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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.
MPP7 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
4.7
Number of samples
254
Samples
Sample
Description
TPM
TCGA-A6-6780-01A
0 years, male, white, stage:Stage IIA, alive, 612 days
54.7
TCGA-CK-5912-01A
0 years, male, white, stage:Stage I, dead, 1493 days
18.4
TCGA-A6-3809-01A
0 years, female, white, stage:Stage IIB, alive, 996 days
17.3
TCGA-CM-6161-01A
0 years, female, white, stage:Stage I, alive, 457 days
13.5
TCGA-F4-6459-01A
0 years, female, white, stage:Stage IIIB, dead, 262 days
13.0
TCGA-A6-5656-01A
0 years, male, white, stage:Stage I, alive, 1001 days
12.9
TCGA-CM-6172-01A
0 years, female, white, stage:Stage IIIB, alive, 335 days
12.8
TCGA-AY-6386-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 542 days
11.7
TCGA-G4-6295-01A
0 years, female, white, stage:Stage II, alive, 254 days
11.5
TCGA-DM-A1D7-01A
0 years, male, white, stage:Stage IIA, dead, 405 days
11.4
TCGA-CM-6165-01A
0 years, male, white, stage:Stage IIA, alive, 488 days
11.4
TCGA-D5-6898-01A
0 years, female, white, stage:Stage I, alive, 229 days
11.3
TCGA-D5-6533-01A
0 years, female, white, stage:'--, alive, 775 days
11.2
TCGA-CM-6163-01A
0 years, male, white, stage:Stage I, alive, 427 days
11.0
TCGA-CM-6677-01A
0 years, female, white, stage:Stage IIA, alive, 337 days
10.2
TCGA-AZ-6601-01A
0 years, male, white, stage:Stage II, dead, 3042 days
9.9
TCGA-CM-6675-01A
0 years, male, black or african american, stage:Stage IVB, alive, 397 days
9.9
TCGA-CM-4751-01A
0 years, male, white, stage:Stage IIIB, alive, 822 days
9.8
TCGA-CA-6718-01A
0 years, male, asian, stage:Stage IIA, dead, 306 days
9.8
TCGA-G4-6293-01A
0 years, female, white, stage:Stage III, alive, 4051 days
9.5
TCGA-CM-6169-01A
0 years, male, black or african american, stage:Stage IIA, alive, 396 days
9.1
TCGA-AA-3655-01A
0 years, male, stage:Stage II, alive, 1856 days
8.9
TCGA-CM-6676-01A
0 years, male, white, stage:Stage I, alive, 337 days
8.8
TCGA-CK-6747-01A
0 years, female, white, stage:Stage IIA, alive, 820 days
8.7
TCGA-CM-5349-01A
0 years, female, white, stage:Stage IIA, alive, 915 days
8.6
TCGA-A6-2674-01A
0 years, male, white, stage:Stage IV, alive, 1331 days
8.4
TCGA-D5-6538-01A
0 years, female, white, stage:Stage IIIB, alive, 521 days
8.3
TCGA-DM-A1DB-01A
0 years, male, white, stage:Stage IIA, dead, 1348 days
7.9
TCGA-CM-6168-01A
0 years, female, black or african american, stage:Stage IIA, alive, 395 days
7.9
TCGA-CM-5860-01A
0 years, male, white, stage:Stage IIA, alive, 974 days
7.9
TCGA-D5-6922-01A
0 years, male, white, stage:Stage IIIA, alive, 308 days
7.8
TCGA-F4-6463-01A
0 years, male, white, stage:Stage IIA, alive, 1087 days
7.8
TCGA-A6-6140-01A
0 years, male, white, stage:Stage IIA, alive, 734 days
7.7
TCGA-A6-5667-01A
0 years, female, white, stage:Stage IIIB, alive, 887 days
7.7
TCGA-T9-A92H-01A
0 years, male, black or african american, stage:Stage IIA, alive, 362 days
7.7
TCGA-A6-6141-01A
0 years, male, black or african american, stage:Stage IIA, alive, 255 days
7.7
TCGA-D5-5538-01A
0 years, female, white, stage:Stage IIIB, dead, 1661 days
7.6
TCGA-A6-3810-01A
0 years, male, white, stage:Stage IIA, alive, 1111 days
7.6
TCGA-CM-6170-01A
0 years, female, white, stage:Stage I, alive, 457 days
7.5
TCGA-A6-6650-01A
0 years, female, black or african american, stage:Stage IIA, alive, 627 days
7.5
TCGA-A6-A566-01A
0 years, female, black or african american, stage:Stage IIIB, dead, 758 days
7.2
TCGA-CM-6171-01A
0 years, female, white, stage:Stage I, alive, 427 days
7.2
TCGA-G4-6315-01A
0 years, male, white, stage:Stage IV, alive, 1883 days
7.2
TCGA-DM-A28H-01A
0 years, male, white, stage:Stage IIIC, alive, 3561 days
7.2
TCGA-F4-6806-01A
0 years, female, white, stage:Stage I, alive, 1260 days
7.1
TCGA-DM-A28G-01A
0 years, male, white, stage:Stage IIA, dead, 1849 days
7.0
TCGA-A6-2675-01A
0 years, male, white, stage:Stage IIA, alive, 1321 days
7.0
TCGA-AA-3713-01A
0 years, male, stage:Stage IV, alive, 579 days
7.0
TCGA-CA-5797-01A
0 years, male, asian, stage:Stage IIA, alive, 383 days
6.9
TCGA-D5-6931-01A
0 years, male, white, stage:Stage IIIC, alive, 365 days
6.9
TCGA-G4-6625-01A
0 years, female, white, stage:Stage IIA, alive, 2792 days
6.8
TCGA-G4-6627-01A
0 years, male, white, stage:Stage IIA, alive, 2175 days
6.8
TCGA-A6-6648-01A
0 years, male, white, stage:Stage IVA, alive, 766 days
6.7
TCGA-SS-A7HO-01A
0 years, female, black or african american, stage:Stage IIB, alive, 1829 days
6.6
TCGA-DM-A1D8-01A
0 years, female, white, stage:'--, dead, 383 days
6.6
TCGA-QL-A97D-01A
0 years, female, black or african american, stage:Stage I, alive, 666 days
6.4
TCGA-AD-6548-01A
0 years, female, white, stage:Stage I, alive, 650 days
6.3
TCGA-A6-5666-01A
0 years, male, white, stage:Stage IIC, alive, 995 days
6.2
TCGA-CA-6715-01A
0 years, male, asian, stage:Stage IIIB, alive, 383 days
6.1
TCGA-QG-A5Z2-01A
0 years, male, black or african american, stage:Stage I, alive, 952 days
6.0
TCGA-CK-5914-01A
0 years, male, white, stage:Stage IIIB, alive, 669 days
6.0
TCGA-G4-6314-01A
0 years, female, white, stage:Stage IV, alive, 1093 days
5.9
TCGA-QG-A5YV-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 1301 days
5.9
TCGA-AY-A69D-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
5.8
TCGA-AA-A02K-01A
0 years, male, stage:Stage IV, dead, 426 days
5.8
TCGA-CM-5862-01A
0 years, male, white, stage:Stage IVA, dead, 153 days
5.7
TCGA-QG-A5YX-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1003 days
5.6
TCGA-A6-6138-01A
0 years, male, white, stage:Stage I, alive, 685 days
5.6
TCGA-CM-6167-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 456 days
5.6
TCGA-AZ-6606-01A
0 years, male, white, stage:Stage IV, dead, 357 days
5.5
TCGA-A6-A567-01A
0 years, male, black or african american, stage:Stage IV, dead, 1881 days
5.5
TCGA-D5-5537-01A
0 years, male, white, stage:'--, dead, 1381 days
5.4
TCGA-D5-6535-01A
0 years, female, white, stage:Stage IIIB, alive, 460 days
5.4
TCGA-AU-3779-01A
0 years, female, white, stage:Stage IIA, alive, 441 days
5.4
TCGA-CM-6162-01A
0 years, female, white, stage:Stage IIIB, alive, 365 days
5.3
TCGA-D5-6529-01A
0 years, male, white, stage:Stage IIA, alive, 614 days
5.3
TCGA-AD-6890-01A
0 years, male, white, stage:'--, alive, 746 days
5.3
TCGA-D5-6532-01A
0 years, male, white, stage:Stage IIA, alive, 555 days
5.3
TCGA-G4-6304-01A
0 years, female, white, stage:Stage IIB, alive, 1631 days
5.3
TCGA-D5-6530-01A
0 years, male, white, stage:Stage I, alive, 621 days
5.2
TCGA-G4-6306-01A
0 years, male, white, stage:'--, alive, 1359 days
5.2
TCGA-AA-3526-01A
0 years, male, stage:Stage I, alive, 580 days
5.2
TCGA-G4-6317-01A
0 years, female, white, stage:Stage IIIC, alive, 1095 days
5.2
TCGA-AZ-6598-01A
0 years, female, white, stage:Stage II, dead, 1503 days
5.1
TCGA-D5-6923-01A
0 years, male, white, stage:Stage I, alive, 378 days
5.1
TCGA-AA-3662-01A
0 years, female, stage:Stage IV, alive, 184 days
5.1
TCGA-QG-A5Z1-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 256 days
5.0
TCGA-AY-5543-01A
0 years, female, black or african american, stage:Stage IVA, alive, 1004 days
5.0
TCGA-A6-6137-01A
0 years, male, white, stage:Stage IIIB, alive, 824 days
5.0
TCGA-D5-6539-01A
0 years, female, white, stage:'--, alive, 380 days
4.9
TCGA-CM-6166-01A
0 years, female, white, stage:Stage I, alive, 669 days
4.9
TCGA-D5-5539-01A
0 years, male, white, stage:Stage IIIA, alive, 596 days
4.8
TCGA-CM-4744-01A
0 years, male, white, stage:Stage I, alive, 609 days
4.8
TCGA-G4-6322-01A
0 years, male, white, stage:Stage IIIB, alive, 792 days
4.8
TCGA-F4-6460-01A
0 years, female, white, stage:Stage IIIB, dead, 972 days
4.7
TCGA-DM-A1D4-01A
0 years, male, white, stage:Stage IIA, dead, 2821 days
4.7
TCGA-CM-5863-01A
0 years, female, white, stage:Stage IIIB, alive, 457 days
4.7
TCGA-AU-6004-01A
0 years, female, white, stage:Stage I, alive, 824 days
4.6
TCGA-D5-6924-01A
0 years, male, white, stage:Stage IIA, alive, 435 days
4.6
TCGA-D5-7000-01A
0 years, female, white, stage:Stage I, alive, 312 days
4.6
TCGA-AZ-6603-01A
0 years, female, white, stage:'--, dead, 899 days
4.6
TCGA-AA-3697-01A
0 years, male, stage:Stage II, alive, 2587 days
4.6
TCGA-F4-6703-01A
0 years, male, white, stage:Stage IIA, alive, 1456 days
4.5
TCGA-G4-6310-01A
0 years, male, white, stage:Stage IIIB, alive, 1935 days
4.5
TCGA-F4-6570-01A
0 years, female, white, stage:Stage IIA, dead, 188 days
4.5
TCGA-A6-5664-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 672 days
4.5
TCGA-DM-A28F-01A
0 years, male, white, stage:Stage IIIB, dead, 1094 days
4.5
TCGA-G4-6303-01A
0 years, female, white, stage:Stage IV, dead, 2003 days
4.4
TCGA-CM-5864-01A
0 years, male, white, stage:Stage I, alive, 457 days
4.4
TCGA-F4-6854-01A
0 years, female, white, stage:Stage IIA, alive, 16 days
4.4
TCGA-AZ-5403-01A
0 years, male, white, stage:Stage II, dead, 1910 days
4.4
TCGA-F4-6807-01A
0 years, female, white, stage:Stage IIIC, alive, 1309 days
4.4
TCGA-DM-A0XF-01A
0 years, female, white, stage:Stage IIIC, dead, 1162 days
4.4
TCGA-A6-A565-01A
0 years, female, black or african american, stage:Stage IIIC, dead, 494 days
4.3
TCGA-NH-A50T-01A
0 years, female, black or african american, stage:Stage IIA, alive, 553 days
4.3
TCGA-DM-A1D9-01A
0 years, female, white, stage:Stage IIA, alive, 4270 days
4.2
TCGA-AA-3660-01A
0 years, female, stage:Stage II, alive, 2375 days
4.2
TCGA-AA-3489-01A
0 years, male, stage:Stage II, dead, 214 days
4.2
TCGA-A6-4105-01A
0 years, male, white, stage:Stage IIA, dead, 442 days
4.2
TCGA-DM-A28E-01A
0 years, female, white, stage:Stage IIA, alive, 3648 days
4.2
TCGA-D5-6541-01A
0 years, male, white, stage:Stage IIA, alive, 474 days
4.1
TCGA-F4-6805-01A
0 years, female, white, stage:Stage IIA, alive, 1047 days
4.1
TCGA-D5-6537-01A
0 years, male, white, stage:Stage IIIB, dead, 146 days
4.1
TCGA-CM-6680-01A
0 years, female, white, stage:Stage IIIB, alive, 366 days
4.1
TCGA-AD-6899-01A
0 years, male, white, stage:Stage IIIC, dead, 176 days
4.1
TCGA-NH-A50U-01A
0 years, male, black or african american, stage:Stage IVA, dead, 334 days
4.1
TCGA-D5-6920-01A
