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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.
MMS19 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
19.9
Number of samples
254
Samples
Sample
Description
TPM
TCGA-G4-6299-01A
0 years, male, white, stage:Stage IIIC, alive, 2268 days
50.0
TCGA-G4-6303-01A
0 years, female, white, stage:Stage IV, dead, 2003 days
32.9
TCGA-D5-5539-01A
0 years, male, white, stage:Stage IIIA, alive, 596 days
32.4
TCGA-A6-6652-01A
0 years, male, black or african american, stage:Stage IVA, alive, 751 days
32.2
TCGA-NH-A6GA-01A
0 years, male, black or african american, stage:Stage IIIC, dead, 302 days
31.5
TCGA-D5-6927-01A
0 years, male, white, stage:Stage IIA, alive, 287 days
30.2
TCGA-G4-6309-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2600 days
30.1
TCGA-4N-A93T-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 146 days
29.3
TCGA-AD-6895-01A
0 years, male, white, stage:Stage IIIB, alive, 763 days
29.1
TCGA-A6-5661-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1020 days
28.4
TCGA-G4-6295-01A
0 years, female, white, stage:Stage II, alive, 254 days
28.1
TCGA-SS-A7HO-01A
0 years, female, black or african american, stage:Stage IIB, alive, 1829 days
28.0
TCGA-D5-6932-01A
0 years, male, white, stage:Stage IIA, alive, 346 days
28.0
TCGA-D5-6923-01A
0 years, male, white, stage:Stage I, alive, 378 days
27.9
TCGA-CK-5916-01A
0 years, female, white, stage:Stage I, dead, 643 days
27.5
TCGA-5M-AAT4-01A
0 years, male, black or african american, stage:Stage IV, dead, 49 days
27.4
TCGA-CK-4952-01A
0 years, female, white, stage:Stage IIIC, alive, 475 days
27.2
TCGA-5M-AAT6-01A
0 years, female, black or african american, stage:Stage IV, dead, 290 days
27.1
TCGA-AA-A02K-01A
0 years, male, stage:Stage IV, dead, 426 days
26.9
TCGA-AY-6197-01A
0 years, male, white, stage:Stage IIA, alive, 652 days
26.9
TCGA-DM-A1DA-01A
0 years, female, white, stage:Stage IIIC, dead, 228 days
26.6
TCGA-QG-A5Z2-01A
0 years, male, black or african american, stage:Stage I, alive, 952 days
26.5
TCGA-CK-5912-01A
0 years, male, white, stage:Stage I, dead, 1493 days
26.4
TCGA-F4-6805-01A
0 years, female, white, stage:Stage IIA, alive, 1047 days
26.3
TCGA-DM-A28A-01A
0 years, male, white, stage:Stage IIIC, dead, 805 days
26.1
TCGA-G4-6588-01A
0 years, female, white, stage:Stage IIA, alive, 796 days
26.0
TCGA-AA-3713-01A
0 years, male, stage:Stage IV, alive, 579 days
26.0
TCGA-D5-6533-01A
0 years, female, white, stage:'--, alive, 775 days
25.7
TCGA-D5-6898-01A
0 years, female, white, stage:Stage I, alive, 229 days
25.6
TCGA-AD-6965-01A
0 years, male, white, stage:Stage IIIC, alive, 805 days
25.6
TCGA-D5-6931-01A
0 years, male, white, stage:Stage IIIC, alive, 365 days
25.4
TCGA-DM-A0XF-01A
0 years, female, white, stage:Stage IIIC, dead, 1162 days
25.4
TCGA-G4-6317-01A
0 years, female, white, stage:Stage IIIC, alive, 1095 days
25.3
TCGA-AM-5821-01A
0 years, female, white, stage:Stage IIA, alive, 28 days
25.3
TCGA-A6-5657-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 962 days
25.2
TCGA-G4-6314-01A
0 years, female, white, stage:Stage IV, alive, 1093 days
25.2
TCGA-A6-A566-01A
0 years, female, black or african american, stage:Stage IIIB, dead, 758 days
25.2
TCGA-NH-A8F8-01A
0 years, male, black or african american, stage:Stage IV, dead, 511 days
24.9
TCGA-CA-6719-01A
0 years, male, asian, stage:Stage IIA, alive, 435 days
24.9
TCGA-CM-6680-01A
0 years, female, white, stage:Stage IIIB, alive, 366 days
24.8
TCGA-AY-6386-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 542 days
24.6
TCGA-A6-6141-01A
0 years, male, black or african american, stage:Stage IIA, alive, 255 days
24.3
TCGA-QG-A5Z1-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 256 days
24.3
TCGA-AZ-6601-01A
0 years, male, white, stage:Stage II, dead, 3042 days
24.1
TCGA-DM-A28C-01A
0 years, male, white, stage:Stage IIA, dead, 2475 days
24.0
TCGA-DM-A28H-01A
0 years, male, white, stage:Stage IIIC, alive, 3561 days
24.0
TCGA-CM-6165-01A
0 years, male, white, stage:Stage IIA, alive, 488 days
24.0
TCGA-CA-6718-01A
0 years, male, asian, stage:Stage IIA, dead, 306 days
23.9
TCGA-NH-A50T-01A
0 years, female, black or african american, stage:Stage IIA, alive, 553 days
23.8
TCGA-G4-6320-01A
0 years, male, white, stage:Stage III, alive, 804 days
23.8
TCGA-AD-6964-01A
0 years, male, white, stage:'--, dead, 331 days
23.8
TCGA-DM-A1D6-01A
0 years, male, white, stage:Stage IIA, dead, 570 days
23.6
TCGA-CA-5797-01A
0 years, male, asian, stage:Stage IIA, alive, 383 days
23.5
TCGA-DM-A28M-01A
0 years, male, white, stage:Stage IIA, alive, 2895 days
23.5
TCGA-A6-5662-01A
0 years, male, white, stage:Stage IVA, alive, 718 days
23.4
TCGA-CM-4743-01A
0 years, male, white, stage:Stage IIA, alive, 701 days
23.4
TCGA-AD-6889-01A
0 years, male, asian, stage:Stage IIA, dead, 2532 days
23.4
TCGA-AZ-6600-01A
0 years, male, black or african american, stage:Stage IV, dead, 368 days
23.3
TCGA-AA-3675-01A
0 years, male, stage:Stage II, alive, 1431 days
23.3
TCGA-A6-6781-01A
0 years, male, white, stage:Stage IIIC, alive, 598 days
23.2
TCGA-CM-5860-01A
0 years, male, white, stage:Stage IIA, alive, 974 days
23.2
TCGA-AD-6963-01A
0 years, male, white, stage:'--, alive, 834 days
23.0
TCGA-CM-6161-01A
0 years, female, white, stage:Stage I, alive, 457 days
22.9
TCGA-DM-A288-01A
0 years, male, white, stage:Stage IIIC, dead, 427 days
22.9
TCGA-NH-A6GB-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 476 days
22.8
TCGA-CA-5255-01A
0 years, male, asian, stage:Stage IIA, alive, 376 days
22.7
TCGA-AD-6548-01A
0 years, female, white, stage:Stage I, alive, 650 days
22.6
TCGA-G4-6586-01A
0 years, female, white, stage:Stage IIA, alive, 1089 days
22.5
TCGA-F4-6463-01A
0 years, male, white, stage:Stage IIA, alive, 1087 days
22.5
TCGA-T9-A92H-01A
0 years, male, black or african american, stage:Stage IIA, alive, 362 days
22.5
TCGA-F4-6856-01A
0 years, male, white, stage:Stage I, alive, 1074 days
22.5
TCGA-F4-6461-01A
0 years, female, white, stage:Stage IIIC, dead, 338 days
22.4
TCGA-A6-5665-01A
0 years, female, white, stage:Stage IIA, alive, 671 days
22.4
TCGA-DM-A28K-01A
0 years, male, white, stage:Stage IIA, alive, 2988 days
22.4
TCGA-CA-6717-01A
0 years, male, asian, stage:Stage IIA, alive, 388 days
22.2
TCGA-D5-6930-01A
0 years, male, white, stage:Stage IIA, alive, 406 days
22.2
TCGA-A6-5664-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 672 days
22.2
TCGA-F4-6807-01A
0 years, female, white, stage:Stage IIIC, alive, 1309 days
22.1
TCGA-D5-6530-01A
0 years, male, white, stage:Stage I, alive, 621 days
22.0
TCGA-A6-3809-01A
0 years, female, white, stage:Stage IIB, alive, 996 days
21.9
TCGA-CM-6168-01A
0 years, female, black or african american, stage:Stage IIA, alive, 395 days
21.9
TCGA-CA-6715-01A
0 years, male, asian, stage:Stage IIIB, alive, 383 days
21.8
TCGA-CM-6167-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 456 days
21.8
TCGA-G4-6628-01A
0 years, male, white, stage:Stage I, alive, 2424 days
21.8
TCGA-AU-6004-01A
0 years, female, white, stage:Stage I, alive, 824 days
21.7
TCGA-AZ-4616-01A
0 years, female, white, stage:Stage IV, dead, 156 days
21.7
TCGA-D5-6536-01A
0 years, male, white, stage:Stage IIA, alive, 543 days
21.7
TCGA-AZ-6599-01A
0 years, male, white, stage:Stage I, dead, 206 days
21.7
TCGA-D5-6926-01A
0 years, male, white, stage:Stage IIIB, alive, 275 days
21.6
TCGA-D5-6538-01A
0 years, female, white, stage:Stage IIIB, alive, 521 days
21.6
TCGA-F4-6854-01A
0 years, female, white, stage:Stage IIA, alive, 16 days
21.6
TCGA-D5-6537-01A
0 years, male, white, stage:Stage IIIB, dead, 146 days
21.5
TCGA-NH-A50U-01A
0 years, male, black or african american, stage:Stage IVA, dead, 334 days
21.4
TCGA-A6-5660-01A
0 years, male, black or african american, stage:Stage IIIC, alive, 888 days
21.4
TCGA-CK-6751-01A
0 years, female, white, stage:Stage I, alive, 518 days
21.4
TCGA-AZ-6607-01A
0 years, male, white, stage:Stage IV, dead, 97 days
21.4
TCGA-QG-A5YX-01A
0 years, female, black or african american, stage:Stage IIA, alive, 1003 days
21.2
TCGA-DM-A28E-01A
0 years, female, white, stage:Stage IIA, alive, 3648 days
21.1
TCGA-CM-6172-01A
0 years, female, white, stage:Stage IIIB, alive, 335 days
21.1
TCGA-D5-7000-01A
0 years, female, white, stage:Stage I, alive, 312 days
21.0
TCGA-A6-6780-01A
0 years, male, white, stage:Stage IIA, alive, 612 days
20.8
TCGA-A6-2675-01A
0 years, male, white, stage:Stage IIA, alive, 1321 days
20.8
TCGA-A6-6138-01A
0 years, male, white, stage:Stage I, alive, 685 days
20.8
TCGA-NH-A50V-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 588 days
20.7
TCGA-A6-6654-01A
0 years, female, white, stage:Stage IIIB, alive, 726 days
20.7
TCGA-3L-AA1B-01A
0 years, female, black or african american, stage:Stage I, alive, 475 days
20.6
TCGA-AA-3655-01A
0 years, male, stage:Stage II, alive, 1856 days
20.6
TCGA-CK-6747-01A
0 years, female, white, stage:Stage IIA, alive, 820 days
20.6
TCGA-D5-5538-01A
0 years, female, white, stage:Stage IIIB, dead, 1661 days
20.6
TCGA-AZ-6605-01A
0 years, male, white, stage:Stage IIIB, dead, 159 days
20.6
TCGA-D5-6540-01A
0 years, male, white, stage:Stage I, alive, 491 days
20.5
TCGA-AD-6890-01A
0 years, male, white, stage:'--, alive, 746 days
20.5
TCGA-AY-A71X-01A
0 years, female, black or african american, stage:Stage I, alive, 588 days
20.5
TCGA-QL-A97D-01A
0 years, female, black or african american, stage:Stage I, alive, 666 days
20.5
TCGA-CM-6676-01A
0 years, male, white, stage:Stage I, alive, 337 days
20.5
TCGA-F4-6569-01A
0 years, male, white, stage:Stage I, alive, 1087 days
20.4
TCGA-AA-3496-01A
0 years, female, stage:Stage II, alive, 31 days
20.4
TCGA-WS-AB45-01A
0 years, female, black or african american, stage:Stage IIA, alive, 2130 days
20.3
TCGA-F4-6459-01A
0 years, female, white, stage:Stage IIIB, dead, 262 days
20.3
TCGA-D5-6920-01A
0 years, female, white, stage:Stage IIA, alive, 377 days
20.3
TCGA-F4-6570-01A
0 years, female, white, stage:Stage IIA, dead, 188 days
20.2
TCGA-F4-6460-01A
0 years, female, white, stage:Stage IIIB, dead, 972 days
20.2
TCGA-D5-6529-01A
0 years, male, white, stage:Stage IIA, alive, 614 days
20.2
TCGA-DM-A280-01A
0 years, female, white, stage:Stage IIA, dead, 236 days
20.1
TCGA-AD-6888-01A
0 years, male, white, stage:Stage IIIB, dead, 472 days
20.0
