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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.
CHAMP1 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
10.8
Number of samples
254
Samples
Sample
Description
TPM
TCGA-G4-6297-01A
0 years, female, white, stage:Stage IV, alive, 2506 days
31.4
TCGA-D5-6532-01A
0 years, male, white, stage:Stage IIA, alive, 555 days
25.3
TCGA-AZ-6606-01A
0 years, male, white, stage:Stage IV, dead, 357 days
24.6
TCGA-DM-A1HA-01A
0 years, male, white, stage:Stage IIIC, alive, 2600 days
24.2
TCGA-A6-6649-01A
0 years, male, white, stage:Stage IIIB, alive, 735 days
23.0
TCGA-D5-6531-01A
0 years, male, white, stage:Stage IIA, alive, 540 days
21.9
TCGA-A6-6648-01A
0 years, male, white, stage:Stage IVA, alive, 766 days
21.7
TCGA-A6-5662-01A
0 years, male, white, stage:Stage IVA, alive, 718 days
21.6
TCGA-NH-A6GB-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 476 days
20.9
TCGA-A6-6140-01A
0 years, male, white, stage:Stage IIA, alive, 734 days
20.8
TCGA-G4-6311-01A
0 years, male, white, stage:Stage III, alive, 1199 days
19.7
TCGA-A6-6650-01A
0 years, female, black or african american, stage:Stage IIA, alive, 627 days
19.4
TCGA-A6-6138-01A
0 years, male, white, stage:Stage I, alive, 685 days
19.3
TCGA-DM-A28E-01A
0 years, female, white, stage:Stage IIA, alive, 3648 days
19.2
TCGA-CM-6168-01A
0 years, female, black or african american, stage:Stage IIA, alive, 395 days
18.7
TCGA-G4-6295-01A
0 years, female, white, stage:Stage II, alive, 254 days
18.7
TCGA-SS-A7HO-01A
0 years, female, black or african american, stage:Stage IIB, alive, 1829 days
18.6
TCGA-G4-6294-01A
0 years, male, white, stage:Stage IV, dead, 858 days
17.9
TCGA-NH-A8F7-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
17.9
TCGA-CK-5916-01A
0 years, female, white, stage:Stage I, dead, 643 days
17.8
TCGA-CA-6718-01A
0 years, male, asian, stage:Stage IIA, dead, 306 days
17.8
TCGA-A6-6652-01A
0 years, male, black or african american, stage:Stage IVA, alive, 751 days
17.4
TCGA-AZ-6603-01A
0 years, female, white, stage:'--, dead, 899 days
17.3
TCGA-CK-5912-01A
0 years, male, white, stage:Stage I, dead, 1493 days
17.2
TCGA-CM-6170-01A
0 years, female, white, stage:Stage I, alive, 457 days
16.8
TCGA-CA-6715-01A
0 years, male, asian, stage:Stage IIIB, alive, 383 days
16.8
TCGA-CM-6163-01A
0 years, male, white, stage:Stage I, alive, 427 days
16.8
TCGA-D5-6533-01A
0 years, female, white, stage:'--, alive, 775 days
16.7
TCGA-AY-6197-01A
0 years, male, white, stage:Stage IIA, alive, 652 days
16.6
TCGA-A6-5667-01A
0 years, female, white, stage:Stage IIIB, alive, 887 days
16.6
TCGA-F4-6854-01A
0 years, female, white, stage:Stage IIA, alive, 16 days
16.3
TCGA-CM-6165-01A
0 years, male, white, stage:Stage IIA, alive, 488 days
16.3
TCGA-D5-6922-01A
0 years, male, white, stage:Stage IIIA, alive, 308 days
16.2
TCGA-D5-6932-01A
0 years, male, white, stage:Stage IIA, alive, 346 days
16.1
TCGA-D5-6923-01A
0 years, male, white, stage:Stage I, alive, 378 days
16.0
TCGA-AD-6963-01A
0 years, male, white, stage:'--, alive, 834 days
15.9
TCGA-D5-6898-01A
0 years, female, white, stage:Stage I, alive, 229 days
15.9
TCGA-CK-5914-01A
0 years, male, white, stage:Stage IIIB, alive, 669 days
15.9
TCGA-G4-6628-01A
0 years, male, white, stage:Stage I, alive, 2424 days
14.9
TCGA-DM-A28A-01A
0 years, male, white, stage:Stage IIIC, dead, 805 days
14.8
TCGA-AY-A8YK-01A
0 years, male, black or african american, stage:Stage IVA, alive, 573 days
14.6
TCGA-CM-6675-01A
0 years, male, black or african american, stage:Stage IVB, alive, 397 days
14.5
TCGA-D5-6538-01A
0 years, female, white, stage:Stage IIIB, alive, 521 days
14.2
TCGA-G4-6625-01A
0 years, female, white, stage:Stage IIA, alive, 2792 days
14.0
TCGA-AA-3511-01A
0 years, male, stage:Stage II, alive, 212 days
14.0
TCGA-D5-6931-01A
0 years, male, white, stage:Stage IIIC, alive, 365 days
13.9
TCGA-AD-6965-01A
0 years, male, white, stage:Stage IIIC, alive, 805 days
13.9
TCGA-CM-6172-01A
0 years, female, white, stage:Stage IIIB, alive, 335 days
13.8
TCGA-CM-6164-01A
0 years, female, white, stage:Stage IIA, alive, 883 days
13.8
TCGA-D5-7000-01A
0 years, female, white, stage:Stage I, alive, 312 days
13.7
TCGA-NH-A50T-01A
0 years, female, black or african american, stage:Stage IIA, alive, 553 days
13.6
TCGA-G4-6310-01A
0 years, male, white, stage:Stage IIIB, alive, 1935 days
13.6
TCGA-QG-A5YV-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 1301 days
13.5
TCGA-AZ-6608-01A
0 years, female, white, stage:Stage IIIA, dead, 59 days
13.4
TCGA-F4-6460-01A
0 years, female, white, stage:Stage IIIB, dead, 972 days
13.3
TCGA-AZ-6601-01A
0 years, male, white, stage:Stage II, dead, 3042 days
13.2
TCGA-AA-3662-01A
0 years, female, stage:Stage IV, alive, 184 days
13.2
TCGA-F4-6856-01A
0 years, male, white, stage:Stage I, alive, 1074 days
13.1
TCGA-G4-6303-01A
0 years, female, white, stage:Stage IV, dead, 2003 days
13.1
TCGA-D5-6534-01A
0 years, female, white, stage:Stage IIA, alive, 1316 days
13.0
TCGA-A6-5660-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 888 days
13.0
TCGA-F4-6570-01A
0 years, female, white, stage:Stage IIA, dead, 188 days
13.0
TCGA-CK-4952-01A
0 years, female, white, stage:Stage IIIC, alive, 475 days
12.9
TCGA-G4-6588-01A
0 years, female, white, stage:Stage IIA, alive, 796 days
12.9
TCGA-CM-6677-01A
0 years, female, white, stage:Stage IIA, alive, 337 days
12.8
TCGA-D5-6535-01A
0 years, female, white, stage:Stage IIIB, alive, 460 days
12.8
TCGA-D5-6926-01A
0 years, male, white, stage:Stage IIIB, alive, 275 days
12.7
TCGA-CA-6717-01A
0 years, male, asian, stage:Stage IIA, alive, 388 days
12.7
TCGA-WS-AB45-01A
0 years, female, black or african american, stage:Stage IIA, alive, 2130 days
12.6
TCGA-AZ-6600-01A
0 years, male, black or african american, stage:Stage IV, dead, 368 days
12.6
TCGA-CK-6748-01A
0 years, female, white, stage:Stage IV, alive, 61 days
12.6
TCGA-F4-6805-01A
0 years, female, white, stage:Stage IIA, alive, 1047 days
12.6
TCGA-D5-6537-01A
0 years, male, white, stage:Stage IIIB, dead, 146 days
12.6
TCGA-DM-A285-01A
0 years, female, white, stage:Stage IV, dead, 179 days
12.5
TCGA-CA-6719-01A
0 years, male, asian, stage:Stage IIA, alive, 435 days
12.5
TCGA-A6-6780-01A
0 years, male, white, stage:Stage IIA, alive, 612 days
12.4
TCGA-CM-5862-01A
0 years, male, white, stage:Stage IVA, dead, 153 days
12.4
TCGA-G4-6293-01A
0 years, female, white, stage:Stage III, alive, 4051 days
12.3
TCGA-NH-A6GA-01A
0 years, male, black or african american, stage:Stage IIIC, dead, 302 days
12.3
TCGA-5M-AATE-01A
0 years, male, black or african american, stage:Stage IIA, alive, 1200 days
12.2
TCGA-AZ-6605-01A
0 years, male, white, stage:Stage IIIB, dead, 159 days
12.2
TCGA-AA-3713-01A
0 years, male, stage:Stage IV, alive, 579 days
12.2
TCGA-CM-6161-01A
0 years, female, white, stage:Stage I, alive, 457 days
12.2
TCGA-AD-6888-01A
0 years, male, white, stage:Stage IIIB, dead, 472 days
12.1
TCGA-A6-6654-01A
0 years, female, white, stage:Stage IIIB, alive, 726 days
12.1
TCGA-CM-6678-01A
0 years, female, white, stage:Stage IVA, alive, 335 days
12.1
TCGA-4T-AA8H-01A
0 years, female, black or african american, stage:Stage IIA, alive, 385 days
12.0
TCGA-D5-5539-01A
0 years, male, white, stage:Stage IIIA, alive, 596 days
12.0
TCGA-CM-6679-01A
0 years, male, white, stage:Stage IIA, alive, 306 days
12.0
TCGA-A6-A567-01A
0 years, male, black or african american, stage:Stage IV, dead, 1881 days
12.0
TCGA-G4-6626-01A
0 years, male, white, stage:Stage IIA, dead, 1 days
11.9
TCGA-DM-A1DA-01A
0 years, female, white, stage:Stage IIIC, dead, 228 days
11.9
TCGA-AZ-4323-01A
0 years, male, white, stage:Stage IV, dead, 43 days
11.9
TCGA-A6-6651-01A
0 years, female, white, stage:Stage IIIB, alive, 662 days
11.8
TCGA-DM-A1DB-01A
0 years, male, white, stage:Stage IIA, dead, 1348 days
11.8
TCGA-5M-AAT6-01A
0 years, female, black or african american, stage:Stage IV, dead, 290 days
11.8
TCGA-DM-A1D0-01A
0 years, female, white, stage:Stage IIA, alive, 3974 days
11.7
TCGA-A6-6142-01A
0 years, female, white, stage:Stage IVA, alive, 763 days
11.7
TCGA-AM-5820-01A
0 years, female, white, stage:Stage IVA, alive, 14 days
11.6
TCGA-CA-5254-01A
0 years, female, asian, stage:Stage IIA, alive, 386 days
11.6
TCGA-AA-3655-01A
0 years, male, stage:Stage II, alive, 1856 days
11.5
TCGA-AA-3496-01A
0 years, female, stage:Stage II, alive, 31 days
11.5
TCGA-CK-5913-01A
0 years, female, white, stage:Stage IIA, alive, 1561 days
11.4
TCGA-CM-6169-01A
0 years, male, black or african american, stage:Stage IIA, alive, 396 days
11.4
TCGA-D5-6924-01A
0 years, male, white, stage:Stage IIA, alive, 435 days
11.4
TCGA-D5-5538-01A
0 years, female, white, stage:Stage IIIB, dead, 1661 days
11.3
TCGA-CM-6162-01A
0 years, female, white, stage:Stage IIIB, alive, 365 days
11.3
TCGA-G4-6299-01A
0 years, male, white, stage:Stage IIIC, alive, 2268 days
11.3
TCGA-A6-6137-01A
0 years, male, white, stage:Stage IIIB, alive, 824 days
11.2
TCGA-A6-A5ZU-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 293 days
11.2
TCGA-AA-3697-01A
0 years, male, stage:Stage II, alive, 2587 days
11.2
TCGA-AA-3660-01A
0 years, female, stage:Stage II, alive, 2375 days
11.1
TCGA-A6-5659-01A
0 years, male, white, stage:Stage I, alive, 926 days
10.9
TCGA-A6-4105-01A
0 years, male, white, stage:Stage IIA, dead, 442 days
10.9
TCGA-G4-6306-01A
0 years, male, white, stage:'--, alive, 1359 days
10.8
TCGA-AU-6004-01A
0 years, female, white, stage:Stage I, alive, 824 days
10.8
TCGA-DM-A28H-01A
0 years, male, white, stage:Stage IIIC, alive, 3561 days
10.8
TCGA-AA-A02K-01A
0 years, male, stage:Stage IV, dead, 426 days
10.8
TCGA-QL-A97D-01A
0 years, female, black or african american, stage:Stage I, alive, 666 days
10.8
TCGA-NH-A8F8-01A
0 years, male, black or african american, stage:Stage IV, dead, 511 days
10.8
TCGA-A6-5661-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1020 days
10.7
TCGA-A6-5657-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 962 days
10.7
TCGA-G4-6315-01A
0 years, male, white, stage:Stage IV, alive, 1883 days
10.7
TCGA-F4-6806-01A
0 years, female, white, stage:Stage I, alive, 1260 days
10.7
TCGA-A6-5666-01A
0 years, male, white, stage:Stage IIC, alive, 995 days
