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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.
ACP2 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
43.4
Number of samples
362
Samples
Sample
Description
TPM
TCGA-DD-AACH-01A
0 years, male, asian, stage:Stage II, dead, 195 days
125.0
TCGA-DD-A1EC-01A
0 years, female, white, stage:Stage I, alive, 602 days
124.2
TCGA-LG-A6GG-01A
0 years, female, white, stage:Stage II, alive, 387 days
109.8
TCGA-UB-A7MF-01A
0 years, male, white, stage:Stage IIIA, dead, 214 days
108.0
TCGA-2Y-A9H8-01A
0 years, female, white, stage:'--, dead, 633 days
102.4
TCGA-2Y-A9GU-01A
0 years, female, white, stage:Stage I, alive, 1939 days
102.4
TCGA-DD-AADB-01A
0 years, male, asian, stage:Stage I, alive, 1242 days
99.7
TCGA-2Y-A9H7-01A
0 years, female, white, stage:Stage I, alive, 1168 days
98.8
TCGA-CC-A8HS-01A
0 years, male, asian, stage:Stage IIIC, dead, 300 days
96.9
TCGA-FV-A23B-01A
0 years, female, white, stage:Stage II, dead, 1852 days
93.1
TCGA-DD-A4ND-01A
0 years, female, white, stage:Stage I, alive, 2746 days
91.3
TCGA-DD-A11D-01A
0 years, female, white, stage:Stage I, dead, 1560 days
90.0
TCGA-G3-A3CG-01A
0 years, male, white, stage:Stage I, alive, 673 days
86.7
TCGA-BC-A10Z-01A
0 years, female, white, stage:Stage I, dead, 34 days
84.4
TCGA-ZP-A9D1-01A
0 years, female, white, stage:'--, alive, 21 days
83.8
TCGA-RC-A6M6-01A
0 years, male, white, stage:Stage II, alive, 9 days
83.0
TCGA-2Y-A9GY-01A
0 years, female, white, stage:Stage II, dead, 757 days
80.4
TCGA-DD-A11B-01A
0 years, male, white, stage:Stage I, dead, 14 days
79.7
TCGA-GJ-A6C0-01A
0 years, female, white, stage:Stage II, dead, 31 days
74.9
TCGA-G3-A5SM-01A
0 years, male, white, stage:Stage II, alive, 520 days
74.1
TCGA-DD-A1EB-01A
0 years, female, stage:Stage I, alive, 2017 days
73.7
TCGA-CC-A7IJ-01A
0 years, male, asian, stage:Stage II, alive, 382 days
73.4
TCGA-DD-A4NV-01A
0 years, male, white, stage:Stage IIIA, alive, 2398 days
73.0
TCGA-XR-A8TD-01A
0 years, female, white, stage:Stage IIIB, alive, 1030 days
71.8
TCGA-DD-AACZ-01A
0 years, female, asian, stage:Stage I, dead, 171 days
69.8
TCGA-DD-AADY-01A
0 years, female, asian, stage:Stage I, alive, 555 days
69.5
TCGA-DD-AACW-01A
0 years, male, asian, stage:Stage I, alive, 1424 days
69.4
TCGA-DD-A4NA-01A
0 years, female, white, stage:Stage IIIC, alive, 1008 days
68.2
TCGA-CC-A3M9-01A
0 years, male, asian, stage:Stage IIIA, dead, 300 days
67.7
TCGA-DD-A1EJ-01A
0 years, female, white, stage:Stage IIIC, dead, 1005 days
67.6
TCGA-CC-A3MC-01A
0 years, male, asian, stage:Stage IIIA, alive, 363 days
67.3
TCGA-FV-A3I1-01A
0 years, female, white, stage:Stage II, dead, 247 days
67.3
TCGA-BC-A8YO-01A
0 years, female, white, stage:Stage IIIC, alive, 562 days
67.1
TCGA-WJ-A86L-01A
0 years, female, white, stage:Stage I, alive, 345 days
66.6
TCGA-DD-AAE6-01A
0 years, female, asian, stage:Stage I, alive, 141 days
66.5
TCGA-CC-5258-01A
0 years, male, asian, stage:Stage II, dead, 129 days
66.4
TCGA-G3-A7M8-01A
0 years, male, asian, stage:Stage I, alive, 430 days
65.8
TCGA-DD-AACL-01A
0 years, female, asian, stage:Stage I, dead, 107 days
65.2
TCGA-BC-A69H-01A
0 years, male, white, stage:Stage II, alive, 444 days
64.5
TCGA-2Y-A9HB-01A
0 years, male, stage:Stage I, alive, 260 days
63.7
TCGA-FV-A4ZQ-01A
0 years, male, white, stage:Stage I, alive, 12 days
63.7
TCGA-DD-AADW-01A
0 years, male, asian, stage:Stage I, alive, 587 days
63.2
TCGA-DD-A1EH-01A
0 years, male, white, stage:Stage III, alive, 1495 days
62.9
TCGA-G3-A25S-01A
0 years, male, white, stage:Stage I, dead, 416 days
62.4
TCGA-DD-A4NR-01A
0 years, female, white, stage:Stage I, dead, 9 days
62.2
TCGA-DD-A1EF-01A
0 years, female, white, stage:Stage I, dead, 394 days
61.4
TCGA-DD-A4NH-01A
0 years, female, white, stage:Stage IIIB, alive, 917 days
61.4
TCGA-4R-AA8I-01A
0 years, male, white, stage:Stage II, dead, 262 days
61.3
TCGA-CC-A7IE-01A
0 years, male, asian, stage:Stage IIIA, dead, 217 days
61.1
TCGA-GJ-A3OU-01A
0 years, male, white, stage:Stage I, alive, 879 days
60.8
TCGA-ED-A7XO-01A
0 years, male, asian, stage:Stage IIIA, alive, 427 days
60.6
TCGA-ED-A82E-01A
0 years, female, asian, stage:Stage IIIA, alive, 408 days
60.5
TCGA-DD-A3A4-01A
0 years, male, white, stage:Stage IIIA, dead, 612 days
60.5
TCGA-CC-A8HU-01A
0 years, female, asian, stage:Stage IIIA, dead, 344 days
60.3
TCGA-DD-A4NQ-01A
0 years, male, white, stage:Stage II, dead, 373 days
60.2
TCGA-DD-AACS-01A
0 years, male, asian, stage:Stage I, alive, 1804 days
60.2
TCGA-DD-A113-01A
0 years, female, white, stage:Stage II, alive, 2425 days
59.9
TCGA-DD-AAD3-01A
0 years, male, asian, stage:Stage I, alive, 1295 days
59.4
TCGA-DD-A4NE-01A
0 years, female, white, stage:Stage IIIA, dead, 660 days
58.6
TCGA-ED-A7PY-01A
0 years, female, asian, stage:Stage II, alive, 390 days
58.5
TCGA-FV-A3R2-01A
0 years, male, white, stage:Stage I, dead, 194 days
58.4
TCGA-UB-AA0U-01A
0 years, male, white, stage:Stage II, alive, 327 days
58.3
TCGA-DD-A3A5-01A
0 years, female, white, stage:Stage III, dead, 3125 days
58.3
TCGA-G3-A7M5-01A
0 years, male, asian, stage:Stage I, alive, 447 days
58.3
TCGA-CC-A3MB-01A
0 years, male, asian, stage:Stage IIIA, dead, 315 days
58.0
TCGA-DD-AACC-01A
0 years, male, asian, stage:Stage I, dead, 1685 days
58.0
TCGA-UB-A7MB-01A
0 years, male, white, stage:Stage II, alive, 601 days
58.0
TCGA-DD-A4NK-01A
0 years, female, white, stage:Stage IIIA, dead, 1210 days
57.9
TCGA-DD-AADC-01A
0 years, male, asian, stage:Stage I, dead, 425 days
57.9
TCGA-DD-AACQ-01A
0 years, male, asian, stage:Stage II, dead, 432 days
57.1
TCGA-UB-A7MD-01A
