, 1809 days
18.8
U0426
0 years, male, NA, stage:T3N0M0, dead, 976 days
18.8
U0098
0 years, male, NA, stage:T3N0M0, dead, 2473 days
18.8
U0306
0 years, male, NA, stage:T3N1M0, dead, 717 days
18.8
U0254
0 years, female, NA, stage:T3N1M0, alive, 659 days
18.8
U0165
0 years, female, NA, stage:T2N0M0, alive, 1702 days
18.7
U1291
0 years, female, NA, stage:T3N0M0, alive, 2000 days
18.5
U0368
0 years, male, NA, stage:T2N0M0, alive, 801 days
18.4
U1252
0 years, female, NA, stage:T4N2M0, alive, 1309 days
18.4
U1130
0 years, male, NA, stage:T2N1M0, alive, 913 days
18.4
U0455
0 years, female, NA, stage:T3N2M0, alive, 2445 days
18.3
U0275
0 years, female, NA, stage:T3N2M0, alive, 549 days
18.2
U0314
0 years, female, NA, stage:T1N0M0, dead, 2436 days
18.0
U0396
0 years, male, NA, stage:T4N2M0, alive, 2243 days
18.0
U0281
0 years, male, NA, stage:T3N2M0, alive, 933 days
18.0
U0112
0 years, female, NA, stage:T3N0M1, alive, 551 days
18.0
U0209
0 years, male, NA, stage:T3N1M0, alive, 2109 days
18.0
U3024
0 years, female, NA, stage:T3N0M0, alive, 463 days
18.0
U0469
0 years, male, NA, stage:T3N0M0, dead, 409 days
17.9
U0141
0 years, male, NA, stage:T3N2M0, alive, 2079 days
17.9
U0976
0 years, female, NA, stage:T3N2M0, dead, 97 days
17.9
U0227
0 years, female, NA, stage:T4N2M0, alive, 291 days
17.9
U0095
0 years, male, NA, stage:T4N1M0, dead, 1034 days
17.8
U0474
0 years, male, NA, stage:T3N1M0, alive, 1017 days
17.8
U2947
0 years, female, NA, stage:T3N0M0, alive, 543 days
17.8
U2935
0 years, male, NA, stage:T4N1M0, alive, 555 days
17.8
U0288
0 years, male, NA, stage:T1N0M0, alive, 1513 days
17.7
U1037
0 years, male, NA, stage:T4N0M0, alive, 1658 days
17.7
U0411
0 years, female, NA, stage:T3N1M0, alive, 1868 days
17.7
U1031
0 years, male, NA, stage:T1N1M0, alive, 1625 days
17.6
U0350
0 years, female, NA, stage:T4N0M0, alive, 770 days
17.5
U0898
0 years, female, NA, stage:T4aN0M0, dead, 340 days
17.4
U2837
0 years, female, NA, stage:T4N1M0, alive, 681 days
17.4
U0176
0 years, male, NA, stage:T3N1M0, alive, 2600 days
17.4
U3018
0 years, male, NA, stage:T4N1M0, alive, 463 days
17.2
U0394
0 years, male, NA, stage:T2N1M0, alive, 969 days
17.2
U0111
0 years, male, NA, stage:T2N0M0, alive, 1117 days
17.2
U0972
0 years, female, NA, stage:T1N0M0, alive, 2473 days
17.1
U1257
0 years, male, NA, stage:T3N0M0, alive, 833 days
17.1
U1474
0 years, female, NA, stage:T1N0MX, alive, 2012 days
17.1
U0161
0 years, male, NA, stage:T4N2M1, alive, 42 days
17.1
U1274
0 years, male, NA, stage:T2N1M0, alive, 1198 days
17.0
U3038
0 years, male, NA, stage:T3N0M0, alive, 328 days
17.0
U1013
0 years, female, NA, stage:T2N1M0, alive, 1439 days
17.0
U0267
0 years, male, NA, stage:T4N0M0, dead, 445 days
17.0
U0177
0 years, female, NA, stage:T3N0M0, alive, 355 days
17.0
U2782
0 years, male, NA, stage:T3N1M1, alive, 773 days
17.0
U1127
0 years, female, NA, stage:T3N0M0, alive, 3465 days
16.9
U3032
0 years, female, NA, stage:T3N1M0, alive, 449 days
16.9
U1454
0 years, female, NA, stage:T3N0M0, alive, 393 days
16.9
U1018
0 years, male, NA, stage:T4N1M1, dead, 1693 days
16.9
U0300
0 years, male, NA, stage:T2N0M0, alive, 974 days
16.9
U0471
0 years, female, NA, stage:T3N1M0, alive, 1673 days
16.8
U1067
0 years, male, NA, stage:T3N0M0, alive, 1570 days
16.8
U0090
0 years, female, NA, stage:T3N0M0, dead, 1258 days
16.7
U0004
0 years, female, NA, stage:T4N0M0, alive, 3649 days
16.7
U0369
0 years, female, NA, stage:T3N0M0, dead, 1095 days
16.7
U2780
0 years, male, NA, stage:T3N0M0, alive, 778 days
16.7
U0354
0 years, male, NA, stage:T3N1M0, alive, 430 days
16.6
U0069
0 years, female, NA, stage:T4N2M0, dead, 135 days
16.6
U1472
0 years, female, NA, stage:T3N1M0, alive, 1316 days
16.6
U0234
0 years, male, NA, stage:T1N1M0, alive, 990 days
16.6
U1421
0 years, female, NA, stage:T3N1M0, alive, 1905 days
16.5
U0260
0 years, male, NA, stage:T1N0M1, alive, 2928 days
16.5
U0302
0 years, male, NA, stage:T1N0M0, alive, 892 days
16.5
U1044
0 years, male, NA, stage:T4N0M0, alive, 3146 days
16.5
U1436
0 years, female, NA, stage:T3N0M0, alive, 1745 days
16.5
U0222
0 years, female, NA, stage:T3N2M1, alive, 1779 days
16.5
U1258
0 years, male, NA, stage:T3N1M0, alive, 1373 days
16.4
U1060
0 years, male, NA, stage:T3N0M0, alive, 2442 days
16.4
U0166
0 years, female, NA, stage:T3N0M0, alive, 763 days
16.3
U1483
0 years, female, NA, stage:T3N0M0, alive, 1094 days
16.3
U1204
0 years, male, NA, stage:T4N2M0, alive, 2214 days
16.3
U0392
0 years, male, NA, stage:T3N2M0, alive, 489 days
16.3
U2979
0 years, male, NA, stage:T3N2M0, alive, 616 days
16.3
U1062
0 years, female, NA, stage:T4N0M0, alive, 1689 days
16.2
U1432
0 years, female, NA, stage:T3N1M0, alive, 577 days
16.2
U0268
0 years, male, NA, stage:T3N0M0, alive, 2978 days
16.2
U0002
0 years, female, NA, stage:T3N2M0, alive, 3691 days
16.2
U0148
0 years, male, NA, stage:T3N0M0, alive, 1780 days
16.2
U2959
0 years, male, NA, stage:T3N2M0, alive, 536 days
16.1
U1392
0 years, male, NA, stage:T3N0M0, alive, 1513 days
16.1
U0463
0 years, male, NA, stage:T3N0M0, alive, 946 days
16.1
U1338
0 years, female, NA, stage:T4N1M0, dead, 716 days
16.1
U1349
0 years, female, NA, stage:T3N1M0, alive, 1899 days
16.1
U0984
0 years, female, NA, stage:T4N0M0, alive, 1287 days
16.1
U0345
0 years, female, NA, stage:T3N0M0, alive, 2127 days
16.0
U1188
0 years, female, NA, stage:T3N0M0, dead, 967 days
16.0
U0970
0 years, female, NA, stage:T4N1M0, alive, 939 days
15.9
U0067
0 years, female, NA, stage:T3N0M0, alive, 2180 days
15.9
U1103
0 years, female, NA, stage:T4N2M0, alive, 975 days
15.9
U0182
0 years, female, NA, stage:T4N1M0, dead, 260 days
15.9
U1160
0 years, male, NA, stage:T3N1M0, alive, 1557 days
15.8
U0373
0 years, female, NA, stage:T3N0M0, alive, 1822 days
15.8
U0303
0 years, female, NA, stage:T3N0M0, alive, 2847 days
15.8
U0938
0 years, female, NA, stage:T3N0M0, dead, 1231 days
15.7
U0198
0 years, male, NA, stage:T3N1M0, alive, 1272 days
15.7
U0266
0 years, female, NA, stage:T3N1M0, dead, 2221 days
15.7
U2891
0 years, male, NA, stage:T3N1M0, alive, 619 days
15.7
U0145
0 years, male, NA, stage:T3N1M1, alive, 623 days
15.7
U2753
0 years, female, NA, stage:T2N0M0, alive, 813 days
15.7
U0084
0 years, male, NA, stage:T3N0M0, dead, 1662 days
15.7
U0126
0 years, male, NA, stage:T3N0M0, dead, 2876 days
15.7
U0144
0 years, male, NA, stage:T3N0M0, alive, 1218 days
15.7
U1034
0 years, male, NA, stage:T4N0M0, alive, 1575 days
15.7
U0122
0 years, female, NA, stage:T2N0M0, dead, 159 days
15.6
U0473
0 years, male, NA, stage:T3N1M0, alive, 786 days
15.6
U0186
0 years, female, NA, stage:T2N0M0, alive, 3726 days
15.6
U0124
