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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.
MYCT1 is not prognostic in Liver Hepatocellular Carcinoma (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
2.2
Number of samples
362
Samples
Sample
Description
TPM
TCGA-5R-AA1D-01A
0 years, female, white, stage:Stage IIIA, alive, 449 days
11.9
TCGA-DD-A4NS-01A
0 years, female, white, stage:Stage I, dead, 2456 days
8.2
TCGA-MR-A8JO-01A
0 years, male, white, stage:Stage I, alive, 330 days
7.8
TCGA-CC-5261-01A
0 years, male, asian, stage:Stage II, dead, 97 days
7.3
TCGA-DD-AAVW-01A
0 years, male, asian, stage:Stage I, alive, 2317 days
6.7
TCGA-FV-A3R3-01A
0 years, female, white, stage:Stage I, dead, 366 days
6.4
TCGA-DD-A4NB-01A
0 years, male, white, stage:Stage I, alive, 989 days
6.3
TCGA-BC-A10T-01A
0 years, male, white, stage:'--, dead, 837 days
6.2
TCGA-HP-A5N0-01A
0 years, female, stage:'--, dead, 752 days
6.1
TCGA-5C-A9VH-01A
0 years, male, white, stage:Stage I, alive, 322 days
5.5
TCGA-CC-A3MA-01A
0 years, male, asian, stage:Stage IIIA, dead, 303 days
5.5
TCGA-G3-A7M6-01A
0 years, female, white, stage:Stage I, alive, 632 days
5.5
TCGA-GJ-A3OU-01A
0 years, male, white, stage:Stage I, alive, 879 days
5.4
TCGA-G3-A25Y-01A
0 years, female, asian, stage:Stage I, dead, 452 days
5.3
TCGA-DD-A4ND-01A
0 years, female, white, stage:Stage I, alive, 2746 days
5.3
TCGA-DD-A1EI-01A
0 years, male, asian, stage:Stage I, alive, 183 days
5.2
TCGA-UB-AA0V-01A
0 years, female, white, stage:Stage I, alive, 314 days
5.2
TCGA-RC-A6M5-01A
0 years, female, white, stage:Stage IVA, alive, 15 days
5.1
TCGA-ED-A627-01A
0 years, male, white, stage:Stage I, alive, 423 days
5.0
TCGA-DD-A73C-01A
0 years, female, white, stage:Stage IIIA, alive, 701 days
4.9
TCGA-DD-A11C-01A
0 years, male, white, stage:Stage I, alive, 662 days
4.9
TCGA-2Y-A9H5-01A
0 years, female, white, stage:Stage I, dead, 555 days
4.8
TCGA-DD-AADW-01A
0 years, male, asian, stage:Stage I, alive, 587 days
4.8
TCGA-DD-AAVV-01A
0 years, male, asian, stage:Stage II, alive, 2455 days
4.6
TCGA-DD-AAD1-01A
0 years, female, asian, stage:Stage I, alive, 564 days
4.6
TCGA-HP-A5MZ-01A
0 years, male, stage:Stage I, dead, 91 days
4.5
TCGA-ED-A8O5-01A
0 years, female, asian, stage:Stage IIIA, alive, 406 days
4.5
TCGA-BC-A10X-01A
0 years, female, white, stage:Stage IIIA, dead, 770 days
4.5
TCGA-CC-5262-01A
0 years, male, asian, stage:Stage IIIC, dead, 103 days
4.4
TCGA-DD-AACN-01A
0 years, male, asian, stage:Stage I, alive, 1302 days
4.4
TCGA-BD-A3EP-01A
0 years, female, black or african american, stage:Stage I, alive, 409 days
4.3
TCGA-K7-A5RF-01A
0 years, male, white, stage:Stage I, alive, 631 days
4.2
TCGA-UB-AA0U-01A
0 years, male, white, stage:Stage II, alive, 327 days
4.1
TCGA-2Y-A9GX-01A
0 years, male, white, stage:Stage I, alive, 2442 days
4.1
TCGA-DD-AAVR-01A
0 years, male, asian, stage:Stage I, alive, 2513 days
4.1
TCGA-CC-A3M9-01A
0 years, male, asian, stage:Stage IIIA, dead, 300 days
4.1
TCGA-DD-AAEH-01A
0 years, male, asian, stage:Stage I, alive, 784 days
4.0
TCGA-FV-A2QR-01A
0 years, male, white, stage:Stage I, dead, 581 days
4.0
TCGA-5R-AAAM-01A
0 years, female, white, stage:Stage II, dead, 46 days
4.0
TCGA-DD-A114-01A
0 years, male, black or african american, stage:Stage II, dead, 1149 days
4.0
TCGA-UB-A7MD-01A
0 years, male, black or african american, stage:Stage I, dead, 52 days
4.0
TCGA-ED-A4XI-01A
0 years, male, asian, stage:Stage II, alive, 819 days
4.0
TCGA-DD-AADY-01A
0 years, female, asian, stage:Stage I, alive, 555 days
3.9
TCGA-BD-A3ER-01A
0 years, male, white, stage:Stage II, alive, 1115 days
3.9
TCGA-CC-5260-01A
0 years, female, asian, stage:Stage IIIC, dead, 87 days
3.9
TCGA-BC-A110-01A
0 years, female, black or african american, stage:'--, dead, 2116 days
3.9
TCGA-ED-A5KG-01A
0 years, female, asian, stage:Stage II, alive, 854 days
3.8
TCGA-2Y-A9GZ-01A
0 years, female, white, stage:Stage II, dead, 848 days
3.8
TCGA-CC-A5UC-01A
0 years, male, asian, stage:Stage IIIA, dead, 347 days
3.8
TCGA-CC-A7IH-01A
0 years, male, asian, stage:Stage IIIA, alive, 365 days
3.8
TCGA-ED-A7PX-01A
0 years, female, asian, stage:Stage II, alive, 6 days
3.7
TCGA-BC-A10R-01A
0 years, female, white, stage:'--, dead, 308 days
3.7
TCGA-2Y-A9H6-01A
0 years, female, white, stage:Stage I, alive, 357 days
3.7
TCGA-DD-AAD2-01A
0 years, male, asian, stage:Stage I, alive, 658 days
3.7
TCGA-5C-A9VG-01A
0 years, male, white, stage:Stage II, alive, 328 days
3.7
TCGA-BC-A112-01A
0 years, male, white, stage:'--, dead, 153 days
3.6
TCGA-DD-A4NV-01A
0 years, male, white, stage:Stage IIIA, alive, 2398 days
3.6
TCGA-DD-A3A9-01A
0 years, female, white, stage:Stage IVB, dead, 931 days
3.6
TCGA-CC-A8HS-01A
0 years, male, asian, stage:Stage IIIC, dead, 300 days
3.6
TCGA-DD-AAE2-01A
0 years, male, asian, stage:Stage I, alive, 638 days
3.5
TCGA-DD-AAD3-01A
0 years, male, asian, stage:Stage I, alive, 1295 days
3.4
TCGA-DD-AADA-01A
0 years, female, asian, stage:Stage I, alive, 1233 days
3.4
TCGA-BC-A10W-01A
0 years, male, asian, stage:'--, dead, 91 days
3.4
TCGA-WX-AA46-01A
0 years, male, white, stage:Stage II, alive, 756 days
3.4
TCGA-ED-A66X-01A
0 years, male, asian, stage:Stage IIIA, alive, 406 days
3.4
TCGA-DD-A4NJ-01A
0 years, female, white, stage:Stage II, alive, 928 days
3.4
TCGA-FV-A23B-01A
0 years, female, white, stage:Stage II, dead, 1852 days
3.3
TCGA-DD-A4NN-01A
0 years, female, white, stage:Stage I, dead, 899 days
3.3
TCGA-G3-A5SM-01A
0 years, male, white, stage:Stage II, alive, 520 days
3.3
TCGA-NI-A8LF-01A
