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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.
ALDH7A1 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
21.9
Number of samples
254
Samples
Sample
Description
TPM
TCGA-AY-A69D-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
68.2
TCGA-CK-6747-01A
0 years, female, white, stage:Stage IIA, alive, 820 days
59.9
TCGA-AA-3526-01A
0 years, male, stage:Stage I, alive, 580 days
54.2
TCGA-CK-5916-01A
0 years, female, white, stage:Stage I, dead, 643 days
53.5
TCGA-DM-A28C-01A
0 years, male, white, stage:Stage IIA, dead, 2475 days
52.0
TCGA-SS-A7HO-01A
0 years, female, black or african american, stage:Stage IIB, alive, 1829 days
51.2
TCGA-CA-6715-01A
0 years, male, asian, stage:Stage IIIB, alive, 383 days
45.5
TCGA-A6-5664-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 672 days
45.5
TCGA-CM-6168-01A
0 years, female, black or african american, stage:Stage IIA, alive, 395 days
44.9
TCGA-F4-6805-01A
0 years, female, white, stage:Stage IIA, alive, 1047 days
43.7
TCGA-CA-6717-01A
0 years, male, asian, stage:Stage IIA, alive, 388 days
43.0
TCGA-AZ-6606-01A
0 years, male, white, stage:Stage IV, dead, 357 days
42.2
TCGA-CM-6162-01A
0 years, female, white, stage:Stage IIIB, alive, 365 days
42.1
TCGA-CM-6161-01A
0 years, female, white, stage:Stage I, alive, 457 days
40.4
TCGA-D5-6931-01A
0 years, male, white, stage:Stage IIIC, alive, 365 days
39.6
TCGA-G4-6303-01A
0 years, female, white, stage:Stage IV, dead, 2003 days
39.5
TCGA-5M-AAT6-01A
0 years, female, black or african american, stage:Stage IV, dead, 290 days
39.1
TCGA-CK-5913-01A
0 years, female, white, stage:Stage IIA, alive, 1561 days
39.0
TCGA-AY-6386-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 542 days
38.8
TCGA-A6-5666-01A
0 years, male, white, stage:Stage IIC, alive, 995 days
38.0
TCGA-DM-A0X9-01A
0 years, female, white, stage:Stage IIA, alive, 3641 days
38.0
TCGA-T9-A92H-01A
0 years, male, black or african american, stage:Stage IIA, alive, 362 days
37.3
TCGA-CA-6716-01A
0 years, male, asian, stage:Stage IIA, alive, 371 days
37.2
TCGA-A6-A567-01A
0 years, male, black or african american, stage:Stage IV, dead, 1881 days
36.9
TCGA-CA-5797-01A
0 years, male, asian, stage:Stage IIA, alive, 383 days
36.1
TCGA-AZ-6599-01A
0 years, male, white, stage:Stage I, dead, 206 days
36.0
TCGA-F4-6569-01A
0 years, male, white, stage:Stage I, alive, 1087 days
35.9
TCGA-AA-3675-01A
0 years, male, stage:Stage II, alive, 1431 days
35.7
TCGA-AA-3655-01A
0 years, male, stage:Stage II, alive, 1856 days
35.3
TCGA-CM-6674-01A
0 years, male, white, stage:Stage IIA, alive, 394 days
35.2
TCGA-A6-5667-01A
0 years, female, white, stage:Stage IIIB, alive, 887 days
34.9
TCGA-QG-A5Z2-01A
0 years, male, black or african american, stage:Stage I, alive, 952 days
34.6
TCGA-CA-6718-01A
0 years, male, asian, stage:Stage IIA, dead, 306 days
34.5
TCGA-AD-A5EK-01A
0 years, male, black or african american, stage:Stage I, alive, 500 days
34.3
TCGA-AZ-6598-01A
0 years, female, white, stage:Stage II, dead, 1503 days
34.1
TCGA-AD-6899-01A
0 years, male, white, stage:Stage IIIC, dead, 176 days
33.4
TCGA-QG-A5YW-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 896 days
33.2
TCGA-A6-6140-01A
0 years, male, white, stage:Stage IIA, alive, 734 days
33.2
TCGA-CM-6680-01A
0 years, female, white, stage:Stage IIIB, alive, 366 days
33.1
TCGA-D5-6920-01A
0 years, female, white, stage:Stage IIA, alive, 377 days
32.8
TCGA-CM-6172-01A
0 years, female, white, stage:Stage IIIB, alive, 335 days
32.6
TCGA-A6-A56B-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 1711 days
32.5
TCGA-CK-6751-01A
0 years, female, white, stage:Stage I, alive, 518 days
32.4
TCGA-D5-6533-01A
0 years, female, white, stage:'--, alive, 775 days
31.8
TCGA-A6-5661-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1020 days
31.6
TCGA-A6-6141-01A
0 years, male, black or african american, stage:Stage IIA, alive, 255 days
31.6
TCGA-G4-6295-01A
0 years, female, white, stage:Stage II, alive, 254 days
31.5
TCGA-G4-6628-01A
0 years, male, white, stage:Stage I, alive, 2424 days
30.7
TCGA-F4-6855-01A
0 years, female, white, stage:Stage IIA, alive, 1442 days
30.5
TCGA-CM-6676-01A
0 years, male, white, stage:Stage I, alive, 337 days
29.5
TCGA-D5-6532-01A
0 years, male, white, stage:Stage IIA, alive, 555 days
29.2
TCGA-AY-A54L-01A
0 years, female, black or african american, stage:Stage I, alive, 525 days
29.2
TCGA-AA-3660-01A
0 years, female, stage:Stage II, alive, 2375 days
29.0
TCGA-DM-A0XF-01A
0 years, female, white, stage:Stage IIIC, dead, 1162 days
28.7
TCGA-G4-6323-01A
0 years, male, black or african american, stage:Stage IA, alive, 419 days
28.7
TCGA-QG-A5YV-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 1301 days
28.6
TCGA-AA-A02K-01A
0 years, male, stage:Stage IV, dead, 426 days
28.4
TCGA-F4-6459-01A
0 years, female, white, stage:Stage IIIB, dead, 262 days
28.1
TCGA-D5-6898-01A
0 years, female, white, stage:Stage I, alive, 229 days
28.0
TCGA-D5-5537-01A
0 years, male, white, stage:'--, dead, 1381 days
27.8
TCGA-G4-6297-01A
0 years, female, white, stage:Stage IV, alive, 2506 days
27.6
TCGA-F4-6463-01A
0 years, male, white, stage:Stage IIA, alive, 1087 days
27.4
TCGA-G4-6322-01A
0 years, male, white, stage:Stage IIIB, alive, 792 days
27.1
TCGA-3L-AA1B-01A
0 years, female, black or african american, stage:Stage I, alive, 475 days
27.0
TCGA-NH-A8F7-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
26.8
TCGA-G4-6293-01A
0 years, female, white, stage:Stage III, alive, 4051 days
26.8
TCGA-CK-5914-01A
0 years, male, white, stage:Stage IIIB, alive, 669 days
26.6
TCGA-AD-6889-01A
0 years, male, asian, stage:Stage IIA, dead, 2532 days
26.5
TCGA-AD-6888-01A
0 years, male, white, stage:Stage IIIB, dead, 472 days
26.1
TCGA-D5-6529-01A
0 years, male, white, stage:Stage IIA, alive, 614 days
25.9
TCGA-F4-6703-01A
0 years, male, white, stage:Stage IIA, alive, 1456 days
25.8
TCGA-G4-6307-01A
0 years, female, white, stage:Stage IIIB, alive, 1674 days
25.8
TCGA-AZ-5407-01A
0 years, female, white, stage:Stage I, alive, 2683 days
25.6
TCGA-D5-6922-01A
0 years, male, white, stage:Stage IIIA, alive, 308 days
25.6
TCGA-AM-5820-01A
0 years, female, white, stage:Stage IVA, alive, 14 days
25.6
TCGA-CM-6167-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 456 days
25.4
TCGA-A6-6653-01A
0 years, male, white, stage:Stage I, alive, 742 days
25.2
TCGA-NH-A6GA-01A
0 years, male, black or african american, stage:Stage IIIC, dead, 302 days
25.1
TCGA-WS-AB45-01A
0 years, female, black or african american, stage:Stage IIA, alive, 2130 days
25.0
TCGA-A6-6652-01A
0 years, male, black or african american, stage:Stage IVA, alive, 751 days
25.0
TCGA-A6-5657-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 962 days
24.7
TCGA-D5-6540-01A
0 years, male, white, stage:Stage I, alive, 491 days
24.7
TCGA-F4-6806-01A
0 years, female, white, stage:Stage I, alive, 1260 days
24.6
TCGA-CM-6165-01A
0 years, male, white, stage:Stage IIA, alive, 488 days
24.6
TCGA-AZ-5403-01A
0 years, male, white, stage:Stage II, dead, 1910 days
24.6
TCGA-D5-6923-01A
0 years, male, white, stage:Stage I, alive, 378 days
24.5
TCGA-CK-4952-01A
0 years, female, white, stage:Stage IIIC, alive, 475 days
24.5
TCGA-AA-3489-01A
0 years, male, stage:Stage II, dead, 214 days
24.4
TCGA-D5-7000-01A
0 years, female, white, stage:Stage I, alive, 312 days
24.3
TCGA-AZ-6605-01A
0 years, male, white, stage:Stage IIIB, dead, 159 days
24.1
TCGA-D5-6531-01A
0 years, male, white, stage:Stage IIA, alive, 540 days
24.1
TCGA-A6-6650-01A
0 years, female, black or african american, stage:Stage IIA, alive, 627 days
24.1
TCGA-NH-A50V-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 588 days
23.9
TCGA-CM-6675-01A
0 years, male, black or african american, stage:Stage IVB, alive, 397 days
23.2
TCGA-AD-6548-01A
0 years, female, white, stage:Stage I, alive, 650 days
23.2
TCGA-A6-3809-01A
0 years, female, white, stage:Stage IIB, alive, 996 days
23.2
TCGA-A6-6781-01A
0 years, male, white, stage:Stage IIIC, alive, 598 days
22.9
TCGA-A6-2675-01A
0 years, male, white, stage:Stage IIA, alive, 1321 days
22.8
TCGA-G4-6315-01A
0 years, male, white, stage:Stage IV, alive, 1883 days
22.8
TCGA-D5-6924-01A
0 years, male, white, stage:Stage IIA, alive, 435 days
22.8
TCGA-CM-6679-01A
0 years, male, white, stage:Stage IIA, alive, 306 days
22.7
TCGA-D5-6927-01A
0 years, male, white, stage:Stage IIA, alive, 287 days
22.7
TCGA-A6-6142-01A
0 years, female, white, stage:Stage IVA, alive, 763 days
22.7
TCGA-A6-6137-01A
0 years, male, white, stage:Stage IIIB, alive, 824 days
22.7
TCGA-A6-5659-01A
0 years, male, white, stage:Stage I, alive, 926 days
22.7
TCGA-A6-A566-01A
0 years, female, black or african american, stage:Stage IIIB, dead, 758 days
22.6
TCGA-DM-A28F-01A
0 years, male, white, stage:Stage IIIB, dead, 1094 days
22.6
TCGA-AZ-6608-01A
0 years, female, white, stage:Stage IIIA, dead, 59 days
22.6
TCGA-AA-3496-01A
0 years, female, stage:Stage II, alive, 31 days
22.6
TCGA-AD-6963-01A
0 years, male, white, stage:'--, alive, 834 days
22.5
TCGA-G4-6626-01A
0 years, male, white, stage:Stage IIA, dead, 1 days
22.5
TCGA-4T-AA8H-01A
0 years, female, black or african american, stage:Stage IIA, alive, 385 days
22.4
TCGA-DM-A1DB-01A
0 years, male, white, stage:Stage IIA, dead, 1348 days
22.3
TCGA-DM-A28A-01A
0 years, male, white, stage:Stage IIIC, dead, 805 days
22.3
TCGA-CM-6170-01A
0 years, female, white, stage:Stage I, alive, 457 days
22.3
TCGA-CA-5254-01A
0 years, female, asian, stage:Stage IIA, alive, 386 days
22.2
TCGA-AD-6965-01A
0 years, male, white, stage:Stage IIIC, alive, 805 days
22.2
TCGA-G4-6310-01A
0 years, male, white, stage:Stage IIIB, alive, 1935 days
21.9
TCGA-G4-6588-01A
0 years, female, white, stage:Stage IIA, alive, 796 days
21.9
TCGA-A6-6651-01A
0 years, female, white, stage:Stage IIIB, alive, 662 days
21.8
TCGA-F4-6856-01A
0 years, male, white, stage:Stage I, alive, 1074 days
21.8
TCGA-CM-5868-01A
0 years, female, white, stage:Stage IVA, alive, 518 days
21.6
TCGA-CK-4950-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2599 days
21.6
TCGA-F4-6854-01A
0 years, female, white, stage:Stage IIA, alive, 16 days
21.5
TCGA-D5-6539-01A
0 years, female, white, stage:'--, alive, 380 days
21.3
TCGA-CK-6748-01A