0 years, female, NA, stage:T1N0M0, alive, 2430 days
15.6
U0429
0 years, female, NA, stage:T3N0M1, alive, 1099 days
15.6
U2848
0 years, female, NA, stage:T4N2M0, alive, 669 days
15.5
U2999
0 years, female, NA, stage:T2N0M0, alive, 581 days
15.5
U0949
0 years, female, NA, stage:T3N0M1, dead, 594 days
15.5
U0451
0 years, female, NA, stage:T4N2M0, alive, 3023 days
15.5
U0960
0 years, male, NA, stage:T3N0M0, alive, 1009 days
15.4
U2842
0 years, female, NA, stage:T4N2M0, alive, 675 days
15.4
U0236
0 years, male, NA, stage:T3N1M0, alive, 1842 days
15.3
U0436
0 years, male, NA, stage:T4N1M1, alive, 960 days
15.3
U0438
0 years, female, NA, stage:T3N0M0, alive, 2009 days
15.3
U3122
0 years, female, NA, stage:T3N0M1, dead, 91 days
15.3
U0106
0 years, female, NA, stage:T3N1M0, dead, 653 days
15.2
U0397
0 years, male, NA, stage:T4N0M0, alive, 1663 days
15.2
U0162
0 years, female, NA, stage:T3N0M0, alive, 1488 days
15.2
U0589
0 years, female, NA, stage:T3N0M0, alive, 1176 days
15.2
U0135
0 years, female, NA, stage:T3N0M0, alive, 1738 days
15.2
U0421
0 years, male, NA, stage:T3N1M0, alive, 674 days
15.2
U0203
0 years, male, NA, stage:T3N0M0, dead, 827 days
15.2
U0277
0 years, male, NA, stage:T2N1M0, alive, 270 days
15.1
U0348
0 years, female, NA, stage:T3N0M0, alive, 533 days
15.1
U1303
0 years, male, NA, stage:T4N1M0, alive, 2283 days
15.1
U1250
0 years, male, NA, stage:T2N0M0, alive, 597 days
15.1
U0157
0 years, male, NA, stage:T4N0M0, dead, 131 days
15.1
U0072
0 years, male, NA, stage:T3N0M0, alive, 2772 days
15.0
U1120
0 years, male, NA, stage:T4N1M1, alive, 823 days
15.0
U0428
0 years, male, NA, stage:T4N1M1, alive, 1016 days
15.0
U0356
0 years, male, NA, stage:T4N1M0, alive, 536 days
15.0
U0153
0 years, female, NA, stage:T3N0M0, dead, 1718 days
15.0
U1045
0 years, female, NA, stage:T4N2M0, alive, 1239 days
14.9
U0104
0 years, female, NA, stage:T4N0M0, dead, 1639 days
14.9
U0094
0 years, female, NA, stage:T3N2M0, alive, 741 days
14.9
U1158
0 years, female, NA, stage:T3N1M0, alive, 721 days
14.8
U0440
0 years, female, NA, stage:T4N0M0, dead, 2743 days
14.8
U1352
0 years, male, NA, stage:T3N2M1, dead, 741 days
14.8
U1094
0 years, female, NA, stage:T4N1M0, alive, 1267 days
14.8
U0307
0 years, male, NA, stage:T3N0M0, alive, 2921 days
14.8
U0270
0 years, female, NA, stage:T1N0M0, alive, 2187 days
14.8
U0221
0 years, male, NA, stage:T3N0M0, alive, 569 days
14.8
U1374
0 years, male, NA, stage:T4N0M0, alive, 827 days
14.7
U0342
0 years, male, NA, stage:T4N2M0, alive, 305 days
14.7
U0358
0 years, female, NA, stage:T4N1M0, alive, 2290 days
14.7
U0263
0 years, female, NA, stage:T3N0M1, alive, 362 days
14.7
U0168
0 years, male, NA, stage:T3N0M0, dead, 948 days
14.6
U0340
0 years, female, NA, stage:T4N2M1, dead, 438 days
14.4
U0349
0 years, male, NA, stage:T3N1M0, alive, 2682 days
14.4
U0460
0 years, female, NA, stage:T3N0M0, dead, 2069 days
14.4
U0333
0 years, female, NA, stage:T3N2M0, dead, 1959 days
14.4
U1235
0 years, female, NA, stage:T2N0M0, alive, 1319 days
14.4
U3008
0 years, female, NA, stage:T2N0M0, alive, 473 days
14.4
U0068
0 years, female, NA, stage:T3N1M0, alive, 1991 days
14.4
U0175
0 years, male, NA, stage:T3N2M0, alive, 1875 days
14.4
U0100
0 years, female, NA, stage:T3N0M0, dead, 1920 days
14.3
U3000
0 years, female, NA, stage:T3N0M0, alive, 584 days
14.3
U1240
0 years, male, NA, stage:T4N0M0, alive, 765 days
14.3
U0427
0 years, male, NA, stage:T2N0M0, alive, 1193 days
14.3
U0908
0 years, female, NA, stage:T3N0M1, dead, 40 days
14.3
U0158
0 years, male, NA, stage:T1N0M0, dead, 3101 days
14.2
U1017
0 years, male, NA, stage:T3N0M0, alive, 615 days
14.2
U0399
0 years, female, NA, stage:T4N2M0, dead, 547 days
14.2
U0249
0 years, female, NA, stage:T4N2M0, dead, 874 days
14.1
U0129
0 years, male, NA, stage:T4N0M0, dead, 1265 days
14.1
U0439
0 years, male, NA, stage:T3N1M0, alive, 1418 days
14.1
U0590
0 years, female, NA, stage:T3N0M0, alive, 661 days
14.1
U1086
0 years, female, NA, stage:T1N0M0, alive, 2907 days
14.1
U0170
0 years, male, NA, stage:T4N1M0, dead, 832 days
14.1
U0882
0 years, male, NA, stage:T3N0M0, alive, 1675 days
14.0
U0444
0 years, female, NA, stage:T4N1M0, alive, 1841 days
14.0
U0987
0 years, female, NA, stage:T3N0M0, alive, 2482 days
13.9
U0312
0 years, female, NA, stage:T4N2M1, alive, 499 days
13.9
U0107
0 years, male, NA, stage:T3N0M0, dead, 2354 days
13.9
U0119
0 years, female, NA, stage:T3N0M0, alive, 3259 days
13.9
U0136
0 years, female, NA, stage:T3N0M0, dead, 2795 days
13.9
U0156
0 years, female, NA, stage:T4N1M0, alive, 1573 days
13.8
U0289
0 years, female, NA, stage:T3N0M0, alive, 3511 days
13.8
U2964
0 years, male, NA, stage:T3N1M0, alive, 637 days
13.8
U2819
0 years, female, NA, stage:T3N0M0, alive, 708 days
13.8
U0377
0 years, female, NA, stage:T3N2M0, alive, 3720 days
13.8
U1147
0 years, male, NA, stage:T3N0M0, dead, 282 days
13.7
U0109
0 years, female, NA, stage:T4N2M1, alive, 144 days
13.7
U0955
0 years, female, NA, stage:T3N0M0, alive, 2170 days
13.7
U1369
0 years, male, NA, stage:T3N0M0, dead, 1604 days
13.7
U0143
0 years, male, NA, stage:T3N2M0, alive, 2313 days
13.7
U1386
0 years, male, NA, stage:T3N1M0, alive, 1518 days
13.7
U1292
0 years, female, NA, stage:T4N1M0, alive, 1147 days
13.6
U0185
0 years, male, NA, stage:T1N0M0, alive, 1248 days
13.6
U2747
0 years, female, NA, stage:T4N1M0, dead, 54 days
13.6
U0244
0 years, female, NA, stage:T3N1M0, alive, 3184 days
13.6
U3039
0 years, male, NA, stage:T4N1M1, dead, 366 days
13.6
U0178
0 years, female, NA, stage:T3N1M0, dead, 2096 days
13.6
U1069
0 years, female, NA, stage:T3N0M0, dead, 2187 days
13.6
U1346
0 years, female, NA, stage:T3N0M0, alive, 1137 days
13.6
U0231
0 years, female, NA, stage:T2N0M0, alive, 991 days
13.6
U0152
0 years, male, NA, stage:T3N1M0, alive, 989 days
13.5
U0133
0 years, female, NA, stage:T3N0M0, alive, 773 days
13.5
U0218
0 years, female, NA, stage:T3N0M0, alive, 714 days
13.4
U0313
0 years, male, NA, stage:T4N1M0, dead, 1142 days
13.4
U0210
0 years, male, NA, stage:T3N0M0, dead, 1800 days
13.4
U0381
0 years, male, NA, stage:T3N1M0, dead, 71 days
13.4
U0332
0 years, female, NA, stage:T3N0M0, alive, 2101 days
13.4
U1022
0 years, male, NA, stage:T4N2M0, dead, 61 days
13.3
U0448
0 years, male, NA, stage:T3N2M0, alive, 3615 days
13.3
U0078
0 years, female, NA, stage:T3N0M0, alive, 1183 days
13.3
U0416
0 years, male, NA, stage:T1N1M0, alive, 1228 days
13.3
U1332
0 years, male, NA, stage:T3N0M0, alive, 1672 days
13.3
U0450
0 years, female, NA, stage:T3N1M0, alive, 763 days
13.2
U0916
0 years, female, NA, stage:T3N0M0, alive, 1578 days
13.2
U0400
0 years, male, NA, stage:T4N0M0, dead, 1073 days