0 years, male, white, stage:Stage I, alive, 799 days
3.3
TCGA-ZS-A9CF-01A
0 years, male, white, stage:Stage II, alive, 2412 days
3.2
TCGA-DD-A1EH-01A
0 years, male, white, stage:Stage III, alive, 1495 days
3.2
TCGA-ZP-A9D1-01A
0 years, female, white, stage:'--, alive, 21 days
3.2
TCGA-ED-A7XP-01A
0 years, female, asian, stage:Stage II, alive, 400 days
3.2
TCGA-DD-A118-01A
0 years, female, white, stage:Stage II, alive, 3437 days
3.2
TCGA-2Y-A9GV-01A
0 years, female, white, stage:Stage I, dead, 2532 days
3.1
TCGA-ZP-A9CY-01A
0 years, female, white, stage:'--, alive, 782 days
3.0
TCGA-DD-AAW2-01A
0 years, male, asian, stage:Stage I, alive, 1855 days
3.0
TCGA-DD-AAVP-01A
0 years, male, asian, stage:Stage I, alive, 2752 days
3.0
TCGA-DD-AACU-01A
0 years, male, asian, stage:Stage I, alive, 1567 days
3.0
TCGA-PD-A5DF-01A
0 years, female, white, stage:Stage IIIB, dead, 639 days
3.0
TCGA-DD-AAEE-01A
0 years, male, asian, stage:Stage I, alive, 810 days
3.0
TCGA-DD-AAE3-01A
0 years, male, asian, stage:Stage I, alive, 566 days
3.0
TCGA-MI-A75H-01A
0 years, male, white, stage:'--, alive, 747 days
2.9
TCGA-DD-AADV-01A
0 years, male, asian, stage:Stage I, alive, 574 days
2.9
TCGA-G3-AAV1-01A
0 years, male, asian, stage:Stage IIIC, dead, 359 days
2.9
TCGA-K7-AAU7-01A
0 years, male, white, stage:Stage II, alive, 359 days
2.9
TCGA-DD-AADP-01A
0 years, male, asian, stage:Stage I, alive, 458 days
2.9
TCGA-DD-A4NF-01A
0 years, male, white, stage:Stage I, alive, 942 days
2.9
TCGA-ZP-A9D2-01A
0 years, male, white, stage:'--, dead, 765 days
2.8
TCGA-XR-A8TD-01A
0 years, female, white, stage:Stage IIIB, alive, 1030 days
2.8
TCGA-G3-A3CH-01A
0 years, male, asian, stage:Stage IIIA, alive, 780 days
2.8
TCGA-ED-A7XO-01A
0 years, male, asian, stage:Stage IIIA, alive, 427 days
2.8
TCGA-ZP-A9CV-01A
0 years, male, white, stage:'--, dead, 1088 days
2.8
TCGA-2Y-A9GT-01A
0 years, male, white, stage:Stage I, dead, 1624 days
2.8
TCGA-ED-A97K-01A
0 years, male, asian, stage:Stage IIIA, alive, 6 days
2.8
TCGA-DD-AACH-01A
0 years, male, asian, stage:Stage II, dead, 195 days
2.8
TCGA-DD-AADC-01A
0 years, male, asian, stage:Stage I, dead, 425 days
2.8
TCGA-XR-A8TG-01A
0 years, male, white, stage:Stage I, alive, 898 days
2.8
TCGA-G3-A3CG-01A
0 years, male, white, stage:Stage I, alive, 673 days
2.8
TCGA-G3-A25V-01A
0 years, male, white, stage:Stage I, alive, 860 days
2.8
TCGA-DD-AAE4-01A
0 years, female, asian, stage:Stage I, alive, 608 days
2.7
TCGA-2Y-A9GS-01A
0 years, male, white, stage:'--, dead, 724 days
2.7
TCGA-DD-A1ED-01A
0 years, male, white, stage:Stage I, alive, 2301 days
2.7
TCGA-CC-A1HT-01A
0 years, male, asian, stage:Stage IIIA, dead, 101 days
2.7
TCGA-DD-A4NL-01A
0 years, male, white, stage:Stage I, alive, 1711 days
2.7
TCGA-LG-A9QC-01A
0 years, male, white, stage:Stage I, alive, 425 days
2.7
TCGA-BC-A3KF-01A
0 years, female, white, stage:Stage I, alive, 8 days
2.6
TCGA-GJ-A9DB-01A
0 years, male, white, stage:Stage I, dead, 67 days
2.6
TCGA-UB-A7ME-01A
0 years, male, asian, stage:Stage I, alive, 486 days
2.6
TCGA-ED-A82E-01A
0 years, female, asian, stage:Stage IIIA, alive, 408 days
2.6
TCGA-EP-A12J-01A
0 years, male, black or african american, stage:Stage I, alive, 570 days
2.6
TCGA-DD-AACA-01A
0 years, male, asian, stage:Stage I, alive, 2301 days
2.6
TCGA-DD-AAW0-01A
0 years, male, asian, stage:Stage I, alive, 2015 days
2.6
TCGA-DD-A1EG-01A
0 years, male, white, stage:Stage I, dead, 1372 days
2.6
TCGA-DD-A4NE-01A
0 years, female, white, stage:Stage IIIA, dead, 660 days
2.6
TCGA-KR-A7K0-01A
0 years, male, white, stage:Stage I, dead, 65 days
2.5
TCGA-G3-A25U-01A
0 years, female, asian, stage:Stage I, alive, 1636 days
2.5
TCGA-CC-5258-01A
0 years, male, asian, stage:Stage II, dead, 129 days
2.5
TCGA-DD-A115-01A
0 years, male, white, stage:Stage IIIA, dead, 2542 days
2.5
TCGA-DD-AAE7-01A
0 years, male, asian, stage:Stage I, alive, 644 days
2.5
TCGA-G3-AAV2-01A
0 years, male, white, stage:Stage I, alive, 372 days
2.5
TCGA-G3-A7M8-01A
0 years, male, asian, stage:Stage I, alive, 430 days
2.5
TCGA-G3-AAV4-01A
0 years, female, white, stage:Stage I, dead, 27 days
2.5
TCGA-DD-AAEK-01A
0 years, male, asian, stage:Stage II, alive, 1067 days
2.5
TCGA-MI-A75E-01A
0 years, male, white, stage:Stage IIIC, alive, 507 days
2.5
TCGA-CC-5263-01A
0 years, male, asian, stage:Stage IIIA, dead, 129 days
2.5
TCGA-DD-AAW3-01A
0 years, male, asian, stage:Stage I, alive, 1633 days
2.5
TCGA-DD-AADG-01A
0 years, male, asian, stage:Stage IIIA, alive, 1145 days
2.4
TCGA-DD-AAEG-01A
0 years, female, asian, stage:Stage I, alive, 719 days
2.4
TCGA-2Y-A9GW-01A
0 years, male, white, stage:Stage I, dead, 1271 days
2.4
TCGA-DD-A4NI-01A
0 years, male, white, stage:Stage II, alive, 816 days
2.4
TCGA-NI-A4U2-01A
0 years, male, white, stage:Stage IIIA, dead, 1791 days
2.4
TCGA-K7-A5RG-01A
0 years, male, black or african american, stage:Stage I, alive, 519 days
2.4
TCGA-ZS-A9CG-01A
0 years, male, white, stage:Stage II, alive, 341 days
2.4
TCGA-DD-A4NO-01A
0 years, male, white, stage:Stage I, alive, 2245 days
2.3
TCGA-XR-A8TE-01A
0 years, male, white, stage:Stage IIIA, alive, 925 days
2.3
TCGA-DD-AACK-01A
0 years, male, asian, stage:Stage I, alive, 9 days
2.3
TCGA-DD-AAVZ-01A
0 years, male, asian, stage:Stage I, alive, 1900 days
2.3
TCGA-FV-A3I1-01A
0 years, female, white, stage:Stage II, dead, 247 days
2.3
TCGA-ZP-A9CZ-01A
0 years, male, asian, stage:'--, alive, 706 days
2.3
TCGA-DD-A4NA-01A
0 years, female, white, stage:Stage IIIC, alive, 1008 days
2.2
TCGA-2Y-A9HB-01A
0 years, male, stage:Stage I, alive, 260 days
2.2
TCGA-CC-A7IK-01A