10.6
TCGA-CM-5868-01A
0 years, female, white, stage:Stage IVA, alive, 518 days
10.6
TCGA-D5-6536-01A
0 years, male, white, stage:Stage IIA, alive, 543 days
10.6
TCGA-CA-6716-01A
0 years, male, asian, stage:Stage IIA, alive, 371 days
10.6
TCGA-CM-5344-01A
0 years, female, white, stage:Stage IIIB, alive, 670 days
10.6
TCGA-F4-6807-01A
0 years, female, white, stage:Stage IIIC, alive, 1309 days
10.6
TCGA-3L-AA1B-01A
0 years, female, black or african american, stage:Stage I, alive, 475 days
10.6
TCGA-CM-6167-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 456 days
10.5
TCGA-D5-6530-01A
0 years, male, white, stage:Stage I, alive, 621 days
10.4
TCGA-F4-6855-01A
0 years, female, white, stage:Stage IIA, alive, 1442 days
10.3
TCGA-CM-6676-01A
0 years, male, white, stage:Stage I, alive, 337 days
10.2
TCGA-QG-A5Z2-01A
0 years, male, black or african american, stage:Stage I, alive, 952 days
10.2
TCGA-D5-6539-01A
0 years, female, white, stage:'--, alive, 380 days
10.2
TCGA-AD-5900-01A
0 years, male, white, stage:Stage I, alive, 370 days
10.1
TCGA-DM-A0X9-01A
0 years, female, white, stage:Stage IIA, alive, 3641 days
10.0
TCGA-G4-6586-01A
0 years, female, white, stage:Stage IIA, alive, 1089 days
10.0
TCGA-AZ-6599-01A
0 years, male, white, stage:Stage I, dead, 206 days
9.9
TCGA-AD-6895-01A
0 years, male, white, stage:Stage IIIB, alive, 763 days
9.8
TCGA-CK-6747-01A
0 years, female, white, stage:Stage IIA, alive, 820 days
9.8
TCGA-F4-6463-01A
0 years, male, white, stage:Stage IIA, alive, 1087 days
9.8
TCGA-G4-6309-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2600 days
9.7
TCGA-DM-A28F-01A
0 years, male, white, stage:Stage IIIB, dead, 1094 days
9.7
TCGA-G4-6627-01A
0 years, male, white, stage:Stage IIA, alive, 2175 days
9.7
TCGA-A6-A56B-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 1711 days
9.7
TCGA-A6-3810-01A
0 years, male, white, stage:Stage IIA, alive, 1111 days
9.6
TCGA-AZ-6598-01A
0 years, female, white, stage:Stage II, dead, 1503 days
9.5
TCGA-A6-6653-01A
0 years, male, white, stage:Stage I, alive, 742 days
9.4
TCGA-NH-A50V-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 588 days
9.4
TCGA-AA-3489-01A
0 years, male, stage:Stage II, dead, 214 days
9.3
TCGA-F4-6808-01A
0 years, female, white, stage:Stage I, alive, 1024 days
9.3
TCGA-D5-6540-01A
0 years, male, white, stage:Stage I, alive, 491 days
9.3
TCGA-RU-A8FL-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 1177 days
9.1
TCGA-AD-6899-01A
0 years, male, white, stage:Stage IIIC, dead, 176 days
9.0
TCGA-F4-6569-01A
0 years, male, white, stage:Stage I, alive, 1087 days
9.0
TCGA-CM-5860-01A
0 years, male, white, stage:Stage IIA, alive, 974 days
8.9
TCGA-AD-6548-01A
0 years, female, white, stage:Stage I, alive, 650 days
8.8
TCGA-AD-6901-01A
0 years, male, white, stage:'--, dead, 682 days
8.8
TCGA-AY-A69D-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
8.7
TCGA-D5-6927-01A
0 years, male, white, stage:Stage IIA, alive, 287 days
8.7
TCGA-CM-6166-01A
0 years, female, white, stage:Stage I, alive, 669 days
8.7
TCGA-DM-A28C-01A
0 years, male, white, stage:Stage IIA, dead, 2475 days
8.7
TCGA-D5-6930-01A
0 years, male, white, stage:Stage IIA, alive, 406 days
8.7
TCGA-A6-5656-01A
0 years, male, white, stage:Stage I, alive, 1001 days
8.6
TCGA-AD-A5EK-01A
0 years, male, black or african american, stage:Stage I, alive, 500 days
8.6
TCGA-CM-5861-01A
0 years, female, white, stage:Stage IIA, alive, 457 days
8.6
TCGA-AY-A54L-01A
0 years, female, black or african american, stage:Stage I, alive, 525 days
8.5
TCGA-AZ-5403-01A
0 years, male, white, stage:Stage II, dead, 1910 days
8.5
TCGA-T9-A92H-01A
0 years, male, black or african american, stage:Stage IIA, alive, 362 days
8.5
TCGA-DM-A0XF-01A
0 years, female, white, stage:Stage IIIC, dead, 1162 days
8.5
TCGA-D5-6928-01A
0 years, male, white, stage:Stage IIA, alive, 354 days
8.4
TCGA-A6-6782-01A
0 years, male, white, stage:Stage IIB, alive, 617 days
8.3
TCGA-CM-6674-01A
0 years, male, white, stage:Stage IIA, alive, 394 days
8.3
TCGA-F4-6459-01A
0 years, female, white, stage:Stage IIIB, dead, 262 days
8.3
TCGA-D5-6920-01A
0 years, female, white, stage:Stage IIA, alive, 377 days
8.3
TCGA-CA-5797-01A
0 years, male, asian, stage:Stage IIA, alive, 383 days
8.2
TCGA-F4-6461-01A
0 years, female, white, stage:Stage IIIC, dead, 338 days
8.0
TCGA-CM-6171-01A
0 years, female, white, stage:Stage I, alive, 427 days
8.0
TCGA-5M-AAT4-01A
0 years, male, black or african american, stage:Stage IV, dead, 49 days
8.0
TCGA-DM-A280-01A
0 years, female, white, stage:Stage IIA, dead, 236 days
8.0
TCGA-A6-A565-01A
0 years, female, black or african american, stage:Stage IIIC, dead, 494 days
7.9
TCGA-CM-5348-01A
0 years, male, white, stage:Stage IIIB, alive, 699 days
7.9
TCGA-AD-6964-01A
0 years, male, white, stage:'--, dead, 331 days
7.9
TCGA-D5-6541-01A
0 years, male, white, stage:Stage IIA, alive, 474 days
7.9
TCGA-A6-5665-01A
0 years, female, white, stage:Stage IIA, alive, 671 days
7.9
TCGA-DM-A288-01A
0 years, male, white, stage:Stage IIIC, dead, 427 days
7.8
TCGA-CK-6751-01A
0 years, female, white, stage:Stage I, alive, 518 days
7.8
TCGA-CM-5349-01A
0 years, female, white, stage:Stage IIA, alive, 915 days
7.6
TCGA-AY-6386-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 542 days
7.5
TCGA-NH-A50U-01A
0 years, male, black or african american, stage:Stage IVA, dead, 334 days
7.5
TCGA-F4-6703-01A
0 years, male, white, stage:Stage IIA, alive, 1456 days
7.4
TCGA-A6-6141-01A
0 years, male, black or african american, stage:Stage IIA, alive, 255 days
7.4
TCGA-AA-3675-01A
0 years, male, stage:Stage II, alive, 1431 days
7.4
TCGA-A6-5664-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 672 days
7.3
TCGA-A6-2675-01A
0 years, male, white, stage:Stage IIA, alive, 1321 days
7.3
TCGA-F4-6704-01A
0 years, male, american indian or alaska native, stage:Stage IIIC, alive, 47 days
7.3
TCGA-AU-3779-01A
0 years, female, white, stage:Stage IIA, alive, 441 days
7.2
TCGA-D5-6529-01A
0 years, male, white, stage:Stage IIA, alive, 614 days
7.1
TCGA-AY-5543-01A
0 years, female, black or african american, stage:Stage IVA, alive, 1004 days
7.0
TCGA-CK-4950-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2599 days
7.0
TCGA-DM-A1D4-01A
0 years, male, white, stage:Stage IIA, dead, 2821 days
6.9
TCGA-DM-A1D9-01A
0 years, female, white, stage:Stage IIA, alive, 4270 days
6.9
TCGA-G4-6304-01A
0 years, female, white, stage:Stage IIB, alive, 1631 days
6.9
TCGA-CM-6680-01A
0 years, female, white, stage:Stage IIIB, alive, 366 days
6.8
TCGA-AD-6890-01A
0 years, male, white, stage:'--, alive, 746 days
6.7
TCGA-AA-A02Y-01A
0 years, male, stage:Stage I, alive, 1216 days
6.7
TCGA-A6-A566-01A
0 years, female, black or african american, stage:Stage IIIB, dead, 758 days
6.6
TCGA-G4-6323-01A
0 years, male, black or african american, stage:Stage IA, alive, 419 days
6.5
TCGA-D5-6929-01A
0 years, female, white, stage:Stage IV, alive, 408 days
6.5
TCGA-AZ-5407-01A
0 years, female, white, stage:Stage I, alive, 2683 days
6.5
TCGA-CM-5863-01A
0 years, female, white, stage:Stage IIIB, alive, 457 days
6.5
TCGA-CM-5864-01A
0 years, male, white, stage:Stage I, alive, 457 days
6.4
TCGA-AM-5821-01A
0 years, female, white, stage:Stage IIA, alive, 28 days
6.4
TCGA-AY-6196-01A
0 years, male, white, stage:Stage IIIC, alive, 6 days
6.4
TCGA-QG-A5YX-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1003 days
6.3
TCGA-AY-A71X-01A
0 years, female, black or african american, stage:Stage I, alive, 588 days
6.2
TCGA-DM-A1D6-01A
0 years, male, white, stage:Stage IIA, dead, 570 days
6.1
TCGA-G4-6314-01A
0 years, female, white, stage:Stage IV, alive, 1093 days
6.1
TCGA-4N-A93T-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 146 days
6.0
TCGA-CA-5255-01A
0 years, male, asian, stage:Stage IIA, alive, 376 days
6.0
TCGA-DM-A1D7-01A
0 years, male, white, stage:Stage IIA, dead, 405 days
6.0
TCGA-QG-A5YW-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 896 days
6.0
TCGA-CM-4744-01A
0 years, male, white, stage:Stage I, alive, 609 days
5.9
TCGA-DM-A1D8-01A
0 years, female, white, stage:'--, dead, 383 days
5.8
TCGA-A6-2674-01A
0 years, male, white, stage:Stage IV, alive, 1331 days
5.7
TCGA-DM-A28G-01A
0 years, male, white, stage:Stage IIA, dead, 1849 days
5.7
TCGA-DM-A1HB-01A
0 years, male, white, stage:Stage IIIB, alive, 4126 days
5.7
TCGA-AA-3526-01A
0 years, male, stage:Stage I, alive, 580 days
5.6
TCGA-D5-5537-01A
0 years, male, white, stage:'--, dead, 1381 days
5.5
TCGA-CM-4751-01A
0 years, male, white, stage:Stage IIIB, alive, 822 days
5.5
TCGA-AZ-6607-01A
0 years, male, white, stage:Stage IV, dead, 97 days
5.3
TCGA-A6-6781-01A
0 years, male, white, stage:Stage IIIC, alive, 598 days
5.3
TCGA-AZ-4616-01A
0 years, female, white, stage:Stage IV, dead, 156 days
5.3
TCGA-AA-3685-01A
0 years, male, stage:Stage II, alive, 1127 days
5.3
TCGA-G4-6317-01A
0 years, female, white, stage:Stage IIIC, alive, 1095 days
5.3
TCGA-DM-A28K-01A
0 years, male, white, stage:Stage IIA, alive, 2988 days
5.3
TCGA-G4-6320-01A
0 years, male, white, stage:Stage III, alive, 804 days
5.2
TCGA-DM-A28M-01A
0 years, male, white, stage:Stage IIA, alive, 2895 days
5.2
TCGA-F4-6809-01A
0 years, female, white, stage:Stage IVA, dead, 403 days
5.1
TCGA-DM-A282-01A
0 years, female, white, stage:Stage IIA, alive, 4233 days
4.8
TCGA-G4-6321-01A
0 years, female, white, stage:Stage III, alive, 672 days
4.8
TCGA-G4-6307-01A
0 years, female, white, stage:Stage IIIB, alive, 1674 days
4.7
TCGA-NH-A6GC-01A
0 years, female, black or african american, stage:Stage IVB, alive, 389 days
4.6
TCGA-AD-6889-01A
0 years, male, asian, stage:Stage IIA, dead, 2532 days
4.5
TCGA-AA-3663-01A
0 years, male, stage:Stage II, alive, 212 days
4.3
TCGA-G4-6322-01A
0 years, male, white, stage:Stage IIIB, alive, 792 days
4.3
TCGA-DM-A0XD-01A
0 years, male, white, stage:Stage IIA, dead, 743 days
4.1
TCGA-A6-3809-01A
0 years, female, white, stage:Stage IIB, alive, 996 days
3.9
TCGA-A6-2686-01A
0 years, female, white, stage:Stage IIA, dead, 1126 days
3.8
TCGA-CM-4743-01A
0 years, male, white, stage:Stage IIA, alive, 701 days
3.7
TCGA-QG-A5Z1-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 256 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.