0 years, female, white, stage:Stage IIA, alive, 377 days
4.0
TCGA-CK-4952-01A
0 years, female, white, stage:Stage IIIC, alive, 475 days
4.0
TCGA-AD-6965-01A
0 years, male, white, stage:Stage IIIC, alive, 805 days
4.0
TCGA-AY-6197-01A
0 years, male, white, stage:Stage IIA, alive, 652 days
3.9
TCGA-A6-6781-01A
0 years, male, white, stage:Stage IIIC, alive, 598 days
3.9
TCGA-AM-5820-01A
0 years, female, white, stage:Stage IVA, alive, 14 days
3.9
TCGA-DM-A1D0-01A
0 years, female, white, stage:Stage IIA, alive, 3974 days
3.9
TCGA-D5-6929-01A
0 years, female, white, stage:Stage IV, alive, 408 days
3.9
TCGA-AD-6963-01A
0 years, male, white, stage:'--, alive, 834 days
3.8
TCGA-CK-4950-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2599 days
3.7
TCGA-CM-6679-01A
0 years, male, white, stage:Stage IIA, alive, 306 days
3.7
TCGA-F4-6808-01A
0 years, female, white, stage:Stage I, alive, 1024 days
3.7
TCGA-D5-6926-01A
0 years, male, white, stage:Stage IIIB, alive, 275 days
3.7
TCGA-AA-3663-01A
0 years, male, stage:Stage II, alive, 212 days
3.6
TCGA-AA-3496-01A
0 years, female, stage:Stage II, alive, 31 days
3.5
TCGA-G4-6323-01A
0 years, male, black or african american, stage:Stage IA, alive, 419 days
3.5
TCGA-5M-AATE-01A
0 years, male, black or african american, stage:Stage IIA, alive, 1200 days
3.5
TCGA-AY-A8YK-01A
0 years, male, black or african american, stage:Stage IVA, alive, 573 days
3.5
TCGA-F4-6569-01A
0 years, male, white, stage:Stage I, alive, 1087 days
3.5
TCGA-AD-6888-01A
0 years, male, white, stage:Stage IIIB, dead, 472 days
3.5
TCGA-AZ-5407-01A
0 years, female, white, stage:Stage I, alive, 2683 days
3.5
TCGA-DM-A1D6-01A
0 years, male, white, stage:Stage IIA, dead, 570 days
3.4
TCGA-CM-6164-01A
0 years, female, white, stage:Stage IIA, alive, 883 days
3.4
TCGA-AA-A02Y-01A
0 years, male, stage:Stage I, alive, 1216 days
3.4
TCGA-CK-6751-01A
0 years, female, white, stage:Stage I, alive, 518 days
3.4
TCGA-NH-A6GC-01A
0 years, female, black or african american, stage:Stage IVB, alive, 389 days
3.3
TCGA-CK-5916-01A
0 years, female, white, stage:Stage I, dead, 643 days
3.3
TCGA-5M-AAT4-01A
0 years, male, black or african american, stage:Stage IV, dead, 49 days
3.2
TCGA-CA-5255-01A
0 years, male, asian, stage:Stage IIA, alive, 376 days
3.2
TCGA-WS-AB45-01A
0 years, female, black or african american, stage:Stage IIA, alive, 2130 days
3.2
TCGA-NH-A6GA-01A
0 years, male, black or african american, stage:Stage IIIC, dead, 302 days
3.2
TCGA-AY-A71X-01A
0 years, female, black or african american, stage:Stage I, alive, 588 days
3.2
TCGA-CM-6674-01A
0 years, male, white, stage:Stage IIA, alive, 394 days
3.1
TCGA-AZ-6605-01A
0 years, male, white, stage:Stage IIIB, dead, 159 days
3.1
TCGA-AY-A54L-01A
0 years, female, black or african american, stage:Stage I, alive, 525 days
3.0
TCGA-CM-5868-01A
0 years, female, white, stage:Stage IVA, alive, 518 days
3.0
TCGA-CA-6719-01A
0 years, male, asian, stage:Stage IIA, alive, 435 days
2.9
TCGA-4N-A93T-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 146 days
2.9
TCGA-G4-6586-01A
0 years, female, white, stage:Stage IIA, alive, 1089 days
2.9
TCGA-AA-3685-01A
0 years, male, stage:Stage II, alive, 1127 days
2.9
TCGA-CA-6717-01A
0 years, male, asian, stage:Stage IIA, alive, 388 days
2.9
TCGA-G4-6299-01A
0 years, male, white, stage:Stage IIIC, alive, 2268 days
2.9
TCGA-A6-6782-01A
0 years, male, white, stage:Stage IIB, alive, 617 days
2.9
TCGA-NH-A8F7-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
2.8
TCGA-G4-6628-01A
0 years, male, white, stage:Stage I, alive, 2424 days
2.8
TCGA-AZ-6608-01A
0 years, female, white, stage:Stage IIIA, dead, 59 days
2.8
TCGA-DM-A285-01A
0 years, female, white, stage:Stage IV, dead, 179 days
2.8
TCGA-G4-6626-01A
0 years, male, white, stage:Stage IIA, dead, 1 days
2.7
TCGA-DM-A282-01A
0 years, female, white, stage:Stage IIA, alive, 4233 days
2.7
TCGA-DM-A0X9-01A
0 years, female, white, stage:Stage IIA, alive, 3641 days
2.7
TCGA-CM-6678-01A
0 years, female, white, stage:Stage IVA, alive, 335 days
2.7
TCGA-DM-A28M-01A
0 years, male, white, stage:Stage IIA, alive, 2895 days
2.7
TCGA-DM-A28A-01A
0 years, male, white, stage:Stage IIIC, dead, 805 days
2.7
TCGA-AZ-4616-01A
0 years, female, white, stage:Stage IV, dead, 156 days
2.6
TCGA-AD-5900-01A
0 years, male, white, stage:Stage I, alive, 370 days
2.6
TCGA-G4-6309-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2600 days
2.6
TCGA-F4-6809-01A
0 years, female, white, stage:Stage IVA, dead, 403 days
2.6
TCGA-QG-A5YW-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 896 days
2.6
TCGA-A6-6651-01A
0 years, female, white, stage:Stage IIIB, alive, 662 days
2.5
TCGA-A6-5657-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 962 days
2.5
TCGA-AA-3511-01A
0 years, male, stage:Stage II, alive, 212 days
2.5
TCGA-DM-A28K-01A
0 years, male, white, stage:Stage IIA, alive, 2988 days
2.4
TCGA-AZ-6599-01A
0 years, male, white, stage:Stage I, dead, 206 days
2.4
TCGA-F4-6855-01A
0 years, female, white, stage:Stage IIA, alive, 1442 days
2.4
TCGA-AD-6889-01A
0 years, male, asian, stage:Stage IIA, dead, 2532 days
2.4
TCGA-A6-6649-01A
0 years, male, white, stage:Stage IIIB, alive, 735 days
2.3
TCGA-G4-6294-01A
0 years, male, white, stage:Stage IV, dead, 858 days
2.2
TCGA-A6-5660-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 888 days
2.2
TCGA-CK-6748-01A
0 years, female, white, stage:Stage IV, alive, 61 days
2.2
TCGA-F4-6704-01A
0 years, male, american indian or alaska native, stage:Stage IIIC, alive, 47 days
2.2
TCGA-A6-6652-01A
0 years, male, black or african american, stage:Stage IVA, alive, 751 days
2.2
TCGA-4T-AA8H-01A
0 years, female, black or african american, stage:Stage IIA, alive, 385 days
2.2
TCGA-AD-A5EK-01A
0 years, male, black or african american, stage:Stage I, alive, 500 days
2.1
TCGA-D5-6927-01A
0 years, male, white, stage:Stage IIA, alive, 287 days
2.1
TCGA-DM-A1DA-01A
0 years, female, white, stage:Stage IIIC, dead, 228 days
2.1
TCGA-AY-6196-01A
0 years, male, white, stage:Stage IIIC, alive, 6 days
2.1
TCGA-DM-A28C-01A
0 years, male, white, stage:Stage IIA, dead, 2475 days
2.1
TCGA-3L-AA1B-01A
0 years, female, black or african american, stage:Stage I, alive, 475 days
2.1
TCGA-AZ-6600-01A
0 years, male, black or african american, stage:Stage IV, dead, 368 days
2.0
TCGA-D5-6531-01A
0 years, male, white, stage:Stage IIA, alive, 540 days
2.0
TCGA-DM-A1HA-01A
0 years, male, white, stage:Stage IIIC, alive, 2600 days
2.0
TCGA-CM-5344-01A
0 years, female, white, stage:Stage IIIB, alive, 670 days
1.9
TCGA-DM-A280-01A
0 years, female, white, stage:Stage IIA, dead, 236 days
1.9
TCGA-CM-4743-01A
0 years, male, white, stage:Stage IIA, alive, 701 days
1.9
TCGA-F4-6856-01A
0 years, male, white, stage:Stage I, alive, 1074 days
1.9
TCGA-D5-6928-01A
0 years, male, white, stage:Stage IIA, alive, 354 days
1.9
TCGA-G4-6311-01A
0 years, male, white, stage:Stage III, alive, 1199 days
1.8
TCGA-AD-6901-01A
0 years, male, white, stage:'--, dead, 682 days
1.8
TCGA-A6-6654-01A
0 years, female, white, stage:Stage IIIB, alive, 726 days
1.8
TCGA-AA-3675-01A
0 years, male, stage:Stage II, alive, 1431 days
1.8
TCGA-CA-6716-01A
0 years, male, asian, stage:Stage IIA, alive, 371 days
1.8
TCGA-RU-A8FL-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 1177 days
1.7
TCGA-G4-6297-01A
0 years, female, white, stage:Stage IV, alive, 2506 days
1.7
TCGA-CA-5254-01A
0 years, female, asian, stage:Stage IIA, alive, 386 days
1.7
TCGA-A6-5662-01A
0 years, male, white, stage:Stage IVA, alive, 718 days
1.6
TCGA-NH-A8F8-01A
0 years, male, black or african american, stage:Stage IV, dead, 511 days
1.6
TCGA-NH-A50V-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 588 days
1.6
TCGA-D5-6536-01A
0 years, male, white, stage:Stage IIA, alive, 543 days
1.6
TCGA-A6-A56B-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 1711 days
1.5
TCGA-AM-5821-01A
0 years, female, white, stage:Stage IIA, alive, 28 days
1.5
TCGA-D5-6534-01A
0 years, female, white, stage:Stage IIA, alive, 1316 days
1.5
TCGA-A6-6653-01A
0 years, male, white, stage:Stage I, alive, 742 days
1.5
TCGA-G4-6320-01A
0 years, male, white, stage:Stage III, alive, 804 days
1.4
TCGA-DM-A0XD-01A
0 years, male, white, stage:Stage IIA, dead, 743 days
1.4
TCGA-A6-5661-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1020 days
1.4
TCGA-F4-6461-01A
0 years, female, white, stage:Stage IIIC, dead, 338 days
1.4
TCGA-5M-AAT6-01A
0 years, female, black or african american, stage:Stage IV, dead, 290 days
1.4
TCGA-G4-6321-01A
0 years, female, white, stage:Stage III, alive, 672 days
1.3
TCGA-CK-5913-01A
0 years, female, white, stage:Stage IIA, alive, 1561 days
1.3
TCGA-AZ-6607-01A
0 years, male, white, stage:Stage IV, dead, 97 days
1.3
TCGA-AZ-4323-01A
0 years, male, white, stage:Stage IV, dead, 43 days
1.2
TCGA-AD-6895-01A
0 years, male, white, stage:Stage IIIB, alive, 763 days
1.1
TCGA-D5-6930-01A
0 years, male, white, stage:Stage IIA, alive, 406 days
1.1
TCGA-A6-5659-01A
0 years, male, white, stage:Stage I, alive, 926 days
1.1
TCGA-CM-5348-01A
0 years, male, white, stage:Stage IIIB, alive, 699 days
1.1
TCGA-NH-A6GB-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 476 days
1.0
TCGA-G4-6307-01A
0 years, female, white, stage:Stage IIIB, alive, 1674 days
1.0
TCGA-A6-5665-01A
0 years, female, white, stage:Stage IIA, alive, 671 days
0.9
TCGA-A6-2686-01A
0 years, female, white, stage:Stage IIA, dead, 1126 days
0.9
TCGA-AD-6964-01A
0 years, male, white, stage:'--, dead, 331 days
0.8
TCGA-CM-5861-01A
0 years, female, white, stage:Stage IIA, alive, 457 days
0.8
TCGA-A6-6142-01A
0 years, female, white, stage:Stage IVA, alive, 763 days
0.8
TCGA-D5-6932-01A
0 years, male, white, stage:Stage IIA, alive, 346 days
0.7
TCGA-A6-A5ZU-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 293 days
0.3
TCGA-D5-6540-01A
0 years, male, white, stage:Stage I, alive, 491 days
0.3
TCGA-G4-6588-01A
0 years, female, white, stage:Stage IIA, alive, 796 days
0.3
TCGA-DM-A1HB-01A
0 years, male, white, stage:Stage IIIB, alive, 4126 days
0.2
TCGA-DM-A288-01A
0 years, male, white, stage:Stage IIIC, dead, 427 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.