0 years, male, asian, stage:Stage IIIA, dead, 262 days
2.2
TCGA-DD-A3A6-01A
0 years, female, white, stage:Stage II, dead, 3258 days
2.2
TCGA-CC-A3MB-01A
0 years, male, asian, stage:Stage IIIA, dead, 315 days
2.2
TCGA-2Y-A9HA-01A
0 years, male, white, stage:Stage II, dead, 36 days
2.2
TCGA-DD-A113-01A
0 years, female, white, stage:Stage II, alive, 2425 days
2.1
TCGA-2Y-A9GU-01A
0 years, female, white, stage:Stage I, alive, 1939 days
2.1
TCGA-4R-AA8I-01A
0 years, male, white, stage:Stage II, dead, 262 days
2.1
TCGA-DD-AADK-01A
0 years, female, asian, stage:Stage II, alive, 1049 days
2.1
TCGA-BC-A69I-01A
0 years, male, white, stage:Stage I, alive, 387 days
2.1
TCGA-BC-A10S-01A
0 years, male, white, stage:'--, dead, 1423 days
2.1
TCGA-ZS-A9CD-01A
0 years, male, white, stage:Stage II, dead, 1386 days
2.1
TCGA-DD-A3A4-01A
0 years, male, white, stage:Stage IIIA, dead, 612 days
2.1
TCGA-CC-A7IE-01A
0 years, male, asian, stage:Stage IIIA, dead, 217 days
2.1
TCGA-EP-A3JL-01A
0 years, male, white, stage:Stage I, alive, 303 days
2.1
TCGA-DD-AADI-01A
0 years, female, asian, stage:Stage I, alive, 1085 days
2.0
TCGA-DD-A1EA-01A
0 years, male, asian, stage:Stage II, alive, 2415 days
2.0
TCGA-BC-A10Y-01A
0 years, male, white, stage:'--, dead, 711 days
2.0
TCGA-DD-AAEB-01A
0 years, male, asian, stage:Stage I, alive, 478 days
2.0
TCGA-DD-AADR-01A
0 years, male, asian, stage:Stage I, alive, 2028 days
2.0
TCGA-CC-A9FS-01A
0 years, male, asian, stage:Stage II, alive, 211 days
2.0
TCGA-DD-A4NP-01A
0 years, male, white, stage:Stage I, alive, 3308 days
2.0
TCGA-EP-A3RK-01A
0 years, male, white, stage:Stage IIIA, alive, 363 days
2.0
TCGA-DD-A1EB-01A
0 years, female, stage:Stage I, alive, 2017 days
2.0
TCGA-WQ-AB4B-01A
0 years, male, white, stage:Stage II, alive, 395 days
2.0
TCGA-DD-A3A5-01A
0 years, female, white, stage:Stage III, dead, 3125 days
2.0
TCGA-DD-A1EF-01A
0 years, female, white, stage:Stage I, dead, 394 days
2.0
TCGA-DD-AACT-01A
0 years, female, asian, stage:Stage I, alive, 1562 days
2.0
TCGA-DD-AAVQ-01A
0 years, male, asian, stage:Stage I, alive, 2728 days
2.0
TCGA-DD-AAVX-01A
0 years, male, asian, stage:Stage II, alive, 1718 days
2.0
TCGA-DD-AACZ-01A
0 years, female, asian, stage:Stage I, dead, 171 days
2.0
TCGA-DD-AAW1-01A
0 years, male, asian, stage:Stage IIIA, alive, 1989 days
1.9
TCGA-KR-A7K2-01A
0 years, male, white, stage:Stage I, alive, 829 days
1.9
TCGA-DD-A1EE-01A
0 years, male, white, stage:Stage IIIA, dead, 349 days
1.9
TCGA-G3-A5SK-01A
0 years, male, white, stage:Stage I, alive, 744 days
1.9
TCGA-CC-A5UD-01A
0 years, male, asian, stage:Stage IIIA, dead, 304 days
1.9
TCGA-XR-A8TC-01A
0 years, female, white, stage:Stage I, alive, 1339 days
1.9
TCGA-G3-A25T-01A
0 years, female, white, stage:Stage IIIA, alive, 1553 days
1.9
TCGA-FV-A2QQ-01A
0 years, male, white, stage:Stage I, alive, 729 days
1.9
TCGA-FV-A3R2-01A
0 years, male, white, stage:Stage I, dead, 194 days
1.9
TCGA-G3-A3CI-01A
0 years, male, white, stage:Stage I, alive, 180 days
1.9
TCGA-G3-A5SL-01A
0 years, male, white, stage:Stage II, alive, 621 days
1.9
TCGA-ED-A66Y-01A
0 years, female, asian, stage:Stage IIIA, dead, 296 days
1.9
TCGA-DD-AACW-01A
0 years, male, asian, stage:Stage I, alive, 1424 days
1.9
TCGA-DD-A73E-01A
0 years, male, white, stage:Stage I, alive, 44 days
1.9
TCGA-2Y-A9H4-01A
0 years, male, black or african american, stage:Stage I, alive, 1452 days
1.8
TCGA-DD-AA3A-01A
0 years, female, white, stage:Stage I, dead, 410 days
1.8
TCGA-DD-AACC-01A
0 years, male, asian, stage:Stage I, dead, 1685 days
1.8
TCGA-DD-AACY-01A
0 years, male, asian, stage:Stage I, alive, 1450 days
1.8
TCGA-DD-A39W-01A
0 years, female, white, stage:Stage III, dead, 827 days
1.8
TCGA-FV-A495-01A
0 years, female, white, stage:Stage II, alive, 1 days
1.8
TCGA-EP-A2KC-01A
0 years, male, black or african american, stage:Stage I, dead, 19 days
1.8
TCGA-CC-5264-01A
0 years, male, asian, stage:Stage IIIA, dead, 102 days
1.8
TCGA-DD-A4NR-01A
0 years, female, white, stage:Stage I, dead, 9 days
1.8
TCGA-DD-AAVS-01A
0 years, male, asian, stage:Stage I, alive, 1823 days
1.8
TCGA-O8-A75V-01A
0 years, male, stage:Stage I, alive, 538 days
1.8
TCGA-UB-A7MA-01A
0 years, female, white, stage:Stage II, alive, 848 days
1.8
TCGA-ZP-A9D0-01A
0 years, female, black or african american, stage:'--, alive, 1091 days
1.8
TCGA-FV-A3I0-01A
0 years, female, white, stage:Stage II, alive, 848 days
1.8
TCGA-G3-AAV7-01A
0 years, male, asian, stage:Stage II, alive, 361 days
1.7
TCGA-DD-AAC9-01A
0 years, male, asian, stage:Stage I, alive, 347 days
1.7
TCGA-BD-A2L6-01A
0 years, male, white, stage:'--, alive, 1363 days
1.7
TCGA-DD-A11D-01A
0 years, female, white, stage:Stage I, dead, 1560 days
1.7
TCGA-DD-AACF-01A
0 years, male, asian, stage:Stage I, dead, 365 days
1.7
TCGA-DD-AACS-01A
0 years, male, asian, stage:Stage I, alive, 1804 days
1.7
TCGA-CC-A7IF-01A
0 years, male, asian, stage:Stage IIIA, dead, 649 days
1.7
TCGA-BC-A10Q-01A
0 years, female, white, stage:'--, dead, 1135 days
1.7
TCGA-WX-AA44-01A
0 years, female, white, stage:Stage I, alive, 615 days
1.7
TCGA-DD-AAE0-01A
0 years, female, asian, stage:Stage IIIA, alive, 555 days
1.7
TCGA-2Y-A9H7-01A
0 years, female, white, stage:Stage I, alive, 1168 days
1.7
TCGA-CC-A3MC-01A
0 years, male, asian, stage:Stage IIIA, alive, 363 days
1.7
TCGA-DD-A11B-01A
0 years, male, white, stage:Stage I, dead, 14 days
1.6
TCGA-2Y-A9H9-01A
0 years, male, white, stage:Stage I, alive, 697 days
1.6
TCGA-DD-A73F-01A
0 years, female, white, stage:Stage I, alive, 1085 days
1.6
TCGA-G3-A6UC-01A