CHAMP1 is not prognostic in Colon Adenocarcinoma (validation)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
26.5
Number of samples
486
Samples
Sample
Description
TPM
U0967
0 years, male, NA, stage:T2N0M0, dead, 1691 days
65.7
U1129
0 years, male, NA, stage:T3N0M0, dead, 118 days
62.8
U3048
0 years, male, NA, stage:T4N2M0, alive, 535 days
60.6
U0352
0 years, female, NA, stage:T4N2M0, dead, 385 days
59.8
U1343
0 years, female, NA, stage:T4N2M0, alive, 3178 days
56.8
U0316
0 years, male, NA, stage:T3N2M0, alive, 2012 days
56.7
U2792
0 years, male, NA, stage:T2N1M0, alive, 758 days
55.5
U0004
0 years, female, NA, stage:T4N0M0, alive, 3649 days
55.0
U0148
0 years, male, NA, stage:T3N0M0, alive, 1780 days
53.2
U0103
0 years, female, NA, stage:T3N1M0, alive, 1197 days
51.2
U0157
0 years, male, NA, stage:T4N0M0, dead, 131 days
50.3
U0085
0 years, male, NA, stage:T4N1M0, dead, 1698 days
50.2
U0400
0 years, male, NA, stage:T4N0M0, dead, 1073 days
48.3
U0110
0 years, female, NA, stage:T3N1M1, dead, 878 days
47.9
U1483
0 years, female, NA, stage:T3N0M0, alive, 1094 days
46.7
U0215
0 years, male, NA, stage:T3N0M0, alive, 1269 days
44.9
U1127
0 years, female, NA, stage:T3N0M0, alive, 3465 days
43.8
U1111
0 years, female, NA, stage:T3N0M0, dead, 1631 days
43.3
U0436
0 years, male, NA, stage:T4N1M1, alive, 960 days
42.7
U1429
0 years, female, NA, stage:T3N0M0, alive, 1660 days
42.5
U0165
0 years, female, NA, stage:T2N0M0, alive, 1702 days
42.5
U0451
0 years, female, NA, stage:T4N2M0, alive, 3023 days
42.4
U0314
0 years, female, NA, stage:T1N0M0, dead, 2436 days
42.1
U0950
0 years, female, NA, stage:T4N1M0, alive, 1834 days
41.9
U0999
0 years, male, NA, stage:T3N2M0, alive, 860 days
41.6
U0991
0 years, male, NA, stage:T4N2M0, dead, 534 days
41.6
U2953
0 years, female, NA, stage:T4aN0M0, alive, 541 days
41.3
U0262
0 years, female, NA, stage:T2N0M0, alive, 2534 days
41.2
U0133
0 years, female, NA, stage:T3N0M0, alive, 773 days
41.2
U3032
0 years, female, NA, stage:T3N1M0, alive, 449 days
40.8
U0063
0 years, male, NA, stage:T1N0M0, dead, 1779 days
40.7
U0095
0 years, male, NA, stage:T4N1M0, dead, 1034 days
40.5
U1158
0 years, female, NA, stage:T3N1M0, alive, 721 days
40.4
U0277
0 years, male, NA, stage:T2N1M0, alive, 270 days
40.2
U1045
0 years, female, NA, stage:T4N2M0, alive, 1239 days
40.1
U0455
0 years, female, NA, stage:T3N2M0, alive, 2445 days
40.0
U0273
0 years, male, NA, stage:T2N1M0, alive, 2641 days
39.8
U0127
0 years, female, NA, stage:T3N0M0, dead, 2753 days
39.7
U0072
0 years, male, NA, stage:T3N0M0, alive, 2772 days
39.3
U0450
0 years, female, NA, stage:T3N1M0, alive, 763 days
39.2
U0309
0 years, female, NA, stage:T3N0M0, dead, 1898 days
38.2
U1401
0 years, female, NA, stage:T3N0M0, alive, 1482 days
38.2
U1240
0 years, male, NA, stage:T4N0M0, alive, 765 days
38.1
U2948
0 years, female, NA, stage:T3N1M0, alive, 543 days
38.1
U0320
0 years, female, NA, stage:T4N2M1, alive, 188 days
38.1
U0290
0 years, male, NA, stage:T4N2M0, dead, 593 days
38.0
U0244
0 years, female, NA, stage:T3N1M0, alive, 3184 days
37.6
U1074
0 years, male, NA, stage:T3N0M0, dead, 1043 days
37.2
U0937
0 years, male, NA, stage:T2N0M0, dead, 1558 days
37.1
U0306
0 years, male, NA, stage:T3N1M0, dead, 717 days
37.1
U0108
0 years, female, NA, stage:T3N0M1, alive, 535 days
37.1
U3034
0 years, female, NA, stage:T3N1M0, alive, 443 days
37.0
U3024
0 years, female, NA, stage:T3N0M0, alive, 463 days
36.8
U0224
0 years, female, NA, stage:T3N0M0, alive, 2367 days
36.7
U0248
0 years, male, NA, stage:T3N0M0, alive, 1870 days
36.5
U3037
0 years, male, NA, stage:T3N1M0, alive, 405 days
36.5
U0908
0 years, female, NA, stage:T3N0M1, dead, 40 days
36.5
U3122
0 years, female, NA, stage:T3N0M1, dead, 91 days
36.0
U0144
0 years, male, NA, stage:T3N0M0, alive, 1218 days
35.8
U1155
0 years, male, NA, stage:T4N1M0, alive, 1815 days
35.7
U0984
0 years, female, NA, stage:T4N0M0, alive, 1287 days
35.5
U2975
0 years, male, NA, stage:T4N1M0, alive, 514 days
35.5
U2942
0 years, male, NA, stage:T2N0M0, alive, 549 days
35.4
U0266
0 years, female, NA, stage:T3N1M0, dead, 2221 days
35.3
U3005
0 years, male, NA, stage:T3N0M0, alive, 478 days
35.2
U0411
0 years, female, NA, stage:T3N1M0, alive, 1868 days
35.2
U0938
0 years, female, NA, stage:T3N0M0, dead, 1231 days
34.9
U1188
0 years, female, NA, stage:T3N0M0, dead, 967 days
34.9
U0384
0 years, male, NA, stage:T2N1M1, alive, 1024 days
34.9
U0084
0 years, male, NA, stage:T3N0M0, dead, 1662 days
34.8
U0129
0 years, male, NA, stage:T4N0M0, dead, 1265 days
34.8
U3043
0 years, female, NA, stage:T3N2M0, alive, 287 days
34.7
U0257
0 years, male, NA, stage:T3N1M0, dead, 2508 days
34.6
U0175
0 years, male, NA, stage:T3N2M0, alive, 1875 days
34.5
U1276
0 years, male, NA, stage:T3N0M0, alive, 2474 days
34.5
U3051
0 years, male, NA, stage:T3N2M0, alive, 415 days
34.2
U0385
0 years, male, NA, stage:T3N0M0, alive, 902 days
34.2
U0336
0 years, female, NA, stage:T3N0M0, alive, 1100 days
33.8
U0313
0 years, male, NA, stage:T4N1M0, dead, 1142 days
33.5
U2928
0 years, male, NA, stage:T2N0M0, alive, 563 days
33.3
U0183
0 years, male, NA, stage:T3N1M1, dead, 2957 days
33.2
U1349
0 years, female, NA, stage:T3N1M0, alive, 1899 days
33.2
U0200
0 years, female, NA, stage:T3N0M0, alive, 2614 days
33.0
U0942
0 years, male, NA, stage:T3N0M0, alive, 665 days
33.0
U1472
0 years, female, NA, stage:T3N1M0, alive, 1316 days
32.9
U0348
0 years, female, NA, stage:T3N0M0, alive, 533 days
32.9
U3039
0 years, male, NA, stage:T4N1M1, dead, 366 days
32.7
U0358
0 years, female, NA, stage:T4N1M0, alive, 2290 days
32.6
U1041
0 years, male, NA, stage:T2N0M0, alive, 1108 days
32.6
U1366
0 years, male, NA, stage:T3N1M0, alive, 2010 days
32.5
U1099
0 years, female, NA, stage:T3N0M0, alive, 2068 days
32.4
U0426
0 years, male, NA, stage:T3N0M0, dead, 976 days
32.4
U1252
0 years, female, NA, stage:T4N2M0, alive, 1309 days
32.3
U1274
0 years, male, NA, stage:T2N1M0, alive, 1198 days
32.0
U0153
0 years, female, NA, stage:T3N0M0, dead, 1718 days
32.0
U1301
0 years, female, NA, stage:T4N2M0, dead, 877 days
32.0
U2964
0 years, male, NA, stage:T3N1M0, alive, 637 days
31.9
U0246
0 years, female, NA, stage:T4N0M0, dead, 1192 days
31.9
U2861
0 years, male, NA, stage:T3N0M0, alive, 652 days
31.8
U0441
0 years, female, NA, stage:T2N1M0, alive, 2738 days
31.8
U2882
0 years, female, NA, stage:T3N1M0, alive, 637 days
31.7
U2848
0 years, female, NA, stage:T4N2M0, alive, 669 days
31.6
U0270
0 years, female, NA, stage:T1N0M0, alive, 2187 days
31.6
U0217
0 years, female, NA, stage:T3N0M0, dead, 538 days
31.6
U1303
0 years, male, NA, stage:T4N1M0, alive, 2283 days
31.5
U1120
0 years, male, NA, stage:T4N1M1, alive, 823 days
31.5
U0383
0 years, male, NA, stage:T3N2M1, dead, 595 days
31.4
U1344
0 years, female, NA, stage:T3N1M0, alive, 1450 days
31.4
U0438
0 years, female, NA, stage:T3N0M0, alive, 2009 days
31.4
U1078
0 years, female, NA, stage:T3N0M0, alive, 1016 days
31.4
U0916
0 years, female, NA, stage:T3N0M0, alive, 1578 days
31.2
U0376
0 years, male, NA, stage:T2N1M0, alive, 965 days
31.2
U0094
0 years, female, NA, stage:T3N2M0, alive, 741 days
31.0
U0250
0 years, female, NA, stage:T4N0M0, dead, 906 days
30.9
U1346
0 years, female, NA, stage:T3N0M0, alive, 1137 days
30.8
U0177
0 years, female, NA, stage:T3N0M0, alive, 355 days
30.8
U1374
0 years, male, NA, stage:T4N0M0, alive, 827 days
30.7
U2754
0 years, male, NA, stage:T4N0M0, alive, 809 days
30.7
U0145
0 years, male, NA, stage:T3N1M1, alive, 623 days
30.7
U0225
0 years, male, NA, stage:T3N1M0, alive, 581 days
30.6
U0292
0 years, male, NA, stage:T4N1M0, alive, 1666 days
30.6
U0210
0 years, male, NA, stage:T3N0M0, dead, 1800 days
30.5
U1047
0 years, female, NA, stage:T4N2M0, alive, 3592 days
30.4
U0253
0 years, female, NA, stage:T3N0M0, alive, 958 days
30.3
U0122
0 years, female, NA, stage:T2N0M0, dead, 159 days
30.2
U2837
0 years, female, NA, stage:T4N1M0, alive, 681 days
30.2
U0285
0 years, female, NA, stage:T3N0M0, alive, 2165 days
30.1
U0408
0 years, female, NA, stage:T4N0M0, dead, 2100 days
30.1
U0355
0 years, male, NA, stage:T4N1M0, dead, 1038 days
30.0
U0002
0 years, female, NA, stage:T3N2M0, alive, 3691 days
30.0
U0235
0 years, female, NA, stage:T3N0M0, alive, 1327 days
29.9
U0367
0 years, female, NA, stage:T3N1M0, alive, 3075 days
29.9
U0240
0 years, female, NA, stage:T3N1M0, dead, 800 days
29.8
U0955
0 years, female, NA, stage:T3N0M0, alive, 2170 days
29.8
U0141
0 years, male, NA, stage:T3N2M0, alive, 2079 days
29.8
U1095
0 years, female, NA, stage:T3N1M1, alive, 2425 days
29.7
U1162
0 years, male, NA, stage:T2N1M0, dead, 354 days
29.7
U1060
0 years, male, NA, stage:T3N0M0, alive, 2442 days
29.7
U1220
0 years, male, NA, stage:T3N2M0, dead, 1953 days
29.7
U0977
0 years, female, NA, stage:T4N2M0, dead, 140 days
29.6
U0929
0 years, male, NA, stage:T4N1M0, alive, 436 days
29.6
U1447
0 years, male, NA, stage:T4N1M0, alive, 988 days
29.5
U0413
0 years, male, NA, stage:T2N0M0, alive, 1228 days
29.5
U2747
0 years, female, NA, stage:T4N1M0, dead, 54 days
29.5
U0263
0 years, female, NA, stage:T3N0M1, alive, 362 days
29.5
U3012
0 years, male, NA, stage:T3N0M0, alive, 472 days
29.3
U1049
0 years, female, NA, stage:T3N1M0, alive, 1200 days
29.2
U2753
0 years, female, NA, stage:T2N0M0, alive, 813 days
29.1
U1253
0 years, female, NA, stage:T3N0M0, dead, 165 days
29.1
U0289
0 years, female, NA, stage:T3N0M0, alive, 3511 days
29.1
U0949
0 years, female, NA, stage:T3N0M1, dead, 594 days
28.8
U2774
0 years, female, NA, stage:T3N0M0, alive, 783 days
28.8
U1107
0 years, male, NA, stage:T3N0M0, alive, 329 days
28.7
U1032
0 years, male, NA, stage:T3N1M0, alive, 2113 days
28.7
U1327
0 years, female, NA, stage:T3N0M0, alive, 1613 days
28.7
U0162
0 years, female, NA, stage:T3N0M0, alive, 1488 days
28.7
U0202
0 years, male, NA, stage:T3N0M0, dead, 2670 days
28.7
U0465
0 years, male, NA, stage:T3N0M0, alive, 2383 days
28.7
U2958
0 years, female, NA, stage:T1N0M0, alive, 536 days
28.6
U0269
0 years, female, NA, stage:T3N0M0, alive, 2530 days