MPP7 is potential prognostic, high expression is favorable 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
8.7
Number of samples
486
Samples
Sample
Description
TPM
U0396
0 years, male, NA, stage:T4N2M0, alive, 2243 days
33.7
U0438
0 years, female, NA, stage:T3N0M0, alive, 2009 days
27.3
U0134
0 years, male, NA, stage:T3N0M0, alive, 2009 days
25.5
U0280
0 years, male, NA, stage:T3N1M1, alive, 2731 days
24.3
U0292
0 years, male, NA, stage:T4N1M0, alive, 1666 days
24.0
U0394
0 years, male, NA, stage:T2N1M0, alive, 969 days
23.7
U0203
0 years, male, NA, stage:T3N0M0, dead, 827 days
23.3
U0413
0 years, male, NA, stage:T2N0M0, alive, 1228 days
23.3
U0135
0 years, female, NA, stage:T3N0M0, alive, 1738 days
23.0
U0459
0 years, female, NA, stage:T3N0M0, alive, 966 days
22.9
U0195
0 years, male, NA, stage:T3N0M0, alive, 3326 days
22.5
U0191
0 years, male, NA, stage:T3N1M0, alive, 900 days
21.8
U0078
0 years, female, NA, stage:T3N0M0, alive, 1183 days
21.1
U0066
0 years, male, NA, stage:T3N0M0, dead, 2486 days
20.7
U2979
0 years, male, NA, stage:T3N2M0, alive, 616 days
20.6
U2927
0 years, male, NA, stage:T3N1M0, alive, 564 days
20.2
U0103
0 years, female, NA, stage:T3N1M0, alive, 1197 days
20.0
U2848
0 years, female, NA, stage:T4N2M0, alive, 669 days
19.1
U2891
0 years, male, NA, stage:T3N1M0, alive, 619 days
19.0
U2958
0 years, female, NA, stage:T1N0M0, alive, 536 days
18.9
U1130
0 years, male, NA, stage:T2N1M0, alive, 913 days
18.7
U2995
0 years, female, NA, stage:T3N1M0, alive, 491 days
18.7
U0916
0 years, female, NA, stage:T3N0M0, alive, 1578 days
18.6
U0300
0 years, male, NA, stage:T2N0M0, alive, 974 days
18.4
U0950
0 years, female, NA, stage:T4N1M0, alive, 1834 days
18.2
U0373
0 years, female, NA, stage:T3N0M0, alive, 1822 days
18.0
U1447
0 years, male, NA, stage:T4N1M0, alive, 988 days
18.0
U0404
0 years, female, NA, stage:T3N2M0, dead, 204 days
17.6
U0347
0 years, female, NA, stage:T4N1M1, alive, 628 days
17.6
U3034
0 years, female, NA, stage:T3N1M0, alive, 443 days
17.6
U0427
0 years, male, NA, stage:T2N0M0, alive, 1193 days
17.4
U0268
0 years, male, NA, stage:T3N0M0, alive, 2978 days
16.8
U0315
0 years, female, NA, stage:T2N0M0, alive, 1973 days
16.7
U0222
0 years, female, NA, stage:T3N2M1, alive, 1779 days
16.6
U0446
0 years, male, NA, stage:T2N0M0, alive, 1446 days
16.6
U2780
0 years, male, NA, stage:T3N0M0, alive, 778 days
16.6
U0127
0 years, female, NA, stage:T3N0M0, dead, 2753 days
16.5
U1095
0 years, female, NA, stage:T3N1M1, alive, 2425 days
16.5
U0302
0 years, male, NA, stage:T1N0M0, alive, 892 days
16.4
U1258
0 years, male, NA, stage:T3N1M0, alive, 1373 days
16.2
U2956
0 years, female, NA, stage:T3N0M0, alive, 540 days
16.2
U0287
0 years, female, NA, stage:T2N0M0, alive, 1897 days
16.1
U2843
0 years, female, NA, stage:T3N0M0, alive, 674 days
15.4
U1251
0 years, male, NA, stage:T4N2M0, alive, 126 days
15.3
U0414
0 years, male, NA, stage:T3N0M0, alive, 1691 days
15.3
U0429
0 years, female, NA, stage:T3N0M1, alive, 1099 days
15.1
U1022
0 years, male, NA, stage:T4N2M0, dead, 61 days
15.0
U0211
0 years, female, NA, stage:T3N1M0, alive, 1236 days
14.8
U1332
0 years, male, NA, stage:T3N0M0, alive, 1672 days
14.8
U0224
0 years, female, NA, stage:T3N0M0, alive, 2367 days
14.7
U1349
0 years, female, NA, stage:T3N1M0, alive, 1899 days
14.7
U1473
0 years, female, NA, stage:T3N0M0, alive, 1553 days
14.5
U3039
0 years, male, NA, stage:T4N1M1, dead, 366 days
14.5
U0316
0 years, male, NA, stage:T3N2M0, alive, 2012 days
14.3
U0180
0 years, male, NA, stage:T3N0M1, dead, 965 days
14.2
U2837
0 years, female, NA, stage:T4N1M0, alive, 681 days
14.1
U0260
0 years, male, NA, stage:T1N0M1, alive, 2928 days
14.1
U2902
0 years, female, NA, stage:T2N0M0, alive, 596 days
14.1
U0377
0 years, female, NA, stage:T3N2M0, alive, 3720 days
14.1
U0420
0 years, male, NA, stage:T4N1M1, alive, 417 days
14.0
U0471
0 years, female, NA, stage:T3N1M0, alive, 1673 days
13.8
U0166
0 years, female, NA, stage:T3N0M0, alive, 763 days
13.8
U0185
0 years, male, NA, stage:T1N0M0, alive, 1248 days
13.8
U0357
0 years, female, NA, stage:T3N0M0, alive, 2285 days
13.7
U0270
0 years, female, NA, stage:T1N0M0, alive, 2187 days
13.7
U0183
0 years, male, NA, stage:T3N1M1, dead, 2957 days
13.4
U0972
0 years, female, NA, stage:T1N0M0, alive, 2473 days
13.4
U1317
0 years, male, NA, stage:T4N1M0, alive, 965 days
13.4
U3032
0 years, female, NA, stage:T3N1M0, alive, 449 days
13.3
U0124
0 years, female, NA, stage:T1N0M0, alive, 2430 days
13.3
U0285
0 years, female, NA, stage:T3N0M0, alive, 2165 days
13.2
U1212
0 years, female, NA, stage:T2N0M0, alive, 69 days
13.2
U0387
0 years, male, NA, stage:T2N0M0, alive, 1327 days
13.2
U1386
0 years, male, NA, stage:T3N1M0, alive, 1518 days
13.1
U2889
0 years, male, NA, stage:T4N0M0, alive, 623 days
13.1
U1208
0 years, female, NA, stage:T1N0M0, alive, 834 days
12.8
U0129
0 years, male, NA, stage:T4N0M0, dead, 1265 days
12.8
U0149
0 years, female, NA, stage:T3N2M0, alive, 1715 days
12.7
U0398
0 years, female, NA, stage:T3N0M0, alive, 721 days
12.7
U0338
0 years, female, NA, stage:T3N0M0, alive, 1016 days
12.7
U0179
0 years, male, NA, stage:T3N1M0, dead, 1043 days
12.7
U0101
0 years, male, NA, stage:T3N1M1, alive, 1878 days
12.6
U0119
0 years, female, NA, stage:T3N0M0, alive, 3259 days
12.6
U1074
0 years, male, NA, stage:T3N0M0, dead, 1043 days
12.5
U0225
0 years, male, NA, stage:T3N1M0, alive, 581 days
12.5
U0144
0 years, male, NA, stage:T3N0M0, alive, 1218 days
12.5
U0401
0 years, male, NA, stage:T4N1M0, alive, 1715 days
12.5
U0328
0 years, male, NA, stage:T4N0M0, dead, 1362 days
12.5
U0960
0 years, male, NA, stage:T3N0M0, alive, 1009 days
12.5
U0263
0 years, female, NA, stage:T3N0M1, alive, 362 days
12.5
U1220
0 years, male, NA, stage:T3N2M0, dead, 1953 days
12.4
U0181
0 years, female, NA, stage:T1N0M0, alive, 3623 days
12.3
U2953
0 years, female, NA, stage:T4aN0M0, alive, 541 days
12.2
U0108
0 years, female, NA, stage:T3N0M1, alive, 535 days
12.2
U0307
0 years, male, NA, stage:T3N0M0, alive, 2921 days
12.1
U1201
0 years, male, NA, stage:T3N2M0, alive, 1484 days
12.0
U0416
0 years, male, NA, stage:T1N1M0, alive, 1228 days
12.0
U2753
0 years, female, NA, stage:T2N0M0, alive, 813 days
12.0
U0236
0 years, male, NA, stage:T3N1M0, alive, 1842 days
11.9
U0200
0 years, female, NA, stage:T3N0M0, alive, 2614 days
11.9
U1472
0 years, female, NA, stage:T3N1M0, alive, 1316 days
11.9
U1162
0 years, male, NA, stage:T2N1M0, dead, 354 days
11.9
U0146
0 years, female, NA, stage:T3N2M0, dead, 733 days
11.8
U1483
0 years, female, NA, stage:T3N0M0, alive, 1094 days
11.8
U0136
0 years, female, NA, stage:T3N0M0, dead, 2795 days
11.8
U1239
0 years, male, NA, stage:T2N0M0, dead, 1998 days
11.8
U2948
0 years, female, NA, stage:T3N1M0, alive, 543 days
11.7
U1069
0 years, female, NA, stage:T3N0M0, dead, 2187 days
11.7
U1347
0 years, female, NA, stage:T3N0M0, alive, 1401 days
11.7
U0358
0 years, female, NA, stage:T4N1M0, alive, 2290 days
11.7
U0397
0 years, male, NA, stage:T4N0M0, alive, 1663 days
11.6
U0208
0 years, female, NA, stage:T3N1M0, dead, 1233 days
11.6
U1155
0 years, male, NA, stage:T4N1M0, alive, 1815 days
11.6
U1369
0 years, male, NA, stage:T3N0M0, dead, 1604 days
11.6
U1267
0 years, male, NA, stage:T3N1M0, dead, 2869 days
11.6
U1346
0 years, female, NA, stage:T3N0M0, alive, 1137 days
11.5
U0178
0 years, female, NA, stage:T3N1M0, dead, 2096 days
11.5
U0447
0 years, male, NA, stage:T4N1M0, dead, 1819 days
11.4
U0908
0 years, female, NA, stage:T3N0M1, dead, 40 days
11.3
U0141
0 years, male, NA, stage:T3N2M0, alive, 2079 days
11.2
U0384
0 years, male, NA, stage:T2N1M1, alive, 1024 days
11.2
U0411
0 years, female, NA, stage:T3N1M0, alive, 1868 days
11.1
U0949
0 years, female, NA, stage:T3N0M1, dead, 594 days
11.1
U2782
0 years, male, NA, stage:T3N1M1, alive, 773 days
11.1
U3022
0 years, male, NA, stage:T2N0M0, alive, 484 days
11.1
U3012
0 years, male, NA, stage:T3N0M0, alive, 472 days
11.1
U3000
0 years, female, NA, stage:T3N0M0, alive, 584 days
11.1
U0063
0 years, male, NA, stage:T1N0M0, dead, 1779 days
11.0
U0083
0 years, male, NA, stage:T4N0M0, dead, 731 days
11.0
U0361
0 years, male, NA, stage:T3N0M0, alive, 686 days
10.9
U1366
0 years, male, NA, stage:T3N1M0, alive, 2010 days
10.9
U2856
0 years, female, NA, stage:T4N1M1, alive, 660 days
10.8
U0143
0 years, male, NA, stage:T3N2M0, alive, 2313 days
10.8
U2928
0 years, male, NA, stage:T2N0M0, alive, 563 days
10.8
U1448
0 years, male, NA, stage:T3N0M1, dead, 1512 days
10.8
U0319
0 years, male, NA, stage:T3N0M0, alive, 2801 days
10.8
U2882
0 years, female, NA, stage:T3N1M0, alive, 637 days
10.7
U0317
0 years, female, NA, stage:T3N2M0, alive, 3209 days
10.7
U0100
0 years, female, NA, stage:T3N0M0, dead, 1920 days
10.7
U1073
0 years, female, NA, stage:T3N1M0, alive, 1359 days
10.6
U0303
0 years, female, NA, stage:T3N0M0, alive, 2847 days
10.6
U0229
0 years, female, NA, stage:TXN2M1, dead, 2115 days
10.6
U1250
0 years, male, NA, stage:T2N0M0, alive, 597 days
10.6
U0109
0 years, female, NA, stage:T4N2M1, alive, 144 days
10.5
U0442
0 years, male, NA, stage:T3N0M0, alive, 619 days
10.5
U1107
0 years, male, NA, stage:T3N0M0, alive, 329 days
10.5
U3008
0 years, female, NA, stage:T2N0M0, alive, 473 days
10.5
U0168
0 years, male, NA, stage:T3N0M0, dead, 948 days
10.4
U0163
0 years, male, NA, stage:T4N0M0, alive, 697 days
10.3
U0067
0 years, female, NA, stage:T3N0M0, alive, 2180 days
10.3
U0383
0 years, male, NA, stage:T3N2M1, dead, 595 days
10.2
U1429
0 years, female, NA, stage:T3N0M0, alive, 1660 days
10.2
U0335
0 years, female, NA, stage:T3N1M0, alive, 2464 days
10.2
U0158
0 years, male, NA, stage:T1N0M0, dead, 3101 days
10.1
U0295
0 years, male, NA, stage:T3N0M0, dead, 2572 days
10.1
U0196
0 years, male, NA, stage:T3N0M0, alive, 2086 days
10.1
U0323
0 years, male, NA, stage:T2N0M0, dead, 1016 days
10.0
U0970
0 years, female, NA, stage:T4N1M0, alive, 939 days
10.0
U0259