0 years, male, white, stage:Stage IIIB, alive, 671 days
1.6
TCGA-BC-A3KG-01A
0 years, female, white, stage:Stage II, alive, 680 days
1.6
TCGA-G3-AAUZ-01A
0 years, male, stage:Stage I, alive, 480 days
1.6
TCGA-DD-A39X-01A
0 years, female, white, stage:Stage I, dead, 1694 days
1.6
TCGA-DD-AAE1-01A
0 years, male, asian, stage:Stage I, alive, 552 days
1.6
TCGA-EP-A26S-01A
0 years, male, white, stage:Stage I, alive, 608 days
1.6
TCGA-DD-A4NK-01A
0 years, female, white, stage:Stage IIIA, dead, 1210 days
1.6
TCGA-G3-A5SJ-01A
0 years, male, white, stage:Stage I, alive, 698 days
1.6
TCGA-ED-A7PY-01A
0 years, female, asian, stage:Stage II, alive, 390 days
1.6
TCGA-DD-A1EL-01A
0 years, male, black or african american, stage:Stage II, dead, 415 days
1.6
TCGA-G3-A7M7-01A
0 years, male, white, stage:Stage I, alive, 361 days
1.6
TCGA-DD-A4NG-01A
0 years, male, white, stage:Stage IIIA, dead, 802 days
1.6
TCGA-DD-AACE-01A
0 years, male, asian, stage:Stage I, alive, 2184 days
1.6
TCGA-G3-A25Z-01A
0 years, male, asian, stage:Stage I, alive, 655 days
1.6
TCGA-RC-A7SK-01A
0 years, male, asian, stage:Stage I, alive, 472 days
1.6
TCGA-DD-A1EC-01A
0 years, female, white, stage:Stage I, alive, 602 days
1.5
TCGA-YA-A8S7-01A
0 years, male, white, stage:Stage IIIA, dead, 412 days
1.5
TCGA-DD-A73A-01A
0 years, male, white, stage:Stage I, alive, 728 days
1.5
TCGA-2Y-A9H2-01A
0 years, female, white, stage:Stage I, alive, 1731 days
1.5
TCGA-DD-A119-01A
0 years, male, asian, stage:Stage IV, dead, 223 days
1.5
TCGA-DD-AADB-01A
0 years, male, asian, stage:Stage I, alive, 1242 days
1.5
TCGA-DD-AACI-01A
0 years, male, asian, stage:Stage II, alive, 1618 days
1.5
TCGA-G3-A5SI-01A
0 years, male, asian, stage:Stage II, dead, 768 days
1.5
TCGA-ZP-A9D4-01A
0 years, female, white, stage:'--, alive, 395 days
1.5
TCGA-DD-AACD-01A
0 years, male, asian, stage:Stage I, dead, 381 days
1.5
TCGA-DD-AAC8-01A
0 years, male, asian, stage:Stage I, dead, 16 days
1.5
TCGA-BW-A5NO-01A
0 years, male, black or african american, stage:Stage IIIA, alive, 20 days
1.5
TCGA-CC-A7IJ-01A
0 years, male, asian, stage:Stage II, alive, 382 days
1.5
TCGA-5C-AAPD-01A
0 years, male, asian, stage:Stage II, alive, 20 days
1.5
TCGA-DD-AADJ-01A
0 years, female, asian, stage:Stage I, alive, 1066 days
1.5
TCGA-UB-A7MC-01A
0 years, male, white, stage:Stage IIIA, alive, 500 days
1.5
TCGA-QA-A7B7-01A
0 years, male, black or african american, stage:Stage II, alive, 94 days
1.5
TCGA-BC-A8YO-01A
0 years, female, white, stage:Stage IIIC, alive, 562 days
1.4
TCGA-DD-AAVY-01A
0 years, male, asian, stage:Stage IIIA, alive, 1970 days
1.4
TCGA-G3-A25X-01A
0 years, male, asian, stage:Stage II, alive, 1779 days
1.4
TCGA-DD-A3A8-01A
0 years, male, white, stage:Stage II, dead, 11 days
1.4
TCGA-DD-AADL-01A
0 years, male, asian, stage:Stage I, alive, 636 days
1.4
TCGA-DD-A3A2-01A
0 years, female, white, stage:Stage I, dead, 2131 days
1.4
TCGA-DD-A4NH-01A
0 years, female, white, stage:Stage IIIB, alive, 917 days
1.4
TCGA-LG-A6GG-01A
0 years, female, white, stage:Stage II, alive, 387 days
1.4
TCGA-DD-A116-01A
0 years, male, asian, stage:Stage IIIA, dead, 1622 days
1.3
TCGA-K7-A6G5-01A
0 years, male, white, stage:Stage I, alive, 512 days
1.3
TCGA-UB-A7MB-01A
0 years, male, white, stage:Stage II, alive, 601 days
1.3
TCGA-G3-A3CK-01A
0 years, male, asian, stage:Stage I, alive, 585 days
1.3
TCGA-XR-A8TF-01A
0 years, male, white, stage:Stage I, dead, 693 days
1.3
TCGA-2Y-A9H3-01A
0 years, male, white, stage:Stage II, alive, 1516 days
1.3
TCGA-DD-AACL-01A
0 years, female, asian, stage:Stage I, dead, 107 days
1.3
TCGA-MI-A75G-01A
0 years, male, white, stage:Stage II, alive, 698 days
1.3
TCGA-G3-AAV3-01A
0 years, female, white, stage:Stage II, alive, 412 days
1.3
TCGA-RC-A7S9-01A
0 years, female, asian, stage:Stage I, alive, 640 days
1.3
TCGA-T1-A6J8-01A
0 years, male, white, stage:'--, alive, 23 days
1.2
TCGA-KR-A7K8-01A
0 years, male, stage:Stage I, alive, 906 days
1.2
TCGA-DD-AAEI-01A
0 years, male, asian, stage:Stage I, alive, 1531 days
1.2
TCGA-ES-A2HS-01A
0 years, male, white, stage:Stage I, dead, 688 days
1.2
TCGA-DD-AAD8-01A
0 years, female, asian, stage:Stage I, alive, 1219 days
1.2
TCGA-ED-A459-01A
0 years, male, asian, stage:Stage II, alive, 910 days
1.2
TCGA-ED-A8O6-01A
0 years, female, asian, stage:Stage IIIA, dead, 56 days
1.2
TCGA-DD-AACO-01A
0 years, male, asian, stage:Stage I, alive, 1876 days
1.2
TCGA-FV-A496-01A
0 years, female, white, stage:Stage I, alive, 10 days
1.2
TCGA-RC-A7SH-01A
0 years, male, asian, stage:Stage II, alive, 468 days
1.1
TCGA-DD-AADS-01A
0 years, male, asian, stage:Stage I, alive, 474 days
1.1
TCGA-RC-A7SB-01A
0 years, male, asian, stage:Stage II, alive, 588 days
1.1
TCGA-DD-A73B-01A
0 years, female, white, stage:Stage I, dead, 283 days
1.1
TCGA-DD-AACV-01A
0 years, male, asian, stage:Stage I, alive, 1531 days
1.1
TCGA-G3-A7M9-01A
0 years, male, white, stage:Stage IIIB, dead, 56 days
1.0
TCGA-5R-AA1C-01A
0 years, male, white, stage:Stage II, alive, 520 days
1.0
TCGA-CC-A7II-01A
0 years, male, asian, stage:Stage IIIA, alive, 399 days
1.0
TCGA-EP-A2KB-01A
0 years, female, white, stage:Stage I, dead, 596 days
1.0
TCGA-WQ-A9G7-01A
0 years, female, white, stage:'--, alive, 30 days
1.0
TCGA-DD-AADD-01A
0 years, male, asian, stage:Stage I, alive, 1231 days
1.0
TCGA-MR-A520-01A
0 years, male, white, stage:Stage I, alive, 229 days
1.0
TCGA-G3-AAV0-01A
0 years, male, asian, stage:Stage I, alive, 476 days
1.0
TCGA-G3-A3CJ-01A
0 years, male, american indian or alaska native, stage:Stage II, alive, 594 days
1.0
TCGA-RC-A7SF-01A