0 years, male, black or african american, stage:Stage I, dead, 52 days
56.8
TCGA-CC-A5UE-01A
0 years, male, asian, stage:Stage IIIB, dead, 272 days
56.8
TCGA-DD-A73F-01A
0 years, female, white, stage:Stage I, alive, 1085 days
56.7
TCGA-2Y-A9H5-01A
0 years, female, white, stage:Stage I, dead, 555 days
56.3
TCGA-BC-A10W-01A
0 years, male, asian, stage:'--, dead, 91 days
56.3
TCGA-ED-A7PZ-01A
0 years, male, asian, stage:Stage II, alive, 6 days
56.3
TCGA-ZP-A9D0-01A
0 years, female, black or african american, stage:'--, alive, 1091 days
56.0
TCGA-FV-A3R3-01A
0 years, female, white, stage:Stage I, dead, 366 days
55.8
TCGA-T1-A6J8-01A
0 years, male, white, stage:'--, alive, 23 days
55.7
TCGA-CC-5260-01A
0 years, female, asian, stage:Stage IIIC, dead, 87 days
55.3
TCGA-ED-A4XI-01A
0 years, male, asian, stage:Stage II, alive, 819 days
55.0
TCGA-DD-AADJ-01A
0 years, female, asian, stage:Stage I, alive, 1066 days
54.8
TCGA-DD-AAVV-01A
0 years, male, asian, stage:Stage II, alive, 2455 days
54.2
TCGA-K7-A5RF-01A
0 years, male, white, stage:Stage I, alive, 631 days
54.2
TCGA-CC-A5UC-01A
0 years, male, asian, stage:Stage IIIA, dead, 347 days
54.1
TCGA-G3-AAV6-01A
0 years, female, white, stage:Stage IIIA, dead, 65 days
53.8
TCGA-ZP-A9CY-01A
0 years, female, white, stage:'--, alive, 782 days
53.7
TCGA-DD-A4NJ-01A
0 years, female, white, stage:Stage II, alive, 928 days
53.6
TCGA-DD-AAD1-01A
0 years, female, asian, stage:Stage I, alive, 564 days
53.4
TCGA-K7-A6G5-01A
0 years, male, white, stage:Stage I, alive, 512 days
53.4
TCGA-DD-AACO-01A
0 years, male, asian, stage:Stage I, alive, 1876 days
53.2
TCGA-G3-A25V-01A
0 years, male, white, stage:Stage I, alive, 860 days
52.9
TCGA-DD-AACG-01A
0 years, male, asian, stage:Stage II, dead, 469 days
52.6
TCGA-2Y-A9GZ-01A
0 years, female, white, stage:Stage II, dead, 848 days
52.6
TCGA-DD-A118-01A
0 years, female, white, stage:Stage II, alive, 3437 days
52.3
TCGA-2Y-A9GT-01A
0 years, male, white, stage:Stage I, dead, 1624 days
51.8
TCGA-WX-AA44-01A
0 years, female, white, stage:Stage I, alive, 615 days
51.5
TCGA-G3-A7M6-01A
0 years, female, white, stage:Stage I, alive, 632 days
51.4
TCGA-DD-AACU-01A
0 years, male, asian, stage:Stage I, alive, 1567 days
51.0
TCGA-CC-A1HT-01A
0 years, male, asian, stage:Stage IIIA, dead, 101 days
50.7
TCGA-UB-A7ME-01A
0 years, male, asian, stage:Stage I, alive, 486 days
50.4
TCGA-FV-A2QR-01A
0 years, male, white, stage:Stage I, dead, 581 days
50.3
TCGA-EP-A2KB-01A
0 years, female, white, stage:Stage I, dead, 596 days
50.2
TCGA-BC-A3KF-01A
0 years, female, white, stage:Stage I, alive, 8 days
50.1
TCGA-2Y-A9GV-01A
0 years, female, white, stage:Stage I, dead, 2532 days
49.6
TCGA-DD-AAVZ-01A
0 years, male, asian, stage:Stage I, alive, 1900 days
49.6
TCGA-DD-AADD-01A
0 years, male, asian, stage:Stage I, alive, 1231 days
49.6
TCGA-DD-AAD0-01A
0 years, female, asian, stage:Stage I, alive, 137 days
49.4
TCGA-G3-A7M9-01A
0 years, male, white, stage:Stage IIIB, dead, 56 days
49.2
TCGA-2Y-A9H4-01A
0 years, male, black or african american, stage:Stage I, alive, 1452 days
48.9
TCGA-DD-AAEA-01A
0 years, male, asian, stage:Stage I, alive, 575 days
48.7
TCGA-DD-A1EI-01A
0 years, male, asian, stage:Stage I, alive, 183 days
48.4
TCGA-ED-A66Y-01A
0 years, female, asian, stage:Stage IIIA, dead, 296 days
48.3
TCGA-BC-A217-01A
0 years, female, white, stage:Stage II, dead, 1397 days
47.9
TCGA-2Y-A9H9-01A
0 years, male, white, stage:Stage I, alive, 697 days
47.7
TCGA-ED-A66X-01A
0 years, male, asian, stage:Stage IIIA, alive, 406 days
47.6
TCGA-DD-A3A7-01A
0 years, male, stage:Stage IIIB, dead, 419 days
47.5
TCGA-DD-AADL-01A
0 years, male, asian, stage:Stage I, alive, 636 days
47.2
TCGA-2Y-A9H3-01A
0 years, male, white, stage:Stage II, alive, 1516 days
47.2
TCGA-2Y-A9GS-01A
0 years, male, white, stage:'--, dead, 724 days
47.2
TCGA-2Y-A9HA-01A
0 years, male, white, stage:Stage II, dead, 36 days
47.1
TCGA-DD-AACK-01A
0 years, male, asian, stage:Stage I, alive, 9 days
46.9
TCGA-GJ-A9DB-01A
0 years, male, white, stage:Stage I, dead, 67 days
46.8
TCGA-HP-A5N0-01A
0 years, female, stage:'--, dead, 752 days
46.8
TCGA-DD-AAVS-01A
0 years, male, asian, stage:Stage I, alive, 1823 days
46.8
TCGA-ZP-A9D2-01A
0 years, male, white, stage:'--, dead, 765 days
46.6
TCGA-CC-5264-01A
0 years, male, asian, stage:Stage IIIA, dead, 102 days
46.5
TCGA-DD-AAEI-01A
0 years, male, asian, stage:Stage I, alive, 1531 days
46.2
TCGA-BD-A3ER-01A
0 years, male, white, stage:Stage II, alive, 1115 days
46.1
TCGA-ED-A627-01A
0 years, male, white, stage:Stage I, alive, 423 days
46.0
TCGA-DD-AAVU-01A
0 years, male, asian, stage:Stage II, alive, 2202 days
46.0
TCGA-ZP-A9CV-01A
0 years, male, white, stage:'--, dead, 1088 days
45.6
TCGA-ZP-A9CZ-01A
0 years, male, asian, stage:'--, alive, 706 days
45.5
TCGA-2Y-A9GX-01A
0 years, male, white, stage:Stage I, alive, 2442 days
45.5
TCGA-DD-A73G-01A
0 years, female, white, stage:Stage I, alive, 3478 days
45.5
TCGA-RC-A7SH-01A
0 years, male, asian, stage:Stage II, alive, 468 days
45.3
TCGA-DD-A39Z-01A
0 years, female, stage:Stage II, dead, 601 days
45.1
TCGA-G3-A7M7-01A
0 years, male, white, stage:Stage I, alive, 361 days
44.8
TCGA-DD-A1EG-01A
0 years, male, white, stage:Stage I, dead, 1372 days
44.8
TCGA-MI-A75E-01A
0 years, male, white, stage:Stage IIIC, alive, 507 days
44.3
TCGA-DD-AADP-01A
0 years, male, asian, stage:Stage I, alive, 458 days
44.2
TCGA-CC-A5UD-01A
0 years, male, asian, stage:Stage IIIA, dead, 304 days
44.1
TCGA-DD-AAW0-01A
0 years, male, asian, stage:Stage I, alive, 2015 days
44.0
TCGA-BC-A3KG-01A
0 years, female, white, stage:Stage II, alive, 680 days
43.9
TCGA-G3-A5SI-01A