28.5
U0136
0 years, female, NA, stage:T3N0M0, dead, 2795 days
28.5
U0163
0 years, male, NA, stage:T4N0M0, alive, 697 days
28.4
U0453
0 years, male, NA, stage:T3N0M0, alive, 2859 days
28.4
U2947
0 years, female, NA, stage:T3N0M0, alive, 543 days
28.3
U0123
0 years, male, NA, stage:T3N0M0, dead, 1880 days
28.3
U0357
0 years, female, NA, stage:T3N0M0, alive, 2285 days
28.3
U0181
0 years, female, NA, stage:T1N0M0, alive, 3623 days
28.3
U1059
0 years, male, NA, stage:T3N1M0, alive, 2790 days
28.2
U0112
0 years, female, NA, stage:T3N0M1, alive, 551 days
28.2
U0154
0 years, male, NA, stage:T3N0M0, alive, 820 days
28.2
U0209
0 years, male, NA, stage:T3N1M0, alive, 2109 days
28.1
U0091
0 years, male, NA, stage:T3N0M0, alive, 520 days
28.0
U1454
0 years, female, NA, stage:T3N0M0, alive, 393 days
28.0
U0378
0 years, female, NA, stage:T4N1M0, dead, 815 days
28.0
U0403
0 years, male, NA, stage:T3N1M1, dead, 1809 days
28.0
U0221
0 years, male, NA, stage:T3N0M0, alive, 569 days
28.0
U1258
0 years, male, NA, stage:T3N1M0, alive, 1373 days
27.9
U1114
0 years, female, NA, stage:TXNXM1, dead, 473 days
27.9
U2971
0 years, male, NA, stage:T4aN0M0, alive, 629 days
27.8
U0389
0 years, female, NA, stage:T3N1M0, dead, 927 days
27.7
U0067
0 years, female, NA, stage:T3N0M0, alive, 2180 days
27.7
U0987
0 years, female, NA, stage:T3N0M0, alive, 2482 days
27.7
U0260
0 years, male, NA, stage:T1N0M1, alive, 2928 days
27.7
U1069
0 years, female, NA, stage:T3N0M0, dead, 2187 days
27.7
U0195
0 years, male, NA, stage:T3N0M0, alive, 3326 days
27.7
U1291
0 years, female, NA, stage:T3N0M0, alive, 2000 days
27.6
U2959
0 years, male, NA, stage:T3N2M0, alive, 536 days
27.6
U2889
0 years, male, NA, stage:T4N0M0, alive, 623 days
27.6
U0976
0 years, female, NA, stage:T3N2M0, dead, 97 days
27.5
U0180
0 years, male, NA, stage:T3N0M1, dead, 965 days
27.5
U1352
0 years, male, NA, stage:T3N2M1, dead, 741 days
27.3
U0081
0 years, male, NA, stage:T3N2M0, dead, 248 days
27.3
U1239
0 years, male, NA, stage:T2N0M0, dead, 1998 days
27.3
U0068
0 years, female, NA, stage:T3N1M0, alive, 1991 days
27.3
U0368
0 years, male, NA, stage:T2N0M0, alive, 801 days
27.2
U0106
0 years, female, NA, stage:T3N1M0, dead, 653 days
27.2
U0356
0 years, male, NA, stage:T4N1M0, alive, 536 days
27.2
U3018
0 years, male, NA, stage:T4N1M0, alive, 463 days
27.1
U0087
0 years, female, NA, stage:T3N2M0, dead, 337 days
27.1
U0375
0 years, male, NA, stage:T3N0M0, dead, 666 days
27.1
U0345
0 years, female, NA, stage:T3N0M0, alive, 2127 days
26.9
U0070
0 years, male, NA, stage:T1N0M0, dead, 1319 days
26.9
U0373
0 years, female, NA, stage:T3N0M0, alive, 1822 days
26.9
U1264
0 years, female, NA, stage:T3N0M0, dead, 1583 days
26.9
U0333
0 years, female, NA, stage:T3N2M0, dead, 1959 days
26.8
U0442
0 years, male, NA, stage:T3N0M0, alive, 619 days
26.8
U0171
0 years, female, NA, stage:T3N1M0, dead, 1920 days
26.8
U3008
0 years, female, NA, stage:T2N0M0, alive, 473 days
26.8
U1321
0 years, male, NA, stage:T3N1M0, alive, 2578 days
26.8
U1067
0 years, male, NA, stage:T3N0M0, alive, 1570 days
26.7
U0166
0 years, female, NA, stage:T3N0M0, alive, 763 days
26.6
U0218
0 years, female, NA, stage:T3N0M0, alive, 714 days
26.6
U0444
0 years, female, NA, stage:T4N1M0, alive, 1841 days
26.5
U1369
0 years, male, NA, stage:T3N0M0, dead, 1604 days
26.5
U3000
0 years, female, NA, stage:T3N0M0, alive, 584 days
26.4
U0090
0 years, female, NA, stage:T3N0M0, dead, 1258 days
26.4
U2981
0 years, male, NA, stage:T3N0M0, alive, 508 days
26.4
U2815
0 years, female, NA, stage:T3N0M0, alive, 717 days
26.4
U1250
0 years, male, NA, stage:T2N0M0, alive, 597 days
26.3
U0440
0 years, female, NA, stage:T4N0M0, dead, 2743 days
26.3
U0281
0 years, male, NA, stage:T3N2M0, alive, 933 days
26.3
U0396
0 years, male, NA, stage:T4N2M0, alive, 2243 days
26.3
U0464
0 years, male, NA, stage:T3N0M0, alive, 918 days
26.3
U2843
0 years, female, NA, stage:T3N0M0, alive, 674 days
26.3
U1241
0 years, male, NA, stage:T3N1M0, dead, 49 days
26.2
U0280
0 years, male, NA, stage:T3N1M1, alive, 2731 days
26.2
U0099
0 years, female, NA, stage:T3N0M0, dead, 986 days
26.1
U0111
0 years, male, NA, stage:T2N0M0, alive, 1117 days
26.1
U2782
0 years, male, NA, stage:T3N1M1, alive, 773 days
26.0
U0445
0 years, female, NA, stage:T3N0M0, alive, 1851 days
26.0
U1292
0 years, female, NA, stage:T4N1M0, alive, 1147 days
26.0
U0328
0 years, male, NA, stage:T4N0M0, dead, 1362 days
26.0
U0135
0 years, female, NA, stage:T3N0M0, alive, 1738 days
25.9
U0589
0 years, female, NA, stage:T3N0M0, alive, 1176 days
25.9
U1075
0 years, female, NA, stage:T3N0M0, alive, 1290 days
25.9
U1204
0 years, male, NA, stage:T4N2M0, alive, 2214 days
25.8
U1473
0 years, female, NA, stage:T3N0M0, alive, 1553 days
25.6
U2798
0 years, male, NA, stage:T3N0M0, alive, 751 days
25.6
U1018
0 years, male, NA, stage:T4N1M1, dead, 1693 days
25.6
U1201
0 years, male, NA, stage:T3N2M0, alive, 1484 days
25.5
U1432
0 years, female, NA, stage:T3N1M0, alive, 577 days
25.5
U2896
0 years, female, NA, stage:T3N1M0, alive, 609 days
25.4
U0115
0 years, female, NA, stage:T3N0M0, dead, 1738 days
25.3
U1396
0 years, female, NA, stage:T4N0M0, alive, 1168 days
25.1
U2902
0 years, female, NA, stage:T2N0M0, alive, 596 days
25.1
U0312
0 years, female, NA, stage:T4N2M1, alive, 499 days
25.0
U0443
0 years, male, NA, stage:T3N0M0, alive, 1677 days
25.0
U1103
0 years, female, NA, stage:T4N2M0, alive, 975 days
25.0
U0146
0 years, female, NA, stage:T3N2M0, dead, 733 days
25.0
U0105
0 years, female, NA, stage:T2N0M0, dead, 2158 days
25.0
U1031
0 years, male, NA, stage:T1N1M0, alive, 1625 days
25.0
U1147
0 years, male, NA, stage:T3N0M0, dead, 282 days
25.0
U0369
0 years, female, NA, stage:T3N0M0, dead, 1095 days
25.0
U0342
0 years, male, NA, stage:T4N2M0, alive, 305 days
24.9
U0179
0 years, male, NA, stage:T3N1M0, dead, 1043 days
24.9
U0939
0 years, male, NA, stage:T3N1M0, alive, 2960 days
24.9
U2995
0 years, female, NA, stage:T3N1M0, alive, 491 days
24.9
U0474
0 years, male, NA, stage:T3N1M0, alive, 1017 days
24.9
U0176
0 years, male, NA, stage:T3N1M0, alive, 2600 days
24.9
U0327
0 years, male, NA, stage:T4N0M0, alive, 833 days
24.8
U0208
0 years, female, NA, stage:T3N1M0, dead, 1233 days
24.8
U0414
0 years, male, NA, stage:T3N0M0, alive, 1691 days
24.8
U0234
0 years, male, NA, stage:T1N1M0, alive, 990 days
24.7
U0297
0 years, female, NA, stage:T3N2M0, alive, 1196 days
24.6
U0386
0 years, female, NA, stage:T4N1M1, alive, 2592 days
24.6
U0463
0 years, male, NA, stage:T3N0M0, alive, 946 days
24.6
U0469
0 years, male, NA, stage:T3N0M0, dead, 409 days
24.6
U1037
0 years, male, NA, stage:T4N0M0, alive, 1658 days
24.5
U0104
0 years, female, NA, stage:T4N0M0, dead, 1639 days
24.5
U0207
0 years, female, NA, stage:T3N0M0, dead, 2593 days
24.2
U0196
0 years, male, NA, stage:T3N0M0, alive, 2086 days
24.2
U0121
0 years, male, NA, stage:T4N2M0, alive, 655 days
24.2
U1130
0 years, male, NA, stage:T2N1M0, alive, 913 days
24.2
U0898
0 years, female, NA, stage:T4aN0M0, dead, 340 days
24.2
U3042
0 years, male, NA, stage:T3N0M0, alive, 324 days
24.2
U1017
0 years, male, NA, stage:T3N0M0, alive, 615 days
24.1
U0456
0 years, male, NA, stage:T4N0M0, dead, 2222 days
24.1
U0268
0 years, male, NA, stage:T3N0M0, alive, 2978 days
24.0
U0117
0 years, female, NA, stage:T2N0M0, dead, 1078 days
24.0
U0960
0 years, male, NA, stage:T3N0M0, alive, 1009 days
24.0
U1235
0 years, female, NA, stage:T2N0M0, alive, 1319 days
24.0
U0089
0 years, female, NA, stage:T1NXM0, dead, 2365 days
24.0
U0315
0 years, female, NA, stage:T2N0M0, alive, 1973 days
23.9
U3100
0 years, male, NA, stage:T3N1M0, dead, 1608 days
23.9
U0189
0 years, female, NA, stage:T3N0M0, dead, 1823 days
23.9
U0222
0 years, female, NA, stage:T3N2M1, alive, 1779 days
23.8
U1386
0 years, male, NA, stage:T3N1M0, alive, 1518 days
23.7
U0143
0 years, male, NA, stage:T3N2M0, alive, 2313 days
23.6
U0467
0 years, female, NA, stage:T3N0M0, alive, 1848 days
23.5
U0449
0 years, female, NA, stage:T3N0M0, alive, 1851 days
23.5
U0214
0 years, male, NA, stage:T4N1M1, alive, 788 days
23.5
U0275
0 years, female, NA, stage:T3N2M0, alive, 549 days
23.4
U0182
0 years, female, NA, stage:T4N1M0, dead, 260 days
23.3
U0287
0 years, female, NA, stage:T2N0M0, alive, 1897 days
23.3
U2803
0 years, male, NA, stage:T3N1M0, alive, 744 days
23.2
U0915
0 years, female, NA, stage:T3N0M0, alive, 1613 days
23.2
U0350
0 years, female, NA, stage:T4N0M0, alive, 770 days
23.2
U0102
0 years, female, NA, stage:T4N2M0, dead, 670 days
23.1
U0278
0 years, female, NA, stage:T2N0M0, alive, 763 days
22.9
U0101
0 years, male, NA, stage:T3N1M1, alive, 1878 days
22.9
U1347
0 years, female, NA, stage:T3N0M0, alive, 1401 days
22.9
U0387
0 years, male, NA, stage:T2N0M0, alive, 1327 days
22.8
U0972
0 years, female, NA, stage:T1N0M0, alive, 2473 days
22.8
U0236
0 years, male, NA, stage:T3N1M0, alive, 1842 days
22.8
U1034
0 years, male, NA, stage:T4N0M0, alive, 1575 days
22.8
U0354
0 years, male, NA, stage:T3N1M0, alive, 430 days
22.8
U0427
0 years, male, NA, stage:T2N0M0, alive, 1193 days
22.7
U0191
0 years, male, NA, stage:T3N1M0, alive, 900 days
22.7
U1072
0 years, male, NA, stage:T1N0M0, alive, 1446 days
22.7
U3038
0 years, male, NA, stage:T3N0M0, alive, 328 days
22.7
U0439
0 years, male, NA, stage:T3N1M0, alive, 1418 days
22.7
U0933
0 years, male, NA, stage:T3N2M0, dead, 1960 days
22.7
U0288
0 years, male, NA, stage:T1N0M0, alive, 1513 days
22.6
U0404
0 years, female, NA, stage:T3N2M0, dead, 204 days
22.6
U1141
0 years, female, NA, stage:T4N1M1, dead, 596 days
22.6
U1184
0 years, male, NA, stage:T4N1M0, alive, 290 days
22.6
U1104
0 years, female, NA, stage:T4N0M0, alive, 1109 days
22.5
U0460
0 years, female, NA, stage:T3N0M0, dead, 2069 days
22.5
U0125
0 years, female, NA, stage:T1N0M0, dead, 668 days
22.5
U0399
0 years, female, NA, stage:T4N2M0, dead, 547 days
22.5
U0970
0 years, female, NA, stage:T4N1M0, alive, 939 days
22.4
U0119
0 years, female, NA, stage:T3N0M0, alive, 3259 days
22.4
U0187
0 years, male, NA, stage:T3N2M0, alive, 1632 days