0 years, female, white, stage:Stage IV, alive, 61 days
21.3
TCGA-G4-6627-01A
0 years, male, white, stage:Stage IIA, alive, 2175 days
21.3
TCGA-AZ-6603-01A
0 years, female, white, stage:'--, dead, 899 days
21.0
TCGA-AU-6004-01A
0 years, female, white, stage:Stage I, alive, 824 days
21.0
TCGA-A6-5662-01A
0 years, male, white, stage:Stage IVA, alive, 718 days
20.8
TCGA-CM-4751-01A
0 years, male, white, stage:Stage IIIB, alive, 822 days
20.5
TCGA-DM-A28G-01A
0 years, male, white, stage:Stage IIA, dead, 1849 days
20.2
TCGA-AU-3779-01A
0 years, female, white, stage:Stage IIA, alive, 441 days
20.2
TCGA-AA-3511-01A
0 years, male, stage:Stage II, alive, 212 days
20.1
TCGA-G4-6314-01A
0 years, female, white, stage:Stage IV, alive, 1093 days
20.0
TCGA-CM-6166-01A
0 years, female, white, stage:Stage I, alive, 669 days
19.7
TCGA-DM-A28M-01A
0 years, male, white, stage:Stage IIA, alive, 2895 days
19.6
TCGA-D5-6930-01A
0 years, male, white, stage:Stage IIA, alive, 406 days
19.6
TCGA-D5-5539-01A
0 years, male, white, stage:Stage IIIA, alive, 596 days
19.5
TCGA-CM-6171-01A
0 years, female, white, stage:Stage I, alive, 427 days
19.4
TCGA-AD-6895-01A
0 years, male, white, stage:Stage IIIB, alive, 763 days
19.4
TCGA-AA-3685-01A
0 years, male, stage:Stage II, alive, 1127 days
19.3
TCGA-AY-5543-01A
0 years, female, black or african american, stage:Stage IVA, alive, 1004 days
19.2
TCGA-AZ-6600-01A
0 years, male, black or african american, stage:Stage IV, dead, 368 days
19.2
TCGA-CM-6678-01A
0 years, female, white, stage:Stage IVA, alive, 335 days
19.1
TCGA-D5-6530-01A
0 years, male, white, stage:Stage I, alive, 621 days
18.9
TCGA-AZ-6601-01A
0 years, male, white, stage:Stage II, dead, 3042 days
18.9
TCGA-DM-A1D7-01A
0 years, male, white, stage:Stage IIA, dead, 405 days
18.7
TCGA-CM-4744-01A
0 years, male, white, stage:Stage I, alive, 609 days
18.6
TCGA-A6-6138-01A
0 years, male, white, stage:Stage I, alive, 685 days
18.2
TCGA-CM-6164-01A
0 years, female, white, stage:Stage IIA, alive, 883 days
18.1
TCGA-A6-6649-01A
0 years, male, white, stage:Stage IIIB, alive, 735 days
18.0
TCGA-RU-A8FL-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 1177 days
17.9
TCGA-AA-A02Y-01A
0 years, male, stage:Stage I, alive, 1216 days
17.9
TCGA-A6-5660-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 888 days
17.7
TCGA-A6-6654-01A
0 years, female, white, stage:Stage IIIB, alive, 726 days
17.7
TCGA-A6-6648-01A
0 years, male, white, stage:Stage IVA, alive, 766 days
17.6
TCGA-D5-6538-01A
0 years, female, white, stage:Stage IIIB, alive, 521 days
17.4
TCGA-DM-A1HA-01A
0 years, male, white, stage:Stage IIIC, alive, 2600 days
17.3
TCGA-D5-6537-01A
0 years, male, white, stage:Stage IIIB, dead, 146 days
17.1
TCGA-5M-AATE-01A
0 years, male, black or african american, stage:Stage IIA, alive, 1200 days
17.0
TCGA-G4-6625-01A
0 years, female, white, stage:Stage IIA, alive, 2792 days
16.9
TCGA-A6-5665-01A
0 years, female, white, stage:Stage IIA, alive, 671 days
16.7
TCGA-F4-6807-01A
0 years, female, white, stage:Stage IIIC, alive, 1309 days
16.6
TCGA-CK-5912-01A
0 years, male, white, stage:Stage I, dead, 1493 days
16.5
TCGA-DM-A28E-01A
0 years, female, white, stage:Stage IIA, alive, 3648 days
16.5
TCGA-D5-6926-01A
0 years, male, white, stage:Stage IIIB, alive, 275 days
16.5
TCGA-DM-A285-01A
0 years, female, white, stage:Stage IV, dead, 179 days
16.3
TCGA-G4-6311-01A
0 years, male, white, stage:Stage III, alive, 1199 days
15.8
TCGA-AY-A8YK-01A
0 years, male, black or african american, stage:Stage IVA, alive, 573 days
15.7
TCGA-DM-A1D8-01A
0 years, female, white, stage:'--, dead, 383 days
15.7
TCGA-AA-3697-01A
0 years, male, stage:Stage II, alive, 2587 days
15.7
TCGA-D5-6541-01A
0 years, male, white, stage:Stage IIA, alive, 474 days
15.5
TCGA-AZ-4323-01A
0 years, male, white, stage:Stage IV, dead, 43 days
15.4
TCGA-NH-A8F8-01A
0 years, male, black or african american, stage:Stage IV, dead, 511 days
15.3
TCGA-CA-6719-01A
0 years, male, asian, stage:Stage IIA, alive, 435 days
15.2
TCGA-A6-4105-01A
0 years, male, white, stage:Stage IIA, dead, 442 days
15.2
TCGA-AD-5900-01A
0 years, male, white, stage:Stage I, alive, 370 days
14.9
TCGA-AD-6890-01A
0 years, male, white, stage:'--, alive, 746 days
14.5
TCGA-G4-6304-01A
0 years, female, white, stage:Stage IIB, alive, 1631 days
14.5
TCGA-NH-A6GC-01A
0 years, female, black or african american, stage:Stage IVB, alive, 389 days
14.5
TCGA-D5-6534-01A
0 years, female, white, stage:Stage IIA, alive, 1316 days
14.4
TCGA-QG-A5Z1-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 256 days
14.4
TCGA-CM-5861-01A
0 years, female, white, stage:Stage IIA, alive, 457 days
14.3
TCGA-G4-6294-01A
0 years, male, white, stage:Stage IV, dead, 858 days
14.3
TCGA-CM-5863-01A
0 years, female, white, stage:Stage IIIB, alive, 457 days
14.1
TCGA-5M-AAT4-01A
0 years, male, black or african american, stage:Stage IV, dead, 49 days
14.1
TCGA-G4-6586-01A
0 years, female, white, stage:Stage IIA, alive, 1089 days
14.1
TCGA-DM-A282-01A
0 years, female, white, stage:Stage IIA, alive, 4233 days
14.0
TCGA-4N-A93T-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 146 days
14.0
TCGA-QL-A97D-01A
0 years, female, black or african american, stage:Stage I, alive, 666 days
13.9
TCGA-D5-5538-01A
0 years, female, white, stage:Stage IIIB, dead, 1661 days
13.9
TCGA-D5-6932-01A
0 years, male, white, stage:Stage IIA, alive, 346 days
13.8
TCGA-A6-A565-01A
0 years, female, black or african american, stage:Stage IIIC, dead, 494 days
13.8
TCGA-NH-A50U-01A
0 years, male, black or african american, stage:Stage IVA, dead, 334 days
13.6
TCGA-CM-5864-01A
0 years, male, white, stage:Stage I, alive, 457 days
13.6
TCGA-NH-A50T-01A
0 years, female, black or african american, stage:Stage IIA, alive, 553 days
13.5
TCGA-AM-5821-01A
0 years, female, white, stage:Stage IIA, alive, 28 days
13.5
TCGA-D5-6928-01A
0 years, male, white, stage:Stage IIA, alive, 354 days
13.5
TCGA-F4-6460-01A
0 years, female, white, stage:Stage IIIB, dead, 972 days
13.4
TCGA-CM-5349-01A
0 years, female, white, stage:Stage IIA, alive, 915 days
13.4
TCGA-CM-5860-01A
0 years, male, white, stage:Stage IIA, alive, 974 days
13.3
TCGA-CM-6169-01A
0 years, male, black or african american, stage:Stage IIA, alive, 396 days
13.3
TCGA-G4-6299-01A
0 years, male, white, stage:Stage IIIC, alive, 2268 days
12.9
TCGA-D5-6536-01A
0 years, male, white, stage:Stage IIA, alive, 543 days
12.7
TCGA-AZ-6607-01A
0 years, male, white, stage:Stage IV, dead, 97 days
12.5
TCGA-F4-6461-01A
0 years, female, white, stage:Stage IIIC, dead, 338 days
12.5
TCGA-F4-6570-01A
0 years, female, white, stage:Stage IIA, dead, 188 days
12.2
TCGA-A6-6782-01A
0 years, male, white, stage:Stage IIB, alive, 617 days
12.1
TCGA-F4-6808-01A
0 years, female, white, stage:Stage I, alive, 1024 days
12.0
TCGA-NH-A6GB-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 476 days
11.6
TCGA-QG-A5YX-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1003 days
11.6
TCGA-AD-6964-01A
0 years, male, white, stage:'--, dead, 331 days
11.6
TCGA-A6-A5ZU-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 293 days
11.6
TCGA-A6-2674-01A
0 years, male, white, stage:Stage IV, alive, 1331 days
11.3
TCGA-DM-A1HB-01A
0 years, male, white, stage:Stage IIIB, alive, 4126 days
11.3
TCGA-CA-5255-01A
0 years, male, asian, stage:Stage IIA, alive, 376 days
11.2
TCGA-DM-A1D9-01A
0 years, female, white, stage:Stage IIA, alive, 4270 days
11.0
TCGA-DM-A1DA-01A
0 years, female, white, stage:Stage IIIC, dead, 228 days
10.8
TCGA-AD-6901-01A
0 years, male, white, stage:'--, dead, 682 days
10.8
TCGA-DM-A0XD-01A
0 years, male, white, stage:Stage IIA, dead, 743 days
10.7
TCGA-CM-6677-01A
0 years, female, white, stage:Stage IIA, alive, 337 days
10.6
TCGA-DM-A28H-01A
0 years, male, white, stage:Stage IIIC, alive, 3561 days
10.6
TCGA-G4-6306-01A
0 years, male, white, stage:'--, alive, 1359 days
10.4
TCGA-F4-6809-01A
0 years, female, white, stage:Stage IVA, dead, 403 days
10.4
TCGA-D5-6929-01A
0 years, female, white, stage:Stage IV, alive, 408 days
10.2
TCGA-AA-3662-01A
0 years, female, stage:Stage IV, alive, 184 days
10.2
TCGA-AY-6196-01A
0 years, male, white, stage:Stage IIIC, alive, 6 days
10.2
TCGA-F4-6704-01A
0 years, male, american indian or alaska native, stage:Stage IIIC, alive, 47 days
10.1
TCGA-DM-A1D0-01A
0 years, female, white, stage:Stage IIA, alive, 3974 days
10.1
TCGA-DM-A1D4-01A
0 years, male, white, stage:Stage IIA, dead, 2821 days
9.7
TCGA-A6-6780-01A
0 years, male, white, stage:Stage IIA, alive, 612 days
9.6
TCGA-DM-A280-01A
0 years, female, white, stage:Stage IIA, dead, 236 days
9.5
TCGA-CM-6163-01A
0 years, male, white, stage:Stage I, alive, 427 days
9.5
TCGA-AY-A71X-01A
0 years, female, black or african american, stage:Stage I, alive, 588 days
9.5
TCGA-CM-5348-01A
0 years, male, white, stage:Stage IIIB, alive, 699 days
9.4
TCGA-A6-3810-01A
0 years, male, white, stage:Stage IIA, alive, 1111 days
9.4
TCGA-DM-A28K-01A
0 years, male, white, stage:Stage IIA, alive, 2988 days
9.2
TCGA-A6-5656-01A
0 years, male, white, stage:Stage I, alive, 1001 days
9.1
TCGA-D5-6535-01A
0 years, female, white, stage:Stage IIIB, alive, 460 days
9.1
TCGA-AA-3713-01A
0 years, male, stage:Stage IV, alive, 579 days
8.8
TCGA-AA-3663-01A
0 years, male, stage:Stage II, alive, 212 days
8.4
TCGA-AY-6197-01A
0 years, male, white, stage:Stage IIA, alive, 652 days
8.2
TCGA-AZ-4616-01A
0 years, female, white, stage:Stage IV, dead, 156 days
8.1
TCGA-G4-6317-01A
0 years, female, white, stage:Stage IIIC, alive, 1095 days
8.0
TCGA-G4-6309-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2600 days
7.3
TCGA-G4-6321-01A
0 years, female, white, stage:Stage III, alive, 672 days
7.2
TCGA-G4-6320-01A
0 years, male, white, stage:Stage III, alive, 804 days
7.0
TCGA-CM-5344-01A
0 years, female, white, stage:Stage IIIB, alive, 670 days
7.0
TCGA-CM-4743-01A
0 years, male, white, stage:Stage IIA, alive, 701 days
6.9
TCGA-DM-A1D6-01A
0 years, male, white, stage:Stage IIA, dead, 570 days
5.4
TCGA-CM-5862-01A
0 years, male, white, stage:Stage IVA, dead, 153 days
4.6
TCGA-DM-A288-01A
0 years, male, white, stage:Stage IIIC, dead, 427 days
1.5
TCGA-A6-2686-01A
0 years, female, white, stage:Stage IIA, dead, 1126 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.