13.2
U0180
0 years, male, NA, stage:T3N0M1, dead, 965 days
13.2
U0099
0 years, female, NA, stage:T3N0M0, dead, 986 days
13.2
U0320
0 years, female, NA, stage:T4N2M1, alive, 188 days
13.1
U1145
0 years, female, NA, stage:T3N0M0, dead, 445 days
13.1
U0248
0 years, male, NA, stage:T3N0M0, alive, 1870 days
13.1
U1141
0 years, female, NA, stage:T4N1M1, dead, 596 days
13.1
U0240
0 years, female, NA, stage:T3N1M0, dead, 800 days
13.0
U0115
0 years, female, NA, stage:T3N0M0, dead, 1738 days
13.0
U3043
0 years, female, NA, stage:T3N2M0, alive, 287 days
13.0
U2902
0 years, female, NA, stage:T2N0M0, alive, 596 days
13.0
U0146
0 years, female, NA, stage:T3N2M0, dead, 733 days
12.9
U0274
0 years, male, NA, stage:T3N0M0, dead, 1570 days
12.9
U0171
0 years, female, NA, stage:T3N1M0, dead, 1920 days
12.9
U1072
0 years, male, NA, stage:T1N0M0, alive, 1446 days
12.9
U0225
0 years, male, NA, stage:T3N1M0, alive, 581 days
12.9
U0934
0 years, female, NA, stage:T3N0M0, alive, 1185 days
12.9
U0117
0 years, female, NA, stage:T2N0M0, dead, 1078 days
12.9
U0102
0 years, female, NA, stage:T4N2M0, dead, 670 days
12.8
U0287
0 years, female, NA, stage:T2N0M0, alive, 1897 days
12.8
U0467
0 years, female, NA, stage:T3N0M0, alive, 1848 days
12.8
U2889
0 years, male, NA, stage:T4N0M0, alive, 623 days
12.7
U1344
0 years, female, NA, stage:T3N1M0, alive, 1450 days
12.7
U0408
0 years, female, NA, stage:T4N0M0, dead, 2100 days
12.7
U1228
0 years, male, NA, stage:T3N0M0, alive, 1333 days
12.7
U0246
0 years, female, NA, stage:T4N0M0, dead, 1192 days
12.7
U0066
0 years, male, NA, stage:T3N0M0, dead, 2486 days
12.7
U0250
0 years, female, NA, stage:T4N0M0, dead, 906 days
12.6
U0386
0 years, female, NA, stage:T4N1M1, alive, 2592 days
12.6
U1104
0 years, female, NA, stage:T4N0M0, alive, 1109 days
12.6
U0172
0 years, male, NA, stage:T4N0M0, dead, 678 days
12.6
U0285
0 years, female, NA, stage:T3N0M0, alive, 2165 days
12.5
U1032
0 years, male, NA, stage:T3N1M0, alive, 2113 days
12.5
U0273
0 years, male, NA, stage:T2N1M0, alive, 2641 days
12.4
U0253
0 years, female, NA, stage:T3N0M0, alive, 958 days
12.4
U0929
0 years, male, NA, stage:T4N1M0, alive, 436 days
12.4
U1041
0 years, male, NA, stage:T2N0M0, alive, 1108 days
12.3
U0336
0 years, female, NA, stage:T3N0M0, alive, 1100 days
12.2
U0367
0 years, female, NA, stage:T3N1M0, alive, 3075 days
12.2
U0385
0 years, male, NA, stage:T3N0M0, alive, 902 days
12.2
U1251
0 years, male, NA, stage:T4N2M0, alive, 126 days
12.2
U0365
0 years, female, NA, stage:T4N1M0, dead, 313 days
12.1
U0376
0 years, male, NA, stage:T2N1M0, alive, 965 days
12.1
U1473
0 years, female, NA, stage:T3N0M0, alive, 1553 days
12.1
U1099
0 years, female, NA, stage:T3N0M0, alive, 2068 days
12.0
U0087
0 years, female, NA, stage:T3N2M0, dead, 337 days
12.0
U1111
0 years, female, NA, stage:T3N0M0, dead, 1631 days
12.0
U1046
0 years, female, NA, stage:T4N2M1, dead, 697 days
11.9
U3050
0 years, female, NA, stage:T3N0M0, alive, 407 days
11.9
U0362
0 years, male, NA, stage:T3N0M0, alive, 1148 days
11.9
U0193
0 years, male, NA, stage:T3N1M0, dead, 876 days
11.9
U0424
0 years, male, NA, stage:T3N0M0, alive, 2192 days
11.9
U1429
0 years, female, NA, stage:T3N0M0, alive, 1660 days
11.9
U1208
0 years, female, NA, stage:T1N0M0, alive, 834 days
11.9
U0082
0 years, female, NA, stage:T3N1M0, dead, 2339 days
11.9
U0459
0 years, female, NA, stage:T3N0M0, alive, 966 days
11.9
U0297
0 years, female, NA, stage:T3N2M0, alive, 1196 days
11.8
U3030
0 years, female, NA, stage:T3N0M0, alive, 380 days
11.8
U0207
0 years, female, NA, stage:T3N0M0, dead, 2593 days
11.7
U1065
0 years, female, NA, stage:T3N2M0, alive, 2954 days
11.6
U1317
0 years, male, NA, stage:T4N1M0, alive, 965 days
11.6
U0229
0 years, female, NA, stage:TXN2M1, dead, 2115 days
11.6
U0204
0 years, male, NA, stage:T3N0M0, dead, 770 days
11.5
U0382
0 years, female, NA, stage:T3N0M0, alive, 2550 days
11.5
U0361
0 years, male, NA, stage:T3N0M0, alive, 686 days
11.5
U2896
0 years, female, NA, stage:T3N1M0, alive, 609 days
11.4
U0239
0 years, male, NA, stage:T2N0M0, alive, 67 days
11.4
U1246
0 years, female, NA, stage:T3N0M0, alive, 1441 days
11.4
U0335
0 years, female, NA, stage:T3N1M0, alive, 2464 days
11.4
U1401
0 years, female, NA, stage:T3N0M0, alive, 1482 days
11.4
U0338
0 years, female, NA, stage:T3N0M0, alive, 1016 days
11.4
U0447
0 years, male, NA, stage:T4N1M0, dead, 1819 days
11.4
U0321
0 years, female, NA, stage:T3N0M0, alive, 1029 days
11.3
U0433
0 years, male, NA, stage:T4N1M1, dead, 440 days
11.3
U0347
0 years, female, NA, stage:T4N1M1, alive, 628 days
11.2
U0370
0 years, female, NA, stage:T3N0M0, alive, 1047 days
11.2
U1107
0 years, male, NA, stage:T3N0M0, alive, 329 days
11.1
U0316
0 years, male, NA, stage:T3N2M0, alive, 2012 days
11.0
U0121
0 years, male, NA, stage:T4N2M0, alive, 655 days
11.0
U1114
0 years, female, NA, stage:TXNXM1, dead, 473 days
11.0
U0075
0 years, male, NA, stage:T3N0M0, dead, 3 days
11.0
U0443
0 years, male, NA, stage:T3N0M0, alive, 1677 days
11.0
U0278
0 years, female, NA, stage:T2N0M0, alive, 763 days
11.0
U0089
0 years, female, NA, stage:T1NXM0, dead, 2365 days
10.9
U0169
0 years, male, NA, stage:T4N2M0, alive, 616 days
10.9
U0464
0 years, male, NA, stage:T3N0M0, alive, 918 days
10.9
U1343
0 years, female, NA, stage:T4N2M0, alive, 3178 days
10.9
U1486
0 years, female, NA, stage:T4N0M0, alive, 1606 days
10.8
U0295
0 years, male, NA, stage:T3N0M0, dead, 2572 days
10.8
U0163
0 years, male, NA, stage:T4N0M0, alive, 697 days
10.8
U0327
0 years, male, NA, stage:T4N0M0, alive, 833 days
10.8
U0319
0 years, male, NA, stage:T3N0M0, alive, 2801 days
10.8
U1327
0 years, female, NA, stage:T3N0M0, alive, 1613 days
10.7
U0326
0 years, female, NA, stage:T3N0M0, alive, 3178 days
10.7
U0449
0 years, female, NA, stage:T3N0M0, alive, 1851 days
10.7
U0167
0 years, male, NA, stage:T3N1M0, alive, 1820 days
10.6
U2803
0 years, male, NA, stage:T3N1M0, alive, 744 days
10.5
U0318
0 years, male, NA, stage:T3N0M0, alive, 762 days
10.5
U1074
0 years, male, NA, stage:T3N0M0, dead, 1043 days
10.5
U0256
0 years, male, NA, stage:T3N0M0, alive, 738 days
10.5
U0453
0 years, male, NA, stage:T3N0M0, alive, 2859 days
10.4
U0269
0 years, female, NA, stage:T3N0M0, alive, 2530 days
10.4
U0085
0 years, male, NA, stage:T4N1M0, dead, 1698 days
10.4
U1267
0 years, male, NA, stage:T3N1M0, dead, 2869 days
10.4
U0375
0 years, male, NA, stage:T3N0M0, dead, 666 days
10.4
U1212
0 years, female, NA, stage:T2N0M0, alive, 69 days
10.3
U1071
0 years, female, NA, stage:T4N0M1, alive, 1514 days
10.3
U1396
0 years, female, NA, stage:T4N0M0, alive, 1168 days
10.3
U0200