TCGA-QG-A5YV-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 1301 days
20.0
TCGA-CM-6171-01A
0 years, female, white, stage:Stage I, alive, 427 days
20.0
TCGA-CM-6166-01A
0 years, female, white, stage:Stage I, alive, 669 days
20.0
TCGA-A6-A56B-01A
0 years, male, black or african american, stage:Stage IIIB, dead, 1711 days
19.9
TCGA-A6-6142-01A
0 years, female, white, stage:Stage IVA, alive, 763 days
19.9
TCGA-F4-6704-01A
0 years, male, american indian or alaska native, stage:Stage IIIC, alive, 47 days
19.8
TCGA-4T-AA8H-01A
0 years, female, black or african american, stage:Stage IIA, alive, 385 days
19.8
TCGA-A6-5656-01A
0 years, male, white, stage:Stage I, alive, 1001 days
19.7
TCGA-AA-3660-01A
0 years, female, stage:Stage II, alive, 2375 days
19.7
TCGA-D5-6924-01A
0 years, male, white, stage:Stage IIA, alive, 435 days
19.6
TCGA-A6-6649-01A
0 years, male, white, stage:Stage IIIB, alive, 735 days
19.6
TCGA-CM-6674-01A
0 years, male, white, stage:Stage IIA, alive, 394 days
19.6
TCGA-AA-3489-01A
0 years, male, stage:Stage II, dead, 214 days
19.4
TCGA-AD-A5EK-01A
0 years, male, black or african american, stage:Stage I, alive, 500 days
19.4
TCGA-CM-6678-01A
0 years, female, white, stage:Stage IVA, alive, 335 days
19.3
TCGA-DM-A28G-01A
0 years, male, white, stage:Stage IIA, dead, 1849 days
19.3
TCGA-DM-A28F-01A
0 years, male, white, stage:Stage IIIB, dead, 1094 days
19.3
TCGA-AY-5543-01A
0 years, female, black or african american, stage:Stage IVA, alive, 1004 days
19.2
TCGA-DM-A1HB-01A
0 years, male, white, stage:Stage IIIB, alive, 4126 days
19.2
TCGA-CA-5254-01A
0 years, female, asian, stage:Stage IIA, alive, 386 days
19.1
TCGA-D5-6541-01A
0 years, male, white, stage:Stage IIA, alive, 474 days
19.1
TCGA-AD-6901-01A
0 years, male, white, stage:'--, dead, 682 days
18.9
TCGA-RU-A8FL-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 1177 days
18.7
TCGA-CK-5914-01A
0 years, male, white, stage:Stage IIIB, alive, 669 days
18.6
TCGA-G4-6304-01A
0 years, female, white, stage:Stage IIB, alive, 1631 days
18.6
TCGA-CK-6748-01A
0 years, female, white, stage:Stage IV, alive, 61 days
18.6
TCGA-DM-A1D4-01A
0 years, male, white, stage:Stage IIA, dead, 2821 days
18.5
TCGA-CM-5349-01A
0 years, female, white, stage:Stage IIA, alive, 915 days
18.5
TCGA-D5-6922-01A
0 years, male, white, stage:Stage IIIA, alive, 308 days
18.4
TCGA-G4-6297-01A
0 years, female, white, stage:Stage IV, alive, 2506 days
18.4
TCGA-DM-A282-01A
0 years, female, white, stage:Stage IIA, alive, 4233 days
18.4
TCGA-AZ-6606-01A
0 years, male, white, stage:Stage IV, dead, 357 days
18.4
TCGA-AY-A69D-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
18.3
TCGA-F4-6855-01A
0 years, female, white, stage:Stage IIA, alive, 1442 days
18.3
TCGA-G4-6311-01A
0 years, male, white, stage:Stage III, alive, 1199 days
18.2
TCGA-F4-6806-01A
0 years, female, white, stage:Stage I, alive, 1260 days
18.1
TCGA-D5-6928-01A
0 years, male, white, stage:Stage IIA, alive, 354 days
18.1
TCGA-AZ-5407-01A
0 years, female, white, stage:Stage I, alive, 2683 days
18.1
TCGA-DM-A1D8-01A
0 years, female, white, stage:'--, dead, 383 days
18.0
TCGA-CM-5348-01A
0 years, male, white, stage:Stage IIIB, alive, 699 days
18.0
TCGA-A6-6137-01A
0 years, male, white, stage:Stage IIIB, alive, 824 days
17.9
TCGA-AZ-6598-01A
0 years, female, white, stage:Stage II, dead, 1503 days
17.9
TCGA-AA-3663-01A
0 years, male, stage:Stage II, alive, 212 days
17.9
TCGA-AA-A02Y-01A
0 years, male, stage:Stage I, alive, 1216 days
17.9
TCGA-AD-6899-01A
0 years, male, white, stage:Stage IIIC, dead, 176 days
17.8
TCGA-CA-6716-01A
0 years, male, asian, stage:Stage IIA, alive, 371 days
17.8
TCGA-F4-6703-01A
0 years, male, white, stage:Stage IIA, alive, 1456 days
17.7
TCGA-D5-6531-01A
0 years, male, white, stage:Stage IIA, alive, 540 days
17.6
TCGA-A6-A565-01A
0 years, female, black or african american, stage:Stage IIIC, dead, 494 days
17.6
TCGA-DM-A1DB-01A
0 years, male, white, stage:Stage IIA, dead, 1348 days
17.6
TCGA-CK-5913-01A
0 years, female, white, stage:Stage IIA, alive, 1561 days
17.5
TCGA-CM-6162-01A
0 years, female, white, stage:Stage IIIB, alive, 365 days
17.5
TCGA-A6-6648-01A
0 years, male, white, stage:Stage IVA, alive, 766 days
17.4
TCGA-QG-A5YW-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 896 days
17.4
TCGA-D5-5537-01A
0 years, male, white, stage:'--, dead, 1381 days
17.4
TCGA-CM-6170-01A
0 years, female, white, stage:Stage I, alive, 457 days
17.3
TCGA-CM-5861-01A
0 years, female, white, stage:Stage IIA, alive, 457 days
17.3
TCGA-AM-5820-01A
0 years, female, white, stage:Stage IVA, alive, 14 days
17.2
TCGA-5M-AATE-01A
0 years, male, black or african american, stage:Stage IIA, alive, 1200 days
17.2
TCGA-A6-3810-01A
0 years, male, white, stage:Stage IIA, alive, 1111 days
17.2
TCGA-CM-4744-01A
0 years, male, white, stage:Stage I, alive, 609 days
17.2
TCGA-CM-6163-01A
0 years, male, white, stage:Stage I, alive, 427 days
17.2
TCGA-AD-5900-01A
0 years, male, white, stage:Stage I, alive, 370 days
17.1
TCGA-A6-4105-01A
0 years, male, white, stage:Stage IIA, dead, 442 days
16.9
TCGA-D5-6539-01A
0 years, female, white, stage:'--, alive, 380 days
16.8
TCGA-G4-6293-01A
0 years, female, white, stage:Stage III, alive, 4051 days
16.7
TCGA-DM-A1D7-01A
0 years, male, white, stage:Stage IIA, dead, 405 days
16.7
TCGA-CM-5868-01A
0 years, female, white, stage:Stage IVA, alive, 518 days
16.7
TCGA-AZ-6608-01A
0 years, female, white, stage:Stage IIIA, dead, 59 days
16.7
TCGA-CM-6677-01A
0 years, female, white, stage:Stage IIA, alive, 337 days
16.6
TCGA-A6-6651-01A
0 years, female, white, stage:Stage IIIB, alive, 662 days
16.6
TCGA-A6-5659-01A
0 years, male, white, stage:Stage I, alive, 926 days
16.6
TCGA-G4-6626-01A
0 years, male, white, stage:Stage IIA, dead, 1 days
16.5
TCGA-AY-A8YK-01A
0 years, male, black or african american, stage:Stage IVA, alive, 573 days
16.5
TCGA-A6-A5ZU-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 293 days
16.1
TCGA-AA-3697-01A
0 years, male, stage:Stage II, alive, 2587 days
16.1
TCGA-A6-6140-01A
0 years, male, white, stage:Stage IIA, alive, 734 days
16.0
TCGA-AZ-6603-01A
0 years, female, white, stage:'--, dead, 899 days
15.8
TCGA-AZ-4323-01A
0 years, male, white, stage:Stage IV, dead, 43 days
15.8
TCGA-CM-4751-01A
0 years, male, white, stage:Stage IIIB, alive, 822 days
15.7
TCGA-G4-6310-01A
0 years, male, white, stage:Stage IIIB, alive, 1935 days
15.7
TCGA-A6-6782-01A
0 years, male, white, stage:Stage IIB, alive, 617 days
15.5
TCGA-DM-A0XD-01A
0 years, male, white, stage:Stage IIA, dead, 743 days
15.5
TCGA-DM-A285-01A
0 years, female, white, stage:Stage IV, dead, 179 days
15.5
TCGA-DM-A0X9-01A
0 years, female, white, stage:Stage IIA, alive, 3641 days
15.4
TCGA-G4-6306-01A
0 years, male, white, stage:'--, alive, 1359 days
15.3
TCGA-G4-6627-01A
0 years, male, white, stage:Stage IIA, alive, 2175 days
15.2
TCGA-D5-6535-01A
0 years, female, white, stage:Stage IIIB, alive, 460 days
15.1
TCGA-G4-6625-01A
0 years, female, white, stage:Stage IIA, alive, 2792 days
15.0
TCGA-G4-6315-01A
0 years, male, white, stage:Stage IV, alive, 1883 days
14.9
TCGA-F4-6809-01A
0 years, female, white, stage:Stage IVA, dead, 403 days
14.7
TCGA-AZ-5403-01A
0 years, male, white, stage:Stage II, dead, 1910 days
14.7
TCGA-CM-6679-01A
0 years, male, white, stage:Stage IIA, alive, 306 days
14.5
TCGA-CM-6164-01A
0 years, female, white, stage:Stage IIA, alive, 883 days
14.4
TCGA-D5-6929-01A
0 years, female, white, stage:Stage IV, alive, 408 days
14.4
TCGA-A6-2686-01A
0 years, female, white, stage:Stage IIA, dead, 1126 days
14.3
TCGA-G4-6294-01A
0 years, male, white, stage:Stage IV, dead, 858 days
14.2
TCGA-G4-6307-01A
0 years, female, white, stage:Stage IIIB, alive, 1674 days
14.2
TCGA-CM-5344-01A
0 years, female, white, stage:Stage IIIB, alive, 670 days
14.1
TCGA-CK-4950-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 2599 days
14.1
TCGA-CM-6675-01A
0 years, male, black or african american, stage:Stage IVB, alive, 397 days
14.1
TCGA-CM-5864-01A
0 years, male, white, stage:Stage I, alive, 457 days
13.8
TCGA-CM-6169-01A
0 years, male, black or african american, stage:Stage IIA, alive, 396 days
13.7
TCGA-NH-A8F7-01A
0 years, female, black or african american, stage:Stage IIA, alive, 543 days
13.6
TCGA-A6-5666-01A
0 years, male, white, stage:Stage IIC, alive, 995 days
13.5
TCGA-AA-3685-01A
0 years, male, stage:Stage II, alive, 1127 days
13.4
TCGA-AA-3511-01A
0 years, male, stage:Stage II, alive, 212 days
13.2
TCGA-G4-6321-01A
0 years, female, white, stage:Stage III, alive, 672 days
13.0
TCGA-AU-3779-01A
0 years, female, white, stage:Stage IIA, alive, 441 days
12.9
TCGA-D5-6534-01A
0 years, female, white, stage:Stage IIA, alive, 1316 days
12.8
TCGA-A6-2674-01A
0 years, male, white, stage:Stage IV, alive, 1331 days
12.8
TCGA-A6-6653-01A
0 years, male, white, stage:Stage I, alive, 742 days
12.7
TCGA-CM-5862-01A
0 years, male, white, stage:Stage IVA, dead, 153 days
12.6
TCGA-DM-A1D0-01A
0 years, female, white, stage:Stage IIA, alive, 3974 days
12.5
TCGA-AY-6196-01A
0 years, male, white, stage:Stage IIIC, alive, 6 days
12.5
TCGA-CM-5863-01A
0 years, female, white, stage:Stage IIIB, alive, 457 days
12.4
TCGA-G4-6323-01A
0 years, male, black or african american, stage:Stage IA, alive, 419 days
12.0
TCGA-D5-6532-01A
0 years, male, white, stage:Stage IIA, alive, 555 days
11.7
TCGA-DM-A1HA-01A
0 years, male, white, stage:Stage IIIC, alive, 2600 days
11.6
TCGA-A6-5667-01A
0 years, female, white, stage:Stage IIIB, alive, 887 days
11.4
TCGA-AA-3662-01A
0 years, female, stage:Stage IV, alive, 184 days
11.4
TCGA-A6-A567-01A
0 years, male, black or african american, stage:Stage IV, dead, 1881 days
11.3
TCGA-DM-A1D9-01A
0 years, female, white, stage:Stage IIA, alive, 4270 days
11.1
TCGA-NH-A6GC-01A
0 years, female, black or african american, stage:Stage IVB, alive, 389 days
10.7
TCGA-A6-6650-01A
0 years, female, black or african american, stage:Stage IIA, alive, 627 days
10.7
TCGA-G4-6322-01A
0 years, male, white, stage:Stage IIIB, alive, 792 days
10.6
TCGA-F4-6808-01A
0 years, female, white, stage:Stage I, alive, 1024 days
9.8
TCGA-AA-3526-01A
0 years, male, stage:Stage I, alive, 580 days
8.8
TCGA-AY-A54L-01A
0 years, female, black or african american, stage:Stage I, alive, 525 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.