0 years, female, NA, stage:T4N2M0, alive, 76 days
10.0
U0939
0 years, male, NA, stage:T3N1M0, alive, 2960 days
10.0
U0336
0 years, female, NA, stage:T3N0M0, alive, 1100 days
9.9
U3122
0 years, female, NA, stage:T3N0M1, dead, 91 days
9.9
U1291
0 years, female, NA, stage:T3N0M0, alive, 2000 days
9.8
U0262
0 years, female, NA, stage:T2N0M0, alive, 2534 days
9.8
U0165
0 years, female, NA, stage:T2N0M0, alive, 1702 days
9.8
U1072
0 years, male, NA, stage:T1N0M0, alive, 1446 days
9.8
U0460
0 years, female, NA, stage:T3N0M0, dead, 2069 days
9.7
U2815
0 years, female, NA, stage:T3N0M0, alive, 717 days
9.7
U1432
0 years, female, NA, stage:T3N1M0, alive, 577 days
9.7
U0123
0 years, male, NA, stage:T3N0M0, dead, 1880 days
9.7
U0408
0 years, female, NA, stage:T4N0M0, dead, 2100 days
9.7
U1147
0 years, male, NA, stage:T3N0M0, dead, 282 days
9.6
U0369
0 years, female, NA, stage:T3N0M0, dead, 1095 days
9.6
U1102
0 years, male, NA, stage:T2N0M0, alive, 1354 days
9.6
U1486
0 years, female, NA, stage:T4N0M0, alive, 1606 days
9.6
U1040
0 years, male, NA, stage:T2N0M0, alive, 1029 days
9.5
U0125
0 years, female, NA, stage:T1N0M0, dead, 668 days
9.5
U3043
0 years, female, NA, stage:T3N2M0, alive, 287 days
9.5
U0379
0 years, male, NA, stage:T2N0M0, alive, 1819 days
9.5
U0403
0 years, male, NA, stage:T3N1M1, dead, 1809 days
9.5
U0162
0 years, female, NA, stage:T3N0M0, alive, 1488 days
9.5
U2975
0 years, male, NA, stage:T4N1M0, alive, 514 days
9.5
U2747
0 years, female, NA, stage:T4N1M0, dead, 54 days
9.5
U0455
0 years, female, NA, stage:T3N2M0, alive, 2445 days
9.4
U0882
0 years, male, NA, stage:T3N0M0, alive, 1675 days
9.4
U1292
0 years, female, NA, stage:T4N1M0, alive, 1147 days
9.4
U2792
0 years, male, NA, stage:T2N1M0, alive, 758 days
9.4
U1141
0 years, female, NA, stage:T4N1M1, dead, 596 days
9.3
U0254
0 years, female, NA, stage:T3N1M0, alive, 659 days
9.3
U1253
0 years, female, NA, stage:T3N0M0, dead, 165 days
9.3
U0428
0 years, male, NA, stage:T4N1M1, alive, 1016 days
9.3
U2842
0 years, female, NA, stage:T4N2M0, alive, 675 days
9.3
U0382
0 years, female, NA, stage:T3N0M0, alive, 2550 days
9.2
U0202
0 years, male, NA, stage:T3N0M0, dead, 2670 days
9.2
U1032
0 years, male, NA, stage:T3N1M0, alive, 2113 days
9.2
U0966
0 years, male, NA, stage:T4N0M0, dead, 1513 days
9.2
U0306
0 years, male, NA, stage:T3N1M0, dead, 717 days
9.2
U0942
0 years, male, NA, stage:T3N0M0, alive, 665 days
9.2
U1158
0 years, female, NA, stage:T3N1M0, alive, 721 days
9.2
U1049
0 years, female, NA, stage:T3N1M0, alive, 1200 days
9.1
U0356
0 years, male, NA, stage:T4N1M0, alive, 536 days
9.0
U2971
0 years, male, NA, stage:T4aN0M0, alive, 629 days
9.0
U1401
0 years, female, NA, stage:T3N0M0, alive, 1482 days
9.0
U1037
0 years, male, NA, stage:T4N0M0, alive, 1658 days
9.0
U1017
0 years, male, NA, stage:T3N0M0, alive, 615 days
9.0
U1062
0 years, female, NA, stage:T4N0M0, alive, 1689 days
8.9
U0333
0 years, female, NA, stage:T3N2M0, dead, 1959 days
8.9
U1303
0 years, male, NA, stage:T4N1M0, alive, 2283 days
8.9
U0070
0 years, male, NA, stage:T1N0M0, dead, 1319 days
8.9
U1120
0 years, male, NA, stage:T4N1M1, alive, 823 days
8.8
U1044
0 years, male, NA, stage:T4N0M0, alive, 3146 days
8.8
U0313
0 years, male, NA, stage:T4N1M0, dead, 1142 days
8.8
U0991
0 years, male, NA, stage:T4N2M0, dead, 534 days
8.8
U0386
0 years, female, NA, stage:T4N1M1, alive, 2592 days
8.7
U1111
0 years, female, NA, stage:T3N0M0, dead, 1631 days
8.6
U1274
0 years, male, NA, stage:T2N1M0, alive, 1198 days
8.6
U0227
0 years, female, NA, stage:T4N2M0, alive, 291 days
8.6
U0288
0 years, male, NA, stage:T1N0M0, alive, 1513 days
8.5
U1228
0 years, male, NA, stage:T3N0M0, alive, 1333 days
8.5
U0332
0 years, female, NA, stage:T3N0M0, alive, 2101 days
8.5
U0314
0 years, female, NA, stage:T1N0M0, dead, 2436 days
8.5
U0217
0 years, female, NA, stage:T3N0M0, dead, 538 days
8.4
U1246
0 years, female, NA, stage:T3N0M0, alive, 1441 days
8.4
U0362
0 years, male, NA, stage:T3N0M0, alive, 1148 days
8.4
U0450
0 years, female, NA, stage:T3N1M0, alive, 763 days
8.4
U0385
0 years, male, NA, stage:T3N0M0, alive, 902 days
8.3
U1252
0 years, female, NA, stage:T4N2M0, alive, 1309 days
8.3
U0934
0 years, female, NA, stage:T3N0M0, alive, 1185 days
8.3
U0320
0 years, female, NA, stage:T4N2M1, alive, 188 days
8.3
U0352
0 years, female, NA, stage:T4N2M0, dead, 385 days
8.3
U2819
0 years, female, NA, stage:T3N0M0, alive, 708 days
8.3
U0175
0 years, male, NA, stage:T3N2M0, alive, 1875 days
8.2
U3025
0 years, male, NA, stage:T4N2M1, alive, 377 days
8.2
U1213
0 years, female, NA, stage:T2N0M0, alive, 560 days
8.1
U1304
0 years, female, NA, stage:TXNXM0, alive, 1081 days
8.1
U0215
0 years, male, NA, stage:T3N0M0, alive, 1269 days
8.1
U3051
0 years, male, NA, stage:T3N2M0, alive, 415 days
8.1
U1474
0 years, female, NA, stage:T1N0MX, alive, 2012 days
8.0
U0984
0 years, female, NA, stage:T4N0M0, alive, 1287 days
8.0
U0348
0 years, female, NA, stage:T3N0M0, alive, 533 days
8.0
U2999
0 years, female, NA, stage:T2N0M0, alive, 581 days
8.0
U1034
0 years, male, NA, stage:T4N0M0, alive, 1575 days
8.0
U3048
0 years, male, NA, stage:T4N2M0, alive, 535 days
8.0
U0193
0 years, male, NA, stage:T3N1M0, dead, 876 days
7.9
U0290
0 years, male, NA, stage:T4N2M0, dead, 593 days
7.9
U0090
0 years, female, NA, stage:T3N0M0, dead, 1258 days
7.9
U1129
0 years, male, NA, stage:T3N0M0, dead, 118 days
7.9
U0104
0 years, female, NA, stage:T4N0M0, dead, 1639 days
7.9
U0223
0 years, male, NA, stage:T4N1M0, alive, 1812 days
7.8
U0244
0 years, female, NA, stage:T3N1M0, alive, 3184 days
7.8
U1344
0 years, female, NA, stage:T3N1M0, alive, 1450 days
7.8
U0269
0 years, female, NA, stage:T3N0M0, alive, 2530 days
7.7
U1067
0 years, male, NA, stage:T3N0M0, alive, 1570 days
7.7
U0115
0 years, female, NA, stage:T3N0M0, dead, 1738 days
7.7
U1031
0 years, male, NA, stage:T1N1M0, alive, 1625 days
7.7
U0444
0 years, female, NA, stage:T4N1M0, alive, 1841 days
7.7
U0207
0 years, female, NA, stage:T3N0M0, dead, 2593 days
7.7
U0349
0 years, male, NA, stage:T3N1M0, alive, 2682 days
7.7
U0467
0 years, female, NA, stage:T3N0M0, alive, 1848 days
7.7
U1204
0 years, male, NA, stage:T4N2M0, alive, 2214 days
7.7
U0233
0 years, female, NA, stage:T3N1M0, alive, 975 days
7.6
U1301
0 years, female, NA, stage:T4N2M0, dead, 877 days
7.6
U0464
0 years, male, NA, stage:T3N0M0, alive, 918 days
7.6
U1240
0 years, male, NA, stage:T4N0M0, alive, 765 days
7.6
U0186
0 years, female, NA, stage:T2N0M0, alive, 3726 days
7.6
U1018
0 years, male, NA, stage:T4N1M1, dead, 1693 days
7.5
U0456
0 years, male, NA, stage:T4N0M0, dead, 2222 days
7.5
U2803
0 years, male, NA, stage:T3N1M0, alive, 744 days
7.5
U0121
0 years, male, NA, stage:T4N2M0, alive, 655 days
7.4
U0107
0 years, male, NA, stage:T3N0M0, dead, 2354 days
7.4
U0433
0 years, male, NA, stage:T4N1M1, dead, 440 days
7.4
U0098
0 years, male, NA, stage:T3N0M0, dead, 2473 days
7.4
U0126
0 years, male, NA, stage:T3N0M0, dead, 2876 days
7.4
U0469
0 years, male, NA, stage:T3N0M0, dead, 409 days
7.4
U1421
0 years, female, NA, stage:T3N1M0, alive, 1905 days
7.3
U0084
0 years, male, NA, stage:T3N0M0, dead, 1662 days
7.3
U0987
0 years, female, NA, stage:T3N0M0, alive, 2482 days
7.3
U0993
0 years, male, NA, stage:T4N2M0, alive, 1267 days
7.3
U0253
0 years, female, NA, stage:T3N0M0, alive, 958 days
7.3
U0189
0 years, female, NA, stage:T3N0M0, dead, 1823 days
7.2
U2981
0 years, male, NA, stage:T3N0M0, alive, 508 days
7.2
U0094
0 years, female, NA, stage:T3N2M0, alive, 741 days
7.1
U0231
0 years, female, NA, stage:T2N0M0, alive, 991 days
7.1
U0462
0 years, female, NA, stage:T4N1M0, alive, 1017 days
7.1
U0199
0 years, female, NA, stage:T4N2M0, alive, 1372 days
7.1
U0274
0 years, male, NA, stage:T3N0M0, dead, 1570 days
7.1
U0345
0 years, female, NA, stage:T3N0M0, alive, 2127 days
7.1
U0327
0 years, male, NA, stage:T4N0M0, alive, 833 days
7.1
U1046
0 years, female, NA, stage:T4N2M1, dead, 697 days
7.1
U0449
0 years, female, NA, stage:T3N0M0, alive, 1851 days
7.1
U1257
0 years, male, NA, stage:T3N0M0, alive, 833 days
7.1
U0091
0 years, male, NA, stage:T3N0M0, alive, 520 days
7.0
U2798
0 years, male, NA, stage:T3N0M0, alive, 751 days
7.0
U0589
0 years, female, NA, stage:T3N0M0, alive, 1176 days
7.0
U0177
0 years, female, NA, stage:T3N0M0, alive, 355 days
7.0
U2947
0 years, female, NA, stage:T3N0M0, alive, 543 days
7.0
U1392
0 years, male, NA, stage:T3N0M0, alive, 1513 days
7.0
U0309
0 years, female, NA, stage:T3N0M0, dead, 1898 days
7.0
U0326
0 years, female, NA, stage:T3N0M0, alive, 3178 days
7.0
U0277
0 years, male, NA, stage:T2N1M0, alive, 270 days
6.9
U0424
0 years, male, NA, stage:T3N0M0, alive, 2192 days
6.9
U0004
0 years, female, NA, stage:T4N0M0, alive, 3649 days
6.9
U0240
0 years, female, NA, stage:T3N1M0, dead, 800 days
6.9
U3029
0 years, male, NA, stage:T2N0M0, alive, 475 days
6.9
U0245
0 years, female, NA, stage:T3N1M0, dead, 564 days
6.9
U0209
0 years, male, NA, stage:T3N1M0, alive, 2109 days
6.9
U0354
0 years, male, NA, stage:T3N1M0, alive, 430 days
6.9
U1235
0 years, female, NA, stage:T2N0M0, alive, 1319 days
6.8
U1276
0 years, male, NA, stage:T3N0M0, alive, 2474 days
6.8
U1145
0 years, female, NA, stage:T3N0M0, dead, 445 days
6.8
U1396
0 years, female, NA, stage:T4N0M0, alive, 1168 days
6.7
U1094
0 years, female, NA, stage:T4N1M0, alive, 1267 days
6.6
U0967
0 years, male, NA, stage:T2N0M0, dead, 1691 days
6.6
U1321
0 years, male, NA, stage:T3N1M0, alive, 2578 days
6.6
U0376
0 years, male, NA, stage:T2N1M0, alive, 965 days
6.5
U0161
0 years, male, NA, stage:T4N2M1, alive, 42 days
6.5
U0360
0 years, female, NA, stage:T3N0M0, dead, 1016 days
6.5
U0187
0 years, male, NA, stage:T3N2M0, alive, 1632 days
6.5
U0389
0 years, female, NA, stage:T3N1M0, dead, 927 days
6.4
U0156
0 years, female, NA, stage:T4N1M0, alive, 1573 days
6.4
U0375
0 years, male, NA, stage:T3N0M0, dead, 666 days
6.4
U0445
0 years, female, NA, stage:T3N0M0, alive, 1851 days