0 years, male, asian, stage:Stage I, alive, 579 days
1.0
TCGA-BC-A10Z-01A
0 years, female, white, stage:Stage I, dead, 34 days
1.0
TCGA-DD-A73D-01A
0 years, female, white, stage:Stage II, alive, 693 days
0.9
TCGA-LG-A9QD-01A
0 years, male, white, stage:Stage IIIA, alive, 366 days
0.9
TCGA-CC-A8HT-01A
0 years, male, asian, stage:Stage IIIA, dead, 140 days
0.9
TCGA-ZS-A9CE-01A
0 years, female, white, stage:Stage II, alive, 1241 days
0.9
TCGA-CC-A8HU-01A
0 years, female, asian, stage:Stage IIIA, dead, 344 days
0.9
TCGA-DD-A1EK-01A
0 years, female, white, stage:Stage IVB, dead, 558 days
0.9
TCGA-DD-A39Z-01A
0 years, female, stage:Stage II, dead, 601 days
0.9
TCGA-DD-AADM-01A
0 years, male, asian, stage:Stage II, dead, 12 days
0.9
TCGA-3K-AAZ8-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 396 days
0.9
TCGA-DD-AADQ-01A
0 years, male, asian, stage:Stage II, alive, 436 days
0.8
TCGA-ED-A7PZ-01A
0 years, male, asian, stage:Stage II, alive, 6 days
0.8
TCGA-RG-A7D4-01A
0 years, male, black or african american, stage:Stage II, alive, 1098 days
0.8
TCGA-ES-A2HT-01A
0 years, male, black or african american, stage:Stage I, dead, 438 days
0.8
TCGA-DD-AADU-01A
0 years, male, asian, stage:Stage II, alive, 554 days
0.8
TCGA-DD-AACP-01A
0 years, male, asian, stage:Stage I, alive, 415 days
0.8
TCGA-CC-A7IG-01A
0 years, male, asian, stage:Stage II, dead, 299 days
0.8
TCGA-MI-A75I-01A
0 years, male, black or african american, stage:'--, alive, 630 days
0.8
TCGA-CC-A5UE-01A
0 years, male, asian, stage:Stage IIIB, dead, 272 days
0.8
TCGA-G3-A7M5-01A
0 years, male, asian, stage:Stage I, alive, 447 days
0.8
TCGA-CC-A8HV-01A
0 years, female, asian, stage:Stage II, dead, 279 days
0.7
TCGA-DD-AACB-01A
0 years, female, asian, stage:Stage I, alive, 2324 days
0.7
TCGA-UB-A7MF-01A
0 years, male, white, stage:Stage IIIA, dead, 214 days
0.7
TCGA-DD-AAEA-01A
0 years, male, asian, stage:Stage I, alive, 575 days
0.7
TCGA-DD-A39V-01A
0 years, male, white, stage:Stage II, dead, 643 days
0.7
TCGA-G3-AAV6-01A
0 years, female, white, stage:Stage IIIA, dead, 65 days
0.7
TCGA-2Y-A9H8-01A
0 years, female, white, stage:'--, dead, 633 days
0.7
TCGA-RC-A6M4-01A
0 years, female, white, stage:Stage IIIA, alive, 22 days
0.7
TCGA-DD-AACQ-01A
0 years, male, asian, stage:Stage II, dead, 432 days
0.7
TCGA-2Y-A9H1-01A
0 years, male, white, stage:Stage I, dead, 1229 days
0.6
TCGA-DD-AACX-01A
0 years, male, asian, stage:Stage II, alive, 170 days
0.6
TCGA-G3-AAV5-01A
0 years, male, white, stage:Stage II, alive, 354 days
0.6
TCGA-CC-A7IL-01A
0 years, male, asian, stage:Stage IIIA, dead, 278 days
0.6
TCGA-DD-AACJ-01A
0 years, male, asian, stage:Stage II, alive, 2102 days
0.6
TCGA-DD-AADF-01A
0 years, female, asian, stage:Stage I, dead, 115 days
0.6
TCGA-DD-A3A3-01A
0 years, male, asian, stage:Stage I, dead, 535 days
0.6
TCGA-CC-A123-01A
0 years, female, asian, stage:Stage IIIA, alive, 219 days
0.6
TCGA-FV-A4ZQ-01A
0 years, male, white, stage:Stage I, alive, 12 days
0.6
TCGA-RC-A6M6-01A
0 years, male, white, stage:Stage II, alive, 9 days
0.6
TCGA-DD-AAE9-01A
0 years, male, asian, stage:Stage I, alive, 722 days
0.6
TCGA-EP-A2KA-01A
0 years, female, white, stage:Stage IIIA, dead, 627 days
0.5
TCGA-DD-AAD5-01A
0 years, male, asian, stage:Stage I, alive, 1345 days
0.5
TCGA-DD-A73G-01A
0 years, female, white, stage:Stage I, alive, 3478 days
0.5
TCGA-DD-AAD6-01A
0 years, male, asian, stage:Stage IIIA, alive, 672 days
0.5
TCGA-GJ-A6C0-01A
0 years, female, white, stage:Stage II, dead, 31 days
0.5
TCGA-WX-AA47-01A
0 years, female, white, stage:Stage IIIA, dead, 556 days
0.5
TCGA-BC-A69H-01A
0 years, male, white, stage:Stage II, alive, 444 days
0.5
TCGA-CC-5259-01A
0 years, female, asian, stage:Stage IIIC, alive, 250 days
0.5
TCGA-2Y-A9GY-01A
0 years, female, white, stage:Stage II, dead, 757 days
0.5
TCGA-DD-A4NQ-01A
0 years, male, white, stage:Stage II, dead, 373 days
0.5
TCGA-DD-AACG-01A
0 years, male, asian, stage:Stage II, dead, 469 days
0.4
TCGA-DD-A1EJ-01A
0 years, female, white, stage:Stage IIIC, dead, 1005 days
0.4
TCGA-DD-AAD0-01A
0 years, female, asian, stage:Stage I, alive, 137 days
0.4
TCGA-DD-A39Y-01A
0 years, male, asian, stage:Stage I, dead, 171 days
0.4
TCGA-DD-AAE6-01A
0 years, female, asian, stage:Stage I, alive, 141 days
0.4
TCGA-KR-A7K7-01A
0 years, female, white, stage:Stage II, alive, 951 days
0.4
TCGA-G3-A25S-01A
0 years, male, white, stage:Stage I, dead, 416 days
0.4
TCGA-WJ-A86L-01A
0 years, female, white, stage:Stage I, alive, 345 days
0.3
TCGA-MI-A75C-01A
0 years, male, white, stage:Stage I, alive, 291 days
0.3
TCGA-BC-A217-01A
0 years, female, white, stage:Stage II, dead, 1397 days
0.3
TCGA-BC-A216-01A
0 years, female, white, stage:Stage IIIA, alive, 1351 days
0.3
TCGA-DD-A3A7-01A
0 years, male, stage:Stage IIIB, dead, 419 days
0.3
TCGA-FV-A4ZP-01A
0 years, male, white, stage:Stage IIIA, dead, 2486 days
0.3
TCGA-DD-A3A1-01A
0 years, male, stage:Stage IIIA, dead, 233 days
0.3
TCGA-2Y-A9H0-01A
0 years, male, white, stage:Stage IIIA, alive, 3675 days
0.3
TCGA-DD-AAVU-01A
0 years, male, asian, stage:Stage II, alive, 2202 days
0.3
TCGA-DD-AADO-01A
0 years, male, asian, stage:Stage I, alive, 453 days
0.3
TCGA-CC-A9FW-01A
0 years, male, asian, stage:Stage IIIA, alive, 248 days
0.2
TCGA-BC-A10U-01A
0 years, male, white, stage:'--, dead, 837 days
0.2
TCGA-DD-AAED-01A
0 years, male, asian, stage:Stage I, alive, 763 days
0.2
TCGA-DD-AADN-01A
0 years, male, asian, stage:Stage I, alive, 898 days
0.2
TCGA-BC-A5W4-01A
0 years, male, white, stage:Stage IIIA, dead, 547 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.
