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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.
KRCC1 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
14.4
Number of samples
362
Samples
Sample
Description
TPM
TCGA-DD-A73E-01A
0 years, male, white, stage:Stage I, alive, 44 days
44.3
TCGA-CC-5260-01A
0 years, female, asian, stage:Stage IIIC, dead, 87 days
43.6
TCGA-CC-A7IJ-01A
0 years, male, asian, stage:Stage II, alive, 382 days
40.2
TCGA-CC-A3MA-01A
0 years, male, asian, stage:Stage IIIA, dead, 303 days
38.4
TCGA-ED-A5KG-01A
0 years, female, asian, stage:Stage II, alive, 854 days
34.9
TCGA-DD-AAW3-01A
0 years, male, asian, stage:Stage I, alive, 1633 days
34.8
TCGA-5R-AA1C-01A
0 years, male, white, stage:Stage II, alive, 520 days
34.5
TCGA-ZP-A9D2-01A
0 years, male, white, stage:'--, dead, 765 days
34.5
TCGA-DD-AADC-01A
0 years, male, asian, stage:Stage I, dead, 425 days
32.7
TCGA-DD-A4NA-01A
0 years, female, white, stage:Stage IIIC, alive, 1008 days
32.1
TCGA-DD-AAD8-01A
0 years, female, asian, stage:Stage I, alive, 1219 days
31.2
TCGA-BC-A10Q-01A
0 years, female, white, stage:'--, dead, 1135 days
31.0
TCGA-DD-A73D-01A
0 years, female, white, stage:Stage II, alive, 693 days
30.8
TCGA-BC-A8YO-01A
0 years, female, white, stage:Stage IIIC, alive, 562 days
30.7
TCGA-DD-AA3A-01A
0 years, female, white, stage:Stage I, dead, 410 days
29.9
TCGA-DD-A73B-01A
0 years, female, white, stage:Stage I, dead, 283 days
29.7
TCGA-UB-A7MA-01A
0 years, female, white, stage:Stage II, alive, 848 days
28.8
TCGA-CC-5264-01A
0 years, male, asian, stage:Stage IIIA, dead, 102 days
28.6
TCGA-BC-A10U-01A
0 years, male, white, stage:'--, dead, 837 days
28.6
TCGA-DD-A4NE-01A
0 years, female, white, stage:Stage IIIA, dead, 660 days
28.2
TCGA-BC-A10R-01A
0 years, female, white, stage:'--, dead, 308 days
27.9
TCGA-DD-A4NF-01A
0 years, male, white, stage:Stage I, alive, 942 days
27.7
TCGA-EP-A26S-01A
0 years, male, white, stage:Stage I, alive, 608 days
27.6
TCGA-DD-A1EE-01A
0 years, male, white, stage:Stage IIIA, dead, 349 days
27.3
TCGA-DD-AACH-01A
0 years, male, asian, stage:Stage II, dead, 195 days
27.2
TCGA-DD-A4NG-01A
0 years, male, white, stage:Stage IIIA, dead, 802 days
27.2
TCGA-DD-A4NJ-01A
0 years, female, white, stage:Stage II, alive, 928 days
27.0
TCGA-DD-AACN-01A
0 years, male, asian, stage:Stage I, alive, 1302 days
26.8
TCGA-ED-A97K-01A
0 years, male, asian, stage:Stage IIIA, alive, 6 days
26.7
TCGA-BC-A217-01A
0 years, female, white, stage:Stage II, dead, 1397 days
26.5
TCGA-DD-AADW-01A
0 years, male, asian, stage:Stage I, alive, 587 days
26.3
TCGA-CC-A7IH-01A
0 years, male, asian, stage:Stage IIIA, alive, 365 days
26.3
TCGA-DD-AADV-01A
0 years, male, asian, stage:Stage I, alive, 574 days
25.6
TCGA-FV-A496-01A
0 years, female, white, stage:Stage I, alive, 10 days
24.8
TCGA-G3-A7M6-01A
0 years, female, white, stage:Stage I, alive, 632 days
24.4
TCGA-2Y-A9GV-01A
0 years, female, white, stage:Stage I, dead, 2532 days
24.3
TCGA-G3-A3CK-01A
0 years, male, asian, stage:Stage I, alive, 585 days
24.2
TCGA-BC-A3KF-01A
0 years, female, white, stage:Stage I, alive, 8 days
24.0
TCGA-DD-A11B-01A
0 years, male, white, stage:Stage I, dead, 14 days