ALDH7A1 is not prognostic in Colon Adenocarcinoma (validation)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
17.0
Number of samples
486
Samples
Sample
Description
TPM
U0379
0 years, male, NA, stage:T2N0M0, alive, 1819 days
45.3
U0063
0 years, male, NA, stage:T1N0M0, dead, 1779 days
45.0
U0361
0 years, male, NA, stage:T3N0M0, alive, 686 days
43.6
U1366
0 years, male, NA, stage:T3N1M0, alive, 2010 days
43.6
U1304
0 years, female, NA, stage:TXNXM0, alive, 1081 days
42.3
U1421
0 years, female, NA, stage:T3N1M0, alive, 1905 days
41.8
U2956
0 years, female, NA, stage:T3N0M0, alive, 540 days
41.2
U0292
0 years, male, NA, stage:T4N1M0, alive, 1666 days
39.9
U2958
0 years, female, NA, stage:T1N0M0, alive, 536 days
39.2
U2959
0 years, male, NA, stage:T3N2M0, alive, 536 days
39.0
U0103
0 years, female, NA, stage:T3N1M0, alive, 1197 days
38.3
U0319
0 years, male, NA, stage:T3N0M0, alive, 2801 days
38.3
U2995
0 years, female, NA, stage:T3N1M0, alive, 491 days
37.1
U0474
0 years, male, NA, stage:T3N1M0, alive, 1017 days
36.6
U0268
0 years, male, NA, stage:T3N0M0, alive, 2978 days
36.4
U0459
0 years, female, NA, stage:T3N0M0, alive, 966 days
36.3
U0413
0 years, male, NA, stage:T2N0M0, alive, 1228 days
36.0
U2782
0 years, male, NA, stage:T3N1M1, alive, 773 days
35.7
U0167
0 years, male, NA, stage:T3N1M0, alive, 1820 days
34.7
U0368
0 years, male, NA, stage:T2N0M0, alive, 801 days
34.7
U1049
0 years, female, NA, stage:T3N1M0, alive, 1200 days
33.6
U3050
0 years, female, NA, stage:T3N0M0, alive, 407 days
33.5
U1208
0 years, female, NA, stage:T1N0M0, alive, 834 days
33.4
U0445
0 years, female, NA, stage:T3N0M0, alive, 1851 days
33.4
U0338
0 years, female, NA, stage:T3N0M0, alive, 1016 days
33.0
U0455
0 years, female, NA, stage:T3N2M0, alive, 2445 days
32.2
U0185
0 years, male, NA, stage:T1N0M0, alive, 1248 days
32.0
U0387
0 years, male, NA, stage:T2N0M0, alive, 1327 days
32.0
U0124
0 years, female, NA, stage:T1N0M0, alive, 2430 days
31.7
U0323
0 years, male, NA, stage:T2N0M0, dead, 1016 days
31.6
U1448
0 years, male, NA, stage:T3N0M1, dead, 1512 days
31.4
U2815
0 years, female, NA, stage:T3N0M0, alive, 717 days
31.3
U1301
0 years, female, NA, stage:T4N2M0, dead, 877 days
31.2
U2856
0 years, female, NA, stage:T4N1M1, alive, 660 days
31.2
U0182
0 years, female, NA, stage:T4N1M0, dead, 260 days
31.1
U0122
0 years, female, NA, stage:T2N0M0, dead, 159 days
30.9
U1040
0 years, male, NA, stage:T2N0M0, alive, 1029 days
30.5
U0429
0 years, female, NA, stage:T3N0M1, alive, 1099 days
30.2
U0471
0 years, female, NA, stage:T3N1M0, alive, 1673 days
30.1
U1386
0 years, male, NA, stage:T3N1M0, alive, 1518 days
29.9
U3022
0 years, male, NA, stage:T2N0M0, alive, 484 days
29.6
U0360
0 years, female, NA, stage:T3N0M0, dead, 1016 days
29.3
U0181
0 years, female, NA, stage:T1N0M0, alive, 3623 days
29.0
U1155
0 years, male, NA, stage:T4N1M0, alive, 1815 days
28.8
U0303
0 years, female, NA, stage:T3N0M0, alive, 2847 days
28.6
U0972
0 years, female, NA, stage:T1N0M0, alive, 2473 days
28.5
U2927
0 years, male, NA, stage:T3N1M0, alive, 564 days
28.3
U2753
0 years, female, NA, stage:T2N0M0, alive, 813 days
27.9
U2964
0 years, male, NA, stage:T3N1M0, alive, 637 days
27.8
U0898
0 years, female, NA, stage:T4aN0M0, dead, 340 days
27.8
U0446
0 years, male, NA, stage:T2N0M0, alive, 1446 days
27.7
U0163
0 years, male, NA, stage:T4N0M0, alive, 697 days
27.7
U0254
0 years, female, NA, stage:T3N1M0, alive, 659 days
27.6
U2928
0 years, male, NA, stage:T2N0M0, alive, 563 days
27.4
U2953
0 years, female, NA, stage:T4aN0M0, alive, 541 days
27.3
U0397
0 years, male, NA, stage:T4N0M0, alive, 1663 days
27.2
U0960
0 years, male, NA, stage:T3N0M0, alive, 1009 days
27.2
U0256
0 years, male, NA, stage:T3N0M0, alive, 738 days
27.1
U1483
0 years, female, NA, stage:T3N0M0, alive, 1094 days
27.1
U0277
0 years, male, NA, stage:T2N1M0, alive, 270 days
27.1
U0328
0 years, male, NA, stage:T4N0M0, dead, 1362 days
27.0
U0440
0 years, female, NA, stage:T4N0M0, dead, 2743 days
26.9
U0069
0 years, female, NA, stage:T4N2M0, dead, 135 days
26.9
U0933
0 years, male, NA, stage:T3N2M0, dead, 1960 days
26.7
U0166
0 years, female, NA, stage:T3N0M0, alive, 763 days
26.6
U0414
0 years, male, NA, stage:T3N0M0, alive, 1691 days
26.5
U0464
0 years, male, NA, stage:T3N0M0, alive, 918 days
26.5
U0250
0 years, female, NA, stage:T4N0M0, dead, 906 days
26.4
U1130
0 years, male, NA, stage:T2N1M0, alive, 913 days
26.2
U2975
0 years, male, NA, stage:T4N1M0, alive, 514 days
26.2
U0101
0 years, male, NA, stage:T3N1M1, alive, 1878 days
26.0
U0460
0 years, female, NA, stage:T3N0M0, dead, 2069 days
26.0
U0439
0 years, male, NA, stage:T3N1M0, alive, 1418 days
26.0
U1213
0 years, female, NA, stage:T2N0M0, alive, 560 days
26.0
U0336
0 years, female, NA, stage:T3N0M0, alive, 1100 days
25.9
U0976
0 years, female, NA, stage:T3N2M0, dead, 97 days
25.5
U1228
0 years, male, NA, stage:T3N0M0, alive, 1333 days
25.2
U0191
0 years, male, NA, stage:T3N1M0, alive, 900 days
25.2
U2747
0 years, female, NA, stage:T4N1M0, dead, 54 days
25.2
U0278
0 years, female, NA, stage:T2N0M0, alive, 763 days
25.2
U0382
0 years, female, NA, stage:T3N0M0, alive, 2550 days
25.2
U0162
0 years, female, NA, stage:T3N0M0, alive, 1488 days
24.8
U1474
0 years, female, NA, stage:T1N0MX, alive, 2012 days
24.8
U1045
0 years, female, NA, stage:T4N2M0, alive, 1239 days
24.7
U3039
0 years, male, NA, stage:T4N1M1, dead, 366 days
24.7
U0949
0 years, female, NA, stage:T3N0M1, dead, 594 days
24.6
U1147
0 years, male, NA, stage:T3N0M0, dead, 282 days
24.5
U2942
0 years, male, NA, stage:T2N0M0, alive, 549 days
24.4
U0335
0 years, female, NA, stage:T3N1M0, alive, 2464 days
24.3
U0398
0 years, female, NA, stage:T3N0M0, alive, 721 days
24.1
U0270
0 years, female, NA, stage:T1N0M0, alive, 2187 days
24.0
U2999
0 years, female, NA, stage:T2N0M0, alive, 581 days
23.9
U1446
0 years, female, NA, stage:T3N0M0, alive, 2314 days
23.8
U2843
0 years, female, NA, stage:T3N0M0, alive, 674 days
23.7
U0236
0 years, male, NA, stage:T3N1M0, alive, 1842 days
23.7
U0244
0 years, female, NA, stage:T3N1M0, alive, 3184 days
23.5
U2889
0 years, male, NA, stage:T4N0M0, alive, 623 days
23.4
U0970
0 years, female, NA, stage:T4N1M0, alive, 939 days
23.3
U1067
0 years, male, NA, stage:T3N0M0, alive, 1570 days
23.3
U0145
0 years, male, NA, stage:T3N1M1, alive, 623 days
23.3
U3029
0 years, male, NA, stage:T2N0M0, alive, 475 days
23.2
U0392
0 years, male, NA, stage:T3N2M0, alive, 489 days
23.1
U1239
0 years, male, NA, stage:T2N0M0, dead, 1998 days
23.0
U0111
0 years, male, NA, stage:T2N0M0, alive, 1117 days
22.8
U0376
0 years, male, NA, stage:T2N1M0, alive, 965 days
22.8
U0231
0 years, female, NA, stage:T2N0M0, alive, 991 days
22.6
U2819
0 years, female, NA, stage:T3N0M0, alive, 708 days
22.5
U1253
0 years, female, NA, stage:T3N0M0, dead, 165 days
22.5
U1188
0 years, female, NA, stage:T3N0M0, dead, 967 days
22.5
U0369
0 years, female, NA, stage:T3N0M0, dead, 1095 days
22.5
U1120
0 years, male, NA, stage:T4N1M1, alive, 823 days
22.4
U1094
0 years, female, NA, stage:T4N1M0, alive, 1267 days
22.4
U0436
0 years, male, NA, stage:T4N1M1, alive, 960 days
22.3
U3042
0 years, male, NA, stage:T3N0M0, alive, 324 days
22.2
U1013
0 years, female, NA, stage:T2N1M0, alive, 1439 days
21.9
U1107
0 years, male, NA, stage:T3N0M0, alive, 329 days
21.9
U0302
0 years, male, NA, stage:T1N0M0, alive, 892 days
21.8
U0987
0 years, female, NA, stage:T3N0M0, alive, 2482 days
21.8
U0180
0 years, male, NA, stage:T3N0M1, dead, 965 days
21.8
U1060
0 years, male, NA, stage:T3N0M0, alive, 2442 days
21.7
U0208
0 years, female, NA, stage:T3N1M0, dead, 1233 days
21.5
U0073
0 years, male, NA, stage:T4N0MX, dead, 318 days
21.5
U0448
0 years, male, NA, stage:T3N2M0, alive, 3615 days
21.5
U3005
0 years, male, NA, stage:T3N0M0, alive, 478 days
21.4
U1258
0 years, male, NA, stage:T3N1M0, alive, 1373 days
21.3
U0091
0 years, male, NA, stage:T3N0M0, alive, 520 days
21.3
U2837
0 years, female, NA, stage:T4N1M0, alive, 681 days
21.3
U3100
0 years, male, NA, stage:T3N1M0, dead, 1608 days
21.0
U0344
0 years, male, NA, stage:T2N1M0, dead, 818 days
21.0
U1104
0 years, female, NA, stage:T4N0M0, alive, 1109 days
20.9
U1447
0 years, male, NA, stage:T4N1M0, alive, 988 days
20.9
U1264
0 years, female, NA, stage:T3N0M0, dead, 1583 days
20.8
U0300
0 years, male, NA, stage:T2N0M0, alive, 974 days
20.8
U0169
0 years, male, NA, stage:T4N2M0, alive, 616 days
20.7
U0066
0 years, male, NA, stage:T3N0M0, dead, 2486 days
20.7
U0154
0 years, male, NA, stage:T3N0M0, alive, 820 days
20.7
U1276
0 years, male, NA, stage:T3N0M0, alive, 2474 days
20.7
U0386
0 years, female, NA, stage:T4N1M1, alive, 2592 days
20.7
U2774
0 years, female, NA, stage:T3N0M0, alive, 783 days
20.6
U0215
0 years, male, NA, stage:T3N0M0, alive, 1269 days
20.6
U2902
0 years, female, NA, stage:T2N0M0, alive, 596 days
20.5
U1432
0 years, female, NA, stage:T3N1M0, alive, 577 days
20.4
U0168
0 years, male, NA, stage:T3N0M0, dead, 948 days
20.3
U0308
0 years, male, NA, stage:T4N1M0, alive, 1075 days
20.2
U1075
0 years, female, NA, stage:T3N0M0, alive, 1290 days
20.2
U1078
0 years, female, NA, stage:T3N0M0, alive, 1016 days
20.2
U0377
0 years, female, NA, stage:T3N2M0, alive, 3720 days
20.2
U1251