0 years, male, asian, stage:Stage II, dead, 768 days
43.9
TCGA-DD-A4NN-01A
0 years, female, white, stage:Stage I, dead, 899 days
43.9
TCGA-5C-A9VH-01A
0 years, male, white, stage:Stage I, alive, 322 days
43.8
TCGA-CC-5263-01A
0 years, male, asian, stage:Stage IIIA, dead, 129 days
43.7
TCGA-KR-A7K8-01A
0 years, male, stage:Stage I, alive, 906 days
43.6
TCGA-DD-AAVP-01A
0 years, male, asian, stage:Stage I, alive, 2752 days
43.6
TCGA-DD-A39Y-01A
0 years, male, asian, stage:Stage I, dead, 171 days
43.5
TCGA-RC-A7SK-01A
0 years, male, asian, stage:Stage I, alive, 472 days
43.3
TCGA-5C-A9VG-01A
0 years, male, white, stage:Stage II, alive, 328 days
43.1
TCGA-XR-A8TC-01A
0 years, female, white, stage:Stage I, alive, 1339 days
43.1
TCGA-5R-AAAM-01A
0 years, female, white, stage:Stage II, dead, 46 days
43.1
TCGA-DD-AAVQ-01A
0 years, male, asian, stage:Stage I, alive, 2728 days
42.9
TCGA-NI-A4U2-01A
0 years, male, white, stage:Stage IIIA, dead, 1791 days
42.8
TCGA-XR-A8TE-01A
0 years, male, white, stage:Stage IIIA, alive, 925 days
42.8
TCGA-G3-AAV4-01A
0 years, female, white, stage:Stage I, dead, 27 days
42.7
TCGA-DD-A1EK-01A
0 years, female, white, stage:Stage IVB, dead, 558 days
42.7
TCGA-DD-A73B-01A
0 years, female, white, stage:Stage I, dead, 283 days
42.3
TCGA-DD-A11C-01A
0 years, male, white, stage:Stage I, alive, 662 days
41.9
TCGA-2Y-A9H2-01A
0 years, female, white, stage:Stage I, alive, 1731 days
41.8
TCGA-DD-A39W-01A
0 years, female, white, stage:Stage III, dead, 827 days
41.8
TCGA-DD-AACN-01A
0 years, male, asian, stage:Stage I, alive, 1302 days
41.7
TCGA-DD-A73C-01A
0 years, female, white, stage:Stage IIIA, alive, 701 days
41.7
TCGA-ZS-A9CD-01A
0 years, male, white, stage:Stage II, dead, 1386 days
41.5
TCGA-CC-5262-01A
0 years, male, asian, stage:Stage IIIC, dead, 103 days
41.4
TCGA-DD-A114-01A
0 years, male, black or african american, stage:Stage II, dead, 1149 days
41.3
TCGA-KR-A7K0-01A
0 years, male, white, stage:Stage I, dead, 65 days
41.2
TCGA-G3-A25Z-01A
0 years, male, asian, stage:Stage I, alive, 655 days
41.1
TCGA-ED-A459-01A
0 years, male, asian, stage:Stage II, alive, 910 days
41.0
TCGA-ED-A5KG-01A
0 years, female, asian, stage:Stage II, alive, 854 days
41.0
TCGA-RC-A7S9-01A
0 years, female, asian, stage:Stage I, alive, 640 days
41.0
TCGA-BD-A3EP-01A
0 years, female, black or african american, stage:Stage I, alive, 409 days
40.9
TCGA-BC-A10Q-01A
0 years, female, white, stage:'--, dead, 1135 days
40.9
TCGA-BC-A10X-01A
0 years, female, white, stage:Stage IIIA, dead, 770 days
40.6
TCGA-2Y-A9GW-01A
0 years, male, white, stage:Stage I, dead, 1271 days
40.5
TCGA-LG-A9QC-01A
0 years, male, white, stage:Stage I, alive, 425 days
40.3
TCGA-BC-A216-01A
0 years, female, white, stage:Stage IIIA, alive, 1351 days
40.2
TCGA-DD-AAEH-01A
0 years, male, asian, stage:Stage I, alive, 784 days
40.2
TCGA-K7-AAU7-01A
0 years, male, white, stage:Stage II, alive, 359 days
39.9
TCGA-BC-A10Y-01A
0 years, male, white, stage:'--, dead, 711 days
39.8
TCGA-CC-A123-01A
0 years, female, asian, stage:Stage IIIA, alive, 219 days
39.7
TCGA-ZS-A9CE-01A
0 years, female, white, stage:Stage II, alive, 1241 days
39.5
TCGA-MI-A75G-01A
0 years, male, white, stage:Stage II, alive, 698 days
39.5
TCGA-G3-A25Y-01A
0 years, female, asian, stage:Stage I, dead, 452 days
39.5
TCGA-BC-A5W4-01A
0 years, male, white, stage:Stage IIIA, dead, 547 days
39.1
TCGA-DD-AADS-01A
0 years, male, asian, stage:Stage I, alive, 474 days
39.0
TCGA-ED-A97K-01A
0 years, male, asian, stage:Stage IIIA, alive, 6 days
38.9
TCGA-XR-A8TG-01A
0 years, male, white, stage:Stage I, alive, 898 days
38.6
TCGA-DD-AAVX-01A
0 years, male, asian, stage:Stage II, alive, 1718 days
38.6
TCGA-DD-AAE2-01A
0 years, male, asian, stage:Stage I, alive, 638 days
38.4
TCGA-CC-5261-01A
0 years, male, asian, stage:Stage II, dead, 97 days
38.4
TCGA-DD-AAD5-01A
0 years, male, asian, stage:Stage I, alive, 1345 days
38.2
TCGA-O8-A75V-01A
0 years, male, stage:Stage I, alive, 538 days
38.2
TCGA-DD-AADR-01A
0 years, male, asian, stage:Stage I, alive, 2028 days
38.1
TCGA-G3-AAV0-01A
0 years, male, asian, stage:Stage I, alive, 476 days
38.1
TCGA-DD-A4NO-01A
0 years, male, white, stage:Stage I, alive, 2245 days
37.9
TCGA-G3-AAUZ-01A
0 years, male, stage:Stage I, alive, 480 days
37.7
TCGA-ED-A8O5-01A
0 years, female, asian, stage:Stage IIIA, alive, 406 days
37.5
TCGA-G3-AAV5-01A
0 years, male, white, stage:Stage II, alive, 354 days
37.3
TCGA-CC-A7IL-01A
0 years, male, asian, stage:Stage IIIA, dead, 278 days
37.2
TCGA-DD-AADV-01A
0 years, male, asian, stage:Stage I, alive, 574 days
37.1
TCGA-DD-A3A9-01A
0 years, female, white, stage:Stage IVB, dead, 931 days
37.1
TCGA-DD-AAD8-01A
0 years, female, asian, stage:Stage I, alive, 1219 days
37.0
TCGA-DD-A73E-01A
0 years, male, white, stage:Stage I, alive, 44 days
36.9
TCGA-CC-A7IG-01A
0 years, male, asian, stage:Stage II, dead, 299 days
36.6
TCGA-DD-A73A-01A
0 years, male, white, stage:Stage I, alive, 728 days
36.4
TCGA-QA-A7B7-01A
0 years, male, black or african american, stage:Stage II, alive, 94 days
36.4
TCGA-DD-A1EA-01A
0 years, male, asian, stage:Stage II, alive, 2415 days
36.3
TCGA-DD-AADK-01A
0 years, female, asian, stage:Stage II, alive, 1049 days
36.2
TCGA-DD-AADM-01A
0 years, male, asian, stage:Stage II, dead, 12 days
36.1
TCGA-DD-AACX-01A
0 years, male, asian, stage:Stage II, alive, 170 days
36.1
TCGA-BW-A5NO-01A
0 years, male, black or african american, stage:Stage IIIA, alive, 20 days
36.1
TCGA-ED-A8O6-01A
0 years, female, asian, stage:Stage IIIA, dead, 56 days
36.0
TCGA-MR-A520-01A
0 years, male, white, stage:Stage I, alive, 229 days
35.5
TCGA-DD-AAE1-01A