23.8
TCGA-ED-A7PY-01A
0 years, female, asian, stage:Stage II, alive, 390 days
23.6
TCGA-ED-A82E-01A
0 years, female, asian, stage:Stage IIIA, alive, 408 days
23.5
TCGA-DD-A4NS-01A
0 years, female, white, stage:Stage I, dead, 2456 days
23.3
TCGA-UB-A7MB-01A
0 years, male, white, stage:Stage II, alive, 601 days
23.2
TCGA-G3-A3CH-01A
0 years, male, asian, stage:Stage IIIA, alive, 780 days
22.9
TCGA-DD-AACA-01A
0 years, male, asian, stage:Stage I, alive, 2301 days
22.8
TCGA-UB-A7MC-01A
0 years, male, white, stage:Stage IIIA, alive, 500 days
22.4
TCGA-DD-A4NI-01A
0 years, male, white, stage:Stage II, alive, 816 days
21.8
TCGA-DD-AAVQ-01A
0 years, male, asian, stage:Stage I, alive, 2728 days
21.7
TCGA-G3-A5SL-01A
0 years, male, white, stage:Stage II, alive, 621 days
21.6
TCGA-DD-A1EH-01A
0 years, male, white, stage:Stage III, alive, 1495 days
21.6
TCGA-2Y-A9H5-01A
0 years, female, white, stage:Stage I, dead, 555 days
21.5
TCGA-2Y-A9H4-01A
0 years, male, black or african american, stage:Stage I, alive, 1452 days
21.5
TCGA-WX-AA46-01A
0 years, male, white, stage:Stage II, alive, 756 days
21.3
TCGA-DD-AAVY-01A
0 years, male, asian, stage:Stage IIIA, alive, 1970 days
21.3
TCGA-2Y-A9GS-01A
0 years, male, white, stage:'--, dead, 724 days
21.2
TCGA-YA-A8S7-01A
0 years, male, white, stage:Stage IIIA, dead, 412 days
21.0
TCGA-ZS-A9CF-01A
0 years, male, white, stage:Stage II, alive, 2412 days
21.0
TCGA-ZP-A9D1-01A
0 years, female, white, stage:'--, alive, 21 days
21.0
TCGA-CC-A3MB-01A
0 years, male, asian, stage:Stage IIIA, dead, 315 days
20.9
TCGA-UB-AA0V-01A
0 years, female, white, stage:Stage I, alive, 314 days
20.8
TCGA-CC-A8HU-01A
0 years, female, asian, stage:Stage IIIA, dead, 344 days
20.5
TCGA-ED-A7XO-01A
0 years, male, asian, stage:Stage IIIA, alive, 427 days
20.5
TCGA-G3-A5SJ-01A
0 years, male, white, stage:Stage I, alive, 698 days
19.8
TCGA-DD-A39W-01A
0 years, female, white, stage:Stage III, dead, 827 days
19.8
TCGA-DD-AAE2-01A
0 years, male, asian, stage:Stage I, alive, 638 days
19.8
TCGA-RC-A7SK-01A
0 years, male, asian, stage:Stage I, alive, 472 days
19.7
TCGA-DD-A1EJ-01A
0 years, female, white, stage:Stage IIIC, dead, 1005 days
19.5
TCGA-CC-A5UD-01A
0 years, male, asian, stage:Stage IIIA, dead, 304 days
19.5
TCGA-ED-A66Y-01A
0 years, female, asian, stage:Stage IIIA, dead, 296 days
19.3
TCGA-DD-A113-01A
0 years, female, white, stage:Stage II, alive, 2425 days
19.2
TCGA-2Y-A9H2-01A
0 years, female, white, stage:Stage I, alive, 1731 days
18.9
TCGA-BC-A10Y-01A
0 years, male, white, stage:'--, dead, 711 days
18.9
TCGA-ZP-A9D4-01A
0 years, female, white, stage:'--, alive, 395 days
18.9
TCGA-G3-AAV4-01A
0 years, female, white, stage:Stage I, dead, 27 days
18.9
TCGA-XR-A8TF-01A
0 years, male, white, stage:Stage I, dead, 693 days
18.8
TCGA-ED-A7XP-01A
0 years, female, asian, stage:Stage II, alive, 400 days
18.7
TCGA-BC-A112-01A
0 years, male, white, stage:'--, dead, 153 days
18.7
TCGA-DD-AADG-01A
0 years, male, asian, stage:Stage IIIA, alive, 1145 days
18.7
TCGA-GJ-A3OU-01A
0 years, male, white, stage:Stage I, alive, 879 days
18.6
TCGA-EP-A12J-01A
0 years, male, black or african american, stage:Stage I, alive, 570 days