MYCT1 is potential prognostic, high expression is favorable in Liver Hepatocellular Carcinoma (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
2.8
Number of samples
231
Samples
Sample
Description
TPM
DO50800
0 years, male, NA, stage:2, alive, 510 days
16.1
DO45103
0 years, male, NA, stage:3, alive, 450 days
13.6
DO23530
0 years, male, NA, stage:4, dead, 180 days
12.1
DO45135
0 years, male, NA, stage:1, alive, 1410 days
9.7
DO45249
0 years, male, NA, stage:1, alive, 630 days
9.6
DO23551
0 years, male, NA, stage:3, dead, 150 days
9.2
DO48728
0 years, female, NA, stage:2, alive, 150 days
9.1
DO45261
0 years, male, NA, stage:3, alive, 990 days
9.0
DO48720
0 years, female, NA, stage:2, alive, 570 days
7.6
DO45141
0 years, male, NA, stage:2, alive, 1320 days
7.2
DO23523
0 years, male, NA, stage:3, alive, 1080 days
7.0
DO45201
0 years, male, NA, stage:1, alive, 900 days
6.9
DO23547
0 years, male, NA, stage:1, alive, 1020 days
6.7
DO45247
0 years, female, NA, stage:2, alive, 210 days
6.2
DO45233
0 years, male, NA, stage:3, alive, 900 days
6.0
DO45095
0 years, male, NA, stage:2, alive, 1620 days
5.9
DO23535
0 years, male, NA, stage:1, alive, 960 days
5.9
DO45251
0 years, female, NA, stage:2, alive, 900 days
5.9
DO45177
0 years, female, NA, stage:3, alive, 1260 days
5.8
DO48672
0 years, male, NA, stage:2, alive, 450 days
5.7
DO45283
0 years, male, NA, stage:3, alive, 510 days
5.6
DO45157
0 years, male, NA, stage:2, alive, 1980 days
5.5
DO48759
0 years, male, NA, stage:3, alive, 720 days
5.5
DO48700
0 years, female, NA, stage:2, alive, 810 days
5.4
DO50815
0 years, male, NA, stage:3, alive, 150 days
5.2
DO50803
0 years, female, NA, stage:1, alive, 540 days
5.2
DO45203
0 years, female, NA, stage:2, alive, 1170 days
5.1
DO23531
0 years, female, NA, stage:3, alive, 900 days
5.0
DO45165
0 years, male, NA, stage:2, alive, 690 days
5.0
DO45139
0 years, male, NA, stage:3, alive, 1320 days
5.0
DO45153
0 years, female, NA, stage:2, alive, 1380 days
5.0
DO45273
0 years, male, NA, stage:2, alive, 480 days
4.6
DO50774
0 years, female, NA, stage:2, alive, 720 days
4.6
DO48717
0 years, male, NA, stage:4, dead, 180 days
4.4
DO45223
0 years, male, NA, stage:4, alive, 1020 days
4.2
DO50805
0 years, male, NA, stage:2, alive, 690 days
4.1
DO23546
0 years, male, NA, stage:2, alive, 1050 days
4.0
DO50778
0 years, male, NA, stage:4, alive, 630 days
4.0
DO45213
0 years, male, NA, stage:1, alive, 1200 days
4.0
DO23527
0 years, male, NA, stage:1, alive, 1050 days
3.9
DO45109
0 years, male, NA, stage:2, alive, 1590 days
3.9
DO48712
0 years, male, NA, stage:2, alive, 810 days
3.9
DO50809
0 years, male, NA, stage:3, dead, 720 days
3.9
DO23550
0 years, male, NA, stage:1, alive, 990 days
3.9
DO45225
0 years, male, NA, stage:1, alive, 1050 days
3.9
DO23528
0 years, female, NA, stage:2, alive, 1020 days
3.8
DO45253
0 years, male, NA, stage:2, alive, 870 days
3.8
DO48733
0 years, male, NA, stage:2, alive, 600 days
3.8
DO23514
0 years, male, NA, stage:2, alive, 1290 days
3.8
DO50819
0 years, female, NA, stage:2, alive, 510 days
3.7
DO48716
0 years, male, NA, stage:2, alive, 720 days
3.7
DO45229
0 years, male, NA, stage:1, alive, 990 days
3.7
DO45235
0 years, female, NA, stage:1, alive, 900 days
3.6
DO23541
0 years, male, NA, stage:2, alive, 930 days
3.6
DO227801
0 years, female, NA, stage:1, alive, 660 days
3.6
DO45241
0 years, male, NA, stage:1, alive, 1080 days
3.5
DO50855
0 years, male, NA, stage:2, alive, 570 days
3.5
DO50789
0 years, female, NA, stage:2, alive, 570 days
3.5
DO48725
0 years, male, NA, stage:1, alive, 780 days
3.5
DO45231
0 years, male, NA, stage:2, alive, 930 days
3.5
DO45143
0 years, male, NA, stage:3, alive, 1290 days
3.5
DO48736
0 years, female, NA, stage:1, alive, 600 days
3.5
DO45187
0 years, female, NA, stage:1, alive, 1260 days
3.4
DO45099
0 years, male, NA, stage:3, alive, 1590 days
3.4
DO48697
0 years, female, NA, stage:2, dead, 810 days
3.4
DO23512
0 years, male, NA, stage:1, alive, 1260 days
3.4
DO23532
0 years, female, NA, stage:1, alive, 960 days
3.4
DO23537
0 years, male, NA, stage:2, dead, 900 days
3.3
DO45215
0 years, male, NA, stage:2, alive, 1170 days
3.2
DO50808
0 years, male, NA, stage:2, alive, 570 days
3.2
DO45207
0 years, male, NA, stage:1, alive, 1050 days
3.2
DO48719
0 years, male, NA, stage:2, alive, 690 days
3.1
DO45307
0 years, female, NA, stage:4, dead, 240 days
3.1
DO45125
0 years, male, NA, stage:3, alive, 1680 days
3.1
DO23515
0 years, male, NA, stage:2, alive, 1230 days
3.1
DO45263
0 years, male, NA, stage:3, dead, 270 days
3.1
DO50845
0 years, male, NA, stage:3, alive, 210 days
3.1
DO48743
0 years, female, NA, stage:2, alive, 570 days
3.1
DO45301
0 years, male, NA, stage:2, dead, 1440 days
3.0
DO45129
0 years, male, NA, stage:3, alive, 1470 days
3.0
DO45181
0 years, female, NA, stage:2, alive, 1200 days
3.0
DO48737
0 years, male, NA, stage:1, alive, 720 days
3.0
DO23538
0 years, male, NA, stage:2, alive, 450 days
2.9
DO23510
0 years, female, NA, stage:2, alive, 870 days
2.9
DO23524
0 years, female, NA, stage:2, alive, 1050 days
2.9
DO48679
0 years, male, NA, stage:2, alive, 1200 days
2.8
DO48761
0 years, male, NA, stage:2, alive, 870 days
2.8
DO48701
0 years, male, NA, stage:2, alive, 780 days
2.8
DO50825
0 years, male, NA, stage:2, alive, 390 days
2.8
DO45197
0 years, male, NA, stage:2, alive, 1170 days
2.8
DO23518
0 years, male, NA, stage:2, alive, 1320 days
2.8
DO45287
0 years, male, NA, stage:1, alive, 390 days
2.7
DO45205
0 years, female, NA, stage:2, dead, 90 days
2.7
DO45243
0 years, female, NA, stage:3, alive, 930 days
2.7
DO48704
0 years, female, NA, stage:3, alive, 750 days
2.7
DO50820
0 years, female, NA, stage:3, alive, 510 days
2.7
DO48742
0 years, male, NA, stage:2, alive, 600 days
2.7
DO48760
0 years, female, NA, stage:2, alive, 690 days
2.7
DO48681
0 years, male, NA, stage:2, alive, 900 days
2.7
DO50813
0 years, male, NA, stage:2, alive, 420 days
2.7
DO45159
0 years, male, NA, stage:3, alive, 1470 days
2.7
DO50791
0 years, female, NA, stage:1, dead, 480 days
2.6
DO50776
0 years, male, NA, stage:1, alive, 690 days
2.6
DO50787
0 years, male, NA, stage:3, alive, 480 days
2.6
DO45227
0 years, female, NA, stage:2, alive, 1020 days