MMS19 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
21.5
Number of samples
486
Samples
Sample
Description
TPM
U0179
0 years, male, NA, stage:T3N1M0, dead, 1043 days
49.9
U0203
0 years, male, NA, stage:T3N0M0, dead, 827 days
41.5
U1483
0 years, female, NA, stage:T3N0M0, alive, 1094 days
37.9
U0122
0 years, female, NA, stage:T2N0M0, dead, 159 days
36.4
U1045
0 years, female, NA, stage:T4N2M0, alive, 1239 days
35.6
U1204
0 years, male, NA, stage:T4N2M0, alive, 2214 days
35.3
U0292
0 years, male, NA, stage:T4N1M0, alive, 1666 days
35.3
U2843
0 years, female, NA, stage:T3N0M0, alive, 674 days
35.2
U0215
0 years, male, NA, stage:T3N0M0, alive, 1269 days
35.1
U2959
0 years, male, NA, stage:T3N2M0, alive, 536 days
34.4
U0111
0 years, male, NA, stage:T2N0M0, alive, 1117 days
34.3
U2891
0 years, male, NA, stage:T3N1M0, alive, 619 days
33.3
U1047
0 years, female, NA, stage:T4N2M0, alive, 3592 days
33.2
U2995
0 years, female, NA, stage:T3N1M0, alive, 491 days
33.2
U3000
0 years, female, NA, stage:T3N0M0, alive, 584 days
33.1
U2815
0 years, female, NA, stage:T3N0M0, alive, 717 days
32.9
U0091
0 years, male, NA, stage:T3N0M0, alive, 520 days
32.8
U0240
0 years, female, NA, stage:T3N1M0, dead, 800 days
32.8
U1018
0 years, male, NA, stage:T4N1M1, dead, 1693 days
32.6
U0263
0 years, female, NA, stage:T3N0M1, alive, 362 days
32.4
U2999
0 years, female, NA, stage:T2N0M0, alive, 581 days
32.1
U0898
0 years, female, NA, stage:T4aN0M0, dead, 340 days
32.0
U0161
0 years, male, NA, stage:T4N2M1, alive, 42 days
32.0
U0277
0 years, male, NA, stage:T2N1M0, alive, 270 days
31.9
U0185
0 years, male, NA, stage:T1N0M0, alive, 1248 days
31.7
U0262
0 years, female, NA, stage:T2N0M0, alive, 2534 days
31.5
U0103
0 years, female, NA, stage:T3N1M0, alive, 1197 days
31.0
U0472
0 years, male, NA, stage:TXN2M0, alive, 542 days
30.9
U0976
0 years, female, NA, stage:T3N2M0, dead, 97 days
30.7
U2958
0 years, female, NA, stage:T1N0M0, alive, 536 days
30.7
U0195
0 years, male, NA, stage:T3N0M0, alive, 3326 days
30.6
U1344
0 years, female, NA, stage:T3N1M0, alive, 1450 days
30.6
U1122
0 years, female, NA, stage:T3N2M0, alive, 1675 days
30.3
U0302
0 years, male, NA, stage:T1N0M0, alive, 892 days
30.2
U0186
0 years, female, NA, stage:T2N0M0, alive, 3726 days
30.1
U0290
0 years, male, NA, stage:T4N2M0, dead, 593 days
29.9
U2882
0 years, female, NA, stage:T3N1M0, alive, 637 days
29.7
U0162
0 years, female, NA, stage:T3N0M0, alive, 1488 days
29.6
U2942
0 years, male, NA, stage:T2N0M0, alive, 549 days
29.4
U3030
0 years, female, NA, stage:T3N0M0, alive, 380 days
29.4
U0350
0 years, female, NA, stage:T4N0M0, alive, 770 days
29.4
U1155
0 years, male, NA, stage:T4N1M0, alive, 1815 days
29.2
U1291
0 years, female, NA, stage:T3N0M0, alive, 2000 days
29.2
U1228
0 years, male, NA, stage:T3N0M0, alive, 1333 days
29.2
U0303
0 years, female, NA, stage:T3N0M0, alive, 2847 days
29.1
U0390
0 years, male, NA, stage:T3N1M0, alive, 871 days
29.0
U0348
0 years, female, NA, stage:T3N0M0, alive, 533 days
29.0
U0444
0 years, female, NA, stage:T4N1M0, alive, 1841 days
29.0
U0464
0 years, male, NA, stage:T3N0M0, alive, 918 days
28.7
U0933
0 years, male, NA, stage:T3N2M0, dead, 1960 days
28.6
U0217
0 years, female, NA, stage:T3N0M0, dead, 538 days
28.6
U1130
0 years, male, NA, stage:T2N1M0, alive, 913 days
28.3
U0967
0 years, male, NA, stage:T2N0M0, dead, 1691 days
28.3
U0104
0 years, female, NA, stage:T4N0M0, dead, 1639 days
28.3
U1346
0 years, female, NA, stage:T3N0M0, alive, 1137 days
28.2
U0127
0 years, female, NA, stage:T3N0M0, dead, 2753 days
28.2
U0394
0 years, male, NA, stage:T2N1M0, alive, 969 days
28.2
U0163
0 years, male, NA, stage:T4N0M0, alive, 697 days
28.2
U0254
0 years, female, NA, stage:T3N1M0, alive, 659 days
28.1
U1386
0 years, male, NA, stage:T3N1M0, alive, 1518 days
28.0
U1060
0 years, male, NA, stage:T3N0M0, alive, 2442 days
27.9
U0235
0 years, female, NA, stage:T3N0M0, alive, 1327 days
27.8
U0182
0 years, female, NA, stage:T4N1M0, dead, 260 days
27.7
U0131
0 years, female, NA, stage:T4N2M1, alive, 238 days
27.7
U1188
0 years, female, NA, stage:T3N0M0, dead, 967 days
27.7
U0447
0 years, male, NA, stage:T4N1M0, dead, 1819 days
27.7
U0379
0 years, male, NA, stage:T2N0M0, alive, 1819 days
27.6
U1235
0 years, female, NA, stage:T2N0M0, alive, 1319 days
27.5
U2782
0 years, male, NA, stage:T3N1M1, alive, 773 days
27.5
U0063
0 years, male, NA, stage:T1N0M0, dead, 1779 days
27.4
U0069
0 years, female, NA, stage:T4N2M0, dead, 135 days
27.4
U2803
0 years, male, NA, stage:T3N1M0, alive, 744 days
27.4
U0204
0 years, male, NA, stage:T3N0M0, dead, 770 days
27.3
U0589
0 years, female, NA, stage:T3N0M0, alive, 1176 days
27.1
U0004
0 years, female, NA, stage:T4N0M0, alive, 3649 days
27.1
U0106
0 years, female, NA, stage:T3N1M0, dead, 653 days
27.0
U0955
0 years, female, NA, stage:T3N0M0, alive, 2170 days
26.9
U1304
0 years, female, NA, stage:TXNXM0, alive, 1081 days
26.9
U0463
0 years, male, NA, stage:T3N0M0, alive, 946 days
26.9
U2889
0 years, male, NA, stage:T4N0M0, alive, 623 days
26.8
U2953
0 years, female, NA, stage:T4aN0M0, alive, 541 days
26.8
U0408
0 years, female, NA, stage:T4N0M0, dead, 2100 days
26.8
U0087
0 years, female, NA, stage:T3N2M0, dead, 337 days
26.6
U0440
0 years, female, NA, stage:T4N0M0, dead, 2743 days
26.6
U0451
0 years, female, NA, stage:T4N2M0, alive, 3023 days
26.5
U1049
0 years, female, NA, stage:T3N1M0, alive, 1200 days
26.5
U3008
0 years, female, NA, stage:T2N0M0, alive, 473 days
26.5
U0260
0 years, male, NA, stage:T1N0M1, alive, 2928 days
26.4
U0378
0 years, female, NA, stage:T4N1M0, dead, 815 days
26.4
U1392
0 years, male, NA, stage:T3N0M0, alive, 1513 days
26.4
U0336
0 years, female, NA, stage:T3N0M0, alive, 1100 days
26.3
U0267
0 years, male, NA, stage:T4N0M0, dead, 445 days
26.3
U0445
0 years, female, NA, stage:T3N0M0, alive, 1851 days
26.3
U0154
0 years, male, NA, stage:T3N0M0, alive, 820 days
26.2
U1421
0 years, female, NA, stage:T3N1M0, alive, 1905 days
26.1
U0416
0 years, male, NA, stage:T1N1M0, alive, 1228 days
25.9
U0399
0 years, female, NA, stage:T4N2M0, dead, 547 days
25.9
U0090
0 years, female, NA, stage:T3N0M0, dead, 1258 days
25.8
U1474
0 years, female, NA, stage:T1N0MX, alive, 2012 days
25.8
U3012
0 years, male, NA, stage:T3N0M0, alive, 472 days
25.7
U0426
0 years, male, NA, stage:T3N0M0, dead, 976 days
25.7
U0123
0 years, male, NA, stage:T3N0M0, dead, 1880 days
25.7
U0950
0 years, female, NA, stage:T4N1M0, alive, 1834 days
25.7
U0313
0 years, male, NA, stage:T4N1M0, dead, 1142 days
25.6
U0355
0 years, male, NA, stage:T4N1M0, dead, 1038 days
25.6
U0199
0 years, female, NA, stage:T4N2M0, alive, 1372 days
25.6
U0209
0 years, male, NA, stage:T3N1M0, alive, 2109 days
25.5
U3018
0 years, male, NA, stage:T4N1M0, alive, 463 days
25.5
U0460
0 years, female, NA, stage:T3N0M0, dead, 2069 days
25.5
U0256
0 years, male, NA, stage:T3N0M0, alive, 738 days
25.5
U0207
0 years, female, NA, stage:T3N0M0, dead, 2593 days
25.5
U0368
0 years, male, NA, stage:T2N0M0, alive, 801 days
25.4
U1258
0 years, male, NA, stage:T3N1M0, alive, 1373 days
25.2
U0231
0 years, female, NA, stage:T2N0M0, alive, 991 days
25.2
U0112
0 years, female, NA, stage:T3N0M1, alive, 551 days
25.2
U0413
0 years, male, NA, stage:T2N0M0, alive, 1228 days
25.0
U0072
0 years, male, NA, stage:T3N0M0, alive, 2772 days
24.9
U0250
0 years, female, NA, stage:T4N0M0, dead, 906 days
24.9
U0455
0 years, female, NA, stage:T3N2M0, alive, 2445 days
24.9
U0949
0 years, female, NA, stage:T3N0M1, dead, 594 days
24.8
U0441
0 years, female, NA, stage:T2N1M0, alive, 2738 days
24.8
U0253
0 years, female, NA, stage:T3N0M0, alive, 958 days
24.8
U0977
0 years, female, NA, stage:T4N2M0, dead, 140 days
24.8
U0459
0 years, female, NA, stage:T3N0M0, alive, 966 days
24.8
U2971
0 years, male, NA, stage:T4aN0M0, alive, 629 days
24.7
U0467
0 years, female, NA, stage:T3N0M0, alive, 1848 days
24.7
U1158
0 years, female, NA, stage:T3N1M0, alive, 721 days
24.7
U0328
0 years, male, NA, stage:T4N0M0, dead, 1362 days
24.7
U0239
0 years, male, NA, stage:T2N0M0, alive, 67 days
24.7
U0421
0 years, male, NA, stage:T3N1M0, alive, 674 days
24.7
U0312
0 years, female, NA, stage:T4N2M1, alive, 499 days
24.6
U0224
0 years, female, NA, stage:T3N0M0, alive, 2367 days
24.6
U0429
0 years, female, NA, stage:T3N0M1, alive, 1099 days
24.6
U0456
0 years, male, NA, stage:T4N0M0, dead, 2222 days
24.4
U0066
0 years, male, NA, stage:T3N0M0, dead, 2486 days
24.4
U0144
0 years, male, NA, stage:T3N0M0, alive, 1218 days
24.4
U0939
0 years, male, NA, stage:T3N1M0, alive, 2960 days
24.3
U2747
0 years, female, NA, stage:T4N1M0, dead, 54 days
24.3
U0340
0 years, female, NA, stage:T4N2M1, dead, 438 days
24.3
U0067
0 years, female, NA, stage:T3N0M0, alive, 2180 days
24.2
U0338
0 years, female, NA, stage:T3N0M0, alive, 1016 days
24.2
U0268
0 years, male, NA, stage:T3N0M0, alive, 2978 days
24.1
U1448
0 years, male, NA, stage:T3N0M1, dead, 1512 days
24.1
U1078
0 years, female, NA, stage:T3N0M0, alive, 1016 days
24.1
U0166
0 years, female, NA, stage:T3N0M0, alive, 763 days
24.0
U0189
0 years, female, NA, stage:T3N0M0, dead, 1823 days
24.0
U0938
0 years, female, NA, stage:T3N0M0, dead, 1231 days
24.0
U0999
0 years, male, NA, stage:T3N2M0, alive, 860 days
24.0
U0358