0 years, male, NA, stage:T4N2M0, alive, 126 days
20.0
U1204
0 years, male, NA, stage:T4N2M0, alive, 2214 days
19.7
U1321
0 years, male, NA, stage:T3N1M0, alive, 2578 days
19.7
U0235
0 years, female, NA, stage:T3N0M0, alive, 1327 days
19.7
U2861
0 years, male, NA, stage:T3N0M0, alive, 652 days
19.7
U0315
0 years, female, NA, stage:T2N0M0, alive, 1973 days
19.7
U2948
0 years, female, NA, stage:T3N1M0, alive, 543 days
19.6
U0119
0 years, female, NA, stage:T3N0M0, alive, 3259 days
19.5
U1160
0 years, male, NA, stage:T3N1M0, alive, 1557 days
19.5
U3030
0 years, female, NA, stage:T3N0M0, alive, 380 days
19.4
U3012
0 years, male, NA, stage:T3N0M0, alive, 472 days
19.3
U1095
0 years, female, NA, stage:T3N1M1, alive, 2425 days
19.3
U1212
0 years, female, NA, stage:T2N0M0, alive, 69 days
19.2
U0108
0 years, female, NA, stage:T3N0M1, alive, 535 days
19.2
U3122
0 years, female, NA, stage:T3N0M1, dead, 91 days
19.1
U0274
0 years, male, NA, stage:T3N0M0, dead, 1570 days
19.1
U0222
0 years, female, NA, stage:T3N2M1, alive, 1779 days
19.0
U0295
0 years, male, NA, stage:T3N0M0, dead, 2572 days
18.9
U1044
0 years, male, NA, stage:T4N0M0, alive, 3146 days
18.8
U1201
0 years, male, NA, stage:T3N2M0, alive, 1484 days
18.8
U0908
0 years, female, NA, stage:T3N0M1, dead, 40 days
18.8
U0109
0 years, female, NA, stage:T4N2M1, alive, 144 days
18.6
U1327
0 years, female, NA, stage:T3N0M0, alive, 1613 days
18.6
U0229
0 years, female, NA, stage:TXN2M1, dead, 2115 days
18.5
U0092
0 years, male, NA, stage:T3N0M0, alive, 2779 days
18.5
U0370
0 years, female, NA, stage:T3N0M0, alive, 1047 days
18.4
U0224
0 years, female, NA, stage:T3N0M0, alive, 2367 days
18.3
U0435
0 years, female, NA, stage:T2N0M0, alive, 3616 days
18.3
U0195
0 years, male, NA, stage:T3N0M0, alive, 3326 days
18.2
U0966
0 years, male, NA, stage:T4N0M0, dead, 1513 days
18.2
U0441
0 years, female, NA, stage:T2N1M0, alive, 2738 days
18.2
U1031
0 years, male, NA, stage:T1N1M0, alive, 1625 days
18.1
U0939
0 years, male, NA, stage:T3N1M0, alive, 2960 days
18.1
U0100
0 years, female, NA, stage:T3N0M0, dead, 1920 days
18.0
U0209
0 years, male, NA, stage:T3N1M0, alive, 2109 days
17.9
U0340
0 years, female, NA, stage:T4N2M1, dead, 438 days
17.9
U0307
0 years, male, NA, stage:T3N0M0, alive, 2921 days
17.9
U1073
0 years, female, NA, stage:T3N1M0, alive, 1359 days
17.8
U1102
0 years, male, NA, stage:T2N0M0, alive, 1354 days
17.7
U0257
0 years, male, NA, stage:T3N1M0, dead, 2508 days
17.7
U0428
0 years, male, NA, stage:T4N1M1, alive, 1016 days
17.7
U0347
0 years, female, NA, stage:T4N1M1, alive, 628 days
17.7
U0125
0 years, female, NA, stage:T1N0M0, dead, 668 days
17.7
U0378
0 years, female, NA, stage:T4N1M0, dead, 815 days
17.6
U0287
0 years, female, NA, stage:T2N0M0, alive, 1897 days
17.6
U1022
0 years, male, NA, stage:T4N2M0, dead, 61 days
17.6
U1122
0 years, female, NA, stage:T3N2M0, alive, 1675 days
17.6
U3032
0 years, female, NA, stage:T3N1M0, alive, 449 days
17.5
U1429
0 years, female, NA, stage:T3N0M0, alive, 1660 days
17.5
U0357
0 years, female, NA, stage:T3N0M0, alive, 2285 days
17.3
U0161
0 years, male, NA, stage:T4N2M1, alive, 42 days
17.3
U2979
0 years, male, NA, stage:T3N2M0, alive, 616 days
17.3
U0404
0 years, female, NA, stage:T3N2M0, dead, 204 days
17.2
U1257
0 years, male, NA, stage:T3N0M0, alive, 833 days
17.2
U0227
0 years, female, NA, stage:T4N2M0, alive, 291 days
17.2
U2780
0 years, male, NA, stage:T3N0M0, alive, 778 days
17.1
U0110
0 years, female, NA, stage:T3N1M1, dead, 878 days
17.1
U3034
0 years, female, NA, stage:T3N1M0, alive, 443 days
17.1
U1162
0 years, male, NA, stage:T2N1M0, dead, 354 days
17.1
U0403
0 years, male, NA, stage:T3N1M1, dead, 1809 days
17.1
U0142
0 years, female, NA, stage:T4N1M0, alive, 2340 days
17.0
U0375
0 years, male, NA, stage:T3N0M0, dead, 666 days
17.0
U0408
0 years, female, NA, stage:T4N0M0, dead, 2100 days
17.0
U2882
0 years, female, NA, stage:T3N1M0, alive, 637 days
16.9
U0317
0 years, female, NA, stage:T3N2M0, alive, 3209 days
16.9
U0999
0 years, male, NA, stage:T3N2M0, alive, 860 days
16.8
U1047
0 years, female, NA, stage:T4N2M0, alive, 3592 days
16.8
U0269
0 years, female, NA, stage:T3N0M0, alive, 2530 days
16.8
U1074
0 years, male, NA, stage:T3N0M0, dead, 1043 days
16.8
U0399
0 years, female, NA, stage:T4N2M0, dead, 547 days
16.7
U0472
0 years, male, NA, stage:TXN2M0, alive, 542 days
16.7
U0127
0 years, female, NA, stage:T3N0M0, dead, 2753 days
16.7
U0115
0 years, female, NA, stage:T3N0M0, dead, 1738 days
16.6
U1347
0 years, female, NA, stage:T3N0M0, alive, 1401 days
16.6
U0589
0 years, female, NA, stage:T3N0M0, alive, 1176 days
16.5
U0433
0 years, male, NA, stage:T4N1M1, dead, 440 days
16.5
U0321
0 years, female, NA, stage:T3N0M0, alive, 1029 days
16.5
U0176
0 years, male, NA, stage:T3N1M0, alive, 2600 days
16.4
U1472
0 years, female, NA, stage:T3N1M0, alive, 1316 days
16.3
U0449
0 years, female, NA, stage:T3N0M0, alive, 1851 days
16.1
U0421
0 years, male, NA, stage:T3N1M0, alive, 674 days
16.1
U0102
0 years, female, NA, stage:T4N2M0, dead, 670 days
16.1
U0362
0 years, male, NA, stage:T3N0M0, alive, 1148 days
15.9
U0326
0 years, female, NA, stage:T3N0M0, alive, 3178 days
15.9
U0473
0 years, male, NA, stage:T3N1M0, alive, 786 days
15.9
U0152
0 years, male, NA, stage:T3N1M0, alive, 989 days
15.9
U0207
0 years, female, NA, stage:T3N0M0, dead, 2593 days
15.9
U1069
0 years, female, NA, stage:T3N0M0, dead, 2187 days
15.8
U0081
0 years, male, NA, stage:T3N2M0, dead, 248 days
15.8
U2798
0 years, male, NA, stage:T3N0M0, alive, 751 days
15.7
U0189
0 years, female, NA, stage:T3N0M0, dead, 1823 days
15.7
U0158
0 years, male, NA, stage:T1N0M0, dead, 3101 days
15.7
U2971
0 years, male, NA, stage:T4aN0M0, alive, 629 days
15.7
U0262
0 years, female, NA, stage:T2N0M0, alive, 2534 days
15.6
U0004
0 years, female, NA, stage:T4N0M0, alive, 3649 days
15.6
U0239
0 years, male, NA, stage:T2N0M0, alive, 67 days
15.5
U0144
0 years, male, NA, stage:T3N0M0, alive, 1218 days
15.5
U1454
0 years, female, NA, stage:T3N0M0, alive, 393 days
15.4
U0426
0 years, male, NA, stage:T3N0M0, dead, 976 days
15.4
U1065
0 years, female, NA, stage:T3N2M0, alive, 2954 days
15.3
U0327
0 years, male, NA, stage:T4N0M0, alive, 833 days
15.3
U0002
0 years, female, NA, stage:T3N2M0, alive, 3691 days
15.2
U0146
0 years, female, NA, stage:T3N2M0, dead, 733 days
15.2
U1473
0 years, female, NA, stage:T3N0M0, alive, 1553 days
15.2
U3051
0 years, male, NA, stage:T3N2M0, alive, 415 days
15.2
U0143
0 years, male, NA, stage:T3N2M0, alive, 2313 days
15.1
U0240
0 years, female, NA, stage:T3N1M0, dead, 800 days
15.1
U3048
0 years, male, NA, stage:T4N2M0, alive, 535 days
15.1
U1017
0 years, male, NA, stage:T3N0M0, alive, 615 days
15.0
U0105
0 years, female, NA, stage:T2N0M0, dead, 2158 days
14.9
U0427
0 years, male, NA, stage:T2N0M0, alive, 1193 days
14.8
U0950
0 years, female, NA, stage:T4N1M0, alive, 1834 days
14.8
U0316
0 years, male, NA, stage:T3N2M0, alive, 2012 days
14.7
U3025
0 years, male, NA, stage:T4N2M1, alive, 377 days
14.7
U1274
0 years, male, NA, stage:T2N1M0, alive, 1198 days
14.6
U0453
0 years, male, NA, stage:T3N0M0, alive, 2859 days
14.6
U0149
0 years, female, NA, stage:T3N2M0, alive, 1715 days
14.6
U0246
0 years, female, NA, stage:T4N0M0, dead, 1192 days
14.6
U0113
0 years, male, NA, stage:T4N2M0, alive, 1102 days
14.5
U0083
0 years, male, NA, stage:T4N0M0, dead, 731 days
14.4
U1184
0 years, male, NA, stage:T4N1M0, alive, 290 days
14.4
U0350
0 years, female, NA, stage:T4N0M0, alive, 770 days
14.3
U0179
0 years, male, NA, stage:T3N1M0, dead, 1043 days
14.3
U0363
0 years, male, NA, stage:T3N1M0, alive, 3601 days
14.2
U0467
0 years, female, NA, stage:T3N0M0, alive, 1848 days
14.2
U0104
0 years, female, NA, stage:T4N0M0, dead, 1639 days
14.1
U1338
0 years, female, NA, stage:T4N1M0, dead, 716 days
14.1
U1436
0 years, female, NA, stage:T3N0M0, alive, 1745 days
14.1
U1037
0 years, male, NA, stage:T4N0M0, alive, 1658 days
14.1
U1246
0 years, female, NA, stage:T3N0M0, alive, 1441 days
14.1
U1346
0 years, female, NA, stage:T3N0M0, alive, 1137 days
14.1
U1041
0 years, male, NA, stage:T2N0M0, alive, 1108 days
14.0
U0381
0 years, male, NA, stage:T3N1M0, dead, 71 days
14.0
U0463
0 years, male, NA, stage:T3N0M0, alive, 946 days
14.0
U0204
0 years, male, NA, stage:T3N0M0, dead, 770 days
13.9
U0200
0 years, female, NA, stage:T3N0M0, alive, 2614 days
13.9
U0312
0 years, female, NA, stage:T4N2M1, alive, 499 days
13.9
U0098
0 years, male, NA, stage:T3N0M0, dead, 2473 days
13.9
U0186
0 years, female, NA, stage:T2N0M0, alive, 3726 days
13.8
U1267
0 years, male, NA, stage:T3N1M0, dead, 2869 days
13.7
U0390
0 years, male, NA, stage:T3N1M0, alive, 871 days
13.6
U1114
0 years, female, NA, stage:TXNXM1, dead, 473 days
13.5
U3008
0 years, female, NA, stage:T2N0M0, alive, 473 days
13.5
U1086
0 years, female, NA, stage:T1N0M0, alive, 2907 days
13.5
U0078
0 years, female, NA, stage:T3N0M0, alive, 1183 days
13.4
U0955
0 years, female, NA, stage:T3N0M0, alive, 2170 days
13.4
U0389
0 years, female, NA, stage:T3N1M0, dead, 927 days
13.4
U0288
0 years, male, NA, stage:T1N0M0, alive, 1513 days
13.4
U0134
0 years, male, NA, stage:T3N0M0, alive, 2009 days
13.4
U0153
0 years, female, NA, stage:T3N0M0, dead, 1718 days
13.3
U1317