22.3
U0398
0 years, female, NA, stage:T3N0M0, alive, 721 days
22.2
U0323
0 years, male, NA, stage:T2N0M0, dead, 1016 days
22.2
U1246
0 years, female, NA, stage:T3N0M0, alive, 1441 days
22.2
U2891
0 years, male, NA, stage:T3N1M0, alive, 619 days
22.2
U1160
0 years, male, NA, stage:T3N1M0, alive, 1557 days
22.2
U0167
0 years, male, NA, stage:T3N1M0, alive, 1820 days
22.2
U0172
0 years, male, NA, stage:T4N0M0, dead, 678 days
22.1
U1007
0 years, male, NA, stage:T3N0M0, alive, 1333 days
22.1
U0100
0 years, female, NA, stage:T3N0M0, dead, 1920 days
22.1
U0401
0 years, male, NA, stage:T4N1M0, alive, 1715 days
22.1
U0149
0 years, female, NA, stage:T3N2M0, alive, 1715 days
22.0
U1022
0 years, male, NA, stage:T4N2M0, dead, 61 days
22.0
U0254
0 years, female, NA, stage:T3N1M0, alive, 659 days
22.0
U0363
0 years, male, NA, stage:T3N1M0, alive, 3601 days
21.9
U0459
0 years, female, NA, stage:T3N0M0, alive, 966 days
21.8
U2999
0 years, female, NA, stage:T2N0M0, alive, 581 days
21.7
U0185
0 years, male, NA, stage:T1N0M0, alive, 1248 days
21.7
U2927
0 years, male, NA, stage:T3N1M0, alive, 564 days
21.7
U0247
0 years, female, NA, stage:T3N1M0, alive, 2538 days
21.6
U0239
0 years, male, NA, stage:T2N0M0, alive, 67 days
21.5
U0249
0 years, female, NA, stage:T4N2M0, dead, 874 days
21.5
U2819
0 years, female, NA, stage:T3N0M0, alive, 708 days
21.5
U0448
0 years, male, NA, stage:T3N2M0, alive, 3615 days
21.4
U0394
0 years, male, NA, stage:T2N1M0, alive, 969 days
21.4
U0370
0 years, female, NA, stage:T3N0M0, alive, 1047 days
21.2
U1486
0 years, female, NA, stage:T4N0M0, alive, 1606 days
21.2
U0435
0 years, female, NA, stage:T2N0M0, alive, 3616 days
21.2
U1228
0 years, male, NA, stage:T3N0M0, alive, 1333 days
21.2
U0338
0 years, female, NA, stage:T3N0M0, alive, 1016 days
21.2
U1257
0 years, male, NA, stage:T3N0M0, alive, 833 days
21.1
U0421
0 years, male, NA, stage:T3N1M0, alive, 674 days
21.1
U0069
0 years, female, NA, stage:T4N2M0, dead, 135 days
21.1
U0318
0 years, male, NA, stage:T3N0M0, alive, 762 days
21.1
U1062
0 years, female, NA, stage:T4N0M0, alive, 1689 days
21.0
U1094
0 years, female, NA, stage:T4N1M0, alive, 1267 days
21.0
U1086
0 years, female, NA, stage:T1N0M0, alive, 2907 days
21.0
U0256
0 years, male, NA, stage:T3N0M0, alive, 738 days
21.0
U0433
0 years, male, NA, stage:T4N1M1, dead, 440 days
20.9
U0473
0 years, male, NA, stage:T3N1M0, alive, 786 days
20.8
U1338
0 years, female, NA, stage:T4N1M0, dead, 716 days
20.8
U1446
0 years, female, NA, stage:T3N0M0, alive, 2314 days
20.7
U0186
0 years, female, NA, stage:T2N0M0, alive, 3726 days
20.7
U1145
0 years, female, NA, stage:T3N0M0, dead, 445 days
20.6
U0362
0 years, male, NA, stage:T3N0M0, alive, 1148 days
20.6
U0178
0 years, female, NA, stage:T3N1M0, dead, 2096 days
20.6
U0420
0 years, male, NA, stage:T4N1M1, alive, 417 days
20.6
U0361
0 years, male, NA, stage:T3N0M0, alive, 686 days
20.6
U0379
0 years, male, NA, stage:T2N0M0, alive, 1819 days
20.4
U0083
0 years, male, NA, stage:T4N0M0, dead, 731 days
20.3
U0360
0 years, female, NA, stage:T3N0M0, dead, 1016 days
20.2
U0590
0 years, female, NA, stage:T3N0M0, alive, 661 days
20.2
U1251
0 years, male, NA, stage:T4N2M0, alive, 126 days
20.1
U0223
0 years, male, NA, stage:T4N1M0, alive, 1812 days
20.1
U2780
0 years, male, NA, stage:T3N0M0, alive, 778 days
20.1
U0204
0 years, male, NA, stage:T3N0M0, dead, 770 days
20.0
U1213
0 years, female, NA, stage:T2N0M0, alive, 560 days
20.0
U0156
0 years, female, NA, stage:T4N1M0, alive, 1573 days
19.9
U0462
0 years, female, NA, stage:T4N1M0, alive, 1017 days
19.8
U0126
0 years, male, NA, stage:T3N0M0, dead, 2876 days
19.8
U0098
0 years, male, NA, stage:T3N0M0, dead, 2473 days
19.8
U0424
0 years, male, NA, stage:T3N0M0, alive, 2192 days
19.8
U0245
0 years, female, NA, stage:T3N1M0, dead, 564 days
19.7
U1040
0 years, male, NA, stage:T2N0M0, alive, 1029 days
19.7
U0446
0 years, male, NA, stage:T2N0M0, alive, 1446 days
19.6
U0471
0 years, female, NA, stage:T3N1M0, alive, 1673 days
19.6
U0075
0 years, male, NA, stage:T3N0M0, dead, 3 days
19.5
U0142
0 years, female, NA, stage:T4N1M0, alive, 2340 days
19.5
U0934
0 years, female, NA, stage:T3N0M0, alive, 1185 days
19.5
U0300
0 years, male, NA, stage:T2N0M0, alive, 974 days
19.5
U0381
0 years, male, NA, stage:T3N1M0, dead, 71 days
19.5
U0321
0 years, female, NA, stage:T3N0M0, alive, 1029 days
19.4
U0124
0 years, female, NA, stage:T1N0M0, alive, 2430 days
19.4
U0416
0 years, male, NA, stage:T1N1M0, alive, 1228 days
19.3
U0447
0 years, male, NA, stage:T4N1M0, dead, 1819 days
19.1
U0198
0 years, male, NA, stage:T3N1M0, alive, 1272 days
19.0
U0107
0 years, male, NA, stage:T3N0M0, dead, 2354 days
19.0
U1122
0 years, female, NA, stage:T3N2M0, alive, 1675 days
19.0
U1212
0 years, female, NA, stage:T2N0M0, alive, 69 days
18.9
U0349
0 years, male, NA, stage:T3N1M0, alive, 2682 days
18.9
U0082
0 years, female, NA, stage:T3N1M0, dead, 2339 days
18.9
U1436
0 years, female, NA, stage:T3N0M0, alive, 1745 days
18.9
U0308
0 years, male, NA, stage:T4N1M0, alive, 1075 days
18.9
U3025
0 years, male, NA, stage:T4N2M1, alive, 377 days
18.9
U0227
0 years, female, NA, stage:T4N2M0, alive, 291 days
18.9
U1102
0 years, male, NA, stage:T2N0M0, alive, 1354 days
18.8
U1208
0 years, female, NA, stage:T1N0M0, alive, 834 days
18.8
U0307
0 years, male, NA, stage:T3N0M0, alive, 2921 days
18.7
U0066
0 years, male, NA, stage:T3N0M0, dead, 2486 days
18.7
U1044
0 years, male, NA, stage:T4N0M0, alive, 3146 days
18.7
U0211
0 years, female, NA, stage:T3N1M0, alive, 1236 days
18.6
U0993
0 years, male, NA, stage:T4N2M0, alive, 1267 days
18.6
U1304
0 years, female, NA, stage:TXNXM0, alive, 1081 days
18.6
U0429
0 years, female, NA, stage:T3N0M1, alive, 1099 days
18.5
U0134
0 years, male, NA, stage:T3N0M0, alive, 2009 days
18.4
U0302
0 years, male, NA, stage:T1N0M0, alive, 892 days
18.4
U0335
0 years, female, NA, stage:T3N1M0, alive, 2464 days
18.3
U2842
0 years, female, NA, stage:T4N2M0, alive, 675 days
18.3
U3029
0 years, male, NA, stage:T2N0M0, alive, 475 days
18.2
U1046
0 years, female, NA, stage:T4N2M1, dead, 697 days
18.2
U0472
0 years, male, NA, stage:TXN2M0, alive, 542 days
18.2
U0078
0 years, female, NA, stage:T3N0M0, alive, 1183 days
18.2
U1013
0 years, female, NA, stage:T2N1M0, alive, 1439 days
18.2
U0231
0 years, female, NA, stage:T2N0M0, alive, 991 days
18.1
U1421
0 years, female, NA, stage:T3N1M0, alive, 1905 days
18.1
U0233
0 years, female, NA, stage:T3N1M0, alive, 975 days
18.1
U1073
0 years, female, NA, stage:T3N1M0, alive, 1359 days
18.0
U0259
0 years, female, NA, stage:T4N2M0, alive, 76 days
18.0
U0295
0 years, male, NA, stage:T3N0M0, dead, 2572 days
18.0
U1392
0 years, male, NA, stage:T3N0M0, alive, 1513 days
18.0
U0158
0 years, male, NA, stage:T1N0M0, dead, 3101 days
17.9
U0377
0 years, female, NA, stage:T3N2M0, alive, 3720 days
17.8
U1071
0 years, female, NA, stage:T4N0M1, alive, 1514 days
17.7
U3022
0 years, male, NA, stage:T2N0M0, alive, 484 days
17.6
U0382
0 years, female, NA, stage:T3N0M0, alive, 2550 days
17.5
U0113
0 years, male, NA, stage:T4N2M0, alive, 1102 days
17.5
U0152
0 years, male, NA, stage:T3N1M0, alive, 989 days
17.5
U0274
0 years, male, NA, stage:T3N0M0, dead, 1570 days
17.5
U0397
0 years, male, NA, stage:T4N0M0, alive, 1663 days
17.3
U1267
0 years, male, NA, stage:T3N1M0, dead, 2869 days
17.3
U0392
0 years, male, NA, stage:T3N2M0, alive, 489 days
17.2
U0073
0 years, male, NA, stage:T4N0MX, dead, 318 days
17.2
U1448
0 years, male, NA, stage:T3N0M1, dead, 1512 days
17.1
U0092
0 years, male, NA, stage:T3N0M0, alive, 2779 days
17.1
U0303
0 years, female, NA, stage:T3N0M0, alive, 2847 days
17.1
U3030
0 years, female, NA, stage:T3N0M0, alive, 380 days
17.0
U0319
0 years, male, NA, stage:T3N0M0, alive, 2801 days
17.0
U2956
0 years, female, NA, stage:T3N0M0, alive, 540 days
16.9
U3050
0 years, female, NA, stage:T3N0M0, alive, 407 days
16.9
U0109
0 years, female, NA, stage:T4N2M1, alive, 144 days
16.7
U1183
0 years, male, NA, stage:T4N2M0, alive, 959 days
16.6
U0252
0 years, male, NA, stage:T3N1M0, dead, 1761 days
16.6
U1474
0 years, female, NA, stage:T1N0MX, alive, 2012 days
16.5
U0168
0 years, male, NA, stage:T3N0M0, dead, 948 days
16.5
U0347
0 years, female, NA, stage:T4N1M1, alive, 628 days
16.5
U0882
0 years, male, NA, stage:T3N0M0, alive, 1675 days
16.3
U2935
0 years, male, NA, stage:T4N1M0, alive, 555 days
16.2
U1317
0 years, male, NA, stage:T4N1M0, alive, 965 days
16.1
U0317
0 years, female, NA, stage:T3N2M0, alive, 3209 days
16.0
U0966
0 years, male, NA, stage:T4N0M0, dead, 1513 days
16.0
U0267
0 years, male, NA, stage:T4N0M0, dead, 445 days
15.9
U0161
0 years, male, NA, stage:T4N2M1, alive, 42 days
15.9
U2979
0 years, male, NA, stage:T3N2M0, alive, 616 days
15.8
U0365
0 years, female, NA, stage:T4N1M0, dead, 313 days
15.4
U1332
0 years, male, NA, stage:T3N0M0, alive, 1672 days
15.3
U0169
0 years, male, NA, stage:T4N2M0, alive, 616 days
14.9
U0332
0 years, female, NA, stage:T3N0M0, alive, 2101 days
14.5
U0131
0 years, female, NA, stage:T4N2M1, alive, 238 days
14.3
U0428
0 years, male, NA, stage:T4N1M1, alive, 1016 days
14.3
U0151
0 years, female, NA, stage:T3N0M0, alive, 2014 days
14.1
U0170
0 years, male, NA, stage:T4N1M0, dead, 832 days
14.0
U0390
0 years, male, NA, stage:T3N1M0, alive, 871 days
14.0
U1065
0 years, female, NA, stage:T3N2M0, alive, 2954 days
13.9
U0203
0 years, male, NA, stage:T3N0M0, dead, 827 days
13.9
U0344
0 years, male, NA, stage:T2N1M0, dead, 818 days
13.6
U0229
0 years, female, NA, stage:TXN2M1, dead, 2115 days
13.5
U0199
0 years, female, NA, stage:T4N2M0, alive, 1372 days
13.2
U0340
0 years, female, NA, stage:T4N2M1, dead, 438 days
12.9
U0326
0 years, female, NA, stage:T3N0M0, alive, 3178 days
12.3
U0193
0 years, male, NA, stage:T3N1M0, dead, 876 days
11.8
U1150
0 years, female, NA, stage:T3N0M0, alive, 15 days
10.8
U2856
0 years, female, NA, stage:T4N1M1, alive, 660 days
9.6
U1384
0 years, male, NA, stage:T4N1M0, alive, 1319 days
0.7
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.