0 years, female, NA, stage:T4N1M0, alive, 2290 days
23.8
U0972
0 years, female, NA, stage:T1N0M0, alive, 2473 days
23.8
U0100
0 years, female, NA, stage:T3N0M0, dead, 1920 days
23.8
U0370
0 years, female, NA, stage:T3N0M0, alive, 1047 days
23.8
U0448
0 years, male, NA, stage:T3N2M0, alive, 3615 days
23.8
U0101
0 years, male, NA, stage:T3N1M1, alive, 1878 days
23.7
U0099
0 years, female, NA, stage:T3N0M0, dead, 986 days
23.7
U1253
0 years, female, NA, stage:T3N0M0, dead, 165 days
23.7
U1062
0 years, female, NA, stage:T4N0M0, alive, 1689 days
23.6
U2927
0 years, male, NA, stage:T3N1M0, alive, 564 days
23.6
U1075
0 years, female, NA, stage:T3N0M0, alive, 1290 days
23.6
U0105
0 years, female, NA, stage:T2N0M0, dead, 2158 days
23.6
U1252
0 years, female, NA, stage:T4N2M0, alive, 1309 days
23.6
U0183
0 years, male, NA, stage:T3N1M1, dead, 2957 days
23.5
U0152
0 years, male, NA, stage:T3N1M0, alive, 989 days
23.5
U0221
0 years, male, NA, stage:T3N0M0, alive, 569 days
23.5
U0110
0 years, female, NA, stage:T3N1M1, dead, 878 days
23.4
U3122
0 years, female, NA, stage:T3N0M1, dead, 91 days
23.4
U1069
0 years, female, NA, stage:T3N0M0, dead, 2187 days
23.3
U0384
0 years, male, NA, stage:T2N1M1, alive, 1024 days
23.3
U3022
0 years, male, NA, stage:T2N0M0, alive, 484 days
23.3
U0222
0 years, female, NA, stage:T3N2M1, alive, 1779 days
23.2
U0119
0 years, female, NA, stage:T3N0M0, alive, 3259 days
23.2
U1095
0 years, female, NA, stage:T3N1M1, alive, 2425 days
23.2
U0323
0 years, male, NA, stage:T2N0M0, dead, 1016 days
23.2
U0937
0 years, male, NA, stage:T2N0M0, dead, 1558 days
23.1
U0270
0 years, female, NA, stage:T1N0M0, alive, 2187 days
23.1
U0208
0 years, female, NA, stage:T3N1M0, dead, 1233 days
23.1
U0433
0 years, male, NA, stage:T4N1M1, dead, 440 days
23.1
U2837
0 years, female, NA, stage:T4N1M0, alive, 681 days
23.1
U2774
0 years, female, NA, stage:T3N0M0, alive, 783 days
23.1
U0387
0 years, male, NA, stage:T2N0M0, alive, 1327 days
23.0
U1208
0 years, female, NA, stage:T1N0M0, alive, 834 days
23.0
U0317
0 years, female, NA, stage:T3N2M0, alive, 3209 days
23.0
U3100
0 years, male, NA, stage:T3N1M0, dead, 1608 days
23.0
U2947
0 years, female, NA, stage:T3N0M0, alive, 543 days
23.0
U0363
0 years, male, NA, stage:T3N1M0, alive, 3601 days
22.9
U1436
0 years, female, NA, stage:T3N0M0, alive, 1745 days
22.9
U0446
0 years, male, NA, stage:T2N0M0, alive, 1446 days
22.9
U1327
0 years, female, NA, stage:T3N0M0, alive, 1613 days
22.9
U1473
0 years, female, NA, stage:T3N0M0, alive, 1553 days
22.8
U1022
0 years, male, NA, stage:T4N2M0, dead, 61 days
22.8
U3050
0 years, female, NA, stage:T3N0M0, alive, 407 days
22.8
U0129
0 years, male, NA, stage:T4N0M0, dead, 1265 days
22.8
U2819
0 years, female, NA, stage:T3N0M0, alive, 708 days
22.7
U0970
0 years, female, NA, stage:T4N1M0, alive, 939 days
22.7
U0960
0 years, male, NA, stage:T3N0M0, alive, 1009 days
22.7
U0170
0 years, male, NA, stage:T4N1M0, dead, 832 days
22.7
U2935
0 years, male, NA, stage:T4N1M0, alive, 555 days
22.7
U3005
0 years, male, NA, stage:T3N0M0, alive, 478 days
22.7
U3039
0 years, male, NA, stage:T4N1M1, dead, 366 days
22.6
U0269
0 years, female, NA, stage:T3N0M0, alive, 2530 days
22.5
U1007
0 years, male, NA, stage:T3N0M0, alive, 1333 days
22.5
U3024
0 years, female, NA, stage:T3N0M0, alive, 463 days
22.4
U3032
0 years, female, NA, stage:T3N1M0, alive, 449 days
22.4
U1032
0 years, male, NA, stage:T3N1M0, alive, 2113 days
22.4
U2753
0 years, female, NA, stage:T2N0M0, alive, 813 days
22.4
U0314
0 years, female, NA, stage:T1N0M0, dead, 2436 days
22.4
U0987
0 years, female, NA, stage:T3N0M0, alive, 2482 days
22.4
U0266
0 years, female, NA, stage:T3N1M0, dead, 2221 days
22.4
U0307
0 years, male, NA, stage:T3N0M0, alive, 2921 days
22.3
U1094
0 years, female, NA, stage:T4N1M0, alive, 1267 days
22.3
U2798
0 years, male, NA, stage:T3N0M0, alive, 751 days
22.2
U0377
0 years, female, NA, stage:T3N2M0, alive, 3720 days
22.2
U0121
0 years, male, NA, stage:T4N2M0, alive, 655 days
22.2
U2975
0 years, male, NA, stage:T4N1M0, alive, 514 days
22.1
U0389
0 years, female, NA, stage:T3N1M0, dead, 927 days
22.1
U0289
0 years, female, NA, stage:T3N0M0, alive, 3511 days
22.1
U0397
0 years, male, NA, stage:T4N0M0, alive, 1663 days
22.0
U0414
0 years, male, NA, stage:T3N0M0, alive, 1691 days
22.0
U0124
0 years, female, NA, stage:T1N0M0, alive, 2430 days
22.0
U0344
0 years, male, NA, stage:T2N1M0, dead, 818 days
21.9
U0375
0 years, male, NA, stage:T3N0M0, dead, 666 days
21.9
U0167
0 years, male, NA, stage:T3N1M0, alive, 1820 days
21.9
U1120
0 years, male, NA, stage:T4N1M1, alive, 823 days
21.9
U1349
0 years, female, NA, stage:T3N1M0, alive, 1899 days
21.8
U1034
0 years, male, NA, stage:T4N0M0, alive, 1575 days
21.8
U1429
0 years, female, NA, stage:T3N0M0, alive, 1660 days
21.7
U0300
0 years, male, NA, stage:T2N0M0, alive, 974 days
21.7
U3043
0 years, female, NA, stage:T3N2M0, alive, 287 days
21.7
U0168
0 years, male, NA, stage:T3N0M0, dead, 948 days
21.6
U2981
0 years, male, NA, stage:T3N0M0, alive, 508 days
21.6
U0382
0 years, female, NA, stage:T3N0M0, alive, 2550 days
21.6
U0125
0 years, female, NA, stage:T1N0M0, dead, 668 days
21.6
U2861
0 years, male, NA, stage:T3N0M0, alive, 652 days
21.6
U0218
0 years, female, NA, stage:T3N0M0, alive, 714 days
21.5
U1150
0 years, female, NA, stage:T3N0M0, alive, 15 days
21.5
U0420
0 years, male, NA, stage:T4N1M1, alive, 417 days
21.5
U0280
0 years, male, NA, stage:T3N1M1, alive, 2731 days
21.5
U0326
0 years, female, NA, stage:T3N0M0, alive, 3178 days
21.5
U1454
0 years, female, NA, stage:T3N0M0, alive, 393 days
21.5
U0319
0 years, male, NA, stage:T3N0M0, alive, 2801 days
21.5
U2902
0 years, female, NA, stage:T2N0M0, alive, 596 days
21.4
U0474
0 years, male, NA, stage:T3N1M0, alive, 1017 days
21.4
U0281
0 years, male, NA, stage:T3N2M0, alive, 933 days
21.3
U0383
0 years, male, NA, stage:T3N2M1, dead, 595 days
21.3
U0133
0 years, female, NA, stage:T3N0M0, alive, 773 days
21.3
U3037
0 years, male, NA, stage:T3N1M0, alive, 405 days
21.2
U0146
0 years, female, NA, stage:T3N2M0, dead, 733 days
21.2
U0381
0 years, male, NA, stage:T3N1M0, dead, 71 days
21.2
U0107
0 years, male, NA, stage:T3N0M0, dead, 2354 days
21.2
U0428
0 years, male, NA, stage:T4N1M1, alive, 1016 days
21.2
U0473
0 years, male, NA, stage:T3N1M0, alive, 786 days
21.1
U0252
0 years, male, NA, stage:T3N1M0, dead, 1761 days
21.1
U0229
0 years, female, NA, stage:TXN2M1, dead, 2115 days
21.1
U0245
0 years, female, NA, stage:T3N1M0, dead, 564 days
21.1
U0427
0 years, male, NA, stage:T2N0M0, alive, 1193 days
21.1
U1102
0 years, male, NA, stage:T2N0M0, alive, 1354 days
21.0
U0126
0 years, male, NA, stage:T3N0M0, dead, 2876 days
20.9
U1044
0 years, male, NA, stage:T4N0M0, alive, 3146 days
20.8
U1301
0 years, female, NA, stage:T4N2M0, dead, 877 days
20.8
U1040
0 years, male, NA, stage:T2N0M0, alive, 1029 days
20.8
U1067
0 years, male, NA, stage:T3N0M0, alive, 1570 days
20.8
U1074
0 years, male, NA, stage:T3N0M0, dead, 1043 days
20.8
U0149
0 years, female, NA, stage:T3N2M0, alive, 1715 days
20.7
U1338
0 years, female, NA, stage:T4N1M0, dead, 716 days
20.7
U1162
0 years, male, NA, stage:T2N1M0, dead, 354 days
20.7
U1073
0 years, female, NA, stage:T3N1M0, alive, 1359 days
20.7
U2896
0 years, female, NA, stage:T3N1M0, alive, 609 days
20.7
U0360
0 years, female, NA, stage:T3N0M0, dead, 1016 days
20.7
U1013
0 years, female, NA, stage:T2N1M0, alive, 1439 days
20.6
U1274
0 years, male, NA, stage:T2N1M0, alive, 1198 days
20.6
U0148
0 years, male, NA, stage:T3N0M0, alive, 1780 days
20.6
U0327
0 years, male, NA, stage:T4N0M0, alive, 833 days
20.6
U1017
0 years, male, NA, stage:T3N0M0, alive, 615 days
20.5
U0321
0 years, female, NA, stage:T3N0M0, alive, 1029 days
20.5
U0176
0 years, male, NA, stage:T3N1M0, alive, 2600 days
20.4
U1107
0 years, male, NA, stage:T3N0M0, alive, 329 days
20.4
U0396
0 years, male, NA, stage:T4N2M0, alive, 2243 days
20.4
U0288
0 years, male, NA, stage:T1N0M0, alive, 1513 days
20.4
U1046
0 years, female, NA, stage:T4N2M1, dead, 697 days
20.4
U1141
0 years, female, NA, stage:T4N1M1, dead, 596 days
20.4
U0136
0 years, female, NA, stage:T3N0M0, dead, 2795 days
20.3
U1352
0 years, male, NA, stage:T3N2M1, dead, 741 days
20.3
U1292
0 years, female, NA, stage:T4N1M0, alive, 1147 days
20.3
U2956
0 years, female, NA, stage:T3N0M0, alive, 540 days
20.3
U0180
0 years, male, NA, stage:T3N0M1, dead, 965 days
20.2
U0115
0 years, female, NA, stage:T3N0M0, dead, 1738 days
20.2
U1147
0 years, male, NA, stage:T3N0M0, dead, 282 days
20.2
U0398
0 years, female, NA, stage:T3N0M0, alive, 721 days
20.2
U3034
0 years, female, NA, stage:T3N1M0, alive, 443 days
20.1
U0934
0 years, female, NA, stage:T3N0M0, alive, 1185 days
20.1
U0308
0 years, male, NA, stage:T4N1M0, alive, 1075 days
20.1
U0376
0 years, male, NA, stage:T2N1M0, alive, 965 days
20.1
U0259
0 years, female, NA, stage:T4N2M0, alive, 76 days
20.0
U0117
0 years, female, NA, stage:T2N0M0, dead, 1078 days
19.9
U0108
0 years, female, NA, stage:T3N0M1, alive, 535 days
19.9
U1246
0 years, female, NA, stage:T3N0M0, alive, 1441 days
19.8
U0439
0 years, male, NA, stage:T3N1M0, alive, 1418 days
19.8
U0225
0 years, male, NA, stage:T3N1M0, alive, 581 days
19.8
U0385
0 years, male, NA, stage:T3N0M0, alive, 902 days
19.8