0 years, male, asian, stage:Stage I, alive, 552 days
35.5
TCGA-G3-A3CH-01A
0 years, male, asian, stage:Stage IIIA, alive, 780 days
35.3
TCGA-WQ-AB4B-01A
0 years, male, white, stage:Stage II, alive, 395 days
35.2
TCGA-DD-AACF-01A
0 years, male, asian, stage:Stage I, dead, 365 days
35.2
TCGA-DD-AACJ-01A
0 years, male, asian, stage:Stage II, alive, 2102 days
35.0
TCGA-DD-A3A2-01A
0 years, female, white, stage:Stage I, dead, 2131 days
35.0
TCGA-ZS-A9CF-01A
0 years, male, white, stage:Stage II, alive, 2412 days
34.9
TCGA-DD-AACV-01A
0 years, male, asian, stage:Stage I, alive, 1531 days
34.9
TCGA-3K-AAZ8-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 396 days
34.9
TCGA-MI-A75H-01A
0 years, male, white, stage:'--, alive, 747 days
34.7
TCGA-HP-A5MZ-01A
0 years, male, stage:Stage I, dead, 91 days
34.6
TCGA-XR-A8TF-01A
0 years, male, white, stage:Stage I, dead, 693 days
34.6
TCGA-G3-A3CK-01A
0 years, male, asian, stage:Stage I, alive, 585 days
34.4
TCGA-DD-AAED-01A
0 years, male, asian, stage:Stage I, alive, 763 days
34.4
TCGA-G3-A3CI-01A
0 years, male, white, stage:Stage I, alive, 180 days
34.4
TCGA-2Y-A9H0-01A
0 years, male, white, stage:Stage IIIA, alive, 3675 days
34.4
TCGA-DD-AAVW-01A
0 years, male, asian, stage:Stage I, alive, 2317 days
34.3
TCGA-DD-A4NS-01A
0 years, female, white, stage:Stage I, dead, 2456 days
34.2
TCGA-DD-AAD2-01A
0 years, male, asian, stage:Stage I, alive, 658 days
34.2
TCGA-EP-A12J-01A
0 years, male, black or african american, stage:Stage I, alive, 570 days
34.2
TCGA-KR-A7K2-01A
0 years, male, white, stage:Stage I, alive, 829 days
34.2
TCGA-DD-A1EE-01A
0 years, male, white, stage:Stage IIIA, dead, 349 days
34.1
TCGA-CC-A9FW-01A
0 years, male, asian, stage:Stage IIIA, alive, 248 days
34.0
TCGA-CC-A8HV-01A
0 years, female, asian, stage:Stage II, dead, 279 days
33.9
TCGA-FV-A2QQ-01A
0 years, male, white, stage:Stage I, alive, 729 days
33.8
TCGA-FV-A495-01A
0 years, female, white, stage:Stage II, alive, 1 days
33.6
TCGA-DD-AACT-01A
0 years, female, asian, stage:Stage I, alive, 1562 days
33.6
TCGA-DD-A1EL-01A
0 years, male, black or african american, stage:Stage II, dead, 415 days
33.5
TCGA-KR-A7K7-01A
0 years, female, white, stage:Stage II, alive, 951 days
33.4
TCGA-DD-AADF-01A
0 years, female, asian, stage:Stage I, dead, 115 days
33.3
TCGA-ED-A7PX-01A
0 years, female, asian, stage:Stage II, alive, 6 days
33.2
TCGA-BD-A2L6-01A
0 years, male, white, stage:'--, alive, 1363 days
33.1
TCGA-UB-AA0V-01A
0 years, female, white, stage:Stage I, alive, 314 days
33.0
TCGA-BC-A10R-01A
0 years, female, white, stage:'--, dead, 308 days
32.7
TCGA-DD-AADO-01A
0 years, male, asian, stage:Stage I, alive, 453 days
32.7
TCGA-G3-AAV2-01A
0 years, male, white, stage:Stage I, alive, 372 days
32.7
TCGA-DD-AACY-01A
0 years, male, asian, stage:Stage I, alive, 1450 days
32.6
TCGA-DD-AADI-01A
0 years, female, asian, stage:Stage I, alive, 1085 days
32.4
TCGA-MI-A75C-01A
0 years, male, white, stage:Stage I, alive, 291 days
32.3
TCGA-DD-AAE0-01A
0 years, female, asian, stage:Stage IIIA, alive, 555 days
32.0
TCGA-G3-AAV7-01A
0 years, male, asian, stage:Stage II, alive, 361 days
32.0
TCGA-G3-A25T-01A
0 years, female, white, stage:Stage IIIA, alive, 1553 days
31.9
TCGA-PD-A5DF-01A
0 years, female, white, stage:Stage IIIB, dead, 639 days
31.8
TCGA-EP-A3RK-01A
0 years, male, white, stage:Stage IIIA, alive, 363 days
31.8
TCGA-DD-A4NI-01A
0 years, male, white, stage:Stage II, alive, 816 days
31.8
TCGA-CC-A9FS-01A
0 years, male, asian, stage:Stage II, alive, 211 days
31.7
TCGA-G3-A6UC-01A
0 years, male, white, stage:Stage IIIB, alive, 671 days
31.7
TCGA-DD-AAVR-01A
0 years, male, asian, stage:Stage I, alive, 2513 days
31.6
TCGA-CC-A7IF-01A
0 years, male, asian, stage:Stage IIIA, dead, 649 days
31.5
TCGA-G3-A5SK-01A
0 years, male, white, stage:Stage I, alive, 744 days
31.3
TCGA-RC-A6M5-01A
0 years, female, white, stage:Stage IVA, alive, 15 days
31.2
TCGA-2Y-A9H6-01A
0 years, female, white, stage:Stage I, alive, 357 days
31.2
TCGA-DD-AAEG-01A
0 years, female, asian, stage:Stage I, alive, 719 days
31.0
TCGA-DD-AAEE-01A
0 years, male, asian, stage:Stage I, alive, 810 days
30.9
TCGA-ES-A2HT-01A
0 years, male, black or african american, stage:Stage I, dead, 438 days
30.8
TCGA-DD-A3A3-01A
0 years, male, asian, stage:Stage I, dead, 535 days
30.8
TCGA-EP-A3JL-01A
0 years, male, white, stage:Stage I, alive, 303 days
30.8
TCGA-BC-A69I-01A
0 years, male, white, stage:Stage I, alive, 387 days
30.6
TCGA-DD-AAW3-01A
0 years, male, asian, stage:Stage I, alive, 1633 days
30.4
TCGA-MI-A75I-01A
0 years, male, black or african american, stage:'--, alive, 630 days
30.4
TCGA-DD-A115-01A
0 years, male, white, stage:Stage IIIA, dead, 2542 days
30.1
TCGA-BC-A10U-01A
0 years, male, white, stage:'--, dead, 837 days
30.0
TCGA-G3-A25X-01A
0 years, male, asian, stage:Stage II, alive, 1779 days
29.8
TCGA-CC-A8HT-01A
0 years, male, asian, stage:Stage IIIA, dead, 140 days
29.8
TCGA-BC-A112-01A
0 years, male, white, stage:'--, dead, 153 days
29.7
TCGA-DD-A3A1-01A
0 years, male, stage:Stage IIIA, dead, 233 days
29.7
TCGA-YA-A8S7-01A
0 years, male, white, stage:Stage IIIA, dead, 412 days
29.6
TCGA-FV-A496-01A
0 years, female, white, stage:Stage I, alive, 10 days
29.4
TCGA-DD-A4NP-01A
0 years, male, white, stage:Stage I, alive, 3308 days
29.3
TCGA-G3-AAV3-01A
0 years, female, white, stage:Stage II, alive, 412 days
29.2
TCGA-DD-AACE-01A
0 years, male, asian, stage:Stage I, alive, 2184 days
29.1
TCGA-ZP-A9D4-01A
0 years, female, white, stage:'--, alive, 395 days
29.1
TCGA-K7-A5RG-01A
0 years, male, black or african american, stage:Stage I, alive, 519 days
28.9