0 years, female, NA, stage:T3N0M0, alive, 2614 days
10.2
U0465
0 years, male, NA, stage:T3N0M0, alive, 2383 days
10.2
U0196
0 years, male, NA, stage:T3N0M0, alive, 2086 days
10.1
U0309
0 years, female, NA, stage:T3N0M0, dead, 1898 days
10.1
U1075
0 years, female, NA, stage:T3N0M0, alive, 1290 days
10.1
U1073
0 years, female, NA, stage:T3N1M0, alive, 1359 days
9.9
U1213
0 years, female, NA, stage:T2N0M0, alive, 560 days
9.9
U0134
0 years, male, NA, stage:T3N0M0, alive, 2009 days
9.9
U0317
0 years, female, NA, stage:T3N2M0, alive, 3209 days
9.8
U0101
0 years, male, NA, stage:T3N1M1, alive, 1878 days
9.8
U0245
0 years, female, NA, stage:T3N1M0, dead, 564 days
9.8
U1446
0 years, female, NA, stage:T3N0M0, alive, 2314 days
9.7
U0187
0 years, male, NA, stage:T3N2M0, alive, 1632 days
9.7
U0183
0 years, male, NA, stage:T3N1M1, dead, 2957 days
9.7
U0131
0 years, female, NA, stage:T4N2M1, alive, 238 days
9.7
U0252
0 years, male, NA, stage:T3N1M0, dead, 1761 days
9.6
U1047
0 years, female, NA, stage:T4N2M0, alive, 3592 days
9.6
U0401
0 years, male, NA, stage:T4N1M0, alive, 1715 days
9.4
U0179
0 years, male, NA, stage:T3N1M0, dead, 1043 days
9.4
U3025
0 years, male, NA, stage:T4N2M1, alive, 377 days
9.3
U1150
0 years, female, NA, stage:T3N0M0, alive, 15 days
9.3
U0357
0 years, female, NA, stage:T3N0M0, alive, 2285 days
9.2
U0472
0 years, male, NA, stage:TXN2M0, alive, 542 days
9.2
U0398
0 years, female, NA, stage:T3N0M0, alive, 721 days
9.2
U0942
0 years, male, NA, stage:T3N0M0, alive, 665 days
9.1
U2948
0 years, female, NA, stage:T3N1M0, alive, 543 days
9.1
U0315
0 years, female, NA, stage:T2N0M0, alive, 1973 days
9.1
U1184
0 years, male, NA, stage:T4N1M0, alive, 290 days
9.1
U0073
0 years, male, NA, stage:T4N0MX, dead, 318 days
8.9
U3037
0 years, male, NA, stage:T3N1M0, alive, 405 days
8.8
U0280
0 years, male, NA, stage:T3N1M1, alive, 2731 days
8.7
U0435
0 years, female, NA, stage:T2N0M0, alive, 3616 days
8.6
U0915
0 years, female, NA, stage:T3N0M0, alive, 1613 days
8.6
U0233
0 years, female, NA, stage:T3N1M0, alive, 975 days
8.6
U0247
0 years, female, NA, stage:T3N1M0, alive, 2538 days
8.5
U0445
0 years, female, NA, stage:T3N0M0, alive, 1851 days
8.4
U1102
0 years, male, NA, stage:T2N0M0, alive, 1354 days
8.4
U0208
0 years, female, NA, stage:T3N1M0, dead, 1233 days
8.3
U0259
0 years, female, NA, stage:T4N2M0, alive, 76 days
8.3
U0123
0 years, male, NA, stage:T3N0M0, dead, 1880 days
8.2
U0151
0 years, female, NA, stage:T3N0M0, alive, 2014 days
8.0
U0993
0 years, male, NA, stage:T4N2M0, alive, 1267 days
8.0
U0215
0 years, male, NA, stage:T3N0M0, alive, 1269 days
8.0
U0223
0 years, male, NA, stage:T4N1M0, alive, 1812 days
7.9
U0092
0 years, male, NA, stage:T3N0M0, alive, 2779 days
7.8
U1007
0 years, male, NA, stage:T3N0M0, alive, 1333 days
7.8
U0378
0 years, female, NA, stage:T4N1M0, dead, 815 days
7.8
U1059
0 years, male, NA, stage:T3N1M0, alive, 2790 days
7.7
U0939
0 years, male, NA, stage:T3N1M0, alive, 2960 days
7.6
U0344
0 years, male, NA, stage:T2N1M0, dead, 818 days
7.6
U0462
0 years, female, NA, stage:T4N1M0, alive, 1017 days
7.4
U1347
0 years, female, NA, stage:T3N0M0, alive, 1401 days
7.2
U0189
0 years, female, NA, stage:T3N0M0, dead, 1823 days
7.2
U0142
0 years, female, NA, stage:T4N1M0, alive, 2340 days
7.2
U0154
0 years, male, NA, stage:T3N0M0, alive, 820 days
7.1
U0441
0 years, female, NA, stage:T2N1M0, alive, 2738 days
7.1
U0235
0 years, female, NA, stage:T3N0M0, alive, 1327 days
6.9
U0966
0 years, male, NA, stage:T4N0M0, dead, 1513 days
6.2
U2774
0 years, female, NA, stage:T3N0M0, alive, 783 days
6.2
U1183
0 years, male, NA, stage:T4N2M0, alive, 959 days
6.2
U0214
0 years, male, NA, stage:T4N1M1, alive, 788 days
5.9
U0074
0 years, female, NA, stage:T3N0M0, dead, 1438 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
ABCB7 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
13.5
Number of samples
88
Samples
Sample
Description
TPM
TCGA-DC-6682-01A
0 years, male, white, stage:Stage IIA, alive, 762 days
32.0
TCGA-EI-6512-01A
0 years, female, white, stage:Stage IIIB, alive, 538 days
27.8
TCGA-DC-6158-01A
0 years, male, white, stage:Stage I, dead, 334 days
26.7
TCGA-DC-5869-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 943 days
25.0
TCGA-AH-6903-01A
0 years, male, white, stage:Stage IIIB, alive, 592 days
23.9
TCGA-AG-3902-01A
0 years, male, stage:Stage IIA, alive, 974 days
22.7
TCGA-AH-6897-01A
0 years, male, white, stage:Stage I, alive, 804 days
22.3
TCGA-F5-6465-01A
0 years, female, white, stage:Stage IIA, alive, 1506 days
21.9
TCGA-EI-6513-01A
0 years, male, white, stage:Stage IIIB, alive, 497 days
21.4
TCGA-DC-6154-01A
0 years, female, white, stage:Stage IVA, alive, 365 days
20.9
TCGA-CL-5917-01A
0 years, female, white, stage:Stage IIIC, alive, 2376 days
19.9
TCGA-DC-4745-01A
0 years, female, white, stage:Stage IIIB, alive, 639 days
19.8
TCGA-DC-6683-01A
0 years, male, white, stage:Stage IIIB, alive, 762 days
18.4
TCGA-AG-3742-01A
0 years, female, stage:Stage I, alive, 30 days
18.2
TCGA-G5-6233-01A
0 years, male, white, stage:'--, dead, 556 days
17.8
TCGA-AF-6655-01A
0 years, male, white, stage:Stage IIIA, alive, 609 days
17.8
TCGA-DC-6156-01A
0 years, male, white, stage:Stage IVA, alive, 943 days
17.8
TCGA-AF-2687-01A
0 years, male, white, stage:Stage IIIC, alive, 1427 days
17.6
TCGA-EF-5831-01A
0 years, male, white, stage:Stage IIA, alive, 127 days
17.5
TCGA-G5-6235-01A
0 years, male, white, stage:Stage IIIB, alive, 1696 days
17.0
TCGA-DC-5337-01A
0 years, male, white, stage:Stage I, alive, 792 days
16.9
TCGA-AF-5654-01A
0 years, female, white, stage:Stage I, dead, 512 days
16.5
TCGA-EI-6917-01A
0 years, male, white, stage:Stage IIIA, alive, 531 days
16.3
TCGA-DY-A0XA-01A
0 years, female, white, stage:Stage IIA, alive, 3846 days
16.1
TCGA-AG-3731-01A
0 years, male, stage:Stage IV, alive, 1126 days
16.0
TCGA-AF-6672-01A
0 years, male, white, stage:Stage IV, alive, 748 days
16.0
TCGA-DC-6157-01A
0 years, male, black or african american, stage:Stage I, alive, 1581 days
15.8
TCGA-AF-6136-01A
0 years, female, white, stage:Stage IIIB, alive, 741 days
15.6
TCGA-CI-6620-01A
0 years, female, white, stage:Stage IVA, alive, 1009 days
15.6
TCGA-AF-A56N-01A
0 years, female, black or african american, stage:Stage IIA, alive, 360 days
15.5
TCGA-AH-6644-01A
0 years, male, white, stage:'--, alive, 838 days
15.1
TCGA-AH-6643-01A
0 years, male, white, stage:Stage IIIC, dead, 1314 days
15.1
TCGA-AG-3592-01A
0 years, male, stage:Stage IIA, alive, 1035 days
15.0
TCGA-DC-6681-01A
0 years, female, white, stage:Stage IVA, alive, 790 days
14.7
TCGA-AG-4022-01A
0 years, female, stage:Stage II, alive, 1400 days