18.6
TCGA-XR-A8TG-01A
0 years, male, white, stage:Stage I, alive, 898 days
18.5
TCGA-DD-A4NH-01A
0 years, female, white, stage:Stage IIIB, alive, 917 days
18.4
TCGA-DD-AAEE-01A
0 years, male, asian, stage:Stage I, alive, 810 days
18.4
TCGA-CC-A7IF-01A
0 years, male, asian, stage:Stage IIIA, dead, 649 days
18.3
TCGA-5R-AA1D-01A
0 years, female, white, stage:Stage IIIA, alive, 449 days
18.3
TCGA-K7-AAU7-01A
0 years, male, white, stage:Stage II, alive, 359 days
18.2
TCGA-2Y-A9GZ-01A
0 years, female, white, stage:Stage II, dead, 848 days
18.1
TCGA-BC-A10Z-01A
0 years, female, white, stage:Stage I, dead, 34 days
18.1
TCGA-BC-A10T-01A
0 years, male, white, stage:'--, dead, 837 days
18.0
TCGA-FV-A3I0-01A
0 years, female, white, stage:Stage II, alive, 848 days
17.9
TCGA-MI-A75G-01A
0 years, male, white, stage:Stage II, alive, 698 days
17.9
TCGA-FV-A2QQ-01A
0 years, male, white, stage:Stage I, alive, 729 days
17.9
TCGA-G3-A6UC-01A
0 years, male, white, stage:Stage IIIB, alive, 671 days
17.9
TCGA-G3-A3CG-01A
0 years, male, white, stage:Stage I, alive, 673 days
17.8
TCGA-UB-AA0U-01A
0 years, male, white, stage:Stage II, alive, 327 days
17.7
TCGA-DD-AADA-01A
0 years, female, asian, stage:Stage I, alive, 1233 days
17.7
TCGA-CC-A1HT-01A
0 years, male, asian, stage:Stage IIIA, dead, 101 days
17.7
TCGA-DD-AAD1-01A
0 years, female, asian, stage:Stage I, alive, 564 days
17.7
TCGA-DD-A4NV-01A
0 years, male, white, stage:Stage IIIA, alive, 2398 days
17.7
TCGA-WQ-A9G7-01A
0 years, female, white, stage:'--, alive, 30 days
17.7
TCGA-DD-A4NQ-01A
0 years, male, white, stage:Stage II, dead, 373 days
17.6
TCGA-DD-AAD0-01A
0 years, female, asian, stage:Stage I, alive, 137 days
17.5
TCGA-UB-A7ME-01A
0 years, male, asian, stage:Stage I, alive, 486 days
17.5
TCGA-4R-AA8I-01A
0 years, male, white, stage:Stage II, dead, 262 days
17.5
TCGA-ED-A627-01A
0 years, male, white, stage:Stage I, alive, 423 days
17.5
TCGA-5C-A9VH-01A
0 years, male, white, stage:Stage I, alive, 322 days
17.4
TCGA-DD-AACQ-01A
0 years, male, asian, stage:Stage II, dead, 432 days
17.4
TCGA-DD-A1EK-01A
0 years, female, white, stage:Stage IVB, dead, 558 days
17.3
TCGA-BD-A2L6-01A
0 years, male, white, stage:'--, alive, 1363 days
17.2
TCGA-ZP-A9CY-01A
0 years, female, white, stage:'--, alive, 782 days
17.1
TCGA-FV-A2QR-01A
0 years, male, white, stage:Stage I, dead, 581 days
17.1
TCGA-2Y-A9GU-01A
0 years, female, white, stage:Stage I, alive, 1939 days
17.0
TCGA-BC-A10W-01A
0 years, male, asian, stage:'--, dead, 91 days
16.9
TCGA-DD-A1ED-01A
0 years, male, white, stage:Stage I, alive, 2301 days
16.9
TCGA-BC-A5W4-01A
0 years, male, white, stage:Stage IIIA, dead, 547 days
16.8
TCGA-DD-AAVW-01A
0 years, male, asian, stage:Stage I, alive, 2317 days
16.8
TCGA-BW-A5NO-01A
0 years, male, black or african american, stage:Stage IIIA, alive, 20 days
16.8
TCGA-2Y-A9GX-01A
0 years, male, white, stage:Stage I, alive, 2442 days
16.7
TCGA-G3-A25Y-01A
0 years, female, asian, stage:Stage I, dead, 452 days
16.7
TCGA-NI-A8LF-01A
0 years, male, white, stage:Stage I, alive, 799 days
16.7
TCGA-RC-A7SB-01A
0 years, male, asian, stage:Stage II, alive, 588 days
16.7
TCGA-2Y-A9HB-01A