U1447
0 years, male, NA, stage:T4N1M0, alive, 988 days
19.8
U0403
0 years, male, NA, stage:T3N1M1, dead, 1809 days
19.7
U0113
0 years, male, NA, stage:T4N2M0, alive, 1102 days
19.7
U0352
0 years, female, NA, stage:T4N2M0, dead, 385 days
19.7
U0411
0 years, female, NA, stage:T3N1M0, alive, 1868 days
19.6
U1065
0 years, female, NA, stage:T3N2M0, alive, 2954 days
19.6
U1145
0 years, female, NA, stage:T3N0M0, dead, 445 days
19.5
U1241
0 years, male, NA, stage:T3N1M0, dead, 49 days
19.5
U1099
0 years, female, NA, stage:T3N0M0, alive, 2068 days
19.4
U0285
0 years, female, NA, stage:T3N0M0, alive, 2165 days
19.4
U0134
0 years, male, NA, stage:T3N0M0, alive, 2009 days
19.4
U0295
0 years, male, NA, stage:T3N0M0, dead, 2572 days
19.4
U0345
0 years, female, NA, stage:T3N0M0, alive, 2127 days
19.4
U2948
0 years, female, NA, stage:T3N1M0, alive, 543 days
19.3
U0181
0 years, female, NA, stage:T1N0M0, alive, 3623 days
19.2
U1213
0 years, female, NA, stage:T2N0M0, alive, 560 days
19.1
U0171
0 years, female, NA, stage:T3N1M0, dead, 1920 days
19.1
U0141
0 years, male, NA, stage:T3N2M0, alive, 2079 days
19.0
U1041
0 years, male, NA, stage:T2N0M0, alive, 1108 days
19.0
U2979
0 years, male, NA, stage:T3N2M0, alive, 616 days
19.0
U1037
0 years, male, NA, stage:T4N0M0, alive, 1658 days
19.0
U3051
0 years, male, NA, stage:T3N2M0, alive, 415 days
19.0
U1257
0 years, male, NA, stage:T3N0M0, alive, 833 days
19.0
U0590
0 years, female, NA, stage:T3N0M0, alive, 661 days
18.9
U0333
0 years, female, NA, stage:T3N2M0, dead, 1959 days
18.9
U0315
0 years, female, NA, stage:T2N0M0, alive, 1973 days
18.9
U3038
0 years, male, NA, stage:T3N0M0, alive, 328 days
18.9
U0165
0 years, female, NA, stage:T2N0M0, alive, 1702 days
18.9
U1031
0 years, male, NA, stage:T1N1M0, alive, 1625 days
18.8
U0465
0 years, male, NA, stage:T3N0M0, alive, 2383 days
18.8
U0157
0 years, male, NA, stage:T4N0M0, dead, 131 days
18.8
U0191
0 years, male, NA, stage:T3N1M0, alive, 900 days
18.7
U0297
0 years, female, NA, stage:T3N2M0, alive, 1196 days
18.7
U0211
0 years, female, NA, stage:T3N1M0, alive, 1236 days
18.7
U0153
0 years, female, NA, stage:T3N0M0, dead, 1718 days
18.7
U0991
0 years, male, NA, stage:T4N2M0, dead, 534 days
18.6
U0169
0 years, male, NA, stage:T4N2M0, alive, 616 days
18.6
U0142
0 years, female, NA, stage:T4N1M0, alive, 2340 days
18.6
U0287
0 years, female, NA, stage:T2N0M0, alive, 1897 days
18.6
U0102
0 years, female, NA, stage:T4N2M0, dead, 670 days
18.6
U0273
0 years, male, NA, stage:T2N1M0, alive, 2641 days
18.6
U0145
0 years, male, NA, stage:T3N1M1, alive, 623 days
18.5
U1369
0 years, male, NA, stage:T3N0M0, dead, 1604 days
18.5
U0401
0 years, male, NA, stage:T4N1M0, alive, 1715 days
18.5
U0320
0 years, female, NA, stage:T4N2M1, alive, 188 days
18.4
U1201
0 years, male, NA, stage:T3N2M0, alive, 1484 days
18.4
U0316
0 years, male, NA, stage:T3N2M0, alive, 2012 days
18.4
U1486
0 years, female, NA, stage:T4N0M0, alive, 1606 days
18.4
U0244
0 years, female, NA, stage:T3N1M0, alive, 3184 days
18.3
U1071
0 years, female, NA, stage:T4N0M1, alive, 1514 days
18.3
U1184
0 years, male, NA, stage:T4N1M0, alive, 290 days
18.3
U1276
0 years, male, NA, stage:T3N0M0, alive, 2474 days
18.2
U1129
0 years, male, NA, stage:T3N0M0, dead, 118 days
18.2
U1332
0 years, male, NA, stage:T3N0M0, alive, 1672 days
18.2
U1321
0 years, male, NA, stage:T3N1M0, alive, 2578 days
18.1
U0075
0 years, male, NA, stage:T3N0M0, dead, 3 days
18.0
U3048
0 years, male, NA, stage:T4N2M0, alive, 535 days
18.0
U0443
0 years, male, NA, stage:T3N0M0, alive, 1677 days
18.0
U0135
0 years, female, NA, stage:T3N0M0, alive, 1738 days
18.0
U1446
0 years, female, NA, stage:T3N0M0, alive, 2314 days
18.0
U1104
0 years, female, NA, stage:T4N0M0, alive, 1109 days
18.0
U1127
0 years, female, NA, stage:T3N0M0, alive, 3465 days
18.0
U0274
0 years, male, NA, stage:T3N0M0, dead, 1570 days
18.0
U0249
0 years, female, NA, stage:T4N2M0, dead, 874 days
17.9
U0369
0 years, female, NA, stage:T3N0M0, dead, 1095 days
17.9
U0198
0 years, male, NA, stage:T3N1M0, alive, 1272 days
17.9
U0367
0 years, female, NA, stage:T3N1M0, alive, 3075 days
17.8
U0354
0 years, male, NA, stage:T3N1M0, alive, 430 days
17.8
U0278
0 years, female, NA, stage:T2N0M0, alive, 763 days
17.8
U0068
0 years, female, NA, stage:T3N1M0, alive, 1991 days
17.8
U0882
0 years, male, NA, stage:T3N0M0, alive, 1675 days
17.7
U0083
0 years, male, NA, stage:T4N0M0, dead, 731 days
17.7
U2842
0 years, female, NA, stage:T4N2M0, alive, 675 days
17.7
U0158
0 years, male, NA, stage:T1N0M0, dead, 3101 days
17.7
U0094
0 years, female, NA, stage:T3N2M0, alive, 741 days
17.6
U0151
0 years, female, NA, stage:T3N0M0, alive, 2014 days
17.6
U0332
0 years, female, NA, stage:T3N0M0, alive, 2101 days
17.6
U0257
0 years, male, NA, stage:T3N1M0, dead, 2508 days
17.6
U2964
0 years, male, NA, stage:T3N1M0, alive, 637 days
17.4
U0357
0 years, female, NA, stage:T3N0M0, alive, 2285 days
17.4
U3025
0 years, male, NA, stage:T4N2M1, alive, 377 days
17.3
U0084
0 years, male, NA, stage:T3N0M0, dead, 1662 days
17.3
U0085
0 years, male, NA, stage:T4N1M0, dead, 1698 days
17.3
U3042
0 years, male, NA, stage:T3N0M0, alive, 324 days
17.3
U2754
0 years, male, NA, stage:T4N0M0, alive, 809 days
17.2
U1114
0 years, female, NA, stage:TXNXM1, dead, 473 days
17.2
U0227
0 years, female, NA, stage:T4N2M0, alive, 291 days
17.2
U0306
0 years, male, NA, stage:T3N1M0, dead, 717 days
17.1
U0309
0 years, female, NA, stage:T3N0M0, dead, 1898 days
17.1
U1160
0 years, male, NA, stage:T3N1M0, alive, 1557 days
17.1
U0373
0 years, female, NA, stage:T3N0M0, alive, 1822 days
17.1
U0915
0 years, female, NA, stage:T3N0M0, alive, 1613 days
17.1
U1343
0 years, female, NA, stage:T4N2M0, alive, 3178 days
17.0
U0089
0 years, female, NA, stage:T1NXM0, dead, 2365 days
17.0
U1212
0 years, female, NA, stage:T2N0M0, alive, 69 days
16.9
U1366
0 years, male, NA, stage:T3N1M0, alive, 2010 days
16.9
U0365
0 years, female, NA, stage:T4N1M0, dead, 313 days
16.8
U0362
0 years, male, NA, stage:T3N0M0, alive, 1148 days
16.8
U0082
0 years, female, NA, stage:T3N1M0, dead, 2339 days
16.8
U0233
0 years, female, NA, stage:T3N1M0, alive, 975 days
16.7
U1103
0 years, female, NA, stage:T4N2M0, alive, 975 days
16.7
U0095
0 years, male, NA, stage:T4N1M0, dead, 1034 days
16.7
U0200
0 years, female, NA, stage:T3N0M0, alive, 2614 days
16.6
U2856
0 years, female, NA, stage:T4N1M1, alive, 660 days
16.6
U1374
0 years, male, NA, stage:T4N0M0, alive, 827 days
16.5
U0435
0 years, female, NA, stage:T2N0M0, alive, 3616 days
16.5
U1250
0 years, male, NA, stage:T2N0M0, alive, 597 days
16.5
U0109
0 years, female, NA, stage:T4N2M1, alive, 144 days
16.4
U0210
0 years, male, NA, stage:T3N0M0, dead, 1800 days
16.4
U0347
0 years, female, NA, stage:T4N1M1, alive, 628 days
16.4
U0202
0 years, male, NA, stage:T3N0M0, dead, 2670 days
16.4
U0984
0 years, female, NA, stage:T4N0M0, alive, 1287 days
16.3
U1239
0 years, male, NA, stage:T2N0M0, dead, 1998 days
16.2
U3029
0 years, male, NA, stage:T2N0M0, alive, 475 days
16.0
U1396
0 years, female, NA, stage:T4N0M0, alive, 1168 days
16.0
U0246
0 years, female, NA, stage:T4N0M0, dead, 1192 days
16.0
U0908
0 years, female, NA, stage:T3N0M1, dead, 40 days
16.0
U0449
0 years, female, NA, stage:T3N0M0, alive, 1851 days
15.9
U0386
0 years, female, NA, stage:T4N1M1, alive, 2592 days
15.9
U0400
0 years, male, NA, stage:T4N0M0, dead, 1073 days
15.8
U0275
0 years, female, NA, stage:T3N2M0, alive, 549 days
15.8
U0966
0 years, male, NA, stage:T4N0M0, dead, 1513 days
15.8
U0392
0 years, male, NA, stage:T3N2M0, alive, 489 days
15.8
U0177
0 years, female, NA, stage:T3N0M0, alive, 355 days
15.8
U0196
0 years, male, NA, stage:T3N0M0, alive, 2086 days
15.8
U1303
0 years, male, NA, stage:T4N1M0, alive, 2283 days
15.7
U0916
0 years, female, NA, stage:T3N0M0, alive, 1578 days
15.6
U0318
0 years, male, NA, stage:T3N0M0, alive, 762 days
15.6
U0002
0 years, female, NA, stage:T3N2M0, alive, 3691 days
15.6
U0453
0 years, male, NA, stage:T3N0M0, alive, 2859 days
15.3
U1240
0 years, male, NA, stage:T4N0M0, alive, 765 days
15.2
U0156
0 years, female, NA, stage:T4N1M0, alive, 1573 days
15.2
U0424
0 years, male, NA, stage:T3N0M0, alive, 2192 days
14.8
U1220
0 years, male, NA, stage:T3N2M0, dead, 1953 days
14.8
U0081
0 years, male, NA, stage:T3N2M0, dead, 248 days
14.7
U1086
0 years, female, NA, stage:T1N0M0, alive, 2907 days
14.6
U0172
0 years, male, NA, stage:T4N0M0, dead, 678 days
14.6
U0143
0 years, male, NA, stage:T3N2M0, alive, 2313 days
14.6
U0404
0 years, female, NA, stage:T3N2M0, dead, 204 days
14.5
U0214
0 years, male, NA, stage:T4N1M1, alive, 788 days
14.4
U2792
0 years, male, NA, stage:T2N1M0, alive, 758 days
14.3
U2848
0 years, female, NA, stage:T4N2M0, alive, 669 days
14.3
U1111
0 years, female, NA, stage:T3N0M0, dead, 1631 days
14.3
U0442
0 years, male, NA, stage:T3N0M0, alive, 619 days
14.3
U2928
0 years, male, NA, stage:T2N0M0, alive, 563 days
14.1
U0092
0 years, male, NA, stage:T3N0M0, alive, 2779 days
14.1
U0335
0 years, female, NA, stage:T3N1M0, alive, 2464 days
14.0
U0247
0 years, female, NA, stage:T3N1M0, alive, 2538 days
14.0
U1472
0 years, female, NA, stage:T3N1M0, alive, 1316 days
14.0
U0469
0 years, male, NA, stage:T3N0M0, dead, 409 days
13.9
U1317