14.6
TCGA-F5-6464-01A
0 years, female, white, stage:Stage IIIC, dead, 303 days
14.6
TCGA-EF-5830-01A
0 years, male, white, stage:Stage IIB, alive, 106 days
14.0
TCGA-CL-4957-01A
0 years, female, stage:'--, dead, 425 days
14.0
TCGA-F5-6811-01A
0 years, female, white, stage:Stage IIA, alive, 979 days
13.6
TCGA-AH-6549-01A
0 years, male, white, stage:'--, alive, 532 days
13.3
TCGA-AG-4021-01A
0 years, female, stage:Stage IV, dead, 121 days
13.2
TCGA-EI-6881-01A
0 years, male, white, stage:Stage IIIA, alive, 499 days
13.0
TCGA-AF-3911-01A
0 years, male, white, stage:Stage IIIC, alive, 1148 days
13.0
TCGA-F5-6702-01A
0 years, male, white, stage:Stage IVA, dead, 869 days
12.7
TCGA-F5-6571-01A
0 years, female, white, stage:Stage IIA, alive, 1288 days
12.5
TCGA-AF-A56K-01A
0 years, male, black or african american, stage:Stage IIA, alive, 2635 days
12.4
TCGA-EI-6514-01A
0 years, female, white, stage:Stage IIA, alive, 496 days
12.4
TCGA-CI-6621-01A
0 years, male, white, stage:Stage IIIB, alive, 419 days
12.3
TCGA-G5-6572-01A
0 years, male, white, stage:'--, dead, 1432 days
12.1
TCGA-EI-6885-01A
0 years, female, white, stage:Stage IV, alive, 415 days
12.1
TCGA-F5-6814-01A
0 years, male, white, stage:Stage IIA, alive, 1131 days
12.1
TCGA-AH-6544-01A
0 years, male, white, stage:'--, alive, 1173 days
11.9
TCGA-DC-6160-01A
0 years, male, white, stage:Stage I, alive, 1339 days
11.6
TCGA-F5-6861-01A
0 years, female, white, stage:Stage IIA, alive, 1160 days
11.6
TCGA-F5-6863-01A
0 years, female, white, stage:Stage IIIB, dead, 361 days
11.1
TCGA-EI-7004-01A
0 years, female, white, stage:'--, alive, 257 days
11.1
TCGA-AG-3732-01A
0 years, female, stage:Stage I, alive, 1003 days
10.6
TCGA-F5-6864-01A
0 years, female, white, stage:Stage IIIB, alive, 379 days
10.4
TCGA-AH-6547-01A
0 years, female, white, stage:'--, dead, 76 days
10.4
TCGA-EI-6508-01A
0 years, female, white, stage:Stage IIIB, alive, 636 days
10.3
TCGA-DT-5265-01A
0 years, male, asian, stage:Stage II, alive, 384 days
10.1
TCGA-EI-6510-01A
0 years, female, white, stage:'--, alive, 556 days
10.0
TCGA-EI-7002-01A
0 years, male, white, stage:Stage IV, alive, 364 days
9.8
TCGA-AF-2690-01A
0 years, female, white, stage:Stage IIIC, dead, 524 days
9.8
TCGA-EI-6511-01A
0 years, male, white, stage:Stage IIIB, alive, 482 days
9.7
TCGA-CI-6622-01A
0 years, male, white, stage:Stage IIB, alive, 1362 days
9.5
TCGA-EI-6884-01A
0 years, male, white, stage:Stage IIIA, alive, 328 days
9.3
TCGA-EI-6506-01A
0 years, female, white, stage:Stage IIA, alive, 625 days
9.2
TCGA-EI-6882-01A
0 years, male, white, stage:Stage IIA, alive, 262 days
9.2
TCGA-EI-6509-01A
0 years, male, white, stage:Stage IIIC, alive, 517 days
9.2
TCGA-F5-6812-01A
0 years, male, white, stage:Stage IIA, alive, 1110 days
9.1
TCGA-AF-A56L-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 2007 days
9.1
TCGA-EI-6507-01A
0 years, male, white, stage:Stage IIA, alive, 607 days
8.8
TCGA-BM-6198-01A
0 years, male, white, stage:Stage IIIB, alive, 646 days
8.7
TCGA-AF-2693-01A
0 years, male, white, stage:Stage I, alive, 1155 days
8.5
TCGA-G5-6641-01A
0 years, male, white, stage:Stage IIIA, alive, 804 days
8.5
TCGA-DC-4749-01A
0 years, male, white, stage:Stage I, alive, 762 days
8.3
TCGA-AG-3591-01A
0 years, female, stage:Stage IIA, alive, 1035 days
7.8
TCGA-EI-6883-01A
0 years, male, white, stage:Stage IIC, alive, 350 days
7.3
TCGA-DY-A1DG-01A
0 years, male, white, stage:Stage IVA, dead, 1566 days
7.2
TCGA-AF-4110-01A
0 years, male, white, stage:Stage IVA, alive, 912 days
6.9
TCGA-F5-6813-01A
0 years, male, white, stage:Stage IIIC, dead, 598 days
6.5
TCGA-DY-A1DD-01A
0 years, female, white, stage:Stage IIIB, dead, 1741 days
6.4
TCGA-DY-A1DE-01A
0 years, female, white, stage:Stage IIA, alive, 3932 days
6.3
TCGA-DY-A1DC-01A
0 years, female, white, stage:Stage IIA, dead, 1258 days
6.2
TCGA-DY-A1DF-01A
0 years, female, white, stage:Stage IIIC, dead, 734 days
4.3
TCGA-DY-A1H8-01A
0 years, female, white, stage:Stage IIIA, dead, 992 days
3.6
TCGA-DC-6155-01A
0 years, female, white, stage:Stage IIIA, alive, 425 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
ABCB7 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
15.8
Number of samples
207
Samples
Sample
Description
TPM
U0695
0 years, male, NA, stage:T3N0M0, alive, 566 days
46.5
U0030
0 years, female, NA, stage:T2N0M0, dead, 987 days
35.1
U0174
0 years, male, NA, stage:T3N0M0, alive, 450 days
34.0
U2836
0 years, male, NA, stage:T3N0M0, alive, 322 days
33.9
U0194
0 years, male, NA, stage:T3N1M0, alive, 680 days
30.2
U0311
0 years, female, NA, stage:T3N1M0, alive, 1176 days
28.5
U0776
0 years, male, NA, stage:T4N2M0, alive, 1702 days
28.0
U0228
0 years, male, NA, stage:T2N0M0, alive, 963 days
26.5
U2764
0 years, male, NA, stage:T3N2M0, alive, 440 days
26.1
U0656
0 years, male, NA, stage:T3N2M0, alive, 1150 days
25.9
U0468
0 years, female, NA, stage:T3N0M0, alive, 1921 days
25.8
U0276
0 years, male, NA, stage:T3N1M1, alive, 934 days
25.6
U2779
0 years, male, NA, stage:T3N0M0, alive, 419 days
25.3
U0077
0 years, female, NA, stage:T2N0M0, dead, 588 days
25.2
U2994
0 years, female, NA, stage:T4N1M0, alive, 132 days
25.1
U0562
0 years, female, NA, stage:T3N1M0, alive, 3092 days
25.1
U2972
0 years, male, NA, stage:T3N0M0, alive, 161 days
24.6
U0371
0 years, female, NA, stage:T3N0M0, alive, 2688 days
24.1
U0494
0 years, male, NA, stage:T4N2M0, alive, 1290 days
23.8
U0642
0 years, male, NA, stage:T3N0M0, alive, 1603 days
23.8
U3023
0 years, female, NA, stage:T2N0M0, alive, 404 days
23.3
U0216
0 years, male, NA, stage:T2N0M0, alive, 2684 days
23.3
U0663
0 years, female, NA, stage:T3N1M0, alive, 762 days
22.5
U0243
0 years, female, NA, stage:T3N2M0, alive, 2975 days
22.5
U0535
0 years, female, NA, stage:T4N1M0, alive, 2473 days
21.5
U0079
0 years, male, NA, stage:T4N2M0, dead, 1891 days
21.4
U0120
0 years, female, NA, stage:T3N0M0, alive, 3233 days
21.0
U0805
0 years, male, NA, stage:T3N1M1, dead, 731 days
20.9
U0651
0 years, male, NA, stage:T3N0M0, alive, 1354 days
20.6
U0861
0 years, female, NA, stage:T4N2M1, dead, 184 days
20.5
U0213
0 years, male, NA, stage:T3N1M0, alive, 3018 days
20.1
U0296
0 years, male, NA, stage:T3N0M0, alive, 2610 days
20.0
U0431
0 years, female, NA, stage:T3N1M0, alive, 695 days
20.0
U0666
0 years, male, NA, stage:T3N1M0, alive, 709 days
19.9
U0238
0 years, male, NA, stage:T3N0M0, dead, 868 days
19.9
U0814
0 years, female, NA, stage:T3N1M1, dead, 482 days
19.9
U3049
0 years, male, NA, stage:T2N0M0, alive, 533 days
19.7
U2943
0 years, male, NA, stage:T3N0M0, alive, 189 days
19.5
U0405