TCGA-DD-AAC9-01A
0 years, male, asian, stage:Stage I, alive, 347 days
28.6
TCGA-DD-A116-01A
0 years, male, asian, stage:Stage IIIA, dead, 1622 days
28.1
TCGA-DD-AAE7-01A
0 years, male, asian, stage:Stage I, alive, 644 days
28.1
TCGA-DD-AACA-01A
0 years, male, asian, stage:Stage I, alive, 2301 days
28.1
TCGA-DD-AADA-01A
0 years, female, asian, stage:Stage I, alive, 1233 days
28.0
TCGA-LG-A9QD-01A
0 years, male, white, stage:Stage IIIA, alive, 366 days
28.0
TCGA-DD-AAEK-01A
0 years, male, asian, stage:Stage II, alive, 1067 days
28.0
TCGA-DD-A4NL-01A
0 years, male, white, stage:Stage I, alive, 1711 days
27.6
TCGA-DD-A4NF-01A
0 years, male, white, stage:Stage I, alive, 942 days
27.6
TCGA-BC-A110-01A
0 years, female, black or african american, stage:'--, dead, 2116 days
27.4
TCGA-ED-A7XP-01A
0 years, female, asian, stage:Stage II, alive, 400 days
27.4
TCGA-BC-A10S-01A
0 years, male, white, stage:'--, dead, 1423 days
27.2
TCGA-DD-A4NB-01A
0 years, male, white, stage:Stage I, alive, 989 days
27.0
TCGA-DD-AACI-01A
0 years, male, asian, stage:Stage II, alive, 1618 days
26.9
TCGA-DD-AADN-01A
0 years, male, asian, stage:Stage I, alive, 898 days
26.9
TCGA-WX-AA46-01A
0 years, male, white, stage:Stage II, alive, 756 days
26.9
TCGA-CC-A7IH-01A
0 years, male, asian, stage:Stage IIIA, alive, 365 days
26.7
TCGA-DD-A3A8-01A
0 years, male, white, stage:Stage II, dead, 11 days
26.6
TCGA-5C-AAPD-01A
0 years, male, asian, stage:Stage II, alive, 20 days
26.5
TCGA-DD-AAE4-01A
0 years, female, asian, stage:Stage I, alive, 608 days
26.4
TCGA-DD-AADG-01A
0 years, male, asian, stage:Stage IIIA, alive, 1145 days
26.3
TCGA-ES-A2HS-01A
0 years, male, white, stage:Stage I, dead, 688 days
26.3
TCGA-DD-AAEB-01A
0 years, male, asian, stage:Stage I, alive, 478 days
26.2
TCGA-CC-5259-01A
0 years, female, asian, stage:Stage IIIC, alive, 250 days
26.2
TCGA-BC-A10T-01A
0 years, male, white, stage:'--, dead, 837 days
26.1
TCGA-DD-AACP-01A
0 years, male, asian, stage:Stage I, alive, 415 days
26.0
TCGA-G3-A5SJ-01A
0 years, male, white, stage:Stage I, alive, 698 days
25.8
TCGA-DD-AA3A-01A
0 years, female, white, stage:Stage I, dead, 410 days
25.6
TCGA-G3-A25U-01A
0 years, female, asian, stage:Stage I, alive, 1636 days
25.0
TCGA-WX-AA47-01A
0 years, female, white, stage:Stage IIIA, dead, 556 days
24.9
TCGA-NI-A8LF-01A
0 years, male, white, stage:Stage I, alive, 799 days
24.9
TCGA-RC-A7SB-01A
0 years, male, asian, stage:Stage II, alive, 588 days
24.8
TCGA-CC-A7IK-01A
0 years, male, asian, stage:Stage IIIA, dead, 262 days
24.7
TCGA-DD-AAE9-01A
0 years, male, asian, stage:Stage I, alive, 722 days
24.5
TCGA-DD-A73D-01A
0 years, female, white, stage:Stage II, alive, 693 days
24.5
TCGA-DD-AADQ-01A
0 years, male, asian, stage:Stage II, alive, 436 days
24.3
TCGA-G3-AAV1-01A
0 years, male, asian, stage:Stage IIIC, dead, 359 days
23.9
TCGA-WQ-A9G7-01A
0 years, female, white, stage:'--, alive, 30 days
23.8
TCGA-DD-AAVY-01A
0 years, male, asian, stage:Stage IIIA, alive, 1970 days
23.7
TCGA-CC-A3MA-01A
0 years, male, asian, stage:Stage IIIA, dead, 303 days
23.6
TCGA-5R-AA1C-01A
0 years, male, white, stage:Stage II, alive, 520 days
23.5
TCGA-DD-AAE3-01A
0 years, male, asian, stage:Stage I, alive, 566 days
23.3
TCGA-EP-A26S-01A
0 years, male, white, stage:Stage I, alive, 608 days
23.1
TCGA-DD-AACB-01A
0 years, female, asian, stage:Stage I, alive, 2324 days
23.0
TCGA-DD-A1ED-01A
0 years, male, white, stage:Stage I, alive, 2301 days
23.0
TCGA-DD-AACD-01A
0 years, male, asian, stage:Stage I, dead, 381 days
22.7
TCGA-DD-A39X-01A
0 years, female, white, stage:Stage I, dead, 1694 days
22.6
TCGA-ZS-A9CG-01A
0 years, male, white, stage:Stage II, alive, 341 days
22.5
TCGA-EP-A2KC-01A
0 years, male, black or african american, stage:Stage I, dead, 19 days
22.5
TCGA-CC-A7II-01A
0 years, male, asian, stage:Stage IIIA, alive, 399 days
22.4
TCGA-DD-A119-01A
0 years, male, asian, stage:Stage IV, dead, 223 days
22.2
TCGA-RG-A7D4-01A
0 years, male, black or african american, stage:Stage II, alive, 1098 days
22.0
TCGA-DD-AAW1-01A
0 years, male, asian, stage:Stage IIIA, alive, 1989 days
21.9
TCGA-2Y-A9H1-01A
0 years, male, white, stage:Stage I, dead, 1229 days
21.5
TCGA-FV-A3I0-01A
0 years, female, white, stage:Stage II, alive, 848 days
21.5
TCGA-RC-A6M4-01A
0 years, female, white, stage:Stage IIIA, alive, 22 days
21.3
TCGA-UB-A7MC-01A
0 years, male, white, stage:Stage IIIA, alive, 500 days
21.0
TCGA-EP-A2KA-01A
0 years, female, white, stage:Stage IIIA, dead, 627 days
20.9
TCGA-UB-A7MA-01A
0 years, female, white, stage:Stage II, alive, 848 days
20.7
TCGA-G3-A3CJ-01A
0 years, male, american indian or alaska native, stage:Stage II, alive, 594 days
19.6
TCGA-RC-A7SF-01A
0 years, male, asian, stage:Stage I, alive, 579 days
19.5
TCGA-G3-A5SL-01A
0 years, male, white, stage:Stage II, alive, 621 days
18.7
TCGA-5R-AA1D-01A
0 years, female, white, stage:Stage IIIA, alive, 449 days
18.6
TCGA-DD-AADU-01A
0 years, male, asian, stage:Stage II, alive, 554 days
18.5
TCGA-MR-A8JO-01A
0 years, male, white, stage:Stage I, alive, 330 days
17.7
TCGA-DD-A39V-01A
0 years, male, white, stage:Stage II, dead, 643 days
17.0
TCGA-DD-AAC8-01A
0 years, male, asian, stage:Stage I, dead, 16 days
16.8
TCGA-DD-AAW2-01A
0 years, male, asian, stage:Stage I, alive, 1855 days
16.4
TCGA-DD-A4NG-01A
0 years, male, white, stage:Stage IIIA, dead, 802 days
13.9
TCGA-FV-A4ZP-01A
0 years, male, white, stage:Stage IIIA, dead, 2486 days
13.6
TCGA-DD-AAD6-01A
0 years, male, asian, stage:Stage IIIA, alive, 672 days
13.3
TCGA-DD-A3A6-01A
0 years, female, white, stage:Stage II, dead, 3258 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.