6.4
U2942
0 years, male, NA, stage:T2N0M0, alive, 549 days
6.4
U1059
0 years, male, NA, stage:T3N1M0, alive, 2790 days
6.4
U1086
0 years, female, NA, stage:T1N0M0, alive, 2907 days
6.4
U3042
0 years, male, NA, stage:T3N0M0, alive, 324 days
6.4
U0176
0 years, male, NA, stage:T3N1M0, alive, 2600 days
6.3
U1160
0 years, male, NA, stage:T3N1M0, alive, 1557 days
6.2
U0933
0 years, male, NA, stage:T3N2M0, dead, 1960 days
6.2
U0102
0 years, female, NA, stage:T4N2M0, dead, 670 days
6.2
U0368
0 years, male, NA, stage:T2N0M0, alive, 801 days
6.2
U0210
0 years, male, NA, stage:T3N0M0, dead, 1800 days
6.2
U1127
0 years, female, NA, stage:T3N0M0, alive, 3465 days
6.2
U1327
0 years, female, NA, stage:T3N0M0, alive, 1613 days
6.2
U1047
0 years, female, NA, stage:T4N2M0, alive, 3592 days
6.2
U0246
0 years, female, NA, stage:T4N0M0, dead, 1192 days
6.2
U0342
0 years, male, NA, stage:T4N2M0, alive, 305 days
6.2
U0421
0 years, male, NA, stage:T3N1M0, alive, 674 days
6.1
U0392
0 years, male, NA, stage:T3N2M0, alive, 489 days
6.1
U1150
0 years, female, NA, stage:T3N0M0, alive, 15 days
6.0
U1446
0 years, female, NA, stage:T3N0M0, alive, 2314 days
6.0
U0112
0 years, female, NA, stage:T3N0M1, alive, 551 days
6.0
U0152
0 years, male, NA, stage:T3N1M0, alive, 989 days
5.9
U1045
0 years, female, NA, stage:T4N2M0, alive, 1239 days
5.9
U0308
0 years, male, NA, stage:T4N1M0, alive, 1075 days
5.9
U0110
0 years, female, NA, stage:T3N1M1, dead, 878 days
5.8
U1352
0 years, male, NA, stage:T3N2M1, dead, 741 days
5.8
U0955
0 years, female, NA, stage:T3N0M0, alive, 2170 days
5.8
U0214
0 years, male, NA, stage:T4N1M1, alive, 788 days
5.8
U2774
0 years, female, NA, stage:T3N0M0, alive, 783 days
5.8
U0257
0 years, male, NA, stage:T3N1M0, dead, 2508 days
5.8
U0365
0 years, female, NA, stage:T4N1M0, dead, 313 days
5.7
U0221
0 years, male, NA, stage:T3N0M0, alive, 569 days
5.7
U0381
0 years, male, NA, stage:T3N1M0, dead, 71 days
5.7
U0142
0 years, female, NA, stage:T4N1M0, alive, 2340 days
5.6
U0068
0 years, female, NA, stage:T3N1M0, alive, 1991 days
5.6
U0390
0 years, male, NA, stage:T3N1M0, alive, 871 days
5.5
U0367
0 years, female, NA, stage:T3N1M0, alive, 3075 days
5.5
U1071
0 years, female, NA, stage:T4N0M1, alive, 1514 days
5.5
U2959
0 years, male, NA, stage:T3N2M0, alive, 536 days
5.5
U0297
0 years, female, NA, stage:T3N2M0, alive, 1196 days
5.5
U0171
0 years, female, NA, stage:T3N1M0, dead, 1920 days
5.5
U3038
0 years, male, NA, stage:T3N0M0, alive, 328 days
5.5
U1041
0 years, male, NA, stage:T2N0M0, alive, 1108 days
5.4
U0248
0 years, male, NA, stage:T3N0M0, alive, 1870 days
5.4
U1104
0 years, female, NA, stage:T4N0M0, alive, 1109 days
5.4
U0350
0 years, female, NA, stage:T4N0M0, alive, 770 days
5.4
U0378
0 years, female, NA, stage:T4N1M0, dead, 815 days
5.4
U1264
0 years, female, NA, stage:T3N0M0, dead, 1583 days
5.3
U0898
0 years, female, NA, stage:T4aN0M0, dead, 340 days
5.3
U0278
0 years, female, NA, stage:T2N0M0, alive, 763 days
5.3
U0436
0 years, male, NA, stage:T4N1M1, alive, 960 days
5.3
U0249
0 years, female, NA, stage:T4N2M0, dead, 874 days
5.2
U3100
0 years, male, NA, stage:T3N1M0, dead, 1608 days
5.2
U0069
0 years, female, NA, stage:T4N2M0, dead, 135 days
5.2
U0133
0 years, female, NA, stage:T3N0M0, alive, 773 days
5.1
U0465
0 years, male, NA, stage:T3N0M0, alive, 2383 days
5.1
U0081
0 years, male, NA, stage:T3N2M0, dead, 248 days
5.1
U1114
0 years, female, NA, stage:TXNXM1, dead, 473 days
5.0
U0474
0 years, male, NA, stage:T3N1M0, alive, 1017 days
5.0
U1343
0 years, female, NA, stage:T4N2M0, alive, 3178 days
5.0
U0247
0 years, female, NA, stage:T3N1M0, alive, 2538 days
5.0
U1454
0 years, female, NA, stage:T3N0M0, alive, 393 days
4.9
U0915
0 years, female, NA, stage:T3N0M0, alive, 1613 days
4.9
U0075
0 years, male, NA, stage:T3N0M0, dead, 3 days
4.9
U0167
0 years, male, NA, stage:T3N1M0, alive, 1820 days
4.9
U0095
0 years, male, NA, stage:T4N1M0, dead, 1034 days
4.9
U0153
0 years, female, NA, stage:T3N0M0, dead, 1718 days
4.8
U0439
0 years, male, NA, stage:T3N1M0, alive, 1418 days
4.8
U0453
0 years, male, NA, stage:T3N0M0, alive, 2859 days
4.7
U0105
0 years, female, NA, stage:T2N0M0, dead, 2158 days
4.7
U0275
0 years, female, NA, stage:T3N2M0, alive, 549 days
4.7
U0448
0 years, male, NA, stage:T3N2M0, alive, 3615 days
4.7
U0340
0 years, female, NA, stage:T4N2M1, dead, 438 days
4.6
U0145
0 years, male, NA, stage:T3N1M1, alive, 623 days
4.6
U1183
0 years, male, NA, stage:T4N2M0, alive, 959 days
4.6
U0426
0 years, male, NA, stage:T3N0M0, dead, 976 days
4.6
U3018
0 years, male, NA, stage:T4N1M0, alive, 463 days
4.6
U0204
0 years, male, NA, stage:T3N0M0, dead, 770 days
4.6
U0451
0 years, female, NA, stage:T4N2M0, alive, 3023 days
4.5
U0234
0 years, male, NA, stage:T1N1M0, alive, 990 days
4.5
U3050
0 years, female, NA, stage:T3N0M0, alive, 407 days
4.5
U0344
0 years, male, NA, stage:T2N1M0, dead, 818 days
4.5
U1065
0 years, female, NA, stage:T3N2M0, alive, 2954 days
4.4
U0976
0 years, female, NA, stage:T3N2M0, dead, 97 days
4.4
U0198
0 years, male, NA, stage:T3N1M0, alive, 1272 days
4.4
U1122
0 years, female, NA, stage:T3N2M0, alive, 1675 days
4.4
U2935
0 years, male, NA, stage:T4N1M0, alive, 555 days
4.4
U0999
0 years, male, NA, stage:T3N2M0, alive, 860 days
4.4
U0473
0 years, male, NA, stage:T3N1M0, alive, 786 days
4.3
U3005
0 years, male, NA, stage:T3N0M0, alive, 478 days
4.3
U0170
0 years, male, NA, stage:T4N1M0, dead, 832 days
4.3
U0252
0 years, male, NA, stage:T3N1M0, dead, 1761 days
4.2
U1075
0 years, female, NA, stage:T3N0M0, alive, 1290 days
4.2
U0117
0 years, female, NA, stage:T2N0M0, dead, 1078 days
4.2
U0089
0 years, female, NA, stage:T1NXM0, dead, 2365 days
4.2
U2754
0 years, male, NA, stage:T4N0M0, alive, 809 days
4.2
U1078
0 years, female, NA, stage:T3N0M0, alive, 1016 days
4.2
U0370
0 years, female, NA, stage:T3N0M0, alive, 1047 days
4.1
U0590
0 years, female, NA, stage:T3N0M0, alive, 661 days
3.9
U1338
0 years, female, NA, stage:T4N1M0, dead, 716 days
3.9
U0111
0 years, male, NA, stage:T2N0M0, alive, 1117 days
3.9
U0113
0 years, male, NA, stage:T4N2M0, alive, 1102 days
3.9
U0312
0 years, female, NA, stage:T4N2M1, alive, 499 days
3.9
U0256
0 years, male, NA, stage:T3N0M0, alive, 738 days
3.9
U0318
0 years, male, NA, stage:T3N0M0, alive, 762 days
3.9
U0440
0 years, female, NA, stage:T4N0M0, dead, 2743 days
3.9
U2896
0 years, female, NA, stage:T3N1M0, alive, 609 days
3.7
U0463
0 years, male, NA, stage:T3N0M0, alive, 946 days
3.7
U0085
0 years, male, NA, stage:T4N1M0, dead, 1698 days
3.7
U0151
0 years, female, NA, stage:T3N0M0, alive, 2014 days
3.6
U2861
0 years, male, NA, stage:T3N0M0, alive, 652 days
3.6
U0281
0 years, male, NA, stage:T3N2M0, alive, 933 days
3.6
U1103
0 years, female, NA, stage:T4N2M0, alive, 975 days
3.6
U0087
0 years, female, NA, stage:T3N2M0, dead, 337 days
3.5
U0938
0 years, female, NA, stage:T3N0M0, dead, 1231 days
3.4
U0399
0 years, female, NA, stage:T4N2M0, dead, 547 days
3.4
U1188
0 years, female, NA, stage:T3N0M0, dead, 967 days
3.3
U1184
0 years, male, NA, stage:T4N1M0, alive, 290 days
3.3
U0400
0 years, male, NA, stage:T4N0M0, dead, 1073 days
3.2
U0435
0 years, female, NA, stage:T2N0M0, alive, 3616 days
3.2
U1436
0 years, female, NA, stage:T3N0M0, alive, 1745 days
3.2
U0154
0 years, male, NA, stage:T3N0M0, alive, 820 days
3.2
U1013
0 years, female, NA, stage:T2N1M0, alive, 1439 days
3.1
U0182
0 years, female, NA, stage:T4N1M0, dead, 260 days
3.1
U0157
0 years, male, NA, stage:T4N0M0, dead, 131 days
3.1
U0092
0 years, male, NA, stage:T3N0M0, alive, 2779 days
3.1
U1374
0 years, male, NA, stage:T4N0M0, alive, 827 days
3.0
U0289
0 years, female, NA, stage:T3N0M0, alive, 3511 days
2.9
U0218
0 years, female, NA, stage:T3N0M0, alive, 714 days
2.9
U0239
0 years, male, NA, stage:T2N0M0, alive, 67 days
2.9
U0363
0 years, male, NA, stage:T3N1M0, alive, 3601 days
2.9
U0267
0 years, male, NA, stage:T4N0M0, dead, 445 days
2.9
U0002
0 years, female, NA, stage:T3N2M0, alive, 3691 days
2.8
U0273
0 years, male, NA, stage:T2N1M0, alive, 2641 days
2.8
U0073
0 years, male, NA, stage:T4N0MX, dead, 318 days
2.8
U0099
0 years, female, NA, stage:T3N0M0, dead, 986 days
2.7
U0929
0 years, male, NA, stage:T4N1M0, alive, 436 days
2.7
U1060
0 years, male, NA, stage:T3N0M0, alive, 2442 days
2.6
U0082
0 years, female, NA, stage:T3N1M0, dead, 2339 days
2.5
U0266
0 years, female, NA, stage:T3N1M0, dead, 2221 days
2.5
U0250
0 years, female, NA, stage:T4N0M0, dead, 906 days
2.4
U0106
0 years, female, NA, stage:T3N1M0, dead, 653 days
2.4
U0172
0 years, male, NA, stage:T4N0M0, dead, 678 days
2.4
U3030
0 years, female, NA, stage:T3N0M0, alive, 380 days
2.3
U0443
0 years, male, NA, stage:T3N0M0, alive, 1677 days
2.1
U1099
0 years, female, NA, stage:T3N0M0, alive, 2068 days
2.1
U0321
0 years, female, NA, stage:T3N0M0, alive, 1029 days
2.0
U1007
0 years, male, NA, stage:T3N0M0, alive, 1333 days
2.0
U2964
0 years, male, NA, stage:T3N1M0, alive, 637 days
2.0
U0131
0 years, female, NA, stage:T4N2M1, alive, 238 days
1.9
U1241
0 years, male, NA, stage:T3N1M0, dead, 49 days
1.8
U0937
0 years, male, NA, stage:T2N0M0, dead, 1558 days
1.8
U0977
0 years, female, NA, stage:T4N2M0, dead, 140 days
1.6
U0355
0 years, male, NA, stage:T4N1M0, dead, 1038 days
1.5
U3037
0 years, male, NA, stage:T3N1M0, alive, 405 days
1.4
U0235
0 years, female, NA, stage:T3N0M0, alive, 1327 days
1.2
U0441
0 years, female, NA, stage:T2N1M0, alive, 2738 days
1.2
U0072
0 years, male, NA, stage:T3N0M0, alive, 2772 days
1.1
U0472
0 years, male, NA, stage:TXN2M0, alive, 542 days
1.0
U0148
0 years, male, NA, stage:T3N0M0, alive, 1780 days
0.9
U0122
0 years, female, NA, stage:T2N0M0, dead, 159 days
0.8
U3024
0 years, female, NA, stage:T3N0M0, alive, 463 days
0.4
U0169
0 years, male, NA, stage:T4N2M0, alive, 616 days
0.3
U1384
0 years, male, NA, stage:T4N1M0, alive, 1319 days
0.0
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.