0 years, male, NA, stage:T3N1M0, alive, 829 days
19.5
U0220
0 years, male, NA, stage:T2N0M0, alive, 1066 days
19.4
U0519
0 years, male, NA, stage:T4N2M0, dead, 519 days
19.3
U0137
0 years, male, NA, stage:T3N1M0, dead, 1799 days
19.2
U0592
0 years, female, NA, stage:T2N0M0, dead, 670 days
19.1
U0579
0 years, female, NA, stage:T4aN0M0, alive, 2845 days
19.1
U0647
0 years, female, NA, stage:T3N0M0, alive, 1476 days
19.0
U0138
0 years, male, NA, stage:T3N1M0, dead, 2472 days
18.9
U0346
0 years, male, NA, stage:T4N2M0, alive, 1148 days
18.8
U0512
0 years, male, NA, stage:T3N0M0, alive, 2550 days
18.8
U2960
0 years, male, NA, stage:T3N1M0, alive, 176 days
18.5
U0232
0 years, female, NA, stage:T2N0M0, dead, 994 days
18.5
U0594
0 years, male, NA, stage:T3N0M0, alive, 2852 days
18.4
U0466
0 years, male, NA, stage:T3N0M0, alive, 1381 days
18.3
U0638
0 years, male, NA, stage:T2N0M0, alive, 1801 days
18.2
U0550
0 years, male, NA, stage:T3N2M0, alive, 2191 days
18.2
U2834
0 years, male, NA, stage:T3N1M0, alive, 323 days
18.1
U0001
0 years, female, NA, stage:T3N0M0, alive, 3188 days
18.1
U0802
0 years, male, NA, stage:T3N2M1, dead, 338 days
18.1
U0484
0 years, male, NA, stage:T4N2M0, alive, 1275 days
17.8
U0415
0 years, male, NA, stage:T3N1M0, alive, 2526 days
17.8
U0654
0 years, male, NA, stage:T3N2M0, alive, 1220 days
17.6
U0713
0 years, male, NA, stage:T2N0M0, alive, 359 days
17.6
U0658
0 years, male, NA, stage:T3N2M0, alive, 1108 days
17.6
U0298
0 years, male, NA, stage:T3N1M0, alive, 513 days
17.6
U0470
0 years, female, NA, stage:T2N2M0, alive, 961 days
17.4
U0434
0 years, male, NA, stage:T2N0M0, alive, 2558 days
17.4
U0366
0 years, male, NA, stage:T3NXM1, alive, 895 days
17.4
U0553
0 years, female, NA, stage:T3N2M0, alive, 1704 days
17.3
U0422
0 years, female, NA, stage:T3N2M1, dead, 1710 days
17.2
U0852
0 years, male, NA, stage:T3N2M1, alive, 1651 days
17.2
U0294
0 years, male, NA, stage:T4N0M1, alive, 561 days
17.2
U2955
0 years, male, NA, stage:T3N1M0, alive, 181 days
17.2
U0305
0 years, male, NA, stage:T3N1M0, alive, 2676 days
17.1
U0230
0 years, female, NA, stage:T1N1M0, alive, 3152 days
17.1
U0602
0 years, male, NA, stage:T2N0M0, alive, 1385 days
17.0
U0351
0 years, female, NA, stage:T3N2M0, alive, 2886 days
17.0
U0637
0 years, male, NA, stage:T3N1M0, alive, 1997 days
16.9
U2991
0 years, female, NA, stage:T1N0M0, alive, 135 days
16.9
U0255
0 years, female, NA, stage:T3N2M0, dead, 1079 days
16.8
U0645
0 years, male, NA, stage:T3N0M0, alive, 1567 days
16.8
U0147
0 years, female, NA, stage:T3N0M0, dead, 2085 days
16.8
U0242
0 years, male, NA, stage:T3N0M0, alive, 2950 days
16.8
U0649
0 years, male, NA, stage:T2N0M0, alive, 1424 days
16.6
U0192
0 years, male, NA, stage:T3N0M0, alive, 2081 days
16.4
U0423
0 years, female, NA, stage:T4N2M0, alive, 2735 days
16.2
U0604
0 years, male, NA, stage:T3N1M0, alive, 1522 days
16.2
U0343
0 years, female, NA, stage:T2N0M0, alive, 701 days
16.1
U0132
0 years, male, NA, stage:T3N1M0, alive, 1798 days
16.0
U0080
0 years, female, NA, stage:T3N0M0, dead, 489 days
16.0
U0299
0 years, female, NA, stage:T4N2M0, alive, 43426 days
15.9
U0578
0 years, male, NA, stage:T2N2M0, alive, 1724 days
15.9
U3047
0 years, male, NA, stage:T3N2M0, alive, 205 days
15.8
U0641
0 years, female, NA, stage:T3N0M0, dead, 1626 days
15.7
U0657
0 years, female, NA, stage:T2N0M0, dead, 1109 days
15.7
U0088
0 years, male, NA, stage:T3N1M1, dead, 260 days
15.6
U0803
0 years, female, NA, stage:T3N1M1, dead, 495 days
15.6
U0643
0 years, female, NA, stage:T2N1M0, dead, 1583 days
15.6
U0391
0 years, female, NA, stage:T3N0M0, alive, 1179 days
15.6
U0173
0 years, male, NA, stage:T2N0M0, dead, 2375 days
15.6
U0304
0 years, male, NA, stage:T3N2M0, alive, 2065 days
15.5
U0865
0 years, female, NA, stage:T3N1M1, dead, 856 days
15.5
U0561
0 years, female, NA, stage:T3N2M0, alive, 1577 days
15.3
U0650
0 years, female, NA, stage:T2N2M0, alive, 1331 days
15.3
U0577
0 years, female, NA, stage:T3N2M0, alive, 2474 days
15.3
U0595
0 years, male, NA, stage:T2N0M0, alive, 2535 days
15.2
U0329
0 years, male, NA, stage:T3N1M0, dead, 805 days
15.2
U0284
0 years, male, NA, stage:T3N2M0, alive, 581 days
15.2
U0140
0 years, male, NA, stage:T3N2M0, alive, 2655 days
14.9
U0159
0 years, female, NA, stage:T3N1M0, alive, 1517 days
14.7
U0538
0 years, female, NA, stage:T3N1M0, alive, 1308 days
14.7
U0359
0 years, male, NA, stage:T3N2M0, dead, 2443 days
14.6
U0587
0 years, male, NA, stage:T3N1M0, alive, 2107 days
14.5
U0648
0 years, female, NA, stage:T3N0M0, alive, 1415 days
14.5
U0542
0 years, male, NA, stage:T3N2M0, dead, 1482 days
14.4
U0605
0 years, male, NA, stage:T2N0M0, alive, 952 days
14.4
U0258
0 years, male, NA, stage:T4N1M2, dead, 195 days
14.2
U0849
0 years, female, NA, stage:T4N0M1, dead, 267 days
14.1
U0212
0 years, male, NA, stage:T3N0M1, alive, 1330 days
14.0
U2761
0 years, female, NA, stage:T3N1M0, alive, 447 days
14.0
U0437
0 years, male, NA, stage:T1N1M0, alive, 849 days
14.0
U0374
0 years, female, NA, stage:T2N0M0, alive, 1067 days
13.9
U0251
0 years, male, NA, stage:T2N0M0, alive, 1906 days
13.9
U0325
0 years, male, NA, stage:T3N0M0, dead, 1947 days
13.9
U0128
0 years, female, NA, stage:T3N1M0, alive, 449 days
13.9
U0820
0 years, male, NA, stage:T3NXM1, dead, 622 days
13.8
U0707
0 years, male, NA, stage:T3N1M0, alive, 518 days
13.8
U0862
0 years, male, NA, stage:T4N2M1, dead, 1064 days
13.6
U0096
0 years, female, NA, stage:T4N2M1, dead, 257 days
13.5
U0568
0 years, male, NA, stage:T4N1M0, alive, 1287 days
13.4
U0279
0 years, male, NA, stage:T2N1M0, dead, 176 days
13.4
U0086
0 years, female, NA, stage:T3N1M0, dead, 594 days
13.3
U0430
0 years, male, NA, stage:T3N2M0, dead, 2472 days
13.2
U0118
0 years, female, NA, stage:T3N2M0, dead, 350 days
13.2
U0545
0 years, male, NA, stage:T3N0M0, alive, 2340 days
13.1
U0271
0 years, female, NA, stage:T3N1M0, alive, 2414 days
13.1
U0417
0 years, female, NA, stage:T3N2M1, dead, 893 days
13.1
U0334
0 years, male, NA, stage:T3N1M0, alive, 3171 days
13.1
U0539
0 years, male, NA, stage:T4N2M0, alive, 2017 days
13.1
U0793
0 years, male, NA, stage:T3N1M1, dead, 195 days
13.1
U0380
0 years, male, NA, stage:T2N0M0, alive, 2155 days
13.0
U0155
0 years, male, NA, stage:T2N0M0, dead, 1672 days
12.9
U0407
0 years, male, NA, stage:T3N1M0, dead, 2027 days
12.9
U0591
0 years, male, NA, stage:T2N0M0, alive, 1023 days
12.9
U0116
0 years, male, NA, stage:T3N1M0, dead, 930 days
12.9
U0848
0 years, male, NA, stage:T3N1M1, dead, 1185 days
12.8
U0241
0 years, female, NA, stage:T2N1M0, alive, 552 days
12.7
U0552
0 years, male, NA, stage:T3N2M0, alive, 1701 days
12.6
U0497