ACP2 is not prognostic 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
31.2
Number of samples
231
Samples
Sample
Description
TPM
DO45209
0 years, male, NA, stage:4, alive, 1350 days
105.2
DO23523
0 years, male, NA, stage:3, alive, 1080 days
74.4
DO48747
0 years, male, NA, stage:3, alive, 540 days
68.6
DO45277
0 years, male, NA, stage:3, alive, 600 days
66.8
DO45217
0 years, female, NA, stage:3, dead, 270 days
61.8
DO50789
0 years, female, NA, stage:2, alive, 570 days
57.1
DO48715
0 years, female, NA, stage:2, dead, 690 days
54.7
DO45107
0 years, female, NA, stage:2, alive, 1710 days
54.0
DO50819
0 years, female, NA, stage:2, alive, 510 days
53.9
DO23524
0 years, female, NA, stage:2, alive, 1050 days
51.8
DO50820
0 years, female, NA, stage:3, alive, 510 days
51.5
DO50793
0 years, male, NA, stage:4, alive, 540 days
51.0
DO45096
0 years, male, NA, stage:2, dead, 1290 days
50.8
DO45115
0 years, male, NA, stage:2, alive, 840 days
50.0
DO23508
0 years, female, NA, stage:2, alive, 390 days
49.9
DO23552
0 years, female, NA, stage:1, alive, 810 days
49.9
DO45265
0 years, male, NA, stage:3, alive, 1020 days
49.7
DO50799
0 years, female, NA, stage:2, alive, 540 days
49.7
DO50829
0 years, male, NA, stage:3, alive, 570 days
49.3
DO23535
0 years, male, NA, stage:1, alive, 960 days
49.2
DO45149
0 years, female, NA, stage:2, alive, 1260 days
48.9
DO48720
0 years, female, NA, stage:2, alive, 570 days
47.8
DO23511
0 years, female, NA, stage:3, dead, 180 days
46.4
DO48697
0 years, female, NA, stage:2, dead, 810 days
46.3
DO48741
0 years, male, NA, stage:3, alive, 240 days
45.4
DO23532
0 years, female, NA, stage:1, alive, 960 days
45.3
DO23547
0 years, male, NA, stage:1, alive, 1020 days
45.0
DO45183
0 years, female, NA, stage:2, dead, 570 days
44.3
DO23537
0 years, male, NA, stage:2, dead, 900 days
44.2
DO45135
0 years, male, NA, stage:1, alive, 1410 days
44.1
DO45179
0 years, female, NA, stage:2, alive, 600 days
43.9
DO50839
0 years, female, NA, stage:3, alive, 330 days
43.8
DO45123
0 years, female, NA, stage:2, dead, 570 days
43.2
DO45185
0 years, male, NA, stage:2, alive, 600 days
42.2
DO45119
0 years, male, NA, stage:3, dead, 510 days
42.0
DO48728
0 years, female, NA, stage:2, alive, 150 days
42.0
DO50845
0 years, male, NA, stage:3, alive, 210 days
41.5
DO23550
0 years, male, NA, stage:1, alive, 990 days
41.4
DO48682
0 years, female, NA, stage:3, dead, 120 days
41.3
DO50804
0 years, male, NA, stage:2, alive, 720 days
41.2
DO50778
0 years, male, NA, stage:4, alive, 630 days
41.1
DO48700
0 years, female, NA, stage:2, alive, 810 days
40.5
DO48701
0 years, male, NA, stage:2, alive, 780 days
40.5
DO48712
0 years, male, NA, stage:2, alive, 810 days
40.4
DO23515
0 years, male, NA, stage:2, alive, 1230 days
40.3
DO45187
0 years, female, NA, stage:1, alive, 1260 days
40.3
DO45173
0 years, male, NA, stage:3, alive, 1170 days
40.3
DO23526
0 years, male, NA, stage:3, alive, 1050 days
40.1
DO50844
0 years, male, NA, stage:4, alive, 300 days
40.0
DO45287
0 years, male, NA, stage:1, alive, 390 days
39.6
DO45105
0 years, male, NA, stage:1, alive, 1680 days
39.5
DO50815
0 years, male, NA, stage:3, alive, 150 days
39.0
DO45289
0 years, female, NA, stage:3, alive, 360 days
38.3
DO45153
0 years, female, NA, stage:2, alive, 1380 days
38.1
DO23540
0 years, male, NA, stage:1, alive, 750 days
38.1
DO45111
0 years, male, NA, stage:2, alive, 1590 days
37.8
DO23525
0 years, male, NA, stage:4, alive, 1050 days
37.6
DO45227
0 years, female, NA, stage:2, alive, 1020 days
37.6
DO45103
0 years, male, NA, stage:3, alive, 450 days
37.4
DO48737
0 years, male, NA, stage:1, alive, 720 days
37.4
DO50798
0 years, male, NA, stage:3, dead, 30 days
37.3
DO50840
0 years, male, NA, stage:2, alive, 330 days
37.1
DO45167
0 years, male, NA, stage:2, dead, 1440 days
36.8
DO48717
0 years, male, NA, stage:4, dead, 180 days
36.7
DO45235
0 years, female, NA, stage:1, alive, 900 days
36.7
DO45191
0 years, female, NA, stage:2, alive, 1200 days
36.5
DO50776
0 years, male, NA, stage:1, alive, 690 days
36.4
DO48716
0 years, male, NA, stage:2, alive, 720 days
36.3
DO48725
0 years, male, NA, stage:1, alive, 780 days
36.1
DO23545
0 years, male, NA, stage:2, dead, 570 days
36.0
DO45141
0 years, male, NA, stage:2, alive, 1320 days
35.9
DO50791
0 years, female, NA, stage:1, dead, 480 days
35.8
DO45165
0 years, male, NA, stage:2, alive, 690 days
35.2
DO45139
0 years, male, NA, stage:3, alive, 1320 days
35.2
DO45255
0 years, male, NA, stage:3, alive, 720 days
35.1
DO45161
0 years, male, NA, stage:2, dead, 540 days
34.9
DO45249
0 years, male, NA, stage:1, alive, 630 days
34.4
DO50787
0 years, male, NA, stage:3, alive, 480 days
34.1
DO48730
0 years, female, NA, stage:2, alive, 630 days
33.5
DO23512
0 years, male, NA, stage:1, alive, 1260 days
33.3
DO45303
0 years, female, NA, stage:3, alive, 990 days
33.2
DO45241
0 years, male, NA, stage:1, alive, 1080 days
33.1
DO45157
0 years, male, NA, stage:2, alive, 1980 days
33.0
DO23539
0 years, male, NA, stage:1, alive, 1110 days
32.8
DO23549
0 years, male, NA, stage:3, alive, 990 days
32.5
DO48757
0 years, female, NA, stage:3, alive, 480 days
32.4
DO45197
0 years, male, NA, stage:2, alive, 1170 days
32.1
DO23518
0 years, male, NA, stage:2, alive, 1320 days
32.0
DO48732
0 years, male, NA, stage:3, alive, 630 days
32.0
DO50813
0 years, male, NA, stage:2, alive, 420 days
31.9
DO45109
0 years, male, NA, stage:2, alive, 1590 days
31.8
DO45219
0 years, male, NA, stage:2, alive, 1080 days
31.8
DO48760
0 years, female, NA, stage:2, alive, 690 days
31.6
DO45131
0 years, male, NA, stage:4, dead, 360 days
31.6
DO50818
0 years, male, NA, stage:2, alive, 510 days
31.5
DO48695
0 years, male, NA, stage:2, alive, 720 days
31.4
DO23543
0 years, male, NA, stage:2, alive, 1020 days
31.3
DO23513
0 years, male, NA, stage:3, alive, 1200 days
31.1
DO45175
0 years, male, NA, stage:2, alive, 1140 days
31.1
DO45231
0 years, male, NA, stage:2, alive, 930 days
31.0
DO45145
0 years, male, NA, stage:3, dead, 60 days
30.8
DO50809
0 years, male, NA, stage:3, dead, 720 days
30.7
DO45207
0 years, male, NA, stage:1, alive, 1050 days
30.7
DO23542
0 years, male, NA, stage:3, alive, 960 days
30.5
DO23548
0 years, female, NA, stage:1, alive, 840 days
30.4