CHAMP1 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
11.8
Number of samples
88
Samples
Sample
Description
TPM
TCGA-CL-5917-01A
0 years, female, white, stage:Stage IIIC, alive, 2376 days
26.3
TCGA-DC-6158-01A
0 years, male, white, stage:Stage I, dead, 334 days
25.3
TCGA-CL-4957-01A
0 years, female, stage:'--, dead, 425 days
21.0
TCGA-EI-6881-01A
0 years, male, white, stage:Stage IIIA, alive, 499 days
20.3
TCGA-EI-6513-01A
0 years, male, white, stage:Stage IIIB, alive, 497 days
19.8
TCGA-EI-6509-01A
0 years, male, white, stage:Stage IIIC, alive, 517 days
19.3
TCGA-AG-4022-01A
0 years, female, stage:Stage II, alive, 1400 days
18.8
TCGA-AF-6136-01A
0 years, female, white, stage:Stage IIIB, alive, 741 days
18.2
TCGA-AH-6644-01A
0 years, male, white, stage:'--, alive, 838 days
18.1
TCGA-DC-6160-01A
0 years, male, white, stage:Stage I, alive, 1339 days
17.6
TCGA-G5-6235-01A
0 years, male, white, stage:Stage IIIB, alive, 1696 days
17.0
TCGA-CI-6621-01A
0 years, male, white, stage:Stage IIIB, alive, 419 days
16.3
TCGA-DC-6156-01A
0 years, male, white, stage:Stage IVA, alive, 943 days
16.1
TCGA-CI-6620-01A
0 years, female, white, stage:Stage IVA, alive, 1009 days
15.9
TCGA-EI-6514-01A
0 years, female, white, stage:Stage IIA, alive, 496 days
15.8
TCGA-EI-6512-01A
0 years, female, white, stage:Stage IIIB, alive, 538 days
15.5
TCGA-AH-6643-01A
0 years, male, white, stage:Stage IIIC, dead, 1314 days
15.4
TCGA-AH-6549-01A
0 years, male, white, stage:'--, alive, 532 days
14.9
TCGA-EI-6508-01A
0 years, female, white, stage:Stage IIIB, alive, 636 days
14.8
TCGA-F5-6863-01A
0 years, female, white, stage:Stage IIIB, dead, 361 days
14.6
TCGA-F5-6571-01A
0 years, female, white, stage:Stage IIA, alive, 1288 days
14.6
TCGA-AG-3742-01A
0 years, female, stage:Stage I, alive, 30 days
14.4
TCGA-AG-3592-01A
0 years, male, stage:Stage IIA, alive, 1035 days
14.3
TCGA-AF-6655-01A
0 years, male, white, stage:Stage IIIA, alive, 609 days
14.1
TCGA-EI-6507-01A
0 years, male, white, stage:Stage IIA, alive, 607 days
14.1
TCGA-CI-6622-01A
0 years, male, white, stage:Stage IIB, alive, 1362 days
14.0
TCGA-DC-6154-01A
0 years, female, white, stage:Stage IVA, alive, 365 days
14.0
TCGA-EI-6506-01A
0 years, female, white, stage:Stage IIA, alive, 625 days
13.9
TCGA-DC-6682-01A
0 years, male, white, stage:Stage IIA, alive, 762 days
13.9
TCGA-AF-3911-01A
0 years, male, white, stage:Stage IIIC, alive, 1148 days
13.8
TCGA-DC-6157-01A
0 years, male, black or african american, stage:Stage I, alive, 1581 days
13.5
TCGA-EI-6882-01A
0 years, male, white, stage:Stage IIA, alive, 262 days
13.4
TCGA-G5-6572-01A
0 years, male, white, stage:'--, dead, 1432 days
13.3
TCGA-EI-6510-01A
0 years, female, white, stage:'--, alive, 556 days
12.8
TCGA-F5-6464-01A
0 years, female, white, stage:Stage IIIC, dead, 303 days
12.4
TCGA-AF-2687-01A
0 years, male, white, stage:Stage IIIC, alive, 1427 days
12.3
TCGA-F5-6813-01A
0 years, male, white, stage:Stage IIIC, dead, 598 days
12.3
TCGA-AF-A56L-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 2007 days
12.0
TCGA-F5-6465-01A
0 years, female, white, stage:Stage IIA, alive, 1506 days
11.8
TCGA-DY-A1DC-01A
0 years, female, white, stage:Stage IIA, dead, 1258 days
11.7
TCGA-DC-6683-01A
0 years, male, white, stage:Stage IIIB, alive, 762 days
11.6
TCGA-F5-6811-01A
0 years, female, white, stage:Stage IIA, alive, 979 days
11.3
TCGA-AH-6903-01A
0 years, male, white, stage:Stage IIIB, alive, 592 days
11.2
TCGA-G5-6233-01A
0 years, male, white, stage:'--, dead, 556 days
11.2
TCGA-AH-6897-01A
0 years, male, white, stage:Stage I, alive, 804 days
11.1
TCGA-DC-5869-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 943 days
11.1
TCGA-F5-6864-01A
0 years, female, white, stage:Stage IIIB, alive, 379 days
10.9
TCGA-EI-6511-01A
0 years, male, white, stage:Stage IIIB, alive, 482 days
10.9
TCGA-AG-3902-01A
0 years, male, stage:Stage IIA, alive, 974 days
10.9
TCGA-EI-6884-01A
0 years, male, white, stage:Stage IIIA, alive, 328 days
10.8
TCGA-F5-6814-01A
0 years, male, white, stage:Stage IIA, alive, 1131 days
10.6
TCGA-AH-6544-01A
0 years, male, white, stage:'--, alive, 1173 days
10.6
TCGA-AG-3731-01A
0 years, male, stage:Stage IV, alive, 1126 days
10.6
TCGA-F5-6702-01A
0 years, male, white, stage:Stage IVA, dead, 869 days
10.6
TCGA-AF-2693-01A
0 years, male, white, stage:Stage I, alive, 1155 days
10.6
TCGA-EI-7002-01A
0 years, male, white, stage:Stage IV, alive, 364 days
10.1
TCGA-DY-A1DE-01A
0 years, female, white, stage:Stage IIA, alive, 3932 days
10.1
TCGA-EI-6917-01A
0 years, male, white, stage:Stage IIIA, alive, 531 days
10.1
TCGA-AF-A56N-01A
0 years, female, black or african american, stage:Stage IIA, alive, 360 days
10.1
TCGA-AF-A56K-01A
0 years, male, black or african american, stage:Stage IIA, alive, 2635 days
10.1
TCGA-AG-4021-01A
0 years, female, stage:Stage IV, dead, 121 days
10.1
TCGA-G5-6641-01A
0 years, male, white, stage:Stage IIIA, alive, 804 days
10.0
TCGA-F5-6812-01A
0 years, male, white, stage:Stage IIA, alive, 1110 days
9.9
TCGA-DT-5265-01A
0 years, male, asian, stage:Stage II, alive, 384 days
9.5
TCGA-EI-6883-01A
0 years, male, white, stage:Stage IIC, alive, 350 days
9.4
TCGA-DC-6681-01A
0 years, female, white, stage:Stage IVA, alive, 790 days
9.0
TCGA-AF-4110-01A
0 years, male, white, stage:Stage IVA, alive, 912 days
8.6
TCGA-AF-6672-01A
0 years, male, white, stage:Stage IV, alive, 748 days
8.6
TCGA-DC-4749-01A
0 years, male, white, stage:Stage I, alive, 762 days
8.6
TCGA-F5-6861-01A
0 years, female, white, stage:Stage IIA, alive, 1160 days
8.5
TCGA-EI-6885-01A
0 years, female, white, stage:Stage IV, alive, 415 days
8.4
TCGA-DC-4745-01A
0 years, female, white, stage:Stage IIIB, alive, 639 days
8.1
TCGA-AH-6547-01A
0 years, female, white, stage:'--, dead, 76 days
8.0
TCGA-EF-5830-01A
0 years, male, white, stage:Stage IIB, alive, 106 days
7.6
TCGA-AG-3732-01A
0 years, female, stage:Stage I, alive, 1003 days
7.4
TCGA-DY-A1DD-01A
0 years, female, white, stage:Stage IIIB, dead, 1741 days
7.3
TCGA-EI-7004-01A
0 years, female, white, stage:'--, alive, 257 days
7.2
TCGA-AF-2690-01A
0 years, female, white, stage:Stage IIIC, dead, 524 days
6.5
TCGA-DY-A1DG-01A
0 years, male, white, stage:Stage IVA, dead, 1566 days
6.2
TCGA-AF-5654-01A
0 years, female, white, stage:Stage I, dead, 512 days
6.0
TCGA-DY-A1DF-01A
0 years, female, white, stage:Stage IIIC, dead, 734 days
5.3
TCGA-DC-5337-01A
0 years, male, white, stage:Stage I, alive, 792 days
4.9
TCGA-EF-5831-01A
0 years, male, white, stage:Stage IIA, alive, 127 days
4.8
TCGA-BM-6198-01A
0 years, male, white, stage:Stage IIIB, alive, 646 days
4.5
TCGA-DY-A0XA-01A
0 years, female, white, stage:Stage IIA, alive, 3846 days
4.2
TCGA-AG-3591-01A
0 years, female, stage:Stage IIA, alive, 1035 days
4.0
TCGA-DY-A1H8-01A
0 years, female, white, stage:Stage IIIA, dead, 992 days
3.6
TCGA-DC-6155-01A
0 years, female, white, stage:Stage IIIA, alive, 425 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
CHAMP1 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
27.1
Number of samples
207
Samples
Sample
Description
TPM
U0364
0 years, female, NA, stage:T4N2M1, dead, 151 days
64.6
U0820
0 years, male, NA, stage:T3NXM1, dead, 622 days
58.3
U0558
0 years, female, NA, stage:T3N2M0, alive, 2011 days
54.3
U0805
0 years, male, NA, stage:T3N1M1, dead, 731 days
50.7
U0294
0 years, male, NA, stage:T4N0M1, alive, 561 days
49.4
U0865
0 years, female, NA, stage:T3N1M1, dead, 856 days
47.9
U0241
0 years, female, NA, stage:T2N1M0, alive, 552 days
45.7
U2836
0 years, male, NA, stage:T3N0M0, alive, 322 days
44.8
U0802
0 years, male, NA, stage:T3N2M1, dead, 338 days
44.7
U0276
0 years, male, NA, stage:T3N1M1, alive, 934 days
44.0
U0651
0 years, male, NA, stage:T3N0M0, alive, 1354 days
43.8
U0484
0 years, male, NA, stage:T4N2M0, alive, 1275 days
43.7
U0581
0 years, female, NA, stage:T3N2M0, alive, 1660 days
42.2
U0512
0 years, male, NA, stage:T3N0M0, alive, 2550 days
42.2
U0406
0 years, female, NA, stage:T4N2M1, dead, 778 days
41.4
U2955
0 years, male, NA, stage:T3N1M0, alive, 181 days
41.3
U0638
0 years, male, NA, stage:T2N0M0, alive, 1801 days
40.4
U0080
0 years, female, NA, stage:T3N0M0, dead, 489 days
39.6
U0561
0 years, female, NA, stage:T3N2M0, alive, 1577 days
39.3
U0652
0 years, male, NA, stage:T3N0M0, alive, 1319 days
38.6
U0409
0 years, female, NA, stage:T3N1M0, alive, 934 days
38.4
U0001
0 years, female, NA, stage:T3N0M0, alive, 3188 days
38.0
U0568
0 years, male, NA, stage:T4N1M0, alive, 1287 days
37.8
U0577
0 years, female, NA, stage:T3N2M0, alive, 2474 days
37.1
U0593
0 years, male, NA, stage:T4bN0M0, alive, 876 days
37.1
U0212
0 years, male, NA, stage:T3N0M1, alive, 1330 days
37.0
U0284
0 years, male, NA, stage:T3N2M0, alive, 581 days
36.9
U0647
0 years, female, NA, stage:T3N0M0, alive, 1476 days
36.8
U0578
0 years, male, NA, stage:T2N2M0, alive, 1724 days
36.8
U0194
0 years, male, NA, stage:T3N1M0, alive, 680 days
36.4
U0498
0 years, female, NA, stage:T4N1M0, alive, 1906 days
35.9
U0562
0 years, female, NA, stage:T3N1M0, alive, 3092 days
35.8
U0675
0 years, female, NA, stage:T4N1M0, dead, 89 days
35.6
U0861
0 years, female, NA, stage:T4N2M1, dead, 184 days
35.5
U0514
0 years, female, NA, stage:T2N2M0, alive, 2799 days
35.3
U0848
0 years, male, NA, stage:T3N1M1, dead, 1185 days
34.1
U2834
0 years, male, NA, stage:T3N1M0, alive, 323 days
34.1
U0466
0 years, male, NA, stage:T3N0M0, alive, 1381 days
33.8
U0576
0 years, male, NA, stage:T3N2M0, alive, 2540 days
33.7
U0174
0 years, male, NA, stage:T3N0M0, alive, 450 days
33.5
U0431
0 years, female, NA, stage:T3N1M0, alive, 695 days
33.2
U0656
0 years, male, NA, stage:T3N2M0, alive, 1150 days