0 years, female, NA, stage:T3N1M0, alive, 1414 days
12.6
U0750
0 years, female, NA, stage:T3N2M0, dead, 1393 days
12.5
U0458
0 years, male, NA, stage:T3N2M0, alive, 1073 days
12.5
U0555
0 years, male, NA, stage:T3N2M0, alive, 2043 days
12.5
U0388
0 years, male, NA, stage:T2N1M0, alive, 2186 days
12.4
U0809
0 years, female, NA, stage:T3N1M1, dead, 275 days
12.4
U0097
0 years, male, NA, stage:T3N0M1, dead, 2903 days
12.4
U0514
0 years, female, NA, stage:T2N2M0, alive, 2799 days
12.3
U0558
0 years, female, NA, stage:T3N2M0, alive, 2011 days
12.2
U0640
0 years, male, NA, stage:T2N0M0, alive, 1696 days
12.1
U0282
0 years, male, NA, stage:T3N2M0, dead, 1869 days
12.1
U0593
0 years, male, NA, stage:T4bN0M0, alive, 876 days
12.0
U0800
0 years, male, NA, stage:T3N2M1, dead, 411 days
12.0
U0671
0 years, male, NA, stage:T3N1M0, dead, 785 days
11.9
U0188
0 years, female, NA, stage:T3N1M0, alive, 2134 days
11.9
U0498
0 years, female, NA, stage:T4N1M0, alive, 1906 days
11.8
U0502
0 years, male, NA, stage:T4N1M0, alive, 1065 days
11.8
U0565
0 years, male, NA, stage:T4N1M0, alive, 1452 days
11.7
U0406
0 years, female, NA, stage:T4N2M1, dead, 778 days
11.7
U0418
0 years, male, NA, stage:T4N1M0, alive, 1246 days
11.5
U0508
0 years, male, NA, stage:T3N1M0, alive, 1120 days
11.5
U0652
0 years, male, NA, stage:T3N0M0, alive, 1319 days
11.5
U0353
0 years, female, NA, stage:T1N0M0, alive, 2912 days
11.3
U0364
0 years, female, NA, stage:T4N2M1, dead, 151 days
11.2
U0572
0 years, female, NA, stage:T3N1M0, alive, 2621 days
11.1
U0237
0 years, male, NA, stage:T3N1M0, alive, 2492 days
11.1
U0454
0 years, male, NA, stage:T3N1M0, alive, 2997 days
11.1
U0511
0 years, female, NA, stage:T3N0M0, dead, 2387 days
11.0
U0114
0 years, male, NA, stage:T3N0M0, alive, 1910 days
11.0
U0205
0 years, female, NA, stage:T3N2M0, alive, 2984 days
10.9
U0686
0 years, female, NA, stage:T4bN0M0, dead, 123 days
10.8
U0457
0 years, male, NA, stage:T3N0M0, alive, 833 days
10.8
U0093
0 years, male, NA, stage:T3N2M0, dead, 1118 days
10.6
U0603
0 years, male, NA, stage:T2N1M0, alive, 1904 days
10.6
U0600
0 years, male, NA, stage:T3N1M0, alive, 1659 days
10.6
U0190
0 years, male, NA, stage:T3N0M0, alive, 2367 days
10.6
U0533
0 years, male, NA, stage:T3N2M0, alive, 2248 days
10.5
U0409
0 years, female, NA, stage:T3N1M0, alive, 934 days
10.5
U0293
0 years, male, NA, stage:T3N1M0, alive, 2717 days
10.3
U0584
0 years, male, NA, stage:T3N2M0, alive, 2705 days
10.1
U0532
0 years, male, NA, stage:T3N0M0, dead, 730 days
10.0
U0601
0 years, female, NA, stage:T4N1M0, alive, 1368 days
10.0
U0804
0 years, female, NA, stage:T3N2M1, dead, 380 days
10.0
U0596
0 years, male, NA, stage:T3N0M0, alive, 2233 days
9.7
U0581
0 years, female, NA, stage:T3N2M0, alive, 1660 days
9.4
U0322
0 years, male, NA, stage:T4N2M0, alive, 1694 days
9.3
U0534
0 years, female, NA, stage:T3N2M0, alive, 1361 days
9.3
U0694
0 years, male, NA, stage:T4N0M0, dead, 489 days
9.2
U0492
0 years, male, NA, stage:T3N2M0, alive, 1114 days
9.2
U0675
0 years, female, NA, stage:T4N1M0, dead, 89 days
9.0
U0857
0 years, male, NA, stage:T4N2M1, dead, 954 days
8.9
U0576
0 years, male, NA, stage:T3N2M0, alive, 2540 days
8.8
U0331
0 years, male, NA, stage:T3N1M1, dead, 906 days
8.6
U0264
0 years, male, NA, stage:T4N2M0, alive, 2020 days
8.3
U0485
0 years, male, NA, stage:T3N0M0, dead, 2737 days
8.1
U0324
0 years, female, NA, stage:T4N1M0, alive, 938 days
8.0
U0556
0 years, male, NA, stage:T3N2M0, alive, 2037 days
8.0
U0402
0 years, female, NA, stage:T3N1M0, dead, 2487 days
7.7
U0339
0 years, male, NA, stage:T3N2M0, alive, 2155 days
7.6
U0478
0 years, male, NA, stage:T4N2M0, alive, 2051 days
7.1
U0557
0 years, female, NA, stage:T3N2M0, alive, 2009 days
6.7
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COLON ADENOCARCINOMA - Protein relative expression (CPTAC)
Number of samples
197
Samples
Sample ID
Sample type
nRPX
a90eb718-6a8f-4cbf-89c1-f9e9bd_D2
Tumor
1.0
1425a1a1-c835-47a2-a9b9-4db5d0_D8
Tumor
0.8
8b9e4266-7754-4f2c-ac9e-329905_D2
Tumor
0.8
e515eb5c-8005-416a-9b42-59de9d_D8
Tumor
0.7
41ee934e-f7a3-4ef5-8a83-e2ac56_D2
Tumor
0.7
820a3f08-5bb1-44b3-a133-ee167e_D2
Tumor
0.6
a2f03d85-5f1a-4b3e-9dbf-74e67e_D3
Tumor
0.6
8cc7e656-0152-4359-8566-0581c3
Tumor
0.6
42216d99-e8ff-43c9-b6db-28c3a6_D3
Tumor
0.6
4cdeecb5-19fb-493c-91f5-eb0efc_D3
Tumor
0.6
642fc6c3-8d4a-4e3d-ad0a-cc088a_D2
Tumor
0.5
87408d9e-4029-4e8f-b14c-8efc04_D3
Tumor
0.5
dfdf03a6-c324-4d8c-a909-ea7345_D2
Tumor
0.5
526c3664-5b9b-4a2b-a00e-a14623_D2
Tumor
0.5
58a92726-4d1f-4e44-8938-52b97d_D3
Tumor
0.4
c7aeb685-31b3-445e-8177-a3e729_D3
Tumor
0.4
573048dd-2502-40e0-8e8c-c41bb8_D3
Tumor
0.4
92c1ebb5-ac1d-4bf5-a14f-516e1d_D3
Tumor
0.4
cd89ffbb-574a-4052-bd9a-00c890_D2
Tumor
0.4
321fb3b2-ebb6-4ea5-b737-081264_D2
Tumor
0.3
8fab37a4-cdf9-4ce8-9081-7b9148_D2
Normal
0.3
05a33362-82bb-48ac-8feb-ad2ea1_D2
Tumor
0.3
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Tumor
0.3
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Tumor
0.3
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Tumor
0.3
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Tumor
0.3
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Normal
0.3
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Normal
0.3
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Tumor
0.2
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Tumor
0.2
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Tumor
0.2
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Normal
0.2
1ab06c24-ffc0-4323-a0cc-e9f5c5_D2
Tumor
0.2
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Tumor
0.2
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Normal
0.2
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Tumor
0.2
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Tumor
0.2
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Tumor
0.2
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Tumor
0.2
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Tumor
0.2
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Tumor
0.2
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Tumor
0.2
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Tumor
0.2
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Normal
0.2
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Normal
0.2
63c1f7ac-b1ae-4c28-95aa-ce21e5_D2
Normal
0.2
176d1b96-8c6e-44fe-8a32-e15194_D2
Normal
0.1
f69deaeb-6b6f-4c61-8900-fd0f26_D3
Tumor
0.1
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Normal
0.1
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Tumor
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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Tumor