2.6
DO45257
0 years, male, NA, stage:3, alive, 810 days
2.6
DO45259
0 years, male, NA, stage:3, alive, 330 days
2.5
DO45121
0 years, male, NA, stage:3, alive, 1530 days
2.5
DO45101
0 years, male, NA, stage:2, alive, 1680 days
2.5
DO45281
0 years, male, NA, stage:4, alive, 750 days
2.4
DO50793
0 years, male, NA, stage:4, alive, 540 days
2.4
DO45179
0 years, female, NA, stage:2, alive, 600 days
2.4
DO45255
0 years, male, NA, stage:3, alive, 720 days
2.4
DO23536
0 years, male, NA, stage:2, alive, 930 days
2.4
DO45137
0 years, male, NA, stage:1, alive, 1320 days
2.4
DO50850
0 years, male, NA, stage:3, alive, 720 days
2.4
DO45189
0 years, female, NA, stage:2, alive, 1200 days
2.3
DO48757
0 years, female, NA, stage:3, alive, 480 days
2.3
DO48693
0 years, male, NA, stage:2, alive, 900 days
2.3
DO50798
0 years, male, NA, stage:3, dead, 30 days
2.3
DO45105
0 years, male, NA, stage:1, alive, 1680 days
2.3
DO45111
0 years, male, NA, stage:2, alive, 1590 days
2.2
DO23540
0 years, male, NA, stage:1, alive, 750 days
2.2
DO45155
0 years, male, NA, stage:2, alive, 2160 days
2.2
DO23529
0 years, male, NA, stage:4, alive, 930 days
2.2
DO48732
0 years, male, NA, stage:3, alive, 630 days
2.1
DO50816
0 years, male, NA, stage:2, alive, 390 days
2.1
DO45183
0 years, female, NA, stage:2, dead, 570 days
2.1
DO45097
0 years, male, NA, stage:3, alive, 1620 days
2.1
DO50804
0 years, male, NA, stage:2, alive, 720 days
2.1
DO45193
0 years, female, NA, stage:4, dead, 120 days
2.0
DO23542
0 years, male, NA, stage:3, alive, 960 days
2.0
DO45279
0 years, male, NA, stage:3, alive, 1290 days
2.0
DO227643
0 years, male, NA, stage:2, alive, 1260 days
2.0
DO48677
0 years, male, NA, stage:3, alive, 1140 days
2.0
DO45096
0 years, male, NA, stage:2, dead, 1290 days
2.0
DO23539
0 years, male, NA, stage:1, alive, 1110 days
1.9
DO45185
0 years, male, NA, stage:2, alive, 600 days
1.9
DO50807
0 years, male, NA, stage:1, alive, 540 days
1.9
DO48747
0 years, male, NA, stage:3, alive, 540 days
1.9
DO50783
0 years, male, NA, stage:3, alive, 480 days
1.8
DO50859
0 years, male, NA, stage:2, alive, 180 days
1.8
DO45267
0 years, male, NA, stage:3, dead, 570 days
1.8
DO23545
0 years, male, NA, stage:2, dead, 570 days
1.8
DO23552
0 years, female, NA, stage:1, alive, 810 days
1.8
DO23544
0 years, male, NA, stage:2, alive, 960 days
1.8
DO45219
0 years, male, NA, stage:2, alive, 1080 days
1.8
DO50857
0 years, male, NA, stage:2, alive, 210 days
1.8
DO48730
0 years, female, NA, stage:2, alive, 630 days
1.8
DO50840
0 years, male, NA, stage:2, alive, 330 days
1.8
DO45265
0 years, male, NA, stage:3, alive, 1020 days
1.8
DO45221
0 years, female, NA, stage:4, dead, 390 days
1.7
DO50822
0 years, male, NA, stage:2, alive, 510 days
1.7
DO23533
0 years, male, NA, stage:2, alive, 900 days
1.7
DO45127
0 years, male, NA, stage:3, dead, 420 days
1.7
DO48721
0 years, female, NA, stage:1, alive, 900 days
1.7
DO50832
0 years, male, NA, stage:3, alive, 90 days
1.7
DO48695
0 years, male, NA, stage:2, alive, 720 days
1.7
DO48715
0 years, female, NA, stage:2, dead, 690 days
1.6
DO50817
0 years, male, NA, stage:2, alive, 390 days
1.6
DO23517
0 years, male, NA, stage:2, alive, 1200 days
1.6
DO45133
0 years, male, NA, stage:3, dead, 660 days
1.6
DO45092
0 years, male, NA, stage:4, dead, 1200 days
1.6
DO45094
0 years, male, NA, stage:3, alive, 1650 days
1.6
DO50802
0 years, male, NA, stage:2, alive, 930 days
1.6
DO23543
0 years, male, NA, stage:2, alive, 1020 days
1.6
DO45119
0 years, male, NA, stage:3, dead, 510 days
1.6
DO48706
0 years, male, NA, stage:2, alive, 870 days
1.5
DO23534
0 years, male, NA, stage:2, alive, 840 days
1.5
DO48727
0 years, female, NA, stage:2, dead, 390 days
1.5
DO50818
0 years, male, NA, stage:2, alive, 510 days
1.5
DO45091
0 years, male, NA, stage:2, dead, 1320 days
1.5
DO48674
0 years, male, NA, stage:2, alive, 1260 days
1.5
DO50814
0 years, male, NA, stage:3, alive, 420 days
1.5
DO50829
0 years, male, NA, stage:3, alive, 570 days
1.4
DO48682
0 years, female, NA, stage:3, dead, 120 days
1.4
DO45107
0 years, female, NA, stage:2, alive, 1710 days
1.4
DO45123
0 years, female, NA, stage:2, dead, 570 days
1.4
DO23526
0 years, male, NA, stage:3, alive, 1050 days
1.3
DO45161
0 years, male, NA, stage:2, dead, 540 days
1.3
DO23519
0 years, male, NA, stage:3, alive, 630 days
1.3
DO45199
0 years, female, NA, stage:2, alive, 1350 days
1.2
DO23548
0 years, female, NA, stage:1, alive, 840 days
1.2
DO45305
0 years, male, NA, stage:4, alive, 300 days
1.2
DO45191
0 years, female, NA, stage:2, alive, 1200 days
1.2
DO45303
0 years, female, NA, stage:3, alive, 990 days
1.2
DO48746
0 years, male, NA, stage:3, alive, 570 days
1.2
DO45237
0 years, male, NA, stage:2, alive, 900 days
1.2
DO45175
0 years, male, NA, stage:2, alive, 1140 days
1.1
DO45167
0 years, male, NA, stage:2, dead, 1440 days
1.1
DO45211
0 years, male, NA, stage:3, alive, 240 days
1.0
DO50839
0 years, female, NA, stage:3, alive, 330 days
0.9
DO23525
0 years, male, NA, stage:4, alive, 1050 days
0.9
DO45297
0 years, female, NA, stage:4, dead, 1260 days
0.9
DO45217
0 years, female, NA, stage:3, dead, 270 days
0.9
DO23516
0 years, male, NA, stage:3, dead, 20 days
0.9
DO45245
0 years, female, NA, stage:2, dead, 240 days
0.9
DO45169
0 years, male, NA, stage:3, alive, 1350 days
0.8
DO45173
0 years, male, NA, stage:3, alive, 1170 days
0.8
DO45275
0 years, male, NA, stage:3, dead, 10 days
0.8
DO23521
0 years, male, NA, stage:3, alive, 1110 days
0.8
DO50806
0 years, male, NA, stage:4, alive, 540 days
0.8
DO45113
0 years, male, NA, stage:3, alive, 1560 days
0.7
DO45145
0 years, male, NA, stage:3, dead, 60 days
0.7
DO50811
0 years, male, NA, stage:1, alive, 450 days
0.7
DO50799
0 years, female, NA, stage:2, alive, 540 days
0.7
DO45163
0 years, male, NA, stage:2, alive, 960 days
0.7
DO45299
0 years, female, NA, stage:1, alive, 1440 days
0.7
DO23549
0 years, male, NA, stage:3, alive, 990 days
0.7
DO45195
0 years, male, NA, stage:1, alive, 390 days
0.7
DO45171
0 years, male, NA, stage:3, alive, 600 days
0.6
DO48751
0 years, male, NA, stage:2, dead, 480 days
0.6
DO45149
0 years, female, NA, stage:2, alive, 1260 days
0.6
DO45239