33.0
U0374
0 years, female, NA, stage:T2N0M0, alive, 1067 days
32.8
U3023
0 years, female, NA, stage:T2N0M0, alive, 404 days
32.4
U0591
0 years, male, NA, stage:T2N0M0, alive, 1023 days
32.2
U0553
0 years, female, NA, stage:T3N2M0, alive, 1704 days
31.8
U0666
0 years, male, NA, stage:T3N1M0, alive, 709 days
31.8
U0637
0 years, male, NA, stage:T3N1M0, alive, 1997 days
31.7
U0173
0 years, male, NA, stage:T2N0M0, dead, 2375 days
31.6
U0311
0 years, female, NA, stage:T3N1M0, alive, 1176 days
31.5
U0430
0 years, male, NA, stage:T3N2M0, dead, 2472 days
31.4
U0405
0 years, male, NA, stage:T3N1M0, alive, 829 days
31.2
U0800
0 years, male, NA, stage:T3N2M1, dead, 411 days
31.2
U0096
0 years, female, NA, stage:T4N2M1, dead, 257 days
31.1
U0346
0 years, male, NA, stage:T4N2M0, alive, 1148 days
31.0
U0535
0 years, female, NA, stage:T4N1M0, alive, 2473 days
30.8
U0602
0 years, male, NA, stage:T2N0M0, alive, 1385 days
30.7
U0592
0 years, female, NA, stage:T2N0M0, dead, 670 days
30.6
U0137
0 years, male, NA, stage:T3N1M0, dead, 1799 days
30.4
U0331
0 years, male, NA, stage:T3N1M1, dead, 906 days
30.3
U0862
0 years, male, NA, stage:T4N2M1, dead, 1064 days
29.9
U0325
0 years, male, NA, stage:T3N0M0, dead, 1947 days
29.9
U0468
0 years, female, NA, stage:T3N0M0, alive, 1921 days
29.8
U0423
0 years, female, NA, stage:T4N2M0, alive, 2735 days
29.8
U0116
0 years, male, NA, stage:T3N1M0, dead, 930 days
29.7
U0255
0 years, female, NA, stage:T3N2M0, dead, 1079 days
29.5
U2761
0 years, female, NA, stage:T3N1M0, alive, 447 days
29.5
U0220
0 years, male, NA, stage:T2N0M0, alive, 1066 days
29.5
U0587
0 years, male, NA, stage:T3N1M0, alive, 2107 days
29.3
U0803
0 years, female, NA, stage:T3N1M1, dead, 495 days
29.1
U0415
0 years, male, NA, stage:T3N1M0, alive, 2526 days
29.0
U0213
0 years, male, NA, stage:T3N1M0, alive, 3018 days
29.0
U0814
0 years, female, NA, stage:T3N1M1, dead, 482 days
28.9
U0852
0 years, male, NA, stage:T3N2M1, alive, 1651 days
28.8
U0371
0 years, female, NA, stage:T3N0M0, alive, 2688 days
28.5
U0649
0 years, male, NA, stage:T2N0M0, alive, 1424 days
28.5
U0545
0 years, male, NA, stage:T3N0M0, alive, 2340 days
28.4
U0492
0 years, male, NA, stage:T3N2M0, alive, 1114 days
28.4
U0079
0 years, male, NA, stage:T4N2M0, dead, 1891 days
28.3
U0282
0 years, male, NA, stage:T3N2M0, dead, 1869 days
28.3
U0120
0 years, female, NA, stage:T3N0M0, alive, 3233 days
28.2
U0557
0 years, female, NA, stage:T3N2M0, alive, 2009 days
28.1
U2991
0 years, female, NA, stage:T1N0M0, alive, 135 days
28.1
U0293
0 years, male, NA, stage:T3N1M0, alive, 2717 days
28.0
U0418
0 years, male, NA, stage:T4N1M0, alive, 1246 days
27.8
U2943
0 years, male, NA, stage:T3N0M0, alive, 189 days
27.7
U0695
0 years, male, NA, stage:T3N0M0, alive, 566 days
27.6
U0594
0 years, male, NA, stage:T3N0M0, alive, 2852 days
27.6
U0192
0 years, male, NA, stage:T3N0M0, alive, 2081 days
27.4
U0595
0 years, male, NA, stage:T2N0M0, alive, 2535 days
27.2
U0572
0 years, female, NA, stage:T3N1M0, alive, 2621 days
27.1
U0641
0 years, female, NA, stage:T3N0M0, dead, 1626 days
27.0
U0657
0 years, female, NA, stage:T2N0M0, dead, 1109 days
26.9
U2972
0 years, male, NA, stage:T3N0M0, alive, 161 days
26.8
U0243
0 years, female, NA, stage:T3N2M0, alive, 2975 days
26.8
U0707
0 years, male, NA, stage:T3N1M0, alive, 518 days
26.8
U0298
0 years, male, NA, stage:T3N1M0, alive, 513 days
26.5
U0539
0 years, male, NA, stage:T4N2M0, alive, 2017 days
26.4
U0434
0 years, male, NA, stage:T2N0M0, alive, 2558 days
26.4
U0351
0 years, female, NA, stage:T3N2M0, alive, 2886 days
26.4
U0422
0 years, female, NA, stage:T3N2M1, dead, 1710 days
26.3
U0849
0 years, female, NA, stage:T4N0M1, dead, 267 days
26.2
U0643
0 years, female, NA, stage:T2N1M0, dead, 1583 days
26.2
U0497
0 years, female, NA, stage:T3N1M0, alive, 1414 days
26.2
U0271
0 years, female, NA, stage:T3N1M0, alive, 2414 days
26.1
U0663
0 years, female, NA, stage:T3N1M0, alive, 762 days
26.1
U0579
0 years, female, NA, stage:T4aN0M0, alive, 2845 days
26.0
U0251
0 years, male, NA, stage:T2N0M0, alive, 1906 days
25.8
U0552
0 years, male, NA, stage:T3N2M0, alive, 1701 days
25.7
U0642
0 years, male, NA, stage:T3N0M0, alive, 1603 days
25.7
U0508
0 years, male, NA, stage:T3N1M0, alive, 1120 days
25.6
U0140
0 years, male, NA, stage:T3N2M0, alive, 2655 days
25.4
U0216
0 years, male, NA, stage:T2N0M0, alive, 2684 days
25.4
U0538
0 years, female, NA, stage:T3N1M0, alive, 1308 days
25.4
U0556
0 years, male, NA, stage:T3N2M0, alive, 2037 days
25.3
U0640
0 years, male, NA, stage:T2N0M0, alive, 1696 days
25.3
U0519
0 years, male, NA, stage:T4N2M0, dead, 519 days
25.2
U0542
0 years, male, NA, stage:T3N2M0, dead, 1482 days
25.2
U0437
0 years, male, NA, stage:T1N1M0, alive, 849 days
25.2
U0030
0 years, female, NA, stage:T2N0M0, dead, 987 days
24.8
U0555
0 years, male, NA, stage:T3N2M0, alive, 2043 days
24.6
U0132
0 years, male, NA, stage:T3N1M0, alive, 1798 days
24.6
U0322
0 years, male, NA, stage:T4N2M0, alive, 1694 days
24.6
U0596
0 years, male, NA, stage:T3N0M0, alive, 2233 days
24.4
U0686
0 years, female, NA, stage:T4bN0M0, dead, 123 days
24.3
U0565
0 years, male, NA, stage:T4N1M0, alive, 1452 days
24.3
U0809
0 years, female, NA, stage:T3N1M1, dead, 275 days
24.2
U0138
0 years, male, NA, stage:T3N1M0, dead, 2472 days
24.1
U2779
0 years, male, NA, stage:T3N0M0, alive, 419 days
24.1
U0237
0 years, male, NA, stage:T3N1M0, alive, 2492 days
24.0
U0329
0 years, male, NA, stage:T3N1M0, dead, 805 days
23.9
U0147
0 years, female, NA, stage:T3N0M0, dead, 2085 days
23.8
U0457
0 years, male, NA, stage:T3N0M0, alive, 833 days
23.7
U0238
0 years, male, NA, stage:T3N0M0, dead, 868 days
23.7
U0380
0 years, male, NA, stage:T2N0M0, alive, 2155 days
23.6
U0230
0 years, female, NA, stage:T1N1M0, alive, 3152 days
23.6
U0654
0 years, male, NA, stage:T3N2M0, alive, 1220 days
23.5
U0388
0 years, male, NA, stage:T2N1M0, alive, 2186 days
23.5
U0793
0 years, male, NA, stage:T3N1M1, dead, 195 days
23.4
U0258
0 years, male, NA, stage:T4N1M2, dead, 195 days
23.1
U0296
0 years, male, NA, stage:T3N0M0, alive, 2610 days
23.1
U0648
0 years, female, NA, stage:T3N0M0, alive, 1415 days
22.9
U0086
0 years, female, NA, stage:T3N1M0, dead, 594 days
22.9
U0601
0 years, female, NA, stage:T4N1M0, alive, 1368 days
22.7
U0077
0 years, female, NA, stage:T2N0M0, dead, 588 days
22.6
U0279
0 years, male, NA, stage:T2N1M0, dead, 176 days
22.5
U0857
0 years, male, NA, stage:T4N2M1, dead, 954 days
22.2
U0645
0 years, male, NA, stage:T3N0M0, alive, 1567 days
22.2
U0305
0 years, male, NA, stage:T3N1M0, alive, 2676 days
22.1
U0232
0 years, female, NA, stage:T2N0M0, dead, 994 days
22.1
U0603
0 years, male, NA, stage:T2N1M0, alive, 1904 days
22.1
U0324
0 years, female, NA, stage:T4N1M0, alive, 938 days
21.8
U0366
0 years, male, NA, stage:T3NXM1, alive, 895 days
21.6
U0478
0 years, male, NA, stage:T4N2M0, alive, 2051 days
21.2
U0097
0 years, male, NA, stage:T3N0M1, dead, 2903 days
21.0
U0658
0 years, male, NA, stage:T3N2M0, alive, 1108 days
20.8
U0532
0 years, male, NA, stage:T3N0M0, dead, 730 days
20.6
U0604
0 years, male, NA, stage:T3N1M0, alive, 1522 days
20.5
U0584
0 years, male, NA, stage:T3N2M0, alive, 2705 days
20.4
U0228
0 years, male, NA, stage:T2N0M0, alive, 963 days
20.4
U0242
0 years, male, NA, stage:T3N0M0, alive, 2950 days
20.3
U0417
0 years, female, NA, stage:T3N2M1, dead, 893 days
20.2
U0304
0 years, male, NA, stage:T3N2M0, alive, 2065 days
20.0
U0671
0 years, male, NA, stage:T3N1M0, dead, 785 days
19.9
U0299
0 years, female, NA, stage:T4N2M0, alive, 43426 days
19.9
U0485
0 years, male, NA, stage:T3N0M0, dead, 2737 days
19.8
U0128
0 years, female, NA, stage:T3N1M0, alive, 449 days
19.5
U0804
0 years, female, NA, stage:T3N2M1, dead, 380 days
19.5
U0494
0 years, male, NA, stage:T4N2M0, alive, 1290 days
19.4
U0470
0 years, female, NA, stage:T2N2M0, alive, 961 days
19.2
U0511
0 years, female, NA, stage:T3N0M0, dead, 2387 days
19.1
U0188
0 years, female, NA, stage:T3N1M0, alive, 2134 days
19.0
U0713
0 years, male, NA, stage:T2N0M0, alive, 359 days
18.8
U0750
0 years, female, NA, stage:T3N2M0, dead, 1393 days
18.4
U0353
0 years, female, NA, stage:T1N0M0, alive, 2912 days
18.4
U0650
0 years, female, NA, stage:T2N2M0, alive, 1331 days
18.4
U0359
0 years, male, NA, stage:T3N2M0, dead, 2443 days
18.3
U0088
0 years, male, NA, stage:T3N1M1, dead, 260 days
18.3
U0190
0 years, male, NA, stage:T3N0M0, alive, 2367 days
18.1
U3049
0 years, male, NA, stage:T2N0M0, alive, 533 days
18.1
U0454
0 years, male, NA, stage:T3N1M0, alive, 2997 days
18.0
U0264
0 years, male, NA, stage:T4N2M0, alive, 2020 days
17.8
U0407
0 years, male, NA, stage:T3N1M0, dead, 2027 days
17.7
U0339
0 years, male, NA, stage:T3N2M0, alive, 2155 days
17.5
U0159
0 years, female, NA, stage:T3N1M0, alive, 1517 days
17.4
U0334
0 years, male, NA, stage:T3N1M0, alive, 3171 days
17.1
U3047
0 years, male, NA, stage:T3N2M0, alive, 205 days
17.1
U2960
0 years, male, NA, stage:T3N1M0, alive, 176 days
17.0
U0694
0 years, male, NA, stage:T4N0M0, dead, 489 days
16.9
U0343
0 years, female, NA, stage:T2N0M0, alive, 701 days
16.9
U0155
0 years, male, NA, stage:T2N0M0, dead, 1672 days
16.8
U0205
0 years, female, NA, stage:T3N2M0, alive, 2984 days
16.4
U0600
0 years, male, NA, stage:T3N1M0, alive, 1659 days
16.3
U0402
0 years, female, NA, stage:T3N1M0, dead, 2487 days
16.1
U0118
0 years, female, NA, stage:T3N2M0, dead, 350 days
16.0
U0533
0 years, male, NA, stage:T3N2M0, alive, 2248 days
15.6
U0114
0 years, male, NA, stage:T3N0M0, alive, 1910 days
15.3
U0458
0 years, male, NA, stage:T3N2M0, alive, 1073 days
15.2
U0502
0 years, male, NA, stage:T4N1M0, alive, 1065 days
15.0