0 years, male, NA, stage:T4N1M0, alive, 965 days
13.2
U3043
0 years, female, NA, stage:T3N2M0, alive, 287 days
13.2
U0129
0 years, male, NA, stage:T4N0M0, dead, 1265 days
13.2
U0165
0 years, female, NA, stage:T2N0M0, alive, 1702 days
13.2
U2803
0 years, male, NA, stage:T3N1M0, alive, 744 days
13.2
U1343
0 years, female, NA, stage:T4N2M0, alive, 3178 days
13.2
U2896
0 years, female, NA, stage:T3N1M0, alive, 609 days
13.2
U0309
0 years, female, NA, stage:T3N0M0, dead, 1898 days
13.2
U1250
0 years, male, NA, stage:T2N0M0, alive, 597 days
13.0
U3000
0 years, female, NA, stage:T3N0M0, alive, 584 days
13.0
U1158
0 years, female, NA, stage:T3N1M0, alive, 721 days
13.0
U3018
0 years, male, NA, stage:T4N1M0, alive, 463 days
12.9
U0354
0 years, male, NA, stage:T3N1M0, alive, 430 days
12.9
U0411
0 years, female, NA, stage:T3N1M0, alive, 1868 days
12.9
U0090
0 years, female, NA, stage:T3N0M0, dead, 1258 days
12.9
U0882
0 years, male, NA, stage:T3N0M0, alive, 1675 days
12.9
U0967
0 years, male, NA, stage:T2N0M0, dead, 1691 days
12.8
U2848
0 years, female, NA, stage:T4N2M0, alive, 669 days
12.8
U0465
0 years, male, NA, stage:T3N0M0, alive, 2383 days
12.8
U0297
0 years, female, NA, stage:T3N2M0, alive, 1196 days
12.8
U1486
0 years, female, NA, stage:T4N0M0, alive, 1606 days
12.8
U1392
0 years, male, NA, stage:T3N0M0, alive, 1513 days
12.8
U0290
0 years, male, NA, stage:T4N2M0, dead, 593 days
12.7
U0352
0 years, female, NA, stage:T4N2M0, dead, 385 days
12.7
U0281
0 years, male, NA, stage:T3N2M0, alive, 933 days
12.7
U1401
0 years, female, NA, stage:T3N0M0, alive, 1482 days
12.7
U1072
0 years, male, NA, stage:T1N0M0, alive, 1446 days
12.6
U1034
0 years, male, NA, stage:T4N0M0, alive, 1575 days
12.6
U0342
0 years, male, NA, stage:T4N2M0, alive, 305 days
12.6
U1291
0 years, female, NA, stage:T3N0M0, alive, 2000 days
12.5
U0135
0 years, female, NA, stage:T3N0M0, alive, 1738 days
12.5
U0285
0 years, female, NA, stage:T3N0M0, alive, 2165 days
12.5
U1046
0 years, female, NA, stage:T4N2M1, dead, 697 days
12.5
U1303
0 years, male, NA, stage:T4N1M0, alive, 2283 days
12.5
U0289
0 years, female, NA, stage:T3N0M0, alive, 3511 days
12.4
U0249
0 years, female, NA, stage:T4N2M0, dead, 874 days
12.4
U0916
0 years, female, NA, stage:T3N0M0, alive, 1578 days
12.4
U0984
0 years, female, NA, stage:T4N0M0, alive, 1287 days
12.3
U1344
0 years, female, NA, stage:T3N1M0, alive, 1450 days
12.3
U0202
0 years, male, NA, stage:T3N0M0, dead, 2670 days
12.2
U0070
0 years, male, NA, stage:T1N0M0, dead, 1319 days
12.2
U1352
0 years, male, NA, stage:T3N2M1, dead, 741 days
12.1
U0084
0 years, male, NA, stage:T3N0M0, dead, 1662 days
12.1
U0107
0 years, male, NA, stage:T3N0M0, dead, 2354 days
12.1
U0320
0 years, female, NA, stage:T4N2M1, alive, 188 days
12.1
U2891
0 years, male, NA, stage:T3N1M0, alive, 619 days
12.0
U0332
0 years, female, NA, stage:T3N0M0, alive, 2101 days
11.9
U0141
0 years, male, NA, stage:T3N2M0, alive, 2079 days
11.9
U2842
0 years, female, NA, stage:T4N2M0, alive, 675 days
11.9
U0095
0 years, male, NA, stage:T4N1M0, dead, 1034 days
11.8
U2981
0 years, male, NA, stage:T3N0M0, alive, 508 days
11.8
U2754
0 years, male, NA, stage:T4N0M0, alive, 809 days
11.8
U0112
0 years, female, NA, stage:T3N0M1, alive, 551 days
11.8
U0123
0 years, male, NA, stage:T3N0M0, dead, 1880 days
11.8
U0259
0 years, female, NA, stage:T4N2M0, alive, 76 days
11.7
U0210
0 years, male, NA, stage:T3N0M0, dead, 1800 days
11.7
U0211
0 years, female, NA, stage:T3N1M0, alive, 1236 days
11.6
U1349
0 years, female, NA, stage:T3N1M0, alive, 1899 days
11.6
U1129
0 years, male, NA, stage:T3N0M0, dead, 118 days
11.6
U1141
0 years, female, NA, stage:T4N1M1, dead, 596 days
11.6
U0252
0 years, male, NA, stage:T3N1M0, dead, 1761 days
11.5
U0394
0 years, male, NA, stage:T2N1M0, alive, 969 days
11.5
U1235
0 years, female, NA, stage:T2N0M0, alive, 1319 days
11.4
U1018
0 years, male, NA, stage:T4N1M1, dead, 1693 days
11.4
U0178
0 years, female, NA, stage:T3N1M0, dead, 2096 days
11.4
U0260
0 years, male, NA, stage:T1N0M1, alive, 2928 days
11.3
U0225
0 years, male, NA, stage:T3N1M0, alive, 581 days
11.3
U0420
0 years, male, NA, stage:T4N1M1, alive, 417 days
11.3
U0373
0 years, female, NA, stage:T3N0M0, alive, 1822 days
11.3
U0991
0 years, male, NA, stage:T4N2M0, dead, 534 days
11.1
U0156
0 years, female, NA, stage:T4N1M0, alive, 1573 days
11.1
U2792
0 years, male, NA, stage:T2N1M0, alive, 758 days
11.0
U1396
0 years, female, NA, stage:T4N0M0, alive, 1168 days
11.0
U0133
0 years, female, NA, stage:T3N0M0, alive, 773 days
11.0
U0447
0 years, male, NA, stage:T4N1M0, dead, 1819 days
11.0
U1374
0 years, male, NA, stage:T4N0M0, alive, 827 days
10.9
U0938
0 years, female, NA, stage:T3N0M0, dead, 1231 days
10.9
U0253
0 years, female, NA, stage:T3N0M0, alive, 958 days
10.9
U0082
0 years, female, NA, stage:T3N1M0, dead, 2339 days
10.9
U0993
0 years, male, NA, stage:T4N2M0, alive, 1267 days
10.8
U3037
0 years, male, NA, stage:T3N1M0, alive, 405 days
10.8
U1071
0 years, female, NA, stage:T4N0M1, alive, 1514 days
10.8
U3024
0 years, female, NA, stage:T3N0M0, alive, 463 days
10.6
U0367
0 years, female, NA, stage:T3N1M0, alive, 3075 days
10.6
U0365
0 years, female, NA, stage:T4N1M0, dead, 313 days
10.5
U0384
0 years, male, NA, stage:T2N1M1, alive, 1024 days
10.5
U0438
0 years, female, NA, stage:T3N0M0, alive, 2009 days
10.5
U0106
0 years, female, NA, stage:T3N1M0, dead, 653 days
10.5
U0443
0 years, male, NA, stage:T3N0M0, alive, 1677 days
10.5
U0126
0 years, male, NA, stage:T3N0M0, dead, 2876 days
10.4
U0196
0 years, male, NA, stage:T3N0M0, alive, 2086 days
10.2
U0401
0 years, male, NA, stage:T4N1M0, alive, 1715 days
10.2
U0942
0 years, male, NA, stage:T3N0M0, alive, 665 days
10.2
U1332
0 years, male, NA, stage:T3N0M0, alive, 1672 days
10.0
U0314
0 years, female, NA, stage:T1N0M0, dead, 2436 days
10.0
U0416
0 years, male, NA, stage:T1N1M0, alive, 1228 days
10.0
U0187
0 years, male, NA, stage:T3N2M0, alive, 1632 days
9.9
U0121
0 years, male, NA, stage:T4N2M0, alive, 655 days
9.9
U0087
0 years, female, NA, stage:T3N2M0, dead, 337 days
9.8
U0345
0 years, female, NA, stage:T3N0M0, alive, 2127 days
9.8
U0266
0 years, female, NA, stage:T3N1M0, dead, 2221 days
9.8
U1220
0 years, male, NA, stage:T3N2M0, dead, 1953 days
9.8
U0349
0 years, male, NA, stage:T3N1M0, alive, 2682 days
9.6
U0937
0 years, male, NA, stage:T2N0M0, dead, 1558 days
9.6
U0934
0 years, female, NA, stage:T3N0M0, alive, 1185 days
9.6
U0183
0 years, male, NA, stage:T3N1M1, dead, 2957 days
9.6
U1150
0 years, female, NA, stage:T3N0M0, alive, 15 days
9.6
U1240
0 years, male, NA, stage:T4N0M0, alive, 765 days
9.5
U1111
0 years, female, NA, stage:T3N0M0, dead, 1631 days
9.5
U0221
0 years, male, NA, stage:T3N0M0, alive, 569 days
9.4
U0170
0 years, male, NA, stage:T4N1M0, dead, 832 days
9.4
U0072
0 years, male, NA, stage:T3N0M0, alive, 2772 days
9.4
U0067
0 years, female, NA, stage:T3N0M0, alive, 2180 days
9.3
U0175
0 years, male, NA, stage:T3N2M0, alive, 1875 days
9.3
U0275
0 years, female, NA, stage:T3N2M0, alive, 549 days
9.3
U1369
0 years, male, NA, stage:T3N0M0, dead, 1604 days
9.2
U0469
0 years, male, NA, stage:T3N0M0, dead, 409 days
9.2
U1183
0 years, male, NA, stage:T4N2M0, alive, 959 days
9.2
U0136
0 years, female, NA, stage:T3N0M0, dead, 2795 days
9.1
U0444
0 years, female, NA, stage:T4N1M0, alive, 1841 days
9.0
U0313
0 years, male, NA, stage:T4N1M0, dead, 1142 days
8.9
U2935
0 years, male, NA, stage:T4N1M0, alive, 555 days
8.8
U0099
0 years, female, NA, stage:T3N0M0, dead, 986 days
8.7
U0450
0 years, female, NA, stage:T3N1M0, alive, 763 days
8.7
U1032
0 years, male, NA, stage:T3N1M0, alive, 2113 days
8.7
U0245
0 years, female, NA, stage:T3N1M0, dead, 564 days
8.6
U0456
0 years, male, NA, stage:T4N0M0, dead, 2222 days
8.6
U0068
0 years, female, NA, stage:T3N1M0, alive, 1991 days
8.6
U0442
0 years, male, NA, stage:T3N0M0, alive, 619 days
8.6
U0233
0 years, female, NA, stage:T3N1M0, alive, 975 days
8.5
U0451
0 years, female, NA, stage:T4N2M0, alive, 3023 days
8.5
U0333
0 years, female, NA, stage:T3N2M0, dead, 1959 days
8.5
U0193
0 years, male, NA, stage:T3N1M0, dead, 876 days
8.4
U0358
0 years, female, NA, stage:T4N1M0, alive, 2290 days
8.4
U0385
0 years, male, NA, stage:T3N0M0, alive, 902 days
8.4
U0590
0 years, female, NA, stage:T3N0M0, alive, 661 days
8.3
U1059
0 years, male, NA, stage:T3N1M0, alive, 2790 days
8.2
U1007
0 years, male, NA, stage:T3N0M0, alive, 1333 days
8.1
U0234
0 years, male, NA, stage:T1N1M0, alive, 990 days
8.1
U0117
0 years, female, NA, stage:T2N0M0, dead, 1078 days
8.0
U0198
0 years, male, NA, stage:T3N1M0, alive, 1272 days
7.7
U0356
0 years, male, NA, stage:T4N1M0, alive, 536 days
7.7
U1252
0 years, female, NA, stage:T4N2M0, alive, 1309 days
7.7
U0223
0 years, male, NA, stage:T4N1M0, alive, 1812 days
7.6
U0400
0 years, male, NA, stage:T4N0M0, dead, 1073 days
7.5
U1241
0 years, male, NA, stage:T3N1M0, dead, 49 days
7.5
U2947
0 years, female, NA, stage:T3N0M0, alive, 543 days
7.4
U1145
0 years, female, NA, stage:T3N0M0, dead, 445 days
7.4
U0263
0 years, female, NA, stage:T3N0M1, alive, 362 days
7.4
U1292
0 years, female, NA, stage:T4N1M0, alive, 1147 days
7.4
U0280
0 years, male, NA, stage:T3N1M1, alive, 2731 days
7.4
U0915