MPP7 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
4.2
Number of samples
88
Samples
Sample
Description
TPM
TCGA-EI-6508-01A
0 years, female, white, stage:Stage IIIB, alive, 636 days
15.0
TCGA-AG-3732-01A
0 years, female, stage:Stage I, alive, 1003 days
10.9
TCGA-F5-6814-01A
0 years, male, white, stage:Stage IIA, alive, 1131 days
10.3
TCGA-EI-6511-01A
0 years, male, white, stage:Stage IIIB, alive, 482 days
9.4
TCGA-EF-5830-01A
0 years, male, white, stage:Stage IIB, alive, 106 days
8.9
TCGA-AG-3591-01A
0 years, female, stage:Stage IIA, alive, 1035 days
8.3
TCGA-EI-7002-01A
0 years, male, white, stage:Stage IV, alive, 364 days
8.0
TCGA-F5-6811-01A
0 years, female, white, stage:Stage IIA, alive, 979 days
7.9
TCGA-EF-5831-01A
0 years, male, white, stage:Stage IIA, alive, 127 days
7.8
TCGA-DC-6683-01A
0 years, male, white, stage:Stage IIIB, alive, 762 days
7.7
TCGA-F5-6813-01A
0 years, male, white, stage:Stage IIIC, dead, 598 days
7.3
TCGA-AF-2693-01A
0 years, male, white, stage:Stage I, alive, 1155 days
6.8
TCGA-DC-6681-01A
0 years, female, white, stage:Stage IVA, alive, 790 days
6.7
TCGA-DC-4745-01A
0 years, female, white, stage:Stage IIIB, alive, 639 days
6.5
TCGA-DC-6682-01A
0 years, male, white, stage:Stage IIA, alive, 762 days
6.4
TCGA-DC-5337-01A
0 years, male, white, stage:Stage I, alive, 792 days
6.3
TCGA-F5-6465-01A
0 years, female, white, stage:Stage IIA, alive, 1506 days
6.3
TCGA-EI-6513-01A
0 years, male, white, stage:Stage IIIB, alive, 497 days
6.3
TCGA-EI-6882-01A
0 years, male, white, stage:Stage IIA, alive, 262 days
5.9
TCGA-CI-6620-01A
0 years, female, white, stage:Stage IVA, alive, 1009 days
5.8
TCGA-DC-6160-01A
0 years, male, white, stage:Stage I, alive, 1339 days
5.7
TCGA-AG-3592-01A
0 years, male, stage:Stage IIA, alive, 1035 days
5.6
TCGA-AH-6643-01A
0 years, male, white, stage:Stage IIIC, dead, 1314 days
5.5
TCGA-DC-6154-01A
0 years, female, white, stage:Stage IVA, alive, 365 days
5.1
TCGA-DC-6157-01A
0 years, male, black or african american, stage:Stage I, alive, 1581 days
5.0
TCGA-BM-6198-01A
0 years, male, white, stage:Stage IIIB, alive, 646 days
4.9
TCGA-EI-6917-01A
0 years, male, white, stage:Stage IIIA, alive, 531 days
4.9
TCGA-AH-6544-01A
0 years, male, white, stage:'--, alive, 1173 days
4.8
TCGA-CL-5917-01A
0 years, female, white, stage:Stage IIIC, alive, 2376 days
4.8
TCGA-AF-6136-01A
0 years, female, white, stage:Stage IIIB, alive, 741 days
4.8
TCGA-F5-6812-01A
0 years, male, white, stage:Stage IIA, alive, 1110 days
4.7
TCGA-AH-6897-01A
0 years, male, white, stage:Stage I, alive, 804 days
4.6
TCGA-CL-4957-01A
0 years, female, stage:'--, dead, 425 days
4.5
TCGA-AF-3911-01A
0 years, male, white, stage:Stage IIIC, alive, 1148 days
4.4
TCGA-DY-A0XA-01A
0 years, female, white, stage:Stage IIA, alive, 3846 days
4.4
TCGA-F5-6571-01A
0 years, female, white, stage:Stage IIA, alive, 1288 days
4.2
TCGA-F5-6864-01A
0 years, female, white, stage:Stage IIIB, alive, 379 days
4.1
TCGA-AF-2687-01A
0 years, male, white, stage:Stage IIIC, alive, 1427 days
4.1
TCGA-F5-6861-01A
0 years, female, white, stage:Stage IIA, alive, 1160 days
3.8
TCGA-DC-5869-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 943 days
3.7
TCGA-AF-4110-01A
0 years, male, white, stage:Stage IVA, alive, 912 days
3.7
TCGA-G5-6572-01A
0 years, male, white, stage:'--, dead, 1432 days
3.7
TCGA-EI-6883-01A
0 years, male, white, stage:Stage IIC, alive, 350 days
3.7
TCGA-G5-6641-01A
0 years, male, white, stage:Stage IIIA, alive, 804 days
3.6
TCGA-CI-6622-01A
0 years, male, white, stage:Stage IIB, alive, 1362 days
3.5
TCGA-AG-4021-01A
0 years, female, stage:Stage IV, dead, 121 days
3.5
TCGA-AF-A56N-01A
0 years, female, black or african american, stage:Stage IIA, alive, 360 days
3.4
TCGA-G5-6235-01A
0 years, male, white, stage:Stage IIIB, alive, 1696 days
3.4
TCGA-CI-6621-01A
0 years, male, white, stage:Stage IIIB, alive, 419 days
3.4
TCGA-AH-6547-01A
0 years, female, white, stage:'--, dead, 76 days
3.4
TCGA-EI-6884-01A
0 years, male, white, stage:Stage IIIA, alive, 328 days
3.4
TCGA-DC-4749-01A
0 years, male, white, stage:Stage I, alive, 762 days
3.3
TCGA-AG-3731-01A
0 years, male, stage:Stage IV, alive, 1126 days
3.3
TCGA-AG-3902-01A
0 years, male, stage:Stage IIA, alive, 974 days
3.3
TCGA-F5-6464-01A
0 years, female, white, stage:Stage IIIC, dead, 303 days
3.2
TCGA-DY-A1DG-01A
0 years, male, white, stage:Stage IVA, dead, 1566 days
3.2
TCGA-EI-6885-01A
0 years, female, white, stage:Stage IV, alive, 415 days
3.2
TCGA-AH-6549-01A
0 years, male, white, stage:'--, alive, 532 days
3.2
TCGA-DC-6158-01A
0 years, male, white, stage:Stage I, dead, 334 days
3.2
TCGA-AG-4022-01A
0 years, female, stage:Stage II, alive, 1400 days
3.1
TCGA-AF-6655-01A
0 years, male, white, stage:Stage IIIA, alive, 609 days
3.0
TCGA-EI-6506-01A
0 years, female, white, stage:Stage IIA, alive, 625 days
2.9
TCGA-DT-5265-01A
0 years, male, asian, stage:Stage II, alive, 384 days
2.8
TCGA-G5-6233-01A
0 years, male, white, stage:'--, dead, 556 days
2.7
TCGA-DC-6156-01A
0 years, male, white, stage:Stage IVA, alive, 943 days
2.7
TCGA-AF-6672-01A
0 years, male, white, stage:Stage IV, alive, 748 days
2.6
TCGA-AF-5654-01A
0 years, female, white, stage:Stage I, dead, 512 days
2.6
TCGA-EI-6510-01A
0 years, female, white, stage:'--, alive, 556 days
2.5
TCGA-AF-A56L-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 2007 days
2.4
TCGA-AH-6903-01A
0 years, male, white, stage:Stage IIIB, alive, 592 days
2.4
TCGA-EI-6512-01A
0 years, female, white, stage:Stage IIIB, alive, 538 days
2.4
TCGA-AF-2690-01A
0 years, female, white, stage:Stage IIIC, dead, 524 days
2.2
TCGA-F5-6863-01A
0 years, female, white, stage:Stage IIIB, dead, 361 days
2.2
TCGA-F5-6702-01A
0 years, male, white, stage:Stage IVA, dead, 869 days
2.2
TCGA-AG-3742-01A
0 years, female, stage:Stage I, alive, 30 days
2.0
TCGA-EI-6507-01A
0 years, male, white, stage:Stage IIA, alive, 607 days
1.8
TCGA-EI-7004-01A
0 years, female, white, stage:'--, alive, 257 days
1.8
TCGA-EI-6514-01A
0 years, female, white, stage:Stage IIA, alive, 496 days
1.8
TCGA-DY-A1DE-01A
0 years, female, white, stage:Stage IIA, alive, 3932 days
1.8
TCGA-AF-A56K-01A
0 years, male, black or african american, stage:Stage IIA, alive, 2635 days
1.8
TCGA-EI-6509-01A
0 years, male, white, stage:Stage IIIC, alive, 517 days
1.7
TCGA-DY-A1DC-01A
0 years, female, white, stage:Stage IIA, dead, 1258 days
1.6
TCGA-DY-A1H8-01A
0 years, female, white, stage:Stage IIIA, dead, 992 days
1.6
TCGA-EI-6881-01A
0 years, male, white, stage:Stage IIIA, alive, 499 days
1.5
TCGA-DY-A1DF-01A
0 years, female, white, stage:Stage IIIC, dead, 734 days
1.5
TCGA-DY-A1DD-01A
0 years, female, white, stage:Stage IIIB, dead, 1741 days
0.8
TCGA-AH-6644-01A
0 years, male, white, stage:'--, alive, 838 days
0.6
TCGA-DC-6155-01A
0 years, female, white, stage:Stage IIIA, alive, 425 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
MPP7 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
8.5
Number of samples
207
Samples
Sample
Description
TPM
U0147
0 years, female, NA, stage:T3N0M0, dead, 2085 days
57.3
U0645
0 years, male, NA, stage:T3N0M0, alive, 1567 days
28.4
U0216
0 years, male, NA, stage:T2N0M0, alive, 2684 days
26.8
U0638
0 years, male, NA, stage:T2N0M0, alive, 1801 days
19.1
U2972
0 years, male, NA, stage:T3N0M0, alive, 161 days
18.7
U0545
0 years, male, NA, stage:T3N0M0, alive, 2340 days
17.9
U0282
0 years, male, NA, stage:T3N2M0, dead, 1869 days
17.6
U0293
0 years, male, NA, stage:T3N1M0, alive, 2717 days
16.0
U0334
0 years, male, NA, stage:T3N1M0, alive, 3171 days
15.9
U2960
0 years, male, NA, stage:T3N1M0, alive, 176 days
15.8
U0406
0 years, female, NA, stage:T4N2M1, dead, 778 days
15.6
U0343
0 years, female, NA, stage:T2N0M0, alive, 701 days
15.6
U0230
0 years, female, NA, stage:T1N1M0, alive, 3152 days
15.4
U0238
0 years, male, NA, stage:T3N0M0, dead, 868 days
15.1
U0329
0 years, male, NA, stage:T3N1M0, dead, 805 days
14.8
U0294
0 years, male, NA, stage:T4N0M1, alive, 561 days
14.1
U0296
0 years, male, NA, stage:T3N0M0, alive, 2610 days
14.1
U0258
0 years, male, NA, stage:T4N1M2, dead, 195 days
14.1
U0194
0 years, male, NA, stage:T3N1M0, alive, 680 days
14.0
U0353
0 years, female, NA, stage:T1N0M0, alive, 2912 days
13.9
U2943
0 years, male, NA, stage:T3N0M0, alive, 189 days
13.9
U0138
0 years, male, NA, stage:T3N1M0, dead, 2472 days
13.6
U0637
0 years, male, NA, stage:T3N1M0, alive, 1997 days
13.6
U0232
0 years, female, NA, stage:T2N0M0, dead, 994 days
13.4
U0512
0 years, male, NA, stage:T3N0M0, alive, 2550 days
13.3
U0430
0 years, male, NA, stage:T3N2M0, dead, 2472 days
13.0
U0555
0 years, male, NA, stage:T3N2M0, alive, 2043 days
12.8
U0532
0 years, male, NA, stage:T3N0M0, dead, 730 days
12.6
U0155
0 years, male, NA, stage:T2N0M0, dead, 1672 days
12.5
U2991
0 years, female, NA, stage:T1N0M0, alive, 135 days
12.2
U0422
0 years, female, NA, stage:T3N2M1, dead, 1710 days
12.1
U0137
0 years, male, NA, stage:T3N1M0, dead, 1799 days
12.0
U0391
0 years, female, NA, stage:T3N0M0, alive, 1179 days
11.7
U0695
0 years, male, NA, stage:T3N0M0, alive, 566 days
11.7
U0080
0 years, female, NA, stage:T3N0M0, dead, 489 days
11.7
U0114
0 years, male, NA, stage:T3N0M0, alive, 1910 days
11.7
U0434
0 years, male, NA, stage:T2N0M0, alive, 2558 days
11.6
U0251
0 years, male, NA, stage:T2N0M0, alive, 1906 days