DO45203
0 years, female, NA, stage:2, alive, 1170 days
30.3
DO48736
0 years, female, NA, stage:1, alive, 600 days
30.1
DO45189
0 years, female, NA, stage:2, alive, 1200 days
30.1
DO48743
0 years, female, NA, stage:2, alive, 570 days
30.1
DO45159
0 years, male, NA, stage:3, alive, 1470 days
30.0
DO48674
0 years, male, NA, stage:2, alive, 1260 days
30.0
DO45092
0 years, male, NA, stage:4, dead, 1200 days
29.9
DO48704
0 years, female, NA, stage:3, alive, 750 days
29.7
DO45101
0 years, male, NA, stage:2, alive, 1680 days
29.6
DO50816
0 years, male, NA, stage:2, alive, 390 days
29.6
DO50805
0 years, male, NA, stage:2, alive, 690 days
29.5
DO50800
0 years, male, NA, stage:2, alive, 510 days
29.2
DO45307
0 years, female, NA, stage:4, dead, 240 days
29.2
DO45155
0 years, male, NA, stage:2, alive, 2160 days
29.2
DO45229
0 years, male, NA, stage:1, alive, 990 days
28.9
DO50803
0 years, female, NA, stage:1, alive, 540 days
28.8
DO50855
0 years, male, NA, stage:2, alive, 570 days
28.8
DO45259
0 years, male, NA, stage:3, alive, 330 days
28.8
DO23529
0 years, male, NA, stage:4, alive, 930 days
28.7
DO45121
0 years, male, NA, stage:3, alive, 1530 days
28.4
DO45253
0 years, male, NA, stage:2, alive, 870 days
28.2
DO50808
0 years, male, NA, stage:2, alive, 570 days
27.7
DO45205
0 years, female, NA, stage:2, dead, 90 days
27.6
DO50806
0 years, male, NA, stage:4, alive, 540 days
27.5
DO23519
0 years, male, NA, stage:3, alive, 630 days
27.3
DO45091
0 years, male, NA, stage:2, dead, 1320 days
27.2
DO45177
0 years, female, NA, stage:3, alive, 1260 days
27.0
DO23527
0 years, male, NA, stage:1, alive, 1050 days
27.0
DO23541
0 years, male, NA, stage:2, alive, 930 days
26.9
DO45113
0 years, male, NA, stage:3, alive, 1560 days
26.8
DO50807
0 years, male, NA, stage:1, alive, 540 days
26.7
DO23528
0 years, female, NA, stage:2, alive, 1020 days
26.6
DO45129
0 years, male, NA, stage:3, alive, 1470 days
26.6
DO48723
0 years, male, NA, stage:1, alive, 600 days
26.5
DO48727
0 years, female, NA, stage:2, dead, 390 days
26.5
DO45305
0 years, male, NA, stage:4, alive, 300 days
26.5
DO23510
0 years, female, NA, stage:2, alive, 870 days
26.4
DO48693
0 years, male, NA, stage:2, alive, 900 days
26.4
DO45221
0 years, female, NA, stage:4, dead, 390 days
26.2
DO48761
0 years, male, NA, stage:2, alive, 870 days
26.0
DO45239
0 years, male, NA, stage:2, alive, 870 days
25.8
DO50850
0 years, male, NA, stage:3, alive, 720 days
25.5
DO45281
0 years, male, NA, stage:4, alive, 750 days
25.5
DO45181
0 years, female, NA, stage:2, alive, 1200 days
25.2
DO45215
0 years, male, NA, stage:2, alive, 1170 days
25.2
DO45273
0 years, male, NA, stage:2, alive, 480 days
25.2
DO45094
0 years, male, NA, stage:3, alive, 1650 days
25.1
DO48719
0 years, male, NA, stage:2, alive, 690 days
25.1
DO23521
0 years, male, NA, stage:3, alive, 1110 days
25.0
DO45117
0 years, female, NA, stage:2, dead, 1110 days
24.9
DO50785
0 years, male, NA, stage:4, dead, 90 days
24.8
DO45267
0 years, male, NA, stage:3, dead, 570 days
24.8
DO45213
0 years, male, NA, stage:1, alive, 1200 days
24.8
DO23514
0 years, male, NA, stage:2, alive, 1290 days
24.6
DO48759
0 years, male, NA, stage:3, alive, 720 days
24.4
DO45095
0 years, male, NA, stage:2, alive, 1620 days
24.0
DO50832
0 years, male, NA, stage:3, alive, 90 days
23.8
DO50802
0 years, male, NA, stage:2, alive, 930 days
23.7
DO45143
0 years, male, NA, stage:3, alive, 1290 days
23.6
DO45193
0 years, female, NA, stage:4, dead, 120 days
23.5
DO50783
0 years, male, NA, stage:3, alive, 480 days
23.3
DO50774
0 years, female, NA, stage:2, alive, 720 days
23.2
DO45263
0 years, male, NA, stage:3, dead, 270 days
23.2
DO50822
0 years, male, NA, stage:2, alive, 510 days
23.1
DO48706
0 years, male, NA, stage:2, alive, 870 days
23.1
DO45257
0 years, male, NA, stage:3, alive, 810 days
23.1
DO45223
0 years, male, NA, stage:4, alive, 1020 days
22.8
DO48751
0 years, male, NA, stage:2, dead, 480 days
22.8
DO50825
0 years, male, NA, stage:2, alive, 390 days
22.7
DO45201
0 years, male, NA, stage:1, alive, 900 days
22.7
DO48733
0 years, male, NA, stage:2, alive, 600 days
22.6
DO50814
0 years, male, NA, stage:3, alive, 420 days
22.6
DO45225
0 years, male, NA, stage:1, alive, 1050 days
22.4
DO48742
0 years, male, NA, stage:2, alive, 600 days
22.3
DO23534
0 years, male, NA, stage:2, alive, 840 days
22.2
DO23536
0 years, male, NA, stage:2, alive, 930 days
22.2
DO45127
0 years, male, NA, stage:3, dead, 420 days
22.0
DO48677
0 years, male, NA, stage:3, alive, 1140 days
21.9
DO23546
0 years, male, NA, stage:2, alive, 1050 days
21.9
DO45275
0 years, male, NA, stage:3, dead, 10 days
21.9
DO45269
0 years, male, NA, stage:3, alive, 750 days
21.8
DO45099
0 years, male, NA, stage:3, alive, 1590 days
21.7
DO45093
0 years, male, NA, stage:2, dead, 720 days
21.5
DO45285
0 years, male, NA, stage:3, alive, 480 days
21.3
DO45137
0 years, male, NA, stage:1, alive, 1320 days
21.1
DO48679
0 years, male, NA, stage:2, alive, 1200 days
20.9
DO45237
0 years, male, NA, stage:2, alive, 900 days
20.9
DO45171
0 years, male, NA, stage:3, alive, 600 days
20.8
DO227643
0 years, male, NA, stage:2, alive, 1260 days
20.8
DO45243
0 years, female, NA, stage:3, alive, 930 days
20.6
DO23516
0 years, male, NA, stage:3, dead, 20 days
20.6
DO45301
0 years, male, NA, stage:2, dead, 1440 days
20.5
DO45199
0 years, female, NA, stage:2, alive, 1350 days
20.3
DO23538
0 years, male, NA, stage:2, alive, 450 days
20.3
DO48721
0 years, female, NA, stage:1, alive, 900 days
20.0
DO45299
0 years, female, NA, stage:1, alive, 1440 days
19.9
DO45133
0 years, male, NA, stage:3, dead, 660 days
19.9
DO23531
0 years, female, NA, stage:3, alive, 900 days
19.6
DO45233
0 years, male, NA, stage:3, alive, 900 days
19.5
DO227801
0 years, female, NA, stage:1, alive, 660 days
19.2
DO45169
0 years, male, NA, stage:3, alive, 1350 days
19.1
DO45247
0 years, female, NA, stage:2, alive, 210 days
18.9
DO50817
0 years, male, NA, stage:2, alive, 390 days
18.4
DO45297
0 years, female, NA, stage:4, dead, 1260 days
18.3
DO23533
0 years, male, NA, stage:2, alive, 900 days
18.1
DO45245
0 years, female, NA, stage:2, dead, 240 days
17.7
DO23551
0 years, male, NA, stage:3, dead, 150 days
17.7
DO48672
0 years, male, NA, stage:2, alive, 450 days