0 years, male, stage:Stage I, alive, 260 days
16.6
TCGA-DD-A3A1-01A
0 years, male, stage:Stage IIIA, dead, 233 days
16.6
TCGA-BC-A216-01A
0 years, female, white, stage:Stage IIIA, alive, 1351 days
16.6
TCGA-RC-A7SH-01A
0 years, male, asian, stage:Stage II, alive, 468 days
16.5
TCGA-G3-A25T-01A
0 years, female, white, stage:Stage IIIA, alive, 1553 days
16.5
TCGA-GJ-A9DB-01A
0 years, male, white, stage:Stage I, dead, 67 days
16.5
TCGA-BC-A10X-01A
0 years, female, white, stage:Stage IIIA, dead, 770 days
16.5
TCGA-CC-A8HS-01A
0 years, male, asian, stage:Stage IIIC, dead, 300 days
16.4
TCGA-EP-A2KB-01A
0 years, female, white, stage:Stage I, dead, 596 days
16.3
TCGA-DD-AAVX-01A
0 years, male, asian, stage:Stage II, alive, 1718 days
16.2
TCGA-DD-AAE7-01A
0 years, male, asian, stage:Stage I, alive, 644 days
16.0
TCGA-BD-A3ER-01A
0 years, male, white, stage:Stage II, alive, 1115 days
16.0
TCGA-ZS-A9CE-01A
0 years, female, white, stage:Stage II, alive, 1241 days
16.0
TCGA-DD-A4NB-01A
0 years, male, white, stage:Stage I, alive, 989 days
15.9
TCGA-EP-A3RK-01A
0 years, male, white, stage:Stage IIIA, alive, 363 days
15.9
TCGA-DD-A3A8-01A
0 years, male, white, stage:Stage II, dead, 11 days
15.9
TCGA-DD-AAC8-01A
0 years, male, asian, stage:Stage I, dead, 16 days
15.9
TCGA-DD-AAW0-01A
0 years, male, asian, stage:Stage I, alive, 2015 days
15.8
TCGA-DD-AADP-01A
0 years, male, asian, stage:Stage I, alive, 458 days
15.8
TCGA-DD-A1EF-01A
0 years, female, white, stage:Stage I, dead, 394 days
15.8
TCGA-DD-A116-01A
0 years, male, asian, stage:Stage IIIA, dead, 1622 days
15.8
TCGA-RC-A6M4-01A
0 years, female, white, stage:Stage IIIA, alive, 22 days
15.8
TCGA-DD-AAVS-01A
0 years, male, asian, stage:Stage I, alive, 1823 days
15.8
TCGA-DD-AACK-01A
0 years, male, asian, stage:Stage I, alive, 9 days
15.6
TCGA-ZP-A9CV-01A
0 years, male, white, stage:'--, dead, 1088 days
15.5
TCGA-QA-A7B7-01A
0 years, male, black or african american, stage:Stage II, alive, 94 days
15.5
TCGA-G3-AAV1-01A
0 years, male, asian, stage:Stage IIIC, dead, 359 days
15.5
TCGA-FV-A3R3-01A
0 years, female, white, stage:Stage I, dead, 366 days
15.4
TCGA-ZS-A9CG-01A
0 years, male, white, stage:Stage II, alive, 341 days
15.4
TCGA-G3-AAV2-01A
0 years, male, white, stage:Stage I, alive, 372 days
15.4
TCGA-DD-AAW2-01A
0 years, male, asian, stage:Stage I, alive, 1855 days
15.3
TCGA-FV-A4ZQ-01A
0 years, male, white, stage:Stage I, alive, 12 days
15.3
TCGA-ZP-A9D0-01A
0 years, female, black or african american, stage:'--, alive, 1091 days
15.1
TCGA-LG-A9QD-01A
0 years, male, white, stage:Stage IIIA, alive, 366 days
15.1
TCGA-FV-A3R2-01A
0 years, male, white, stage:Stage I, dead, 194 days
15.0
TCGA-ED-A4XI-01A
0 years, male, asian, stage:Stage II, alive, 819 days
15.0
TCGA-ED-A459-01A
0 years, male, asian, stage:Stage II, alive, 910 days
14.9
TCGA-DD-A4NP-01A
0 years, male, white, stage:Stage I, alive, 3308 days
14.9
TCGA-CC-A8HV-01A
0 years, female, asian, stage:Stage II, dead, 279 days
14.7
TCGA-DD-AACW-01A
0 years, male, asian, stage:Stage I, alive, 1424 days
14.7
TCGA-CC-5263-01A
0 years, male, asian, stage:Stage IIIA, dead, 129 days
14.6
TCGA-G3-A25U-01A
0 years, female, asian, stage:Stage I, alive, 1636