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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Tumor
0.1
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Tumor
0.1
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Tumor
0.1
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Normal
0.1
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Tumor
0.1
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Tumor
0.1
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Tumor
0.1
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Normal
0.1
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Normal
0.1
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Tumor
0.1
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Tumor
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
206f3bd9-f62c-4663-8fdb-5b731b_D2
Normal
0.1
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Normal
0.1
cd3a9d59-bf13-48f3-ae97-bdbca4_D2
Normal
0.1
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Normal
0.1
0f757044-9bc8-4ed4-90f3-e0a49a_D3
Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
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Normal
0.0
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Normal
0.0
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Normal
0.0
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Normal
0.0
0065bfd9-e1b9-43a8-9379-9658ba_D3
Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
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Normal
0.0
1fbb1add-4660-4ec1-b8c2-360f9f_D2
Normal
0.0
6797a69d-2f74-44b9-8147-cd4fac_D2
Normal
0.0
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Tumor
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
0d5554d1-1653-4589-a44f-43113e_D2
Normal
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
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Normal
0.0
01d1ffca-4235-4dfe-bf62-56f71d_D3
Tumor
-0.1
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Normal
-0.1
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Tumor
-0.1
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Normal
-0.1
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Normal
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Normal
-0.1
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Normal
-0.1
2cc46aec-6142-4fb9-aca5-c442b9_D2
Normal
-0.1
7478980a-60fb-4f5e-aa1c-2d7941_D2
Normal
-0.1
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Normal
-0.1
bed27f66-ef3b-4868-b4ad-205018_D2
Normal
-0.1
974e136f-7020-4a38-b9c1-094df9_D2
Normal
-0.1
694e8df1-d9ee-473b-bec1-4f9237_D2
Normal
-0.1
1f79fed9-f0d4-4c45-acd2-ea1441_D2
Normal
-0.1
4c9dcc8c-ccdc-4336-8e23-107feb_D2
Normal
-0.1
348f6009-e1be-44d2-a093-9ca844_D2
Normal
-0.1
325b5314-6f3c-4d79-9b36-4e7ded_D2
Normal
-0.1
e070ff10-058b-4733-93ab-bdd702_D2
Normal
-0.1
8af80ae9-2088-4124-91fb-8d6c17_D3
Tumor
-0.1
3a17283c-a0f4-4514-956b-080d11_D2
Normal
-0.1
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Normal
-0.1
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Normal
-0.1
515040a4-bbfb-4a15-9e53-e7b6e6_D2
Normal
-0.1
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Normal
-0.1
0c330883-ab58-4a5a-bff7-07d283_D2
Normal
-0.1
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Normal
-0.1
66b829db-1cdd-460d-b2f3-0e9ca9_D3
Tumor
-0.1
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Tumor
-0.1
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Normal
-0.2
1563ef63-d2e6-406f-adc1-255949_D3
Tumor
-0.2
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Normal
-0.2
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Tumor
-0.2
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Normal
-0.2
6d9f8b06-f28c-4e9b-823b-33ebb7_D2
Normal
-0.2
695b0b00-a86b-43c0-a6c8-50a840_D3
Tumor
-0.2
51590333-cfe5-4ce5-b8ff-58fa3c_D2
Normal
-0.2
b3696374-c6c0-49dd-833e-596e26_D2
Normal
-0.2
76498650-fdbf-4f5d-a19a-cce9a2_D2
Normal
-0.2
02cde0c0-6840-495b-9b11-007d82_D2
Normal
-0.2
92f7419c-c57a-4b50-bdc9-4d09ca_D2
Tumor
-0.2
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Normal
-0.2
65867ab1-5eab-44a8-b2bb-d27263_D2
Normal
-0.2
23e938d0-92b8-4aea-90c1-4385df_D2
Normal
-0.2
47d2a435-b203-4438-ae72-53c424_D2
Normal
-0.2
cd6a4013-2958-44b9-a4f1-45c9e4_D2
Tumor
-0.2
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Normal
-0.2
41a04113-2061-4923-bca5-da586c_D2
Normal
-0.2
a5c8bf1d-776c-406f-82a3-2d9ce6_D2
Normal
-0.2
88c621d7-7fb3-4825-abbe-82ae4c_D2
Normal
-0.2
1c070992-647b-4173-a481-904c4d_D2
Normal
-0.2
f9d6fb1b-988e-4D88-9272-cc672f_D8
Tumor
-0.2
2d266d2d-4bb3-436c-a3e7-06acb2_D3
Tumor
-0.2
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Normal
-0.2
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Normal
-0.2
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Tumor
-0.2
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Normal
-0.2
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Tumor
-0.3
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Tumor
-0.3
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Normal
-0.3
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Tumor
-0.3
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Tumor
-0.3
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Normal
-0.3
fc9b09af-23b8-4ffe-b6c6-41236d_D2
Normal
-0.3
1bf00d93-240f-47e8-8055-f546b0_D2
Normal
-0.3
66b57abc-0d49-46bb-a390-0e11a9_D2
Tumor
-0.3
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Tumor
-0.3
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Tumor
-0.3
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Tumor
-0.3
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Normal
-0.3
21cab01c-e968-42cc-9651-1e53c0_D3
Tumor
-0.3
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Normal
-0.3
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Normal
-0.3
803736b3-9ca9-4f9f-bdfe-8783e3_D3
Tumor
-0.3
7cc7f69f-99f5-4b23-a9e0-ba0dc8_D8
Tumor
-0.4
0aef1fe8-ca61-4113-81d0-d82ee7_D2
Tumor
-0.4
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Normal
-0.4
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Tumor
-0.4
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Tumor
-0.4
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Tumor
-0.4
2f8b02e4-1848-4abc-a95e-dd9eb5_D3
Tumor
-0.5
3d797911-d476-436f-9cce-33e20c_D8
Tumor
-0.5
c6ae57a7-65a0-438e-bae2-97b1c8_D3
Tumor
-0.5
c8694e31-2c8f-4eb6-a7ef-a137d9_D3
Tumor
-0.5
372c900a-fced-4eef-9dc4-7282ec_D2
Tumor
-0.5
e8faa3a7-9fc7-428e-9334-a0afd0_D3
Tumor
-0.7
Show allShow less
COLORECTAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