0 years, male, NA, stage:T4N1M0, alive, 965 days
13.8
U0942
0 years, male, NA, stage:T3N0M0, alive, 665 days
13.8
U1432
0 years, female, NA, stage:T3N1M0, alive, 577 days
13.8
U0187
0 years, male, NA, stage:T3N2M0, alive, 1632 days
13.8
U0223
0 years, male, NA, stage:T4N1M0, alive, 1812 days
13.7
U1264
0 years, female, NA, stage:T3N0M0, dead, 1583 days
13.7
U0471
0 years, female, NA, stage:T3N1M0, alive, 1673 days
13.6
U0078
0 years, female, NA, stage:T3N0M0, alive, 1183 days
13.2
U1347
0 years, female, NA, stage:T3N0M0, alive, 1401 days
13.2
U0361
0 years, male, NA, stage:T3N0M0, alive, 686 days
13.1
U0070
0 years, male, NA, stage:T1N0M0, dead, 1319 days
13.1
U0356
0 years, male, NA, stage:T4N1M0, alive, 536 days
13.0
U0349
0 years, male, NA, stage:T3N1M0, alive, 2682 days
12.9
U0462
0 years, female, NA, stage:T4N1M0, alive, 1017 days
12.8
U1401
0 years, female, NA, stage:T3N0M0, alive, 1482 days
12.8
U0993
0 years, male, NA, stage:T4N2M0, alive, 1267 days
12.8
U0098
0 years, male, NA, stage:T3N0M0, dead, 2473 days
12.7
U0236
0 years, male, NA, stage:T3N1M0, alive, 1842 days
12.7
U0450
0 years, female, NA, stage:T3N1M0, alive, 763 days
12.5
U0193
0 years, male, NA, stage:T3N1M0, dead, 876 days
12.5
U0438
0 years, female, NA, stage:T3N0M0, alive, 2009 days
12.2
U0178
0 years, female, NA, stage:T3N1M0, dead, 2096 days
11.9
U1251
0 years, male, NA, stage:T4N2M0, alive, 126 days
11.9
U0175
0 years, male, NA, stage:T3N2M0, alive, 1875 days
11.7
U1267
0 years, male, NA, stage:T3N1M0, dead, 2869 days
11.4
U0234
0 years, male, NA, stage:T1N1M0, alive, 990 days
10.9
U0436
0 years, male, NA, stage:T4N1M1, alive, 960 days
10.8
U1059
0 years, male, NA, stage:T3N1M0, alive, 2790 days
10.6
U2780
0 years, male, NA, stage:T3N0M0, alive, 778 days
10.6
U0342
0 years, male, NA, stage:T4N2M0, alive, 305 days
10.5
U1183
0 years, male, NA, stage:T4N2M0, alive, 959 days
10.5
U0929
0 years, male, NA, stage:T4N1M0, alive, 436 days
10.3
U1072
0 years, male, NA, stage:T1N0M0, alive, 1446 days
10.1
U0073
0 years, male, NA, stage:T4N0MX, dead, 318 days
8.6
U0248
0 years, male, NA, stage:T3N0M0, alive, 1870 days
3.8
U0074
0 years, female, NA, stage:T3N0M0, dead, 1438 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
MMS19 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
18.3
Number of samples
88
Samples
Sample
Description
TPM
TCGA-AH-6549-01A
0 years, male, white, stage:'--, alive, 532 days
30.6
TCGA-EI-6917-01A
0 years, male, white, stage:Stage IIIA, alive, 531 days
28.4
TCGA-AG-3731-01A
0 years, male, stage:Stage IV, alive, 1126 days
28.0
TCGA-F5-6861-01A
0 years, female, white, stage:Stage IIA, alive, 1160 days
27.9
TCGA-EI-6882-01A
0 years, male, white, stage:Stage IIA, alive, 262 days
26.7
TCGA-F5-6814-01A
0 years, male, white, stage:Stage IIA, alive, 1131 days
25.4
TCGA-DY-A1DE-01A
0 years, female, white, stage:Stage IIA, alive, 3932 days
24.6
TCGA-DT-5265-01A
0 years, male, asian, stage:Stage II, alive, 384 days
24.4
TCGA-EI-6885-01A
0 years, female, white, stage:Stage IV, alive, 415 days
24.2
TCGA-DC-6682-01A
0 years, male, white, stage:Stage IIA, alive, 762 days
23.8
TCGA-AH-6544-01A
0 years, male, white, stage:'--, alive, 1173 days
23.6
TCGA-AH-6643-01A
0 years, male, white, stage:Stage IIIC, dead, 1314 days
23.3
TCGA-EI-6507-01A
0 years, male, white, stage:Stage IIA, alive, 607 days
23.3
TCGA-AH-6903-01A
0 years, male, white, stage:Stage IIIB, alive, 592 days
22.9
TCGA-CI-6621-01A
0 years, male, white, stage:Stage IIIB, alive, 419 days
22.7
TCGA-DC-6155-01A
0 years, female, white, stage:Stage IIIA, alive, 425 days
22.2
TCGA-DC-6158-01A
0 years, male, white, stage:Stage I, dead, 334 days
22.1
TCGA-EI-6883-01A
0 years, male, white, stage:Stage IIC, alive, 350 days
22.0
TCGA-AF-A56N-01A
0 years, female, black or african american, stage:Stage IIA, alive, 360 days
21.7
TCGA-EI-6510-01A
0 years, female, white, stage:'--, alive, 556 days
21.4
TCGA-DC-4749-01A
0 years, male, white, stage:Stage I, alive, 762 days
21.3
TCGA-EI-7004-01A
0 years, female, white, stage:'--, alive, 257 days
21.3
TCGA-AG-3902-01A
0 years, male, stage:Stage IIA, alive, 974 days
21.2
TCGA-AH-6897-01A
0 years, male, white, stage:Stage I, alive, 804 days
21.1
TCGA-EI-6884-01A
0 years, male, white, stage:Stage IIIA, alive, 328 days
21.0
TCGA-G5-6641-01A
0 years, male, white, stage:Stage IIIA, alive, 804 days
20.9
TCGA-DY-A0XA-01A
0 years, female, white, stage:Stage IIA, alive, 3846 days
20.9
TCGA-G5-6233-01A
0 years, male, white, stage:'--, dead, 556 days
20.5
TCGA-AH-6644-01A
0 years, male, white, stage:'--, alive, 838 days
20.3
TCGA-EI-6881-01A
0 years, male, white, stage:Stage IIIA, alive, 499 days
20.2
TCGA-DC-6681-01A
0 years, female, white, stage:Stage IVA, alive, 790 days
20.1
TCGA-F5-6863-01A
0 years, female, white, stage:Stage IIIB, dead, 361 days
20.1
TCGA-DY-A1DG-01A
0 years, male, white, stage:Stage IVA, dead, 1566 days
19.8
TCGA-F5-6811-01A
0 years, female, white, stage:Stage IIA, alive, 979 days
19.8
TCGA-AF-2687-01A
0 years, male, white, stage:Stage IIIC, alive, 1427 days
19.8
TCGA-AF-2693-01A
0 years, male, white, stage:Stage I, alive, 1155 days
19.7
TCGA-AG-3742-01A
0 years, female, stage:Stage I, alive, 30 days
19.6
TCGA-F5-6864-01A
0 years, female, white, stage:Stage IIIB, alive, 379 days
19.2
TCGA-CI-6622-01A
0 years, male, white, stage:Stage IIB, alive, 1362 days
19.1
TCGA-CL-4957-01A
0 years, female, stage:'--, dead, 425 days
19.0
TCGA-DC-5869-01A
0 years, female, black or african american, stage:Stage IIIB, alive, 943 days
19.0
TCGA-AF-A56L-01A
0 years, female, black or african american, stage:Stage IIIC, alive, 2007 days
19.0
TCGA-CI-6620-01A
0 years, female, white, stage:Stage IVA, alive, 1009 days
18.9
TCGA-AF-3911-01A
0 years, male, white, stage:Stage IIIC, alive, 1148 days
18.8
TCGA-EI-6508-01A
0 years, female, white, stage:Stage IIIB, alive, 636 days
18.6
TCGA-DY-A1H8-01A
0 years, female, white, stage:Stage IIIA, dead, 992 days
18.4
TCGA-AF-5654-01A
0 years, female, white, stage:Stage I, dead, 512 days
18.3
TCGA-DC-6156-01A
0 years, male, white, stage:Stage IVA, alive, 943 days
18.3
TCGA-DY-A1DC-01A
0 years, female, white, stage:Stage IIA, dead, 1258 days
18.1
TCGA-F5-6464-01A
0 years, female, white, stage:Stage IIIC, dead, 303 days
18.0
TCGA-F5-6813-01A
0 years, male, white, stage:Stage IIIC, dead, 598 days
17.8
TCGA-EI-6506-01A
0 years, female, white, stage:Stage IIA, alive, 625 days
17.6
TCGA-F5-6702-01A
0 years, male, white, stage:Stage IVA, dead, 869 days
17.6
TCGA-G5-6235-01A
0 years, male, white, stage:Stage IIIB, alive, 1696 days
17.4
TCGA-AG-3732-01A
0 years, female, stage:Stage I, alive, 1003 days
17.2
TCGA-DC-4745-01A
0 years, female, white, stage:Stage IIIB, alive, 639 days
17.2
TCGA-CL-5917-01A
0 years, female, white, stage:Stage IIIC, alive, 2376 days
16.8
TCGA-DC-6154-01A
0 years, female, white, stage:Stage IVA, alive, 365 days
16.7
TCGA-EI-6509-01A
0 years, male, white, stage:Stage IIIC, alive, 517 days
16.6
TCGA-AF-6136-01A
0 years, female, white, stage:Stage IIIB, alive, 741 days
16.3
TCGA-F5-6465-01A
0 years, female, white, stage:Stage IIA, alive, 1506 days
16.2
TCGA-F5-6571-01A
0 years, female, white, stage:Stage IIA, alive, 1288 days
16.0
TCGA-AF-6655-01A
0 years, male, white, stage:Stage IIIA, alive, 609 days
15.6
TCGA-BM-6198-01A
0 years, male, white, stage:Stage IIIB, alive, 646 days
15.5
TCGA-DC-6160-01A
0 years, male, white, stage:Stage I, alive, 1339 days
15.3
TCGA-EI-6512-01A
0 years, female, white, stage:Stage IIIB, alive, 538 days
14.7
TCGA-EF-5831-01A
0 years, male, white, stage:Stage IIA, alive, 127 days
14.5
TCGA-AG-4022-01A
0 years, female, stage:Stage II, alive, 1400 days
14.3
TCGA-F5-6812-01A
0 years, male, white, stage:Stage IIA, alive, 1110 days
14.2
TCGA-EI-7002-01A
0 years, male, white, stage:Stage IV, alive, 364 days
14.1
TCGA-EF-5830-01A
0 years, male, white, stage:Stage IIB, alive, 106 days
14.0
TCGA-AH-6547-01A
0 years, female, white, stage:'--, dead, 76 days
13.4
TCGA-AF-4110-01A
0 years, male, white, stage:Stage IVA, alive, 912 days
13.3
TCGA-DC-5337-01A
0 years, male, white, stage:Stage I, alive, 792 days
13.3
TCGA-AF-6672-01A
0 years, male, white, stage:Stage IV, alive, 748 days
13.1
TCGA-AG-4021-01A
0 years, female, stage:Stage IV, dead, 121 days
12.9
TCGA-AF-A56K-01A
0 years, male, black or african american, stage:Stage IIA, alive, 2635 days
12.8
TCGA-EI-6514-01A
0 years, female, white, stage:Stage IIA, alive, 496 days
12.3
TCGA-DY-A1DD-01A
0 years, female, white, stage:Stage IIIB, dead, 1741 days
12.2
TCGA-EI-6513-01A
0 years, male, white, stage:Stage IIIB, alive, 497 days
11.9
TCGA-DC-6157-01A
0 years, male, black or african american, stage:Stage I, alive, 1581 days
11.8
TCGA-DC-6683-01A
0 years, male, white, stage:Stage IIIB, alive, 762 days
11.6
TCGA-G5-6572-01A
0 years, male, white, stage:'--, dead, 1432 days
11.2
TCGA-EI-6511-01A
0 years, male, white, stage:Stage IIIB, alive, 482 days
11.0
TCGA-AG-3592-01A
0 years, male, stage:Stage IIA, alive, 1035 days
10.8
TCGA-AF-2690-01A
0 years, female, white, stage:Stage IIIC, dead, 524 days
10.5
TCGA-AG-3591-01A
0 years, female, stage:Stage IIA, alive, 1035 days
10.2
TCGA-DY-A1DF-01A
0 years, female, white, stage:Stage IIIC, dead, 734 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.