0 years, male, NA, stage:2, alive, 870 days
0.6
DO45285
0 years, male, NA, stage:3, alive, 480 days
0.6
DO45131
0 years, male, NA, stage:4, dead, 360 days
0.5
DO50844
0 years, male, NA, stage:4, alive, 300 days
0.5
DO45115
0 years, male, NA, stage:2, alive, 840 days
0.5
DO45093
0 years, male, NA, stage:2, dead, 720 days
0.5
DO45269
0 years, male, NA, stage:3, alive, 750 days
0.5
DO23509
0 years, male, NA, stage:3, dead, 780 days
0.5
DO23508
0 years, female, NA, stage:2, alive, 390 days
0.5
DO45117
0 years, female, NA, stage:2, dead, 1110 days
0.5
DO45277
0 years, male, NA, stage:3, alive, 600 days
0.5
DO48723
0 years, male, NA, stage:1, alive, 600 days
0.4
DO23513
0 years, male, NA, stage:3, alive, 1200 days
0.4
DO45289
0 years, female, NA, stage:3, alive, 360 days
0.3
DO48741
0 years, male, NA, stage:3, alive, 240 days
0.2
DO50785
0 years, male, NA, stage:4, dead, 90 days
0.2
DO23511
0 years, female, NA, stage:3, dead, 180 days
0.2
DO45209
0 years, male, NA, stage:4, alive, 1350 days
0.1
Show allShow less
LIVER HEPATOCELLULAR CARCINOMA - Protein relative expression (CPTAC)
Number of samples
330
Samples
Sample ID
Sample type
nRPX
391
Tumor
1.3
723
Tumor
1.2
283
Tumor
1.1
666
Normal
1.1
818
Normal
1.1
824
Normal
1.0
866
Normal
1.0
218
Normal
1.0
342
Normal
1.0
648
Normal
0.9
738
Normal
0.9
882
Normal
0.9
352
Normal
0.9
922
Normal
0.9
884
Normal
0.9
196
Normal
0.8
344
Normal
0.8
222
Normal
0.8
416
Normal
0.8
778
Normal
0.8
714
Normal
0.8
858
Normal
0.8
1046
Normal
0.7
672
Normal
0.7
864
Normal
0.7
878
Normal
0.7
727
Tumor
0.7
664
Normal
0.7
192
Normal
0.7
195
Tumor
0.7
636
Normal
0.7
1044
Normal
0.7
724
Normal
0.7
572
Normal
0.6
1032
Normal
0.6
744
Normal
0.6
186
Normal
0.6
217
Tumor
0.6
363
Tumor
0.6
395
Tumor
0.6
912
Normal
0.6
354
Normal
0.6
862
Normal
0.6
984
Normal
0.6
716
Normal
0.6
327
Tumor
0.6
944
Normal
0.6
191
Tumor
0.6
686
Normal
0.6
698
Normal
0.6
696
Normal
0.6
128
Normal
0.6
926
Normal
0.5
662
Normal
0.5
358
Normal
0.5
232
Normal
0.5
126
Normal
0.5
1042
Normal
0.5
1022
Normal
0.5
982
Normal
0.5
574
Normal
0.5
214
Normal
0.5
568
Normal
0.5
924
Normal
0.5
938
Normal
0.5
814
Normal
0.5
1014
Normal
0.5
616
Normal
0.5
138
Normal
0.5
1016
Normal
0.5
412
Normal
0.5
356
Normal
0.5
746
Normal
0.5
516
Normal
0.5
816
Normal
0.5
148
Normal
0.5
446
Normal
0.5
671
Tumor
0.5
364
Normal
0.5
786
Normal
0.4
162
Normal
0.4
488
Normal
0.4
964
Normal
0.4
136
Normal
0.4
328
Normal
0.4
874
Normal
0.4
146
Normal
0.4
258
Normal
0.4
114
Normal
0.4
918
Normal
0.4
111
Normal
0.4
132
Normal
0.4
618
Normal
0.4
954
Normal
0.4
695
Tumor
0.4
513
Tumor
0.4
852
Normal
0.4
536
Normal
0.4
722
Normal
0.4
915
Tumor
0.4
286
Normal
0.4
368
Normal
0.4
261
Tumor
0.4
188
Normal
0.4
526
Normal
0.4
272
Normal
0.4
124
Normal
0.4
172
Normal
0.4
228
Normal
0.3
262
Normal
0.3
484
Normal
0.3
1028
Normal
0.3
224
Normal
0.3
462
Normal
0.3
868
Normal
0.3
223
Tumor
0.3
448
Normal
0.3
978
Normal
0.3
396
Normal
0.3
482
Normal
0.3
615
Tumor
0.3
958
Normal
0.3
914
Normal
0.3
415
Tumor
0.3
376
Normal
0.3
221
Tumor
0.3
756
Normal
0.3
952
Normal
0.3
564
Normal
0.3
713
Tumor
0.3
141
Tumor
0.3
955
Tumor
0.3
1026
Normal
0.3
268
Normal
0.3
498
Normal
0.3
386
Normal
0.2
558
Normal
0.2
642
Normal
0.2
968
Normal
0.2
444
Normal
0.2
628
Normal
0.2
481
Tumor
0.2
185
Tumor
0.2
142
Normal
0.2
627
Tumor
0.2
284
Normal
0.2
112
Tumor
0.2
494
Normal
0.2
916
Normal
0.2
384
Normal
0.2
231
Tumor
0.2
362
Normal
0.2
137
Tumor
0.2
213
Tumor
0.2
976
Normal
0.2
366
Normal
0.1
665
Tumor
0.1
447
Tumor
0.1
472
Normal
0.1
145
Tumor
0.1
715
Tumor
0.1
685
Tumor
0.1
436
Normal
0.1
813
Tumor
0.1
563
Tumor
0.1
742
Normal
0.1
127
Tumor
0.1
647
Tumor
0.1
361
Tumor
0.1
161
Tumor
0.1
394
Normal
0.1
956
Normal
0.1
432
Normal
0.1
434
Normal
0.1
857
Tumor
0.1
977
Tumor
0.0
365
Tumor
0.0
212
Normal
0.0
518
Normal
0.0
514
Normal
0.0
383
Tumor
0.0
474
Normal
0.0
353
Tumor
0.0
1015
Tumor
0.0
523
Tumor
0.0
525
Tumor
0.0
785
Tumor
-0.1
385
Tumor
-0.1
863
Tumor
-0.1
937
Tumor
-0.1
741
Tumor
-0.1
271
Tumor
-0.1
113
Tumor
-0.1
1045
Tumor
-0.1
617
Tumor
-0.1
285
Tumor
-0.1
571
Tumor
-0.1
873
Tumor
-0.1
267
Tumor
-0.1
1041
Tumor
-0.1
981
Tumor
-0.1
478
Normal
-0.1
557
Tumor
-0.1
777
Tumor
-0.1
171
Tumor
-0.1
867
Tumor
-0.1
966
Normal
-0.1
925
Tumor
-0.1
411
Tumor
-0.1
211
Tumor
-0.1
697
Tumor
-0.2
1031
Tumor
-0.2
524
Normal
-0.2
461
Tumor
-0.2
187
Tumor
-0.2
923
Tumor
-0.2
147
Tumor
-0.2
388
Normal
-0.2
487
Tumor
-0.2
483
Tumor
-0.2
492
Normal
-0.2
911
Tumor
-0.2
257
Tumor
-0.2
355
Tumor
-0.3
123
Tumor
-0.3
913
Tumor
-0.3
471
Tumor
-0.3
515
Tumor
-0.3
745
Tumor
-0.3
343
Tumor
-0.3
721
Tumor
-0.3
963
Tumor
-0.3
491
Tumor
-0.3
641
Tumor
-0.3
573
Tumor
-0.3
341
Tumor
-0.4
392
Normal
-0.4
877
Tumor
-0.4
135
Tumor
-0.4
881
Tumor
-0.4
728
Normal
-0.4
635
Tumor
-0.4
497
Tumor
-0.4
1025
Tumor
-0.4
477
Tumor
-0.4
367
Tumor
-0.4
351
Tumor
-0.5
493
Tumor
-0.5
431
Tumor
-0.5
433
Tumor
-0.5
567
Tumor
-0.5
535
Tumor
-0.5
883
Tumor
-0.5
975
Tumor
-0.5
227
Tumor
-0.5
663
Tumor
-0.5
517
Tumor
-0.5
443
Tumor
-0.5
965
Tumor
-0.6
435
Tumor
-0.6
967
Tumor
-0.6
823
Tumor
-0.6
375
Tumor
-0.7
943
Tumor
-0.7
1021
Tumor
-0.7
815
Tumor
-0.7
851
Tumor
-0.7
755
Tumor
-0.7
661
Tumor
-0.7
1027
Tumor
-0.7
921
Tumor
-0.8
861
Tumor
-0.8
445
Tumor
-0.8
1013
Tumor
-0.8
917
Tumor
-0.8
983
Tumor
-0.8
1043
Tumor
-0.9
357
Tumor
-0.9
957
Tumor
-0.9
131
Tumor
-0.9
865
Tumor
-0.9
737
Tumor
-1.0
387
Tumor
-1.0
817
Tumor
-1.0
393
Tumor
-1.0
743
Tumor
-1.0
473
Tumor
-1.0
125
Tumor
-1.2
953
Tumor
-1.2
951
Tumor
-1.7
277
Tumor
N/A
278
Normal
N/A
297
Tumor
N/A
298
Normal
N/A
527
Tumor
N/A
528
Normal
N/A
533
Tumor
N/A
413
Tumor
N/A
534
Normal
N/A
414
Normal
N/A
537
Tumor
N/A
538
Normal
N/A
421
Tumor
N/A
422
Normal
N/A
423
Tumor
N/A
424
Normal
N/A
545
Tumor
N/A
425
Tumor
N/A
546
Normal
N/A
426
Normal
N/A
427
Tumor
N/A
428
Normal
N/A
311
Tumor
N/A
553
Tumor
N/A
312
Normal
N/A
554
Normal
N/A
313
Tumor
N/A
314
Normal
N/A
451
Tumor
N/A
331
Tumor
N/A
452
Normal
N/A
332
Normal
N/A
455
Tumor
N/A
456
Normal
N/A
463
Tumor
N/A
464
Normal
N/A
465
Tumor
N/A
466
Normal
N/A
467
Tumor
N/A
468
Normal
N/A
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LIVER 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.