U2764
0 years, male, NA, stage:T3N2M0, alive, 440 days
14.9
U0776
0 years, male, NA, stage:T4N2M0, alive, 1702 days
14.6
U0391
0 years, female, NA, stage:T3N0M0, alive, 1179 days
14.5
U0534
0 years, female, NA, stage:T3N2M0, alive, 1361 days
13.8
U0550
0 years, male, NA, stage:T3N2M0, alive, 2191 days
12.1
U0605
0 years, male, NA, stage:T2N0M0, alive, 952 days
11.9
U2994
0 years, female, NA, stage:T4N1M0, alive, 132 days
9.6
U0093
0 years, male, NA, stage:T3N2M0, dead, 1118 days
4.9
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COLON ADENOCARCINOMA - Protein relative expression (CPTAC)
Number of samples
197
Samples
Sample ID
Sample type
nRPX
a90eb718-6a8f-4cbf-89c1-f9e9bd_D2
Tumor
0.7
820a3f08-5bb1-44b3-a133-ee167e_D2
Tumor
0.6
8b9e4266-7754-4f2c-ac9e-329905_D2
Tumor
0.5
cd89ffbb-574a-4052-bd9a-00c890_D2
Tumor
0.5
41ee934e-f7a3-4ef5-8a83-e2ac56_D2
Tumor
0.5
66b57abc-0d49-46bb-a390-0e11a9_D2
Tumor
0.5
8cc7e656-0152-4359-8566-0581c3
Tumor
0.4
ec9afcc4-ccf7-4226-b0e8-d6897d_D3
Tumor
0.4
c6ae57a7-65a0-438e-bae2-97b1c8_D3
Tumor
0.4
5271982c-5de1-4d6e-b414-b1f3ef_D2
Tumor
0.4
37219a7c-6fe2-4684-a494-d0be08_D2
Tumor
0.4
799893aa-d523-4a08-9ea7-611cca_D3
Tumor
0.4
c1b66358-d103-493c-b8ec-92c43b_D1
Tumor
0.4
79097be1-cd36-4a23-99d1-3d744f_D2
Tumor
0.4
92f7419c-c57a-4b50-bdc9-4d09ca_D2
Tumor
0.4
642fc6c3-8d4a-4e3d-ad0a-cc088a_D2
Tumor
0.3
02cde0c0-6840-495b-9b11-007d82_D2
Normal
0.3
aa0f5b40-3290-4255-8f4d-f45d4e_D3
Tumor
0.3
176d1b96-8c6e-44fe-8a32-e15194_D2
Normal
0.3
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Normal
0.3
4bb08fad-fa5e-471e-978b-6b09ab_D2
Tumor
0.2
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Tumor
0.2
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Tumor
0.2
1fbb1add-4660-4ec1-b8c2-360f9f_D2
Normal
0.2
321fb3b2-ebb6-4ea5-b737-081264_D2
Tumor
0.2
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Tumor
0.2
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Tumor
0.2
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Tumor
0.2
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Normal
0.2
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Tumor
0.2
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Tumor
0.2
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Normal
0.2
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Tumor
0.2
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Tumor
0.2
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Tumor
0.2
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Tumor
0.2
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Tumor
0.2
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Normal
0.2
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Normal
0.2
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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
0.1
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Tumor
0.1
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Normal
0.1
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Normal
0.1
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Tumor
0.1
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Normal
0.1
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Tumor
0.1
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Tumor
0.1
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Tumor
0.1
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Normal
0.1
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Tumor
0.1
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Normal
0.1
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Normal
0.1
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Normal
0.1
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Tumor
0.1
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Tumor
0.1
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Tumor
0.1
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Tumor
0.1
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Normal
0.1
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Tumor
0.1
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Tumor
0.1
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Normal
0.0
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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
0.0
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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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Normal
0.0
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Normal
0.0
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Tumor
0.0
98742d96-cc2f-43f0-9de2-bc7afe_D3
Tumor
0.0
9a6879b1-4f78-4ac6-9fca-dad049_D2
Normal
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
46dfc1e4-0110-4d9f-888e-6a29ab_D2
Normal
0.0
6d9f8b06-f28c-4e9b-823b-33ebb7_D2
Normal
0.0
325b5314-6f3c-4d79-9b36-4e7ded_D2
Normal
0.0
b605fafc-f7dd-44cc-9c86-da04e3_D2
Tumor
0.0
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Normal
0.0
3765c09a-fff7-4b37-bf2b-452b23_D2
Normal
0.0
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Tumor
0.0
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Normal
0.0
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Normal
0.0
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Tumor
0.0
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Normal
0.0
2b810478-7956-4a8b-870d-184859_D2
Tumor
0.0
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Normal
0.0
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Normal
0.0
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Normal
0.0
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Tumor
0.0
66b829db-1cdd-460d-b2f3-0e9ca9_D3
Tumor
0.0
6797a69d-2f74-44b9-8147-cd4fac_D2
Normal
-0.1
067db520-1b1f-4569-9414-e37a6e_D2
Normal
-0.1
16ac8458-5200-4302-9ad0-b311df_D2
Normal
-0.1
b3696374-c6c0-49dd-833e-596e26_D2
Normal
-0.1
26acb513-3ffe-49ad-8581-9dfc97_D2
Normal
-0.1
359f5c81-2575-497e-8630-e4866f_D2
Normal
-0.1
0d5554d1-1653-4589-a44f-43113e_D2
Normal
-0.1
dfdf03a6-c324-4d8c-a909-ea7345_D2
Tumor
-0.1
7478980a-60fb-4f5e-aa1c-2d7941_D2
Normal
-0.1
64ed43a2-f083-43cb-9d0d-118495_D2
Normal
-0.1
c65afd57-530c-4366-b2c8-463a46_D2
Tumor
-0.1
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Normal
-0.1
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Normal
-0.1
e196a0b4-2a05-43de-bb30-ceb761_D2
Tumor
-0.1
1bf00d93-240f-47e8-8055-f546b0_D2
Normal
-0.1
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Normal
-0.1
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Tumor
-0.1
62627b73-1763-48bc-8eea-e5bd76_D2
Normal
-0.1
da747cee-5026-4923-af63-ad9f81_D2
Normal
-0.1
a27cf22d-836e-49a7-802f-47c1db_D2
Normal
-0.1
1563ef63-d2e6-406f-adc1-255949_D3
Tumor
-0.1
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Normal
-0.1
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Normal
-0.1
d8805fa4-30f9-4417-907e-fdc50c_D2
Normal
-0.1
c2c53076-b5db-4b7d-983c-a35740_D3
Tumor
-0.1
a313f6ef-5994-4d49-9e66-c26911_D2
Normal
-0.1
b2978e90-cd2a-4665-b1bf-508a99_D2
Normal
-0.1
e8faa3a7-9fc7-428e-9334-a0afd0_D3
Tumor
-0.1
6e0d04fc-e6a8-41ed-b6f3-45537d_D2
Normal
-0.1
e14c2cbe-eca0-4745-97f6-8f27bd_D2
Normal
-0.1
bed27f66-ef3b-4868-b4ad-205018_D2
Normal
-0.1
47d2a435-b203-4438-ae72-53c424_D2
Normal
-0.1
63c1f7ac-b1ae-4c28-95aa-ce21e5_D2
Normal
-0.1
853ecf90-71e6-4156-a56f-a34b65_D2
Normal
-0.1
df479b07-bbf6-472d-a580-c3fd0c_D2
Normal
-0.1
3d797911-d476-436f-9cce-33e20c_D8
Tumor
-0.1
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Tumor
-0.1
01d1ffca-4235-4dfe-bf62-56f71d_D3
Tumor
-0.2
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Normal
-0.2
0630ecb0-b664-4e75-bb3c-fb62ee_D3
Tumor
-0.2
43bc845e-d22e-4c10-b3e8-bc54e6_D2
Normal
-0.2
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Tumor
-0.2
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Normal
-0.2
377cdd37-d1bd-4042-997e-478a0f_D2
Normal
-0.2
82157a70-12f1-4913-b548-d98881_D2
Normal
-0.2
a2f03d85-5f1a-4b3e-9dbf-74e67e_D3
Tumor
-0.2
974e136f-7020-4a38-b9c1-094df9_D2
Normal
-0.2
9a48cf57-e1f0-4ea1-9804-d563f2_D2
Normal
-0.2
4cdeecb5-19fb-493c-91f5-eb0efc_D3
Tumor
-0.2
58a92726-4d1f-4e44-8938-52b97d_D3
Tumor
-0.2
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Normal
-0.2
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Normal
-0.2
903d5fe0-970a-47be-a97f-3cc914_D2
Normal
-0.2
0784c7b3-e6a4-42a8-9288-eb4ba0_D2
Normal
-0.2
76498650-fdbf-4f5d-a19a-cce9a2_D2
Normal
-0.2
694e8df1-d9ee-473b-bec1-4f9237_D2
Normal
-0.2
963fc8db-f412-4427-a198-23f660_D2
Normal
-0.2
372c900a-fced-4eef-9dc4-7282ec_D2
Tumor
-0.2
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Normal
-0.2
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Tumor
-0.2
233ec093-9a30-4ef4-a12c-91757e_D2
Normal
-0.2
51590333-cfe5-4ce5-b8ff-58fa3c_D2
Normal
-0.3
1f79fed9-f0d4-4c45-acd2-ea1441_D2
Normal
-0.3
2666323d-522f-4f0a-823c-ff8866_D2
Normal
-0.3
d80408d6-598d-4411-ab34-eb2545_D2
Normal
-0.3
7784e2e5-c0e1-4b85-8cc1-7faac8_D2
Normal
-0.3
526c3664-5b9b-4a2b-a00e-a14623_D2
Tumor
-0.3
23e938d0-92b8-4aea-90c1-4385df_D2
Normal
-0.3
0065bfd9-e1b9-43a8-9379-9658ba_D3
Tumor
-0.3
a243b765-61ab-4aa6-88e1-226896_D2
Normal
-0.4
c307b7b0-534a-45fa-a420-35f773_D2
Normal
-0.4
e070ff10-058b-4733-93ab-bdd702_D2
Normal
-0.4
722378ea-d1a7-4cfc-aca5-ba45f9_D8
Tumor
-0.4
efee6bb9-69dd-46c2-85b3-b55962_D2
Normal
-0.4
bda3787a-1397-4716-bb17-4992a8_D2
Normal
-0.4
6b0a3188-d8ca-4d50-a377-a8fe4c_D2
Normal
-0.4
3a17283c-a0f4-4514-956b-080d11_D2
Normal
-0.5
b2400046-1d25-429d-a821-6040a6
Tumor
-0.5
dffcac99-9eac-4717-aeb6-f4a2e7_D8
Tumor
-0.5
8af80ae9-2088-4124-91fb-8d6c17_D3
Tumor
-0.8
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.