MMS19 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
18.8
Number of samples
207
Samples
Sample
Description
TPM
U0852
0 years, male, NA, stage:T3N2M1, alive, 1651 days
36.6
U0776
0 years, male, NA, stage:T4N2M0, alive, 1702 days
33.3
U0814
0 years, female, NA, stage:T3N1M1, dead, 482 days
32.7
U0538
0 years, female, NA, stage:T3N1M0, alive, 1308 days
31.0
U3049
0 years, male, NA, stage:T2N0M0, alive, 533 days
30.1
U0030
0 years, female, NA, stage:T2N0M0, dead, 987 days
28.2
U0750
0 years, female, NA, stage:T3N2M0, dead, 1393 days
27.6
U0118
0 years, female, NA, stage:T3N2M0, dead, 350 days
27.5
U2836
0 years, male, NA, stage:T3N0M0, alive, 322 days
27.0
U0468
0 years, female, NA, stage:T3N0M0, alive, 1921 days
27.0
U0422
0 years, female, NA, stage:T3N2M1, dead, 1710 days
26.8
U0638
0 years, male, NA, stage:T2N0M0, alive, 1801 days
26.4
U0502
0 years, male, NA, stage:T4N1M0, alive, 1065 days
26.3
U0230
0 years, female, NA, stage:T1N1M0, alive, 3152 days
25.8
U0649
0 years, male, NA, stage:T2N0M0, alive, 1424 days
25.7
U0805
0 years, male, NA, stage:T3N1M1, dead, 731 days
25.6
U0415
0 years, male, NA, stage:T3N1M0, alive, 2526 days
25.4
U0120
0 years, female, NA, stage:T3N0M0, alive, 3233 days
24.9
U2943
0 years, male, NA, stage:T3N0M0, alive, 189 days
24.7
U0232
0 years, female, NA, stage:T2N0M0, dead, 994 days
24.7
U0216
0 years, male, NA, stage:T2N0M0, alive, 2684 days
24.7
U0096
0 years, female, NA, stage:T4N2M1, dead, 257 days
24.7
U0430
0 years, male, NA, stage:T3N2M0, dead, 2472 days
24.1
U0334
0 years, male, NA, stage:T3N1M0, alive, 3171 days
23.9
U0466
0 years, male, NA, stage:T3N0M0, alive, 1381 days
23.8
U0359
0 years, male, NA, stage:T3N2M0, dead, 2443 days
23.7
U0565
0 years, male, NA, stage:T4N1M0, alive, 1452 days
23.4
U2955
0 years, male, NA, stage:T3N1M0, alive, 181 days
23.4
U0484
0 years, male, NA, stage:T4N2M0, alive, 1275 days
23.3
U0374
0 years, female, NA, stage:T2N0M0, alive, 1067 days
23.3
U0351
0 years, female, NA, stage:T3N2M0, alive, 2886 days
23.3
U0264
0 years, male, NA, stage:T4N2M0, alive, 2020 days
23.3
U0258
0 years, male, NA, stage:T4N1M2, dead, 195 days
23.2
U0555
0 years, male, NA, stage:T3N2M0, alive, 2043 days
23.2
U0305
0 years, male, NA, stage:T3N1M0, alive, 2676 days
23.2
U0423
0 years, female, NA, stage:T4N2M0, alive, 2735 days
23.0
U0695
0 years, male, NA, stage:T3N0M0, alive, 566 days
22.9
U0294
0 years, male, NA, stage:T4N0M1, alive, 561 days
22.8
U0255
0 years, female, NA, stage:T3N2M0, dead, 1079 days
22.8
U2779
0 years, male, NA, stage:T3N0M0, alive, 419 days
22.8
U3023
0 years, female, NA, stage:T2N0M0, alive, 404 days
22.8
U0508
0 years, male, NA, stage:T3N1M0, alive, 1120 days
22.8
U0194
0 years, male, NA, stage:T3N1M0, alive, 680 days
22.7
U0284
0 years, male, NA, stage:T3N2M0, alive, 581 days
22.6
U0643
0 years, female, NA, stage:T2N1M0, dead, 1583 days
22.6
U0077
0 years, female, NA, stage:T2N0M0, dead, 588 days
22.5
U0174
0 years, male, NA, stage:T3N0M0, alive, 450 days
22.4
U0553
0 years, female, NA, stage:T3N2M0, alive, 1704 days
22.4
U0391
0 years, female, NA, stage:T3N0M0, alive, 1179 days
22.3
U0651
0 years, male, NA, stage:T3N0M0, alive, 1354 days
22.3
U0001
0 years, female, NA, stage:T3N0M0, alive, 3188 days
22.1
U0654
0 years, male, NA, stage:T3N2M0, alive, 1220 days
22.0
U0406
0 years, female, NA, stage:T4N2M1, dead, 778 days
22.0
U0114
0 years, male, NA, stage:T3N0M0, alive, 1910 days
21.8
U0658
0 years, male, NA, stage:T3N2M0, alive, 1108 days
21.8
U0079
0 years, male, NA, stage:T4N2M0, dead, 1891 days
21.6
U0605
0 years, male, NA, stage:T2N0M0, alive, 952 days
21.5
U0458
0 years, male, NA, stage:T3N2M0, alive, 1073 days
21.5
U0299
0 years, female, NA, stage:T4N2M0, alive, 43426 days
21.5
U0241
0 years, female, NA, stage:T2N1M0, alive, 552 days
21.5
U0578
0 years, male, NA, stage:T2N2M0, alive, 1724 days
21.4
U0304
0 years, male, NA, stage:T3N2M0, alive, 2065 days
21.4
U0603
0 years, male, NA, stage:T2N1M0, alive, 1904 days
21.2
U0138
0 years, male, NA, stage:T3N1M0, dead, 2472 days
21.2
U2972
0 years, male, NA, stage:T3N0M0, alive, 161 days
21.2
U2994
0 years, female, NA, stage:T4N1M0, alive, 132 days
21.0
U0492
0 years, male, NA, stage:T3N2M0, alive, 1114 days
21.0
U0418
0 years, male, NA, stage:T4N1M0, alive, 1246 days
21.0
U0159
0 years, female, NA, stage:T3N1M0, alive, 1517 days
20.9
U0325
0 years, male, NA, stage:T3N0M0, dead, 1947 days
20.9
U0132
0 years, male, NA, stage:T3N1M0, alive, 1798 days
20.8
U0282
0 years, male, NA, stage:T3N2M0, dead, 1869 days
20.8
U2991
0 years, female, NA, stage:T1N0M0, alive, 135 days
20.7
U0339
0 years, male, NA, stage:T3N2M0, alive, 2155 days
20.7
U0514
0 years, female, NA, stage:T2N2M0, alive, 2799 days
20.6
U0454
0 years, male, NA, stage:T3N1M0, alive, 2997 days
20.6
U0803
0 years, female, NA, stage:T3N1M1, dead, 495 days
20.4
U0173
0 years, male, NA, stage:T2N0M0, dead, 2375 days
20.3
U0657
0 years, female, NA, stage:T2N0M0, dead, 1109 days
20.3
U2761
0 years, female, NA, stage:T3N1M0, alive, 447 days
20.0
U0572
0 years, female, NA, stage:T3N1M0, alive, 2621 days
19.9
U0557
0 years, female, NA, stage:T3N2M0, alive, 2009 days
19.8
U0861
0 years, female, NA, stage:T4N2M1, dead, 184 days
19.8
U0405
0 years, male, NA, stage:T3N1M0, alive, 829 days
19.8
U0641
0 years, female, NA, stage:T3N0M0, dead, 1626 days
19.8
U2834
0 years, male, NA, stage:T3N1M0, alive, 323 days
19.7
U0343
0 years, female, NA, stage:T2N0M0, alive, 701 days
19.6
U0512
0 years, male, NA, stage:T3N0M0, alive, 2550 days
19.6
U0366
0 years, male, NA, stage:T3NXM1, alive, 895 days
19.6
U0380
0 years, male, NA, stage:T2N0M0, alive, 2155 days
19.4
U0539
0 years, male, NA, stage:T4N2M0, alive, 2017 days
19.2
U0137
0 years, male, NA, stage:T3N1M0, dead, 1799 days
19.2
U0637
0 years, male, NA, stage:T3N1M0, alive, 1997 days
19.1
U0238
0 years, male, NA, stage:T3N0M0, dead, 868 days
19.1
U0652
0 years, male, NA, stage:T3N0M0, alive, 1319 days
19.1
U0409
0 years, female, NA, stage:T3N1M0, alive, 934 days
19.0
U0581
0 years, female, NA, stage:T3N2M0, alive, 1660 days
18.9
U0228
0 years, male, NA, stage:T2N0M0, alive, 963 days
18.9
U0656
0 years, male, NA, stage:T3N2M0, alive, 1150 days
18.9
U0804
0 years, female, NA, stage:T3N2M1, dead, 380 days
18.9
U0434
0 years, male, NA, stage:T2N0M0, alive, 2558 days
18.7
U0584
0 years, male, NA, stage:T3N2M0, alive, 2705 days
18.6
U0519
0 years, male, NA, stage:T4N2M0, dead, 519 days
18.6
U0862
0 years, male, NA, stage:T4N2M1, dead, 1064 days
18.5
U0568
0 years, male, NA, stage:T4N1M0, alive, 1287 days
18.5
U0820
0 years, male, NA, stage:T3NXM1, dead, 622 days
18.4
U0558
0 years, female, NA, stage:T3N2M0, alive, 2011 days
18.4
U0293
0 years, male, NA, stage:T3N1M0, alive, 2717 days
18.3
U0192
0 years, male, NA, stage:T3N0M0, alive, 2081 days
18.3
U0485
0 years, male, NA, stage:T3N0M0, dead, 2737 days
18.2
U0371
0 years, female, NA, stage:T3N0M0, alive, 2688 days
18.2
U0494
0 years, male, NA, stage:T4N2M0, alive, 1290 days
18.2
U0809
0 years, female, NA, stage:T3N1M1, dead, 275 days
18.2
U0279
0 years, male, NA, stage:T2N1M0, dead, 176 days
18.1
U0498
0 years, female, NA, stage:T4N1M0, alive, 1906 days
18.0
U0532
0 years, male, NA, stage:T3N0M0, dead, 730 days
17.9
U0577
0 years, female, NA, stage:T3N2M0, alive, 2474 days
17.8
U0243
0 years, female, NA, stage:T3N2M0, alive, 2975 days
17.8
U2764
0 years, male, NA, stage:T3N2M0, alive, 440 days
17.8
U0848
0 years, male, NA, stage:T3N1M1, dead, 1185 days
17.7
U0686
0 years, female, NA, stage:T4bN0M0, dead, 123 days
17.7
U0562
0 years, female, NA, stage:T3N1M0, alive, 3092 days
17.6
U0545
0 years, male, NA, stage:T3N0M0, alive, 2340 days
17.6
U0212
0 years, male, NA, stage:T3N0M1, alive, 1330 days
17.6
U0155
0 years, male, NA, stage:T2N0M0, dead, 1672 days
17.5
U0086
0 years, female, NA, stage:T3N1M0, dead, 594 days
17.3
U0147
0 years, female, NA, stage:T3N0M0, dead, 2085 days
17.3
U0353
0 years, female, NA, stage:T1N0M0, alive, 2912 days
17.3
U0857
0 years, male, NA, stage:T4N2M1, dead, 954 days
17.2
U0694
0 years, male, NA, stage:T4N0M0, dead, 489 days
17.2
U0213
0 years, male, NA, stage:T3N1M0, alive, 3018 days
17.1
U0604
0 years, male, NA, stage:T3N1M0, alive, 1522 days
17.1
U0865
0 years, female, NA, stage:T3N1M1, dead, 856 days
17.1
U0322
0 years, male, NA, stage:T4N2M0, alive, 1694 days
17.0
U0470
0 years, female, NA, stage:T2N2M0, alive, 961 days
16.9
U0542
0 years, male, NA, stage:T3N2M0, dead, 1482 days
16.8
U0647
0 years, female, NA, stage:T3N0M0, alive, 1476 days
16.7
U0457
0 years, male, NA, stage:T3N0M0, alive, 833 days
16.7
U0579
0 years, female, NA, stage:T4aN0M0, alive, 2845 days
16.6
U0650
0 years, female, NA, stage:T2N2M0, alive, 1331 days
16.6
U0552
0 years, male, NA, stage:T3N2M0, alive, 1701 days
16.6
U0088
0 years, male, NA, stage:T3N1M1, dead, 260 days
16.6
U0648
0 years, female, NA, stage:T3N0M0, alive, 1415 days
16.5
U0324
0 years, female, NA, stage:T4N1M0, alive, 938 days
16.5
U0116
0 years, male, NA, stage:T3N1M0, dead, 930 days
16.4
U0713
0 years, male, NA, stage:T2N0M0, alive, 359 days
16.3
U0296
0 years, male, NA, stage:T3N0M0, alive, 2610 days
16.2
U0793
0 years, male, NA, stage:T3N1M1, dead, 195 days
16.2
U0561
0 years, female, NA, stage:T3N2M0, alive, 1577 days
16.1
U0402
0 years, female, NA, stage:T3N1M0, dead, 2487 days
16.1
U0535
0 years, female, NA, stage:T4N1M0, alive, 2473 days
16.0
U0595
0 years, male, NA, stage:T2N0M0, alive, 2535 days
16.0
U2960
0 years, male, NA, stage:T3N1M0, alive, 176 days
15.9
U0237
0 years, male, NA, stage:T3N1M0, alive, 2492 days
15.8
U0331
0 years, male, NA, stage:T3N1M1, dead, 906 days
15.5
U0663
0 years, female, NA, stage:T3N1M0, alive, 762 days
15.5
U0602
0 years, male, NA, stage:T2N0M0, alive, 1385 days
15.5
U0417
0 years, female, NA, stage:T3N2M1, dead, 893 days
15.3
U3047
0 years, male, NA, stage:T3N2M0, alive, 205 days
15.3
U0220
0 years, male, NA, stage:T2N0M0, alive, 1066 days
15.2
U0478
0 years, male, NA, stage:T4N2M0, alive, 2051 days
15.1
U0642
0 years, male, NA, stage:T3N0M0, alive, 1603 days
15.0
U0645
0 years, male, NA, stage:T3N0M0, alive, 1567 days
14.8
U0140
0 years, male, NA, stage:T3N2M0, alive, 2655 days
14.7
U0511
0 years, female, NA, stage:T3N0M0, dead, 2387 days
14.7
U0594
0 years, male, NA, stage:T3N0M0, alive, 2852 days
14.6
U0849
0 years, female, NA, stage:T4N0M1, dead, 267 days
14.5
U0271