11.4
U0431
0 years, female, NA, stage:T3N1M0, alive, 695 days
11.2
U0415
0 years, male, NA, stage:T3N1M0, alive, 2526 days
11.2
U0128
0 years, female, NA, stage:T3N1M0, alive, 449 days
11.1
U0561
0 years, female, NA, stage:T3N2M0, alive, 1577 days
11.1
U0820
0 years, male, NA, stage:T3NXM1, dead, 622 days
11.0
U0800
0 years, male, NA, stage:T3N2M1, dead, 411 days
11.0
U0173
0 years, male, NA, stage:T2N0M0, dead, 2375 days
11.0
U0132
0 years, male, NA, stage:T3N1M0, alive, 1798 days
10.8
U0862
0 years, male, NA, stage:T4N2M1, dead, 1064 days
10.8
U0299
0 years, female, NA, stage:T4N2M0, alive, 43426 days
10.7
U0255
0 years, female, NA, stage:T3N2M0, dead, 1079 days
10.6
U0418
0 years, male, NA, stage:T4N1M0, alive, 1246 days
10.6
U0649
0 years, male, NA, stage:T2N0M0, alive, 1424 days
10.5
U0001
0 years, female, NA, stage:T3N0M0, alive, 3188 days
10.4
U0578
0 years, male, NA, stage:T2N2M0, alive, 1724 days
10.4
U0776
0 years, male, NA, stage:T4N2M0, alive, 1702 days
10.3
U0366
0 years, male, NA, stage:T3NXM1, alive, 895 days
10.3
U0601
0 years, female, NA, stage:T4N1M0, alive, 1368 days
10.1
U0648
0 years, female, NA, stage:T3N0M0, alive, 1415 days
10.1
U0852
0 years, male, NA, stage:T3N2M1, alive, 1651 days
10.1
U0533
0 years, male, NA, stage:T3N2M0, alive, 2248 days
10.0
U0359
0 years, male, NA, stage:T3N2M0, dead, 2443 days
10.0
U0671
0 years, male, NA, stage:T3N1M0, dead, 785 days
10.0
U0600
0 years, male, NA, stage:T3N1M0, alive, 1659 days
10.0
U2761
0 years, female, NA, stage:T3N1M0, alive, 447 days
9.9
U0579
0 years, female, NA, stage:T4aN0M0, alive, 2845 days
9.8
U0077
0 years, female, NA, stage:T2N0M0, dead, 588 days
9.8
U0519
0 years, male, NA, stage:T4N2M0, dead, 519 days
9.7
U0591
0 years, male, NA, stage:T2N0M0, alive, 1023 days
9.7
U0539
0 years, male, NA, stage:T4N2M0, alive, 2017 days
9.7
U0159
0 years, female, NA, stage:T3N1M0, alive, 1517 days
9.6
U0594
0 years, male, NA, stage:T3N0M0, alive, 2852 days
9.6
U0565
0 years, male, NA, stage:T4N1M0, alive, 1452 days
9.5
U0405
0 years, male, NA, stage:T3N1M0, alive, 829 days
9.3
U0508
0 years, male, NA, stage:T3N1M0, alive, 1120 days
9.3
U0652
0 years, male, NA, stage:T3N0M0, alive, 1319 days
9.3
U0116
0 years, male, NA, stage:T3N1M0, dead, 930 days
9.3
U0030
0 years, female, NA, stage:T2N0M0, dead, 987 days
9.2
U0592
0 years, female, NA, stage:T2N0M0, dead, 670 days
9.1
U0468
0 years, female, NA, stage:T3N0M0, alive, 1921 days
9.1
U0371
0 years, female, NA, stage:T3N0M0, alive, 2688 days
9.0
U0264
0 years, male, NA, stage:T4N2M0, alive, 2020 days
8.9
U0324
0 years, female, NA, stage:T4N1M0, alive, 938 days
8.8
U0793
0 years, male, NA, stage:T3N1M1, dead, 195 days
8.7
U0305
0 years, male, NA, stage:T3N1M0, alive, 2676 days
8.7
U0402
0 years, female, NA, stage:T3N1M0, dead, 2487 days
8.6
U0140
0 years, male, NA, stage:T3N2M0, alive, 2655 days
8.6
U2994
0 years, female, NA, stage:T4N1M0, alive, 132 days
8.5
U0279
0 years, male, NA, stage:T2N1M0, dead, 176 days
8.5
U0686
0 years, female, NA, stage:T4bN0M0, dead, 123 days
8.5
U0511
0 years, female, NA, stage:T3N0M0, dead, 2387 days
8.4
U0205
0 years, female, NA, stage:T3N2M0, alive, 2984 days
8.4
U0339
0 years, male, NA, stage:T3N2M0, alive, 2155 days
8.3
U0237
0 years, male, NA, stage:T3N1M0, alive, 2492 days
8.3
U0484
0 years, male, NA, stage:T4N2M0, alive, 1275 days
8.3
U0581
0 years, female, NA, stage:T3N2M0, alive, 1660 days
8.2
U0276
0 years, male, NA, stage:T3N1M1, alive, 934 days
8.2
U0750
0 years, female, NA, stage:T3N2M0, dead, 1393 days
8.2
U0602
0 years, male, NA, stage:T2N0M0, alive, 1385 days
8.2
U0494
0 years, male, NA, stage:T4N2M0, alive, 1290 days
8.2
U0861
0 years, female, NA, stage:T4N2M1, dead, 184 days
8.1
U0603
0 years, male, NA, stage:T2N1M0, alive, 1904 days
8.1
U0213
0 years, male, NA, stage:T3N1M0, alive, 3018 days
8.1
U0553
0 years, female, NA, stage:T3N2M0, alive, 1704 days
8.1
U0557
0 years, female, NA, stage:T3N2M0, alive, 2009 days
8.1
U0351
0 years, female, NA, stage:T3N2M0, alive, 2886 days
8.0
U0086
0 years, female, NA, stage:T3N1M0, dead, 594 days
7.9
U0380
0 years, male, NA, stage:T2N0M0, alive, 2155 days
7.8
U0640
0 years, male, NA, stage:T2N0M0, alive, 1696 days
7.7
U0814
0 years, female, NA, stage:T3N1M1, dead, 482 days
7.6
U0188
0 years, female, NA, stage:T3N1M0, alive, 2134 days
7.5
U0243
0 years, female, NA, stage:T3N2M0, alive, 2975 days
7.5
U0118
0 years, female, NA, stage:T3N2M0, dead, 350 days
7.4
U0675
0 years, female, NA, stage:T4N1M0, dead, 89 days
7.4
U0346
0 years, male, NA, stage:T4N2M0, alive, 1148 days
7.4
U2955
0 years, male, NA, stage:T3N1M0, alive, 181 days
7.2
U0120
0 years, female, NA, stage:T3N0M0, alive, 3233 days
7.1
U0192
0 years, male, NA, stage:T3N0M0, alive, 2081 days
7.1
U0388
0 years, male, NA, stage:T2N1M0, alive, 2186 days
7.1
U0605
0 years, male, NA, stage:T2N0M0, alive, 952 days
7.0
U0656
0 years, male, NA, stage:T3N2M0, alive, 1150 days
6.9
U0407
0 years, male, NA, stage:T3N1M0, dead, 2027 days
6.9
U0849
0 years, female, NA, stage:T4N0M1, dead, 267 days
6.9
U0096
0 years, female, NA, stage:T4N2M1, dead, 257 days
6.9
U0657
0 years, female, NA, stage:T2N0M0, dead, 1109 days
6.8
U0364
0 years, female, NA, stage:T4N2M1, dead, 151 days
6.8
U0097
0 years, male, NA, stage:T3N0M1, dead, 2903 days
6.8
U0514
0 years, female, NA, stage:T2N2M0, alive, 2799 days
6.7
U0694
0 years, male, NA, stage:T4N0M0, dead, 489 days
6.6
U0220
0 years, male, NA, stage:T2N0M0, alive, 1066 days
6.6
U0584
0 years, male, NA, stage:T3N2M0, alive, 2705 days
6.5
U3023
0 years, female, NA, stage:T2N0M0, alive, 404 days
6.5
U0174
0 years, male, NA, stage:T3N0M0, alive, 450 days
6.5
U0485
0 years, male, NA, stage:T3N0M0, dead, 2737 days
6.4
U2834
0 years, male, NA, stage:T3N1M0, alive, 323 days
6.4
U0641
0 years, female, NA, stage:T3N0M0, dead, 1626 days
6.4
U0550
0 years, male, NA, stage:T3N2M0, alive, 2191 days
6.4
U0663
0 years, female, NA, stage:T3N1M0, alive, 762 days
6.4
U0593
0 years, male, NA, stage:T4bN0M0, alive, 876 days
6.3
U0650
0 years, female, NA, stage:T2N2M0, alive, 1331 days
6.2
U0534
0 years, female, NA, stage:T3N2M0, alive, 1361 days
6.1
U0417
0 years, female, NA, stage:T3N2M1, dead, 893 days
6.1
U0643
0 years, female, NA, stage:T2N1M0, dead, 1583 days
6.1
U3049
0 years, male, NA, stage:T2N0M0, alive, 533 days
6.1
U0304
0 years, male, NA, stage:T3N2M0, alive, 2065 days
6.0
U0423
0 years, female, NA, stage:T4N2M0, alive, 2735 days
6.0
U0212
0 years, male, NA, stage:T3N0M1, alive, 1330 days
5.9
U0470
0 years, female, NA, stage:T2N2M0, alive, 961 days
5.9
U0458
0 years, male, NA, stage:T3N2M0, alive, 1073 days
5.8
U0228
0 years, male, NA, stage:T2N0M0, alive, 963 days
5.8
U0311
0 years, female, NA, stage:T3N1M0, alive, 1176 days
5.8
U2764
0 years, male, NA, stage:T3N2M0, alive, 440 days
5.8
U0093
0 years, male, NA, stage:T3N2M0, dead, 1118 days
5.7
U0298
0 years, male, NA, stage:T3N1M0, alive, 513 days
5.7
U0809
0 years, female, NA, stage:T3N1M1, dead, 275 days
5.7
U0498
0 years, female, NA, stage:T4N1M0, alive, 1906 days
5.7
U0587
0 years, male, NA, stage:T3N1M0, alive, 2107 days
5.6
U0805
0 years, male, NA, stage:T3N1M1, dead, 731 days
5.6
U0658
0 years, male, NA, stage:T3N2M0, alive, 1108 days
5.6
U0088
0 years, male, NA, stage:T3N1M1, dead, 260 days
5.5
U0857
0 years, male, NA, stage:T4N2M1, dead, 954 days
5.4
U0478
0 years, male, NA, stage:T4N2M0, alive, 2051 days
5.4
U0466
0 years, male, NA, stage:T3N0M0, alive, 1381 days
5.3
U0562
0 years, female, NA, stage:T3N1M0, alive, 3092 days
5.3
U0802
0 years, male, NA, stage:T3N2M1, dead, 338 days
5.3
U0865
0 years, female, NA, stage:T3N1M1, dead, 856 days
5.3
U0542
0 years, male, NA, stage:T3N2M0, dead, 1482 days
5.3
U2779
0 years, male, NA, stage:T3N0M0, alive, 419 days
5.3
U0241
0 years, female, NA, stage:T2N1M0, alive, 552 days
5.2
U0409
0 years, female, NA, stage:T3N1M0, alive, 934 days
4.9
U0331
0 years, male, NA, stage:T3N1M1, dead, 906 days
4.9
U0492
0 years, male, NA, stage:T3N2M0, alive, 1114 days
4.9
U0595
0 years, male, NA, stage:T2N0M0, alive, 2535 days
4.7
U2836
0 years, male, NA, stage:T3N0M0, alive, 322 days
4.7
U0651
0 years, male, NA, stage:T3N0M0, alive, 1354 days
4.7
U0803
0 years, female, NA, stage:T3N1M1, dead, 495 days
4.7
U0325
0 years, male, NA, stage:T3N0M0, dead, 1947 days
4.5
U0190
0 years, male, NA, stage:T3N0M0, alive, 2367 days
4.4
U0079
0 years, male, NA, stage:T4N2M0, dead, 1891 days
4.3
U0707
0 years, male, NA, stage:T3N1M0, alive, 518 days
4.2
U0556
0 years, male, NA, stage:T3N2M0, alive, 2037 days
4.1
U0666
0 years, male, NA, stage:T3N1M0, alive, 709 days
4.1
U0604
0 years, male, NA, stage:T3N1M0, alive, 1522 days
4.1
U0538
0 years, female, NA, stage:T3N1M0, alive, 1308 days
4.1
U0577
0 years, female, NA, stage:T3N2M0, alive, 2474 days
4.0
U0454
0 years, male, NA, stage:T3N1M0, alive, 2997 days
4.0
U0642
0 years, male, NA, stage:T3N0M0, alive, 1603 days
4.0
U0572
0 years, female, NA, stage:T3N1M0, alive, 2621 days
3.9
U0242
0 years, male, NA, stage:T3N0M0, alive, 2950 days
3.6
U0713
0 years, male, NA, stage:T2N0M0, alive, 359 days
3.6
U0437
0 years, male, NA, stage:T1N1M0, alive, 849 days
3.5
U0497
0 years, female, NA, stage:T3N1M0, alive, 1414 days
3.5
U0576
0 years, male, NA, stage:T3N2M0, alive, 2540 days
3.4
U0535
0 years, female, NA, stage:T4N1M0, alive, 2473 days
3.3