0 years, female, NA, stage:T3N0M0, alive, 1613 days
7.3
U0089
0 years, female, NA, stage:T1NXM0, dead, 2365 days
7.3
U0306
0 years, male, NA, stage:T3N1M0, dead, 717 days
7.2
U0085
0 years, male, NA, stage:T4N1M0, dead, 1698 days
7.2
U0977
0 years, female, NA, stage:T4N2M0, dead, 140 days
7.0
U1103
0 years, female, NA, stage:T4N2M0, alive, 975 days
7.0
U0214
0 years, male, NA, stage:T4N1M1, alive, 788 days
7.0
U0075
0 years, male, NA, stage:T3N0M0, dead, 3 days
6.8
U0383
0 years, male, NA, stage:T3N2M1, dead, 595 days
6.8
U0131
0 years, female, NA, stage:T4N2M1, alive, 238 days
6.8
U0929
0 years, male, NA, stage:T4N1M0, alive, 436 days
6.7
U0247
0 years, female, NA, stage:T3N1M0, alive, 2538 days
6.6
U0172
0 years, male, NA, stage:T4N0M0, dead, 678 days
6.6
U0348
0 years, female, NA, stage:T3N0M0, alive, 533 days
6.6
U3038
0 years, male, NA, stage:T3N0M0, alive, 328 days
6.5
U1127
0 years, female, NA, stage:T3N0M0, alive, 3465 days
6.0
U0199
0 years, female, NA, stage:T4N2M0, alive, 1372 days
5.9
U0157
0 years, male, NA, stage:T4N0M0, dead, 131 days
5.8
U1099
0 years, female, NA, stage:T3N0M0, alive, 2068 days
5.8
U0218
0 years, female, NA, stage:T3N0M0, alive, 714 days
5.8
U0318
0 years, male, NA, stage:T3N0M0, alive, 762 days
5.8
U0177
0 years, female, NA, stage:T3N0M0, alive, 355 days
5.7
U0396
0 years, male, NA, stage:T4N2M0, alive, 2243 days
5.7
U1062
0 years, female, NA, stage:T4N0M0, alive, 1689 days
5.7
U0273
0 years, male, NA, stage:T2N1M0, alive, 2641 days
5.6
U0171
0 years, female, NA, stage:T3N1M0, dead, 1920 days
5.6
U0148
0 years, male, NA, stage:T3N0M0, alive, 1780 days
5.6
U0094
0 years, female, NA, stage:T3N2M0, alive, 741 days
5.4
U0248
0 years, male, NA, stage:T3N0M0, alive, 1870 days
5.1
U0355
0 years, male, NA, stage:T4N1M0, dead, 1038 days
4.6
U0462
0 years, female, NA, stage:T4N1M0, alive, 1017 days
4.3
U0267
0 years, male, NA, stage:T4N0M0, dead, 445 days
3.4
U0217
0 years, female, NA, stage:T3N0M0, dead, 538 days
2.6
U0203
0 years, male, NA, stage:T3N0M0, dead, 827 days
2.3
U0424
0 years, male, NA, stage:T3N0M0, alive, 2192 days
1.9
U0151
0 years, female, NA, stage:T3N0M0, alive, 2014 days
1.5
U1384
0 years, male, NA, stage:T4N1M0, alive, 1319 days
0.8
U0074
0 years, female, NA, stage:T3N0M0, dead, 1438 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
ALDH7A1 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
21.3
Number of samples
88
Samples
Sample
Description
TPM
TCGA-DC-4749-01A
0 years, male, white, stage:Stage I, alive, 762 days
44.3
TCGA-AH-6644-01A
0 years, male, white, stage:'--, alive, 838 days
43.3
TCGA-EI-6885-01A
0 years, female, white, stage:Stage IV, alive, 415 days
42.8
TCGA-AH-6549-01A
0 years, male, white, stage:'--, alive, 532 days
39.3
TCGA-DC-6160-01A
0 years, male, white, stage:Stage I, alive, 1339 days
37.0
TCGA-DC-6681-01A
0 years, female, white, stage:Stage IVA, alive, 790 days
36.2
TCGA-AH-6897-01A
0 years, male, white, stage:Stage I, alive, 804 days
36.2
TCGA-AG-3731-01A
0 years, male, stage:Stage IV, alive, 1126 days
35.7
TCGA-F5-6814-01A
0 years, male, white, stage:Stage IIA, alive, 1131 days
35.6
TCGA-EI-6508-01A
0 years, female, white, stage:Stage IIIB, alive, 636 days
35.3
TCGA-AF-6655-01A
0 years, male, white, stage:Stage IIIA, alive, 609 days
34.9
TCGA-CL-5917-01A
0 years, female, white, stage:Stage IIIC, alive, 2376 days
34.7
TCGA-DC-5869-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 943 days
34.6
TCGA-EI-6882-01A
0 years, male, white, stage:Stage IIA, alive, 262 days
34.5
TCGA-DC-6158-01A
0 years, male, white, stage:Stage I, dead, 334 days
34.4
TCGA-AF-A56N-01A
0 years, female, black or african american, stage:Stage IIA, alive, 360 days
34.4
TCGA-EI-6510-01A
0 years, female, white, stage:'--, alive, 556 days
32.7
TCGA-F5-6861-01A
0 years, female, white, stage:Stage IIA, alive, 1160 days
32.7
TCGA-DC-6157-01A
0 years, male, black or african american, stage:Stage I, alive, 1581 days
32.2
TCGA-G5-6572-01A
0 years, male, white, stage:'--, dead, 1432 days
31.8
TCGA-EF-5831-01A
0 years, male, white, stage:Stage IIA, alive, 127 days
31.2
TCGA-AH-6643-01A
0 years, male, white, stage:Stage IIIC, dead, 1314 days
28.4
TCGA-CI-6621-01A
0 years, male, white, stage:Stage IIIB, alive, 419 days
27.3
TCGA-EI-7002-01A
0 years, male, white, stage:Stage IV, alive, 364 days
27.0
TCGA-DC-5337-01A
0 years, male, white, stage:Stage I, alive, 792 days
26.9
TCGA-CI-6622-01A
0 years, male, white, stage:Stage IIB, alive, 1362 days
26.6
TCGA-DY-A0XA-01A
0 years, female, white, stage:Stage IIA, alive, 3846 days
26.5
TCGA-AF-A56L-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 2007 days
25.6
TCGA-F5-6813-01A
0 years, male, white, stage:Stage IIIC, dead, 598 days
25.6
TCGA-CL-4957-01A
0 years, female, stage:'--, dead, 425 days
24.6
TCGA-EI-6509-01A
0 years, male, white, stage:Stage IIIC, alive, 517 days
23.8
TCGA-G5-6641-01A
0 years, male, white, stage:Stage IIIA, alive, 804 days
23.1
TCGA-EI-6506-01A
0 years, female, white, stage:Stage IIA, alive, 625 days
22.9
TCGA-EI-6507-01A
0 years, male, white, stage:Stage IIA, alive, 607 days
22.9
TCGA-EI-6514-01A
0 years, female, white, stage:Stage IIA, alive, 496 days
22.7
TCGA-AG-3742-01A
0 years, female, stage:Stage I, alive, 30 days
22.5
TCGA-AF-5654-01A
0 years, female, white, stage:Stage I, dead, 512 days
21.9
TCGA-AF-3911-01A
0 years, male, white, stage:Stage IIIC, alive, 1148 days
21.6
TCGA-AG-3902-01A
0 years, male, stage:Stage IIA, alive, 974 days
21.5
TCGA-CI-6620-01A
0 years, female, white, stage:Stage IVA, alive, 1009 days
21.5
TCGA-F5-6465-01A
0 years, female, white, stage:Stage IIA, alive, 1506 days
21.5
TCGA-AH-6544-01A
0 years, male, white, stage:'--, alive, 1173 days
21.4
TCGA-F5-6864-01A
0 years, female, white, stage:Stage IIIB, alive, 379 days
21.0
TCGA-DY-A1DE-01A
0 years, female, white, stage:Stage IIA, alive, 3932 days
20.7
TCGA-EI-7004-01A
0 years, female, white, stage:'--, alive, 257 days
20.6
TCGA-AG-3592-01A
0 years, male, stage:Stage IIA, alive, 1035 days
20.5
TCGA-EI-6884-01A
0 years, male, white, stage:Stage IIIA, alive, 328 days
19.7
TCGA-F5-6863-01A
0 years, female, white, stage:Stage IIIB, dead, 361 days
19.6
TCGA-DC-4745-01A
0 years, female, white, stage:Stage IIIB, alive, 639 days
19.4
TCGA-F5-6811-01A
0 years, female, white, stage:Stage IIA, alive, 979 days
19.1
TCGA-AF-2693-01A
0 years, male, white, stage:Stage I, alive, 1155 days
18.7
TCGA-EI-6512-01A
0 years, female, white, stage:Stage IIIB, alive, 538 days
18.6
TCGA-AF-4110-01A
0 years, male, white, stage:Stage IVA, alive, 912 days
18.6
TCGA-EI-6917-01A
0 years, male, white, stage:Stage IIIA, alive, 531 days
18.5
TCGA-F5-6571-01A
0 years, female, white, stage:Stage IIA, alive, 1288 days
17.8
TCGA-F5-6812-01A
0 years, male, white, stage:Stage IIA, alive, 1110 days
17.2
TCGA-EI-6881-01A
0 years, male, white, stage:Stage IIIA, alive, 499 days
16.5
TCGA-AH-6903-01A
0 years, male, white, stage:Stage IIIB, alive, 592 days
16.3
TCGA-DC-6682-01A
0 years, male, white, stage:Stage IIA, alive, 762 days
16.2
TCGA-DC-6683-01A
0 years, male, white, stage:Stage IIIB, alive, 762 days
16.1
TCGA-F5-6702-01A
0 years, male, white, stage:Stage IVA, dead, 869 days
15.6
TCGA-G5-6235-01A
0 years, male, white, stage:Stage IIIB, alive, 1696 days
15.3
TCGA-AF-2687-01A
0 years, male, white, stage:Stage IIIC, alive, 1427 days
14.1
TCGA-EI-6513-01A
0 years, male, white, stage:Stage IIIB, alive, 497 days
13.9
TCGA-AH-6547-01A
0 years, female, white, stage:'--, dead, 76 days
13.9
TCGA-AG-4022-01A
0 years, female, stage:Stage II, alive, 1400 days
13.8
TCGA-DC-6156-01A
0 years, male, white, stage:Stage IVA, alive, 943 days
13.8
TCGA-AG-4021-01A
0 years, female, stage:Stage IV, dead, 121 days
13.8
TCGA-AF-2690-01A
0 years, female, white, stage:Stage IIIC, dead, 524 days
13.5
TCGA-EI-6511-01A
0 years, male, white, stage:Stage IIIB, alive, 482 days
13.2
TCGA-DC-6154-01A
0 years, female, white, stage:Stage IVA, alive, 365 days
12.9
TCGA-AG-3591-01A
0 years, female, stage:Stage IIA, alive, 1035 days
12.8
TCGA-EF-5830-01A
0 years, male, white, stage:Stage IIB, alive, 106 days
12.8
TCGA-AF-6136-01A
0 years, female, white, stage:Stage IIIB, alive, 741 days
12.4
TCGA-AG-3732-01A
0 years, female, stage:Stage I, alive, 1003 days
11.1
TCGA-G5-6233-01A
0 years, male, white, stage:'--, dead, 556 days
10.9
TCGA-F5-6464-01A
0 years, female, white, stage:Stage IIIC, dead, 303 days
10.9
TCGA-EI-6883-01A
0 years, male, white, stage:Stage IIC, alive, 350 days
10.0
TCGA-AF-A56K-01A
0 years, male, black or african american, stage:Stage IIA, alive, 2635 days
9.5
TCGA-DY-A1DC-01A
0 years, female, white, stage:Stage IIA, dead, 1258 days
8.9
TCGA-AF-6672-01A
0 years, male, white, stage:Stage IV, alive, 748 days
7.4
TCGA-DY-A1DG-01A
0 years, male, white, stage:Stage IVA, dead, 1566 days
6.9
TCGA-DT-5265-01A
0 years, male, asian, stage:Stage II, alive, 384 days
5.9
TCGA-BM-6198-01A
0 years, male, white, stage:Stage IIIB, alive, 646 days
4.6
TCGA-DY-A1DF-01A
0 years, female, white, stage:Stage IIIC, dead, 734 days
2.3
TCGA-DY-A1DD-01A
0 years, female, white, stage:Stage IIIB, dead, 1741 days
1.6
TCGA-DY-A1H8-01A
0 years, female, white, stage:Stage IIIA, dead, 992 days
1.5
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.