0 years, female, NA, stage:T3N1M0, alive, 2414 days
14.4
U0242
0 years, male, NA, stage:T3N0M0, alive, 2950 days
14.3
U0251
0 years, male, NA, stage:T2N0M0, alive, 1906 days
14.3
U0298
0 years, male, NA, stage:T3N1M0, alive, 513 days
14.3
U0437
0 years, male, NA, stage:T1N1M0, alive, 849 days
14.2
U0802
0 years, male, NA, stage:T3N2M1, dead, 338 days
14.2
U0190
0 years, male, NA, stage:T3N0M0, alive, 2367 days
14.2
U0601
0 years, female, NA, stage:T4N1M0, alive, 1368 days
14.2
U0311
0 years, female, NA, stage:T3N1M0, alive, 1176 days
14.2
U0080
0 years, female, NA, stage:T3N0M0, dead, 489 days
14.0
U0587
0 years, male, NA, stage:T3N1M0, alive, 2107 days
14.0
U0707
0 years, male, NA, stage:T3N1M0, alive, 518 days
14.0
U0097
0 years, male, NA, stage:T3N0M1, dead, 2903 days
14.0
U0671
0 years, male, NA, stage:T3N1M0, dead, 785 days
13.6
U0534
0 years, female, NA, stage:T3N2M0, alive, 1361 days
13.6
U0329
0 years, male, NA, stage:T3N1M0, dead, 805 days
13.6
U0591
0 years, male, NA, stage:T2N0M0, alive, 1023 days
13.6
U0800
0 years, male, NA, stage:T3N2M1, dead, 411 days
13.5
U0205
0 years, female, NA, stage:T3N2M0, alive, 2984 days
13.4
U0556
0 years, male, NA, stage:T3N2M0, alive, 2037 days
13.3
U0276
0 years, male, NA, stage:T3N1M1, alive, 934 days
13.2
U0593
0 years, male, NA, stage:T4bN0M0, alive, 876 days
13.0
U0666
0 years, male, NA, stage:T3N1M0, alive, 709 days
13.0
U0388
0 years, male, NA, stage:T2N1M0, alive, 2186 days
12.8
U0431
0 years, female, NA, stage:T3N1M0, alive, 695 days
12.6
U0188
0 years, female, NA, stage:T3N1M0, alive, 2134 days
12.5
U0640
0 years, male, NA, stage:T2N0M0, alive, 1696 days
12.4
U0346
0 years, male, NA, stage:T4N2M0, alive, 1148 days
12.4
U0592
0 years, female, NA, stage:T2N0M0, dead, 670 days
12.1
U0497
0 years, female, NA, stage:T3N1M0, alive, 1414 days
11.8
U0364
0 years, female, NA, stage:T4N2M1, dead, 151 days
11.8
U0596
0 years, male, NA, stage:T3N0M0, alive, 2233 days
11.8
U0407
0 years, male, NA, stage:T3N1M0, dead, 2027 days
11.5
U0533
0 years, male, NA, stage:T3N2M0, alive, 2248 days
11.1
U0600
0 years, male, NA, stage:T3N1M0, alive, 1659 days
10.8
U0093
0 years, male, NA, stage:T3N2M0, dead, 1118 days
10.1
U0675
0 years, female, NA, stage:T4N1M0, dead, 89 days
10.1
U0128
0 years, female, NA, stage:T3N1M0, alive, 449 days
10.0
U0576
0 years, male, NA, stage:T3N2M0, alive, 2540 days
9.7
U0550
0 years, male, NA, stage:T3N2M0, alive, 2191 days
7.8
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COLON ADENOCARCINOMA - Protein relative expression (CPTAC)
Number of samples
197
Samples
Sample ID
Sample type
nRPX
8af80ae9-2088-4124-91fb-8d6c17_D3
Tumor
0.7
1f79fed9-f0d4-4c45-acd2-ea1441_D2
Normal
0.6
92f7419c-c57a-4b50-bdc9-4d09ca_D2
Tumor
0.5
41ee934e-f7a3-4ef5-8a83-e2ac56_D2
Tumor
0.5
5271982c-5de1-4d6e-b414-b1f3ef_D2
Tumor
0.4
b4e91300-405e-4239-b8da-5e1a42_D2
Tumor
0.4
dffcac99-9eac-4717-aeb6-f4a2e7_D8
Tumor
0.4
5da00abd-5fa7-4deb-95f1-7982e0_D3
Tumor
0.4
6e0d04fc-e6a8-41ed-b6f3-45537d_D2
Normal
0.4
b2400046-1d25-429d-a821-6040a6
Tumor
0.3
98742d96-cc2f-43f0-9de2-bc7afe_D3
Tumor
0.3
43192517-085e-450e-9481-0a6713_D3
Tumor
0.3
3d797911-d476-436f-9cce-33e20c_D8
Tumor
0.3
8960a27e-69d8-4ec8-a795-c6cf8a_D3
Tumor
0.3
067db520-1b1f-4569-9414-e37a6e_D2
Normal
0.3
8980bb9d-65c1-41cb-9f90-dddd5f_D2
Normal
0.3
b4dd4a04-5eda-43dd-8298-215b07_D3
Tumor
0.3
4b263734-430f-41dc-a296-8691f0_D3
Tumor
0.3
e1cd3d70-132b-452f-ba10-026721_D2
Tumor
0.3
0aef1fe8-ca61-4113-81d0-d82ee7_D2
Tumor
0.3
ea6df59d-5240-4927-b19d-d44590_D2
Tumor
0.3
642fc6c3-8d4a-4e3d-ad0a-cc088a_D2
Tumor
0.3
58a92726-4d1f-4e44-8938-52b97d_D3
Tumor
0.3
799893aa-d523-4a08-9ea7-611cca_D3
Tumor
0.3
d0511ea6-43c3-4c61-b08e-cf49b7_D3
Tumor
0.3
7cc7f69f-99f5-4b23-a9e0-ba0dc8_D8
Tumor
0.3
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Tumor
0.3
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Tumor
0.3
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Tumor
0.3
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Tumor
0.2
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Tumor
0.2
66b57abc-0d49-46bb-a390-0e11a9_D2
Tumor
0.2
5a3aa99d-ca10-45f6-939f-12392a_D2
Normal
0.2
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Tumor
0.2
1bf00d93-240f-47e8-8055-f546b0_D2
Normal
0.2
695b0b00-a86b-43c0-a6c8-50a840_D3
Tumor
0.2
21cab01c-e968-42cc-9651-1e53c0_D3
Tumor
0.2
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Normal
0.2
7bdfa5c9-d11f-4600-9c44-a87996_D2
Normal
0.2
573048dd-2502-40e0-8e8c-c41bb8_D3
Tumor
0.2
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Tumor
0.2
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Tumor
0.2
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Normal
0.2
411d9597-c785-4de5-b449-29a80d_D2
Normal
0.2
6797a69d-2f74-44b9-8147-cd4fac_D2
Normal
0.2
0f757044-9bc8-4ed4-90f3-e0a49a_D3
Tumor
0.2
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Tumor
0.2
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Normal
0.2
c9730cb4-b52c-4ca8-9652-4509d0_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
348f6009-e1be-44d2-a093-9ca844_D2
Normal
0.1
7fd2eea8-bf99-4f97-8b9e-fb703f_D2
Normal
0.1
5de06adb-e00d-4114-8d76-04bd30_D2
Normal
0.1
7fd386f0-e7f6-4ee1-9cd7-b3318a_D2
Normal
0.1
0d5554d1-1653-4589-a44f-43113e_D2
Normal
0.1
1ab06c24-ffc0-4323-a0cc-e9f5c5_D2
Tumor
0.1
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Normal
0.1
6b0a3188-d8ca-4d50-a377-a8fe4c_D2
Normal
0.1
bda3787a-1397-4716-bb17-4992a8_D2
Normal
0.1
87408d9e-4029-4e8f-b14c-8efc04_D3
Tumor
0.1
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Tumor
0.1
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Tumor
0.1
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Normal
0.1
820a3f08-5bb1-44b3-a133-ee167e_D2
Tumor
0.1
42216d99-e8ff-43c9-b6db-28c3a6_D3
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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Tumor
0.1
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Normal
0.1
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Tumor
0.1
211cbcef-cb1f-4c80-a1c8-a76d3c_D2
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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Tumor
0.1
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Normal
0.1
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Normal
0.1
9a6879b1-4f78-4ac6-9fca-dad049_D2
Normal
0.1
2cc46aec-6142-4fb9-aca5-c442b9_D2
Normal
0.1
853ecf90-71e6-4156-a56f-a34b65_D2
Normal
0.1
694e8df1-d9ee-473b-bec1-4f9237_D2
Normal
0.1
974e136f-7020-4a38-b9c1-094df9_D2
Normal
0.1
c1b66358-d103-493c-b8ec-92c43b_D1
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
0.1
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Normal
0.1
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Tumor
0.1
1fbb1add-4660-4ec1-b8c2-360f9f_D2
Normal
0.1
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Normal
0.1
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Tumor
0.1
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Tumor
0.1
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Normal
0.1
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Normal
0.0
8fab37a4-cdf9-4ce8-9081-7b9148_D2
Normal
0.0
b3696374-c6c0-49dd-833e-596e26_D2
Normal
0.0
02cde0c0-6840-495b-9b11-007d82_D2
Normal
0.0
2666323d-522f-4f0a-823c-ff8866_D2
Normal
0.0
5cf5e61d-21ff-4678-9126-14e9bb_D2
Normal
0.0
5e886f1c-8165-4232-9591-d80799_D2
Normal
0.0
154115ac-2ec2-439d-b55e-0464ee_D2
Normal
0.0
db3f5ad9-d14d-4126-a3e7-d80faa_D3
Tumor
0.0
16ac8458-5200-4302-9ad0-b311df_D2
Normal
0.0
a313f6ef-5994-4d49-9e66-c26911_D2
Normal
0.0
4c9dcc8c-ccdc-4336-8e23-107feb_D2
Normal
0.0
526c3664-5b9b-4a2b-a00e-a14623_D2
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
325b5314-6f3c-4d79-9b36-4e7ded_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
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Tumor
0.0
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Normal
0.0
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Normal
0.0
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Normal
0.0
41a04113-2061-4923-bca5-da586c_D2
Normal
0.0
63c1f7ac-b1ae-4c28-95aa-ce21e5_D2
Normal
0.0
46dfc1e4-0110-4d9f-888e-6a29ab_D2
Normal
0.0
7784e2e5-c0e1-4b85-8cc1-7faac8_D2
Normal
0.0
c307b7b0-534a-45fa-a420-35f773_D2
Normal
0.0
62627b73-1763-48bc-8eea-e5bd76_D2
Normal
0.0
79097be1-cd36-4a23-99d1-3d744f_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
01d1ffca-4235-4dfe-bf62-56f71d_D3
Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Tumor
0.0
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Normal
-0.1
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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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Normal
-0.1
65867ab1-5eab-44a8-b2bb-d27263_D2
Normal
-0.1
f6b1079b-9d67-4c63-b3d0-d562b5_D2
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
059a7065-3a5f-4eea-97e5-85ab01_D2
Normal
-0.1
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Normal
-0.1
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Tumor
-0.1
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Normal
-0.1
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Normal
-0.1
2b810478-7956-4a8b-870d-184859_D2
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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Normal
-0.1
cd6a4013-2958-44b9-a4f1-45c9e4_D2
Tumor
-0.1
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Normal
-0.1
d8805fa4-30f9-4417-907e-fdc50c_D2
Normal
-0.1
6e20c8e9-ab75-4996-9296-445b00_D2
Tumor
-0.1
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Tumor
-0.2
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Tumor
-0.2
cd3a9d59-bf13-48f3-ae97-bdbca4_D2
Normal
-0.2
3a17283c-a0f4-4514-956b-080d11_D2
Normal
-0.2
cd89ffbb-574a-4052-bd9a-00c890_D2
Tumor
-0.2
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Normal
-0.2
963fc8db-f412-4427-a198-23f660_D2
Normal
-0.2
87b0e853-43ea-4efb-8a22-dd221f_D2
Normal
-0.2
cbd0e774-c741-4753-9c9e-391a7d_D2
Normal
-0.2
8cc7e656-0152-4359-8566-0581c3
Tumor
-0.2
e74089a9-f78c-4ffe-8174-aef71b_D2
Normal
-0.2
377cdd37-d1bd-4042-997e-478a0f_D2
Normal
-0.2
b6b41ba2-6415-41aa-b5f5-4d47db_D2
Normal
-0.3
321fb3b2-ebb6-4ea5-b737-081264_D2
Tumor
-0.4
efee6bb9-69dd-46c2-85b3-b55962_D2
Normal
-0.4
0065bfd9-e1b9-43a8-9379-9658ba_D3
Tumor
-0.4
Show allShow less
COLORECTAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