U3047
0 years, male, NA, stage:T3N2M0, alive, 205 days
2.9
U0647
0 years, female, NA, stage:T3N0M0, alive, 1476 days
2.8
U0457
0 years, male, NA, stage:T3N0M0, alive, 833 days
2.7
U0568
0 years, male, NA, stage:T4N1M0, alive, 1287 days
2.6
U0552
0 years, male, NA, stage:T3N2M0, alive, 1701 days
2.5
U0374
0 years, female, NA, stage:T2N0M0, alive, 1067 days
2.4
U0322
0 years, male, NA, stage:T4N2M0, alive, 1694 days
2.3
U0558
0 years, female, NA, stage:T3N2M0, alive, 2011 days
2.3
U0654
0 years, male, NA, stage:T3N2M0, alive, 1220 days
2.3
U0596
0 years, male, NA, stage:T3N0M0, alive, 2233 days
2.1
U0271
0 years, female, NA, stage:T3N1M0, alive, 2414 days
2.0
U0284
0 years, male, NA, stage:T3N2M0, alive, 581 days
2.0
U0804
0 years, female, NA, stage:T3N2M1, dead, 380 days
1.8
U0502
0 years, male, NA, stage:T4N1M0, alive, 1065 days
1.8
U0848
0 years, male, NA, stage:T3N1M1, dead, 1185 days
0.6
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COLON ADENOCARCINOMA - Protein relative expression (CPTAC)
Number of samples
197
Samples
Sample ID
Sample type
nRPX
e196a0b4-2a05-43de-bb30-ceb761_D2
Tumor
0.8
803736b3-9ca9-4f9f-bdfe-8783e3_D3
Tumor
0.6
46dfc1e4-0110-4d9f-888e-6a29ab_D2
Normal
0.6
5a3aa99d-ca10-45f6-939f-12392a_D2
Normal
0.6
02cde0c0-6840-495b-9b11-007d82_D2
Normal
0.6
7fd2eea8-bf99-4f97-8b9e-fb703f_D2
Normal
0.6
efee6bb9-69dd-46c2-85b3-b55962_D2
Normal
0.6
9a6879b1-4f78-4ac6-9fca-dad049_D2
Normal
0.5
019cd0c0-733d-4b25-90e3-d54ce0_D2
Normal
0.5
65867ab1-5eab-44a8-b2bb-d27263_D2
Normal
0.5
f69deaeb-6b6f-4c61-8900-fd0f26_D3
Tumor
0.5
2666323d-522f-4f0a-823c-ff8866_D2
Normal
0.5
8cc7e656-0152-4359-8566-0581c3
Tumor
0.5
b2978e90-cd2a-4665-b1bf-508a99_D2
Normal
0.5
853ecf90-71e6-4156-a56f-a34b65_D2
Normal
0.5
54565eae-05c5-4dae-bde9-ae4874_D2
Normal
0.5
01d1ffca-4235-4dfe-bf62-56f71d_D3
Tumor
0.5
cc271b3d-ed33-481f-9d23-15f2f6_D2
Normal
0.5
cbd0e774-c741-4753-9c9e-391a7d_D2
Normal
0.5
d80408d6-598d-4411-ab34-eb2545_D2
Normal
0.5
3a17283c-a0f4-4514-956b-080d11_D2
Normal
0.4
067db520-1b1f-4569-9414-e37a6e_D2
Normal
0.4
a84149b1-8453-45f0-8400-d7b12f_D2
Normal
0.4
694e8df1-d9ee-473b-bec1-4f9237_D2
Normal
0.4
f5ed5ebc-881d-456a-80d7-42c9e7_D2
Normal
0.4
0f238226-864c-4de0-8c61-01e729_D2
Tumor
0.4
b2400046-1d25-429d-a821-6040a6
Tumor
0.4
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Tumor
0.4
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Normal
0.4
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Normal
0.4
04ded2cd-3b57-4aec-9c11-48f58e_D2
Normal
0.4
cd3a9d59-bf13-48f3-ae97-bdbca4_D2
Normal
0.4
2cc46aec-6142-4fb9-aca5-c442b9_D2
Normal
0.4
76498650-fdbf-4f5d-a19a-cce9a2_D2
Normal
0.3
5347d2ce-df0c-4d81-a3e2-22db11_D2
Normal
0.3
5c70e654-583c-4dd3-ad42-0d9b39_D2
Normal
0.3
df479b07-bbf6-472d-a580-c3fd0c_D2
Normal
0.3
3765c09a-fff7-4b37-bf2b-452b23_D2
Normal
0.3
5cf5e61d-21ff-4678-9126-14e9bb_D2
Normal
0.3
63c1f7ac-b1ae-4c28-95aa-ce21e5_D2
Normal
0.3
43bc845e-d22e-4c10-b3e8-bc54e6_D2
Normal
0.3
6d9f8b06-f28c-4e9b-823b-33ebb7_D2
Normal
0.3
8980bb9d-65c1-41cb-9f90-dddd5f_D2
Normal
0.3
64ed43a2-f083-43cb-9d0d-118495_D2
Normal
0.3
372c900a-fced-4eef-9dc4-7282ec_D2
Tumor
0.3
0aef1fe8-ca61-4113-81d0-d82ee7_D2
Tumor
0.3
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Normal
0.3
d3078fa8-0692-411f-8441-0c7c48_D8
Tumor
0.3
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Normal
0.3
974e136f-7020-4a38-b9c1-094df9_D2
Normal
0.3
51590333-cfe5-4ce5-b8ff-58fa3c_D2
Normal
0.3
176d1b96-8c6e-44fe-8a32-e15194_D2
Normal
0.3
325b5314-6f3c-4d79-9b36-4e7ded_D2
Normal
0.3
4c9dcc8c-ccdc-4336-8e23-107feb_D2
Normal
0.3
d8805fa4-30f9-4417-907e-fdc50c_D2
Normal
0.3
da95f6f8-be46-4ed8-a493-2c99f0_D2
Normal
0.3
573048dd-2502-40e0-8e8c-c41bb8_D3
Tumor
0.3
b6b41ba2-6415-41aa-b5f5-4d47db_D2
Normal
0.3
23e938d0-92b8-4aea-90c1-4385df_D2
Normal
0.3
0784c7b3-e6a4-42a8-9288-eb4ba0_D2
Normal
0.3
1c070992-647b-4173-a481-904c4d_D2
Normal
0.3
0d5554d1-1653-4589-a44f-43113e_D2
Normal
0.3
47d2a435-b203-4438-ae72-53c424_D2
Normal
0.3
a5c8bf1d-776c-406f-82a3-2d9ce6_D2
Normal
0.3
62627b73-1763-48bc-8eea-e5bd76_D2
Normal
0.2
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Normal
0.2
377cdd37-d1bd-4042-997e-478a0f_D2
Normal
0.2
b4e91300-405e-4239-b8da-5e1a42_D2
Tumor
0.2
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Normal
0.2
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Normal
0.2
5de06adb-e00d-4114-8d76-04bd30_D2
Normal
0.2
82157a70-12f1-4913-b548-d98881_D2
Normal
0.2
0c330883-ab58-4a5a-bff7-07d283_D2
Normal
0.2
b605fafc-f7dd-44cc-9c86-da04e3_D2
Tumor
0.2
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Tumor
0.2
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Normal
0.2
233ec093-9a30-4ef4-a12c-91757e_D2
Normal
0.2
37219a7c-6fe2-4684-a494-d0be08_D2
Tumor
0.2
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Normal
0.2
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Tumor
0.2
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Normal
0.2
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Tumor
0.2
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Tumor
0.2
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Normal
0.2
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Tumor
0.2
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Tumor
0.2
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Normal
0.2
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Normal
0.2
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Normal
0.2
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Normal
0.2
211cbcef-cb1f-4c80-a1c8-a76d3c_D2
Normal
0.2
6b0a3188-d8ca-4d50-a377-a8fe4c_D2
Normal
0.2
5e886f1c-8165-4232-9591-d80799_D2
Normal
0.1
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Normal
0.1
c2c53076-b5db-4b7d-983c-a35740_D3
Tumor
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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Tumor
0.1
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Normal
0.1
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Tumor
0.1
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Normal
0.1
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Normal
0.1
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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
0.0
1fbb1add-4660-4ec1-b8c2-360f9f_D2
Normal
0.0
41ee934e-f7a3-4ef5-8a83-e2ac56_D2
Tumor
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
5f823547-ee16-45b7-a6a0-ef25d6_D3
Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Normal
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Normal
-0.1
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Tumor
-0.1
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Tumor
-0.1
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Tumor
-0.1
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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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Tumor
-0.2
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Tumor
-0.2
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Tumor
-0.2
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Tumor
-0.2
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Tumor
-0.2
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Tumor
-0.2
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Tumor
-0.3
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Tumor
-0.3
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Tumor
-0.3
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Tumor
-0.3
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Tumor
-0.3
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Tumor
-0.3
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Tumor
-0.3
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Tumor
-0.3
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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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Tumor
-0.4
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Tumor
-0.4
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Tumor
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Tumor
-0.4
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Normal
-0.5
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Tumor
-0.5
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Tumor
-0.5
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Tumor
-0.5
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Tumor
-0.5
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Tumor
-0.5
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Tumor
-0.5
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Tumor
-0.6
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Tumor
-0.6
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Tumor
-0.7
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Tumor
-0.7
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Tumor
-0.7
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Tumor
-0.7
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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
-0.8
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Tumor
-0.8
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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
a90eb718-6a8f-4cbf-89c1-f9e9bd_D2
Tumor
-0.9
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