ALDH7A1 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
15.6
Number of samples
207
Samples
Sample
Description
TPM
U0255
0 years, female, NA, stage:T3N2M0, dead, 1079 days
52.0
U0205
0 years, female, NA, stage:T3N2M0, alive, 2984 days
43.2
U2991
0 years, female, NA, stage:T1N0M0, alive, 135 days
39.1
U0230
0 years, female, NA, stage:T1N1M0, alive, 3152 days
38.5
U0600
0 years, male, NA, stage:T3N1M0, alive, 1659 days
37.2
U0418
0 years, male, NA, stage:T4N1M0, alive, 1246 days
35.9
U0001
0 years, female, NA, stage:T3N0M0, alive, 3188 days
33.2
U0391
0 years, female, NA, stage:T3N0M0, alive, 1179 days
32.5
U0334
0 years, male, NA, stage:T3N1M0, alive, 3171 days
32.1
U0030
0 years, female, NA, stage:T2N0M0, dead, 987 days
31.6
U0304
0 years, male, NA, stage:T3N2M0, alive, 2065 days
31.2
U0406
0 years, female, NA, stage:T4N2M1, dead, 778 days
31.0
U0380
0 years, male, NA, stage:T2N0M0, alive, 2155 days
29.4
U3049
0 years, male, NA, stage:T2N0M0, alive, 533 days
29.1
U2994
0 years, female, NA, stage:T4N1M0, alive, 132 days
29.0
U3023
0 years, female, NA, stage:T2N0M0, alive, 404 days
28.3
U0849
0 years, female, NA, stage:T4N0M1, dead, 267 days
28.0
U0645
0 years, male, NA, stage:T3N0M0, alive, 1567 days
27.5
U2972
0 years, male, NA, stage:T3N0M0, alive, 161 days
27.3
U0232
0 years, female, NA, stage:T2N0M0, dead, 994 days
27.0
U0294
0 years, male, NA, stage:T4N0M1, alive, 561 days
27.0
U0077
0 years, female, NA, stage:T2N0M0, dead, 588 days
26.9
U0694
0 years, male, NA, stage:T4N0M0, dead, 489 days
26.7
U0532
0 years, male, NA, stage:T3N0M0, dead, 730 days
26.3
U0657
0 years, female, NA, stage:T2N0M0, dead, 1109 days
26.1
U2943
0 years, male, NA, stage:T3N0M0, alive, 189 days
25.7
U2960
0 years, male, NA, stage:T3N1M0, alive, 176 days
25.2
U0605
0 years, male, NA, stage:T2N0M0, alive, 952 days
24.2
U0128
0 years, female, NA, stage:T3N1M0, alive, 449 days
24.2
U0258
0 years, male, NA, stage:T4N1M2, dead, 195 days
24.0
U0814
0 years, female, NA, stage:T3N1M1, dead, 482 days
23.9
U0776
0 years, male, NA, stage:T4N2M0, alive, 1702 days
23.8
U0353
0 years, female, NA, stage:T1N0M0, alive, 2912 days
23.7
U0116
0 years, male, NA, stage:T3N1M0, dead, 930 days
23.2
U0359
0 years, male, NA, stage:T3N2M0, dead, 2443 days
23.0
U0343
0 years, female, NA, stage:T2N0M0, alive, 701 days
22.8
U0852
0 years, male, NA, stage:T3N2M1, alive, 1651 days
22.2
U0638
0 years, male, NA, stage:T2N0M0, alive, 1801 days
21.8
U0535
0 years, female, NA, stage:T4N1M0, alive, 2473 days
21.7
U2764
0 years, male, NA, stage:T3N2M0, alive, 440 days
21.5
U0279
0 years, male, NA, stage:T2N1M0, dead, 176 days
21.3
U0366
0 years, male, NA, stage:T3NXM1, alive, 895 days
21.3
U0079
0 years, male, NA, stage:T4N2M0, dead, 1891 days
20.7
U0293
0 years, male, NA, stage:T3N1M0, alive, 2717 days
20.6
U0238
0 years, male, NA, stage:T3N0M0, dead, 868 days
20.5
U0658
0 years, male, NA, stage:T3N2M0, alive, 1108 days
20.5
U0508
0 years, male, NA, stage:T3N1M0, alive, 1120 days
20.3
U0861
0 years, female, NA, stage:T4N2M1, dead, 184 days
20.1
U0299
0 years, female, NA, stage:T4N2M0, alive, 43426 days
20.1
U0458
0 years, male, NA, stage:T3N2M0, alive, 1073 days
20.0
U0174
0 years, male, NA, stage:T3N0M0, alive, 450 days
20.0
U0276
0 years, male, NA, stage:T3N1M1, alive, 934 days
19.8
U0216
0 years, male, NA, stage:T2N0M0, alive, 2684 days
19.2
U0671
0 years, male, NA, stage:T3N1M0, dead, 785 days
19.1
U0663
0 years, female, NA, stage:T3N1M0, alive, 762 days
19.0
U0417
0 years, female, NA, stage:T3N2M1, dead, 893 days
19.0
U0120
0 years, female, NA, stage:T3N0M0, alive, 3233 days
18.7
U0604
0 years, male, NA, stage:T3N1M0, alive, 1522 days
18.6
U3047
0 years, male, NA, stage:T3N2M0, alive, 205 days
18.5
U0086
0 years, female, NA, stage:T3N1M0, dead, 594 days
18.4
U0213
0 years, male, NA, stage:T3N1M0, alive, 3018 days
18.2
U0750
0 years, female, NA, stage:T3N2M0, dead, 1393 days
17.9
U0096
0 years, female, NA, stage:T4N2M1, dead, 257 days
17.9
U2834
0 years, male, NA, stage:T3N1M0, alive, 323 days
17.9
U0565
0 years, male, NA, stage:T4N1M0, alive, 1452 days
17.8
U0132
0 years, male, NA, stage:T3N1M0, alive, 1798 days
17.8
U0282
0 years, male, NA, stage:T3N2M0, dead, 1869 days
17.6
U0595
0 years, male, NA, stage:T2N0M0, alive, 2535 days
17.3
U0243
0 years, female, NA, stage:T3N2M0, alive, 2975 days
17.2
U0695
0 years, male, NA, stage:T3N0M0, alive, 566 days
17.0
U0296
0 years, male, NA, stage:T3N0M0, alive, 2610 days
17.0
U0434
0 years, male, NA, stage:T2N0M0, alive, 2558 days
16.6
U0592
0 years, female, NA, stage:T2N0M0, dead, 670 days
16.6
U0511
0 years, female, NA, stage:T3N0M0, dead, 2387 days
16.6
U0242
0 years, male, NA, stage:T3N0M0, alive, 2950 days
16.4
U2761
0 years, female, NA, stage:T3N1M0, alive, 447 days
16.4
U0581
0 years, female, NA, stage:T3N2M0, alive, 1660 days
16.3
U0603
0 years, male, NA, stage:T2N1M0, alive, 1904 days
16.2
U0602
0 years, male, NA, stage:T2N0M0, alive, 1385 days
16.2
U0713
0 years, male, NA, stage:T2N0M0, alive, 359 days
16.1
U0485
0 years, male, NA, stage:T3N0M0, dead, 2737 days
16.1
U0577
0 years, female, NA, stage:T3N2M0, alive, 2474 days
16.0
U0155
0 years, male, NA, stage:T2N0M0, dead, 1672 days
15.7
U2955
0 years, male, NA, stage:T3N1M0, alive, 181 days
15.6
U0173
0 years, male, NA, stage:T2N0M0, dead, 2375 days
15.4
U0140
0 years, male, NA, stage:T3N2M0, alive, 2655 days
15.3
U0649
0 years, male, NA, stage:T2N0M0, alive, 1424 days
15.2
U2779
0 years, male, NA, stage:T3N0M0, alive, 419 days
15.2
U0641
0 years, female, NA, stage:T3N0M0, dead, 1626 days
15.2
U0820
0 years, male, NA, stage:T3NXM1, dead, 622 days
14.8
U0561
0 years, female, NA, stage:T3N2M0, alive, 1577 days
14.5
U0454
0 years, male, NA, stage:T3N1M0, alive, 2997 days
14.5
U0553
0 years, female, NA, stage:T3N2M0, alive, 1704 days
14.5
U0478
0 years, male, NA, stage:T4N2M0, alive, 2051 days
14.3
U0088
0 years, male, NA, stage:T3N1M1, dead, 260 days
14.3
U0512
0 years, male, NA, stage:T3N0M0, alive, 2550 days
14.3
U0538
0 years, female, NA, stage:T3N1M0, alive, 1308 days
14.2
U0656
0 years, male, NA, stage:T3N2M0, alive, 1150 days
14.1
U0556
0 years, male, NA, stage:T3N2M0, alive, 2037 days
14.1
U0594
0 years, male, NA, stage:T3N0M0, alive, 2852 days
13.9
U0502
0 years, male, NA, stage:T4N1M0, alive, 1065 days
13.8
U0371
0 years, female, NA, stage:T3N0M0, alive, 2688 days
13.8
U0388
0 years, male, NA, stage:T2N1M0, alive, 2186 days
13.8
U0457
0 years, male, NA, stage:T3N0M0, alive, 833 days
13.8
U0329
0 years, male, NA, stage:T3N1M0, dead, 805 days
13.8
U0212
0 years, male, NA, stage:T3N0M1, alive, 1330 days
13.7
U0470
0 years, female, NA, stage:T2N2M0, alive, 961 days
13.6
U0805
0 years, male, NA, stage:T3N1M1, dead, 731 days
13.5
U0311
0 years, female, NA, stage:T3N1M0, alive, 1176 days
13.4
U0080
0 years, female, NA, stage:T3N0M0, dead, 489 days
13.2
U0534
0 years, female, NA, stage:T3N2M0, alive, 1361 days
13.0
U0241
0 years, female, NA, stage:T2N1M0, alive, 552 days
12.8
U0809
0 years, female, NA, stage:T3N1M1, dead, 275 days
12.8
U0637
0 years, male, NA, stage:T3N1M0, alive, 1997 days
12.7
U0601
0 years, female, NA, stage:T4N1M0, alive, 1368 days
12.7
U0423
0 years, female, NA, stage:T4N2M0, alive, 2735 days
12.7
U0305
0 years, male, NA, stage:T3N1M0, alive, 2676 days
12.7
U0402
0 years, female, NA, stage:T3N1M0, dead, 2487 days
12.6
U0188
0 years, female, NA, stage:T3N1M0, alive, 2134 days
12.6
U0857
0 years, male, NA, stage:T4N2M1, dead, 954 days
12.5
U0468
0 years, female, NA, stage:T3N0M0, alive, 1921 days
12.5
U0137
0 years, male, NA, stage:T3N1M0, dead, 1799 days
12.4
U0237
0 years, male, NA, stage:T3N1M0, alive, 2492 days
12.4
U0579
0 years, female, NA, stage:T4aN0M0, alive, 2845 days
12.3
U0374
0 years, female, NA, stage:T2N0M0, alive, 1067 days
12.2
U0650
0 years, female, NA, stage:T2N2M0, alive, 1331 days
12.0
U0466
0 years, male, NA, stage:T3N0M0, alive, 1381 days
12.0
U0192
0 years, male, NA, stage:T3N0M0, alive, 2081 days
11.9
U0545
0 years, male, NA, stage:T3N0M0, alive, 2340 days
11.9
U0325
0 years, male, NA, stage:T3N0M0, dead, 1947 days
11.8
U0652
0 years, male, NA, stage:T3N0M0, alive, 1319 days
11.7
U0800
0 years, male, NA, stage:T3N2M1, dead, 411 days
11.7
U0422
0 years, female, NA, stage:T3N2M1, dead, 1710 days
11.6
U0159
0 years, female, NA, stage:T3N1M0, alive, 1517 days
11.4
U0430
0 years, male, NA, stage:T3N2M0, dead, 2472 days
11.4
U0271
0 years, female, NA, stage:T3N1M0, alive, 2414 days
11.3
U0648
0 years, female, NA, stage:T3N0M0, alive, 1415 days
11.2
U0519
0 years, male, NA, stage:T4N2M0, dead, 519 days
11.2
U0220
0 years, male, NA, stage:T2N0M0, alive, 1066 days
11.1
U0298
0 years, male, NA, stage:T3N1M0, alive, 513 days
11.1
U0654
0 years, male, NA, stage:T3N2M0, alive, 1220 days
11.1
U0409
0 years, female, NA, stage:T3N1M0, alive, 934 days
10.9
U0415
0 years, male, NA, stage:T3N1M0, alive, 2526 days
10.9
U0584
0 years, male, NA, stage:T3N2M0, alive, 2705 days
10.8
U0405
0 years, male, NA, stage:T3N1M0, alive, 829 days
10.7
U0666
0 years, male, NA, stage:T3N1M0, alive, 709 days
10.6
U0497
0 years, female, NA, stage:T3N1M0, alive, 1414 days
10.6
U0097
0 years, male, NA, stage:T3N0M1, dead, 2903 days
10.5
U0533
0 years, male, NA, stage:T3N2M0, alive, 2248 days
10.3
U0542
0 years, male, NA, stage:T3N2M0, dead, 1482 days
10.2
U0539
0 years, male, NA, stage:T4N2M0, alive, 2017 days
10.2
U0484
0 years, male, NA, stage:T4N2M0, alive, 1275 days
10.1
U0562
0 years, female, NA, stage:T3N1M0, alive, 3092 days
10.0
U0346
0 years, male, NA, stage:T4N2M0, alive, 1148 days
10.0
U0848
0 years, male, NA, stage:T3N1M1, dead, 1185 days
9.8
U0351
0 years, female, NA, stage:T3N2M0, alive, 2886 days
9.8
U0557
0 years, female, NA, stage:T3N2M0, alive, 2009 days
9.5
U0437
0 years, male, NA, stage:T1N1M0, alive, 849 days
9.5
U0593
0 years, male, NA, stage:T4bN0M0, alive, 876 days
9.5
U0284
0 years, male, NA, stage:T3N2M0, alive, 581 days
9.5
U0093
0 years, male, NA, stage:T3N2M0, dead, 1118 days
9.4
U0596
0 years, male, NA, stage:T3N0M0, alive, 2233 days
9.4
U0331
0 years, male, NA, stage:T3N1M1, dead, 906 days
9.4
U0407
0 years, male, NA, stage:T3N1M0, dead, 2027 days
9.3
U0190
0 years, male, NA, stage:T3N0M0, alive, 2367 days
9.3
U0686
0 years, female, NA, stage:T4bN0M0, dead, 123 days
9.3
U0804
0 years, female, NA, stage:T3N2M1, dead, 380 days
9.2
U0251
0 years, male, NA, stage:T2N0M0, alive, 1906 days
9.1
U0591
0 years, male, NA, stage:T2N0M0, alive, 1023 days
9.0
U0322
0 years, male, NA, stage:T4N2M0, alive, 1694 days
9.0
U0642
0 years, male, NA, stage:T3N0M0, alive, 1603 days
8.9
U0324
0 years, female, NA, stage:T4N1M0, alive, 938 days
8.8
U0572
0 years, female, NA, stage:T3N1M0, alive, 2621 days
8.8
U0114
0 years, male, NA, stage:T3N0M0, alive, 1910 days
8.8
U0803
0 years, female, NA, stage:T3N1M1, dead, 495 days
8.7
U0339
0 years, male, NA, stage:T3N2M0, alive, 2155 days
8.5
U0793
0 years, male, NA, stage:T3N1M1, dead, 195 days
8.4
U0498
0 years, female, NA, stage:T4N1M0, alive, 1906 days
8.4
U0492
0 years, male, NA, stage:T3N2M0, alive, 1114 days
8.2
U0643
0 years, female, NA, stage:T2N1M0, dead, 1583 days
8.1
U0264
0 years, male, NA, stage:T4N2M0, alive, 2020 days
8.1
U0587
0 years, male, NA, stage:T3N1M0, alive, 2107 days
8.0
U0138
0 years, male, NA, stage:T3N1M0, dead, 2472 days
8.0
U0147
0 years, female, NA, stage:T3N0M0, dead, 2085 days
8.0
U0118
0 years, female, NA, stage:T3N2M0, dead, 350 days
7.7
U0802
0 years, male, NA, stage:T3N2M1, dead, 338 days
7.7
U0228
0 years, male, NA, stage:T2N0M0, alive, 963 days
7.6
U0707
0 years, male, NA, stage:T3N1M0, alive, 518 days
7.5
U0675
0 years, female, NA, stage:T4N1M0, dead, 89 days
7.5
U0640