17.5
DO23530
0 years, male, NA, stage:4, dead, 180 days
17.4
DO23517
0 years, male, NA, stage:2, alive, 1200 days
17.3
DO23509
0 years, male, NA, stage:3, dead, 780 days
16.7
DO45097
0 years, male, NA, stage:3, alive, 1620 days
16.4
DO50811
0 years, male, NA, stage:1, alive, 450 days
16.4
DO50857
0 years, male, NA, stage:2, alive, 210 days
16.4
DO45261
0 years, male, NA, stage:3, alive, 990 days
16.2
DO45211
0 years, male, NA, stage:3, alive, 240 days
15.9
DO48746
0 years, male, NA, stage:3, alive, 570 days
15.6
DO48681
0 years, male, NA, stage:2, alive, 900 days
15.4
DO45251
0 years, female, NA, stage:2, alive, 900 days
15.1
DO45195
0 years, male, NA, stage:1, alive, 390 days
14.6
DO45283
0 years, male, NA, stage:3, alive, 510 days
14.1
DO23544
0 years, male, NA, stage:2, alive, 960 days
14.0
DO45163
0 years, male, NA, stage:2, alive, 960 days
13.9
DO45279
0 years, male, NA, stage:3, alive, 1290 days
12.8
DO45125
0 years, male, NA, stage:3, alive, 1680 days
12.5
DO50859
0 years, male, NA, stage:2, alive, 180 days
7.6
Show allShow less
LIVER HEPATOCELLULAR CARCINOMA - Protein relative expression (CPTAC)
Number of samples
330
Samples
Sample ID
Sample type
nRPX
1025
Tumor
1.3
745
Tumor
1.0
223
Tumor
0.9
145
Tumor
0.8
363
Tumor
0.8
341
Tumor
0.8
393
Tumor
0.8
641
Tumor
0.7
413
Tumor
0.6
421
Tumor
0.6
395
Tumor
0.6
353
Tumor
0.6
432
Normal
0.6
851
Tumor
0.6
221
Tumor
0.5
394
Normal
0.5
1043
Tumor
0.5
967
Tumor
0.5
136
Normal
0.5
424
Normal
0.5
124
Normal
0.5
462
Normal
0.5
365
Tumor
0.5
172
Normal
0.5
162
Normal
0.5
727
Tumor
0.5
617
Tumor
0.5
436
Normal
0.5
428
Normal
0.5
195
Tumor
0.5
298
Normal
0.4
132
Normal
0.4
111
Normal
0.4
464
Normal
0.4
435
Tumor
0.4
713
Tumor
0.4
147
Tumor
0.4
488
Normal
0.4
517
Tumor
0.4
426
Normal
0.4
414
Normal
0.4
446
Normal
0.4
148
Normal
0.4
396
Normal
0.4
648
Normal
0.4
361
Tumor
0.4
314
Normal
0.4
616
Normal
0.4
278
Normal
0.3
227
Tumor
0.3
277
Tumor
0.3
258
Normal
0.3
858
Normal
0.3
642
Normal
0.3
387
Tumor
0.3
824
Normal
0.3
937
Tumor
0.3
392
Normal
0.3
222
Normal
0.3
664
Normal
0.3
482
Normal
0.3
125
Tumor
0.3
142
Normal
0.3
137
Tumor
0.3
388
Normal
0.3
186
Normal
0.3
466
Normal
0.3
425
Tumor
0.3
786
Normal
0.3
467
Tumor
0.3
342
Normal
0.3
434
Normal
0.3
926
Normal
0.3
286
Normal
0.3
463
Tumor
0.3
344
Normal
0.3
468
Normal
0.3
456
Normal
0.3
742
Normal
0.3
728
Normal
0.3
362
Normal
0.3
343
Tumor
0.3
331
Tumor
0.3
218
Normal
0.2
481
Tumor
0.2
141
Tumor
0.2
661
Tumor
0.2
451
Tumor
0.2
356
Normal
0.2
746
Normal
0.2
756
Normal
0.2
126
Normal
0.2
914
Normal
0.2
866
Normal
0.2
131
Tumor
0.2
358
Normal
0.2
474
Normal
0.2
217
Tumor
0.2
188
Normal
0.2
114
Normal
0.2
146
Normal
0.2
328
Normal
0.2
196
Normal
0.2
968
Normal
0.2
368
Normal
0.2
385
Tumor
0.2
232
Normal
0.2
666
Normal
0.2
494
Normal
0.2
212
Normal
0.2
187
Tumor
0.2
564
Normal
0.2
738
Normal
0.2
737
Tumor
0.2
484
Normal
0.2
862
Normal
0.2
778
Normal
0.2
1016
Normal
0.2
722
Normal
0.2
472
Normal
0.2
352
Normal
0.2
138
Normal
0.2
868
Normal
0.2
627
Tumor
0.2
312
Normal
0.2
272
Normal
0.2
452
Normal
0.1
455
Tumor
0.1
528
Normal
0.1
755
Tumor
0.1
526
Normal
0.1
923
Tumor
0.1
262
Normal
0.1
386
Normal
0.1
568
Normal
0.1
723
Tumor
0.1
983
Tumor
0.1
461
Tumor
0.1
191
Tumor
0.1
545
Tumor
0.1
128
Normal
0.1
662
Normal
0.1
1027
Tumor
0.1
572
Normal
0.1
864
Normal
0.1
384
Normal
0.1
257
Tumor
0.1
628
Normal
0.1
744
Normal
0.1
477
Tumor
0.1
574
Normal
0.1
874
Normal
0.1
422
Normal
0.1
636
Normal
0.1
724
Normal
0.1
882
Normal
0.1
777
Tumor
0.1
471
Tumor
0.1
285
Tumor
0.1
297
Tumor
0.1
354
Normal
0.1
714
Normal
0.1
332
Normal
0.1
366
Normal
0.1
412
Normal
0.1
818
Normal
0.1
918
Normal
0.1
271
Tumor
0.1
411
Tumor
0.1
816
Normal
0.1
1022
Normal
0.1
224
Normal
0.1
978
Normal
0.1
448
Normal
0.1
672
Normal
0.1
571
Tumor
0.0
964
Normal
0.0
943
Tumor
0.0
696
Normal
0.0
922
Normal
0.0
113
Tumor
0.0
443
Tumor
0.0
558
Normal
0.0
228
Normal
0.0
573
Tumor
0.0
878
Normal
0.0
716
Normal
0.0
815
Tumor
0.0
952
Normal
0.0
214
Normal
0.0
1014
Normal
0.0
523
Tumor
0.0
938
Normal
0.0
554
Normal
0.0
376
Normal
0.0
213
Tumor
0.0
518
Normal
0.0
965
Tumor
0.0
1021
Tumor
0.0
483
Tumor
0.0
516
Normal
0.0
665
Tumor
0.0
514
Normal
0.0
647
Tumor
0.0
1026
Normal
0.0
364
Normal
0.0
563
Tumor
0.0
327
Tumor
0.0
416
Normal
0.0
268
Normal
0.0
817
Tumor
0.0
686
Normal
0.0
534
Normal
0.0
1042
Normal
0.0
615
Tumor
0.0
618
Normal
0.0
966
Normal
0.0
267
Tumor
0.0
546
Normal
0.0
423
Tumor
0.0
924
Normal
0.0
473
Tumor
0.0
884
Normal
0.0
912
Normal
0.0
487
Tumor
0.0
955
Tumor
-0.1
391
Tumor
-0.1
553
Tumor
-0.1
492
Normal
-0.1
192
Normal
-0.1
161
Tumor
-0.1
525
Tumor
-0.1
944
Normal
-0.1
982
Normal
-0.1
984
Normal
-0.1
185
Tumor
-0.1
921
Tumor
-0.1
127
Tumor
-0.1
367
Tumor
-0.1
852
Normal
-0.1
877
Tumor
-0.1
1028
Normal
-0.1
698
Normal
-0.1
433
Tumor
-0.1
715
Tumor
-0.1
112
Tumor
-0.1
1046
Normal
-0.1
123
Tumor
-0.1
515
Tumor
-0.1
721
Tumor
-0.1
635
Tumor
-0.1
284
Normal
-0.1
135
Tumor
-0.1
351
Tumor
-0.1
1045
Tumor
-0.1
557
Tumor
-0.1
743
Tumor
-0.2
493
Tumor
-0.2
313
Tumor
-0.2
533
Tumor
-0.2
913
Tumor
-0.2
1032
Normal
-0.2
513
Tumor
-0.2
695
Tumor
-0.2
954
Normal
-0.2
981
Tumor
-0.2
1044
Normal
-0.2
465
Tumor
-0.2
958
Normal
-0.2
911
Tumor
-0.2
478
Normal
-0.2
535
Tumor
-0.2
498
Normal
-0.2
975
Tumor
-0.2
567
Tumor
-0.2
536
Normal
-0.2
956
Normal
-0.2
444
Normal
-0.2
171
Tumor
-0.2
697
Tumor
-0.2
497
Tumor
-0.2
881
Tumor
-0.2
916
Normal
-0.2
211
Tumor
-0.2
915
Tumor
-0.2
873
Tumor
-0.2
953
Tumor
-0.2
925
Tumor
-0.2
261
Tumor
-0.3
867
Tumor
-0.3
357
Tumor
-0.3
524
Normal
-0.3
538
Normal
-0.3
663
Tumor
-0.3
883
Tumor
-0.3
671
Tumor
-0.3
785
Tumor
-0.3
491
Tumor
-0.3
814
Normal
-0.3
1031
Tumor
-0.3
537
Tumor
-0.3
813
Tumor
-0.3
861
Tumor
-0.3
917
Tumor
-0.3
383
Tumor
-0.3
231
Tumor
-0.3
823
Tumor
-0.3
311
Tumor
-0.3
527
Tumor
-0.4
445
Tumor
-0.4
447
Tumor
-0.4
283
Tumor
-0.4
415
Tumor
-0.4
957
Tumor
-0.4
427
Tumor
-0.4
963
Tumor
-0.4
1015
Tumor
-0.4
857
Tumor
-0.4
355
Tumor
-0.5
1041
Tumor
-0.5
375
Tumor
-0.5
863
Tumor
-0.5
865
Tumor
-0.5
951
Tumor
-0.6
741
Tumor
-0.6
431
Tumor
-0.7
1013
Tumor
-0.7
976
Normal
-0.8
977
Tumor
-0.8
685
Tumor
-0.9
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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.