0 years, male, NA, stage:T2N0M0, alive, 1696 days
7.3
U0651
0 years, male, NA, stage:T3N0M0, alive, 1354 days
7.2
U0558
0 years, female, NA, stage:T3N2M0, alive, 2011 days
7.2
U0514
0 years, female, NA, stage:T2N2M0, alive, 2799 days
7.0
U0364
0 years, female, NA, stage:T4N2M1, dead, 151 days
7.0
U0431
0 years, female, NA, stage:T3N1M0, alive, 695 days
6.5
U0568
0 years, male, NA, stage:T4N1M0, alive, 1287 days
6.3
U0555
0 years, male, NA, stage:T3N2M0, alive, 2043 days
6.2
U0552
0 years, male, NA, stage:T3N2M0, alive, 1701 days
5.8
U2836
0 years, male, NA, stage:T3N0M0, alive, 322 days
5.5
U0576
0 years, male, NA, stage:T3N2M0, alive, 2540 days
5.5
U0194
0 years, male, NA, stage:T3N1M0, alive, 680 days
5.2
U0865
0 years, female, NA, stage:T3N1M1, dead, 856 days
4.9
U0862
0 years, male, NA, stage:T4N2M1, dead, 1064 days
4.4
U0578
0 years, male, NA, stage:T2N2M0, alive, 1724 days
4.3
U0494
0 years, male, NA, stage:T4N2M0, alive, 1290 days
2.8
U0647
0 years, female, NA, stage:T3N0M0, alive, 1476 days
2.3
U0550
0 years, male, NA, stage:T3N2M0, alive, 2191 days
2.3
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COLON ADENOCARCINOMA - Protein relative expression (CPTAC)
Number of samples
197
Samples
Sample ID
Sample type
nRPX
f9d6fb1b-988e-4D88-9272-cc672f_D8
Tumor
0.9
0065bfd9-e1b9-43a8-9379-9658ba_D3
Tumor
0.8
820a3f08-5bb1-44b3-a133-ee167e_D2
Tumor
0.7
bd67de01-ad7d-431a-9ad6-4dd5a1
Tumor
0.6
c9f0f144-47f3-4d64-b29f-bcedfa_D2
Normal
0.6
5c70e654-583c-4dd3-ad42-0d9b39_D2
Normal
0.6
63c1f7ac-b1ae-4c28-95aa-ce21e5_D2
Normal
0.5
f6afe41c-111d-4818-8485-fe95e0_D2
Tumor
0.5
5a3aa99d-ca10-45f6-939f-12392a_D2
Normal
0.5
cc271b3d-ed33-481f-9d23-15f2f6_D2
Normal
0.5
a84149b1-8453-45f0-8400-d7b12f_D2
Normal
0.5
321fb3b2-ebb6-4ea5-b737-081264_D2
Tumor
0.5
fc9b09af-23b8-4ffe-b6c6-41236d_D2
Normal
0.5
2cc46aec-6142-4fb9-aca5-c442b9_D2
Normal
0.5
bda3787a-1397-4716-bb17-4992a8_D2
Normal
0.5
ec9afcc4-ccf7-4226-b0e8-d6897d_D3
Tumor
0.5
0f757044-9bc8-4ed4-90f3-e0a49a_D3
Tumor
0.5
0784c7b3-e6a4-42a8-9288-eb4ba0_D2
Normal
0.4
5de06adb-e00d-4114-8d76-04bd30_D2
Normal
0.4
154115ac-2ec2-439d-b55e-0464ee_D2
Normal
0.4
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Tumor
0.4
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Tumor
0.4
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Tumor
0.4
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Normal
0.4
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Tumor
0.4
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Normal
0.4
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Tumor
0.4
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Normal
0.4
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Normal
0.4
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Normal
0.4
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Normal
0.4
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Normal
0.4
b3696374-c6c0-49dd-833e-596e26_D2
Normal
0.4
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Tumor
0.4
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Tumor
0.4
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Normal
0.4
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Tumor
0.4
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Normal
0.3
3e8019e8-125f-4615-a1fa-a448e9_D2
Normal
0.3
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Tumor
0.3
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Normal
0.3
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Normal
0.3
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Normal
0.3
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Normal
0.3
6797a69d-2f74-44b9-8147-cd4fac_D2
Normal
0.3
963fc8db-f412-4427-a198-23f660_D2
Normal
0.3
694e8df1-d9ee-473b-bec1-4f9237_D2
Normal
0.2
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Tumor
0.2
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Normal
0.2
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Normal
0.2
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Normal
0.2
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Normal
0.2
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Normal
0.2
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Normal
0.2
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Tumor
0.2
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Tumor
0.2
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Tumor
0.2
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Normal
0.2
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Normal
0.2
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Normal
0.2
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Normal
0.2
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Normal
0.2
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Tumor
0.2
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Normal
0.2
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Normal
0.2
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Tumor
0.2
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Normal
0.2
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Tumor
0.2
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Normal
0.2
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Normal
0.2
1f79fed9-f0d4-4c45-acd2-ea1441_D2
Normal
0.2
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Normal
0.2
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Normal
0.2
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Tumor
0.2
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Normal
0.2
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Normal
0.2
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Tumor
0.2
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Normal
0.2
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Normal
0.2
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Tumor
0.2
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Normal
0.2
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Normal
0.2
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Tumor
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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Tumor
0.1
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Tumor
0.1
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Normal
0.1
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Tumor
0.1
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Normal
0.1
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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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Normal
0.1
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Tumor
0.1
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Tumor
0.1
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Normal
0.1
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Normal
0.1
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Tumor
0.1
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Tumor
0.1
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Tumor
0.1
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Normal
0.1
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Tumor
0.0
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Normal
0.0
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Normal
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Tumor
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Tumor
0.0
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Normal
0.0
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Normal
0.0
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Normal
0.0
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Normal
0.0
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Tumor
0.0
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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
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Normal
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
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Normal
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Normal
-0.1
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Normal
-0.1
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Tumor
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Normal
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Tumor
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Tumor
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Tumor
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Tumor
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Tumor
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Tumor
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Normal
-0.1
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Normal
-0.2
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Tumor
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Tumor
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Normal
-0.2
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Normal
-0.2
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Tumor
-0.2
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Tumor
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Tumor
-0.2
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Tumor
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Tumor
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Normal
-0.3
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Tumor
-0.3
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Tumor
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Tumor
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Tumor
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Tumor
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Normal
-0.3
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Tumor
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Tumor
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Tumor
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Tumor
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Tumor
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Tumor
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Tumor
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Tumor
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Tumor
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Tumor
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Tumor
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Tumor
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Tumor
-0.4
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Tumor
-0.5
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Normal
-0.5
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Tumor
-0.5
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Tumor
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Tumor
-0.6
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Tumor
-0.6
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Normal
-0.6
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Tumor
-0.7
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Tumor
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Tumor
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Tumor
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Tumor
-0.7
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Tumor
-0.8
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Tumor
-0.8
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Tumor
-0.9
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Tumor
-0.9
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Tumor
-1.0
92f7419c-c57a-4b50-bdc9-4d09ca_D2
Tumor
-1.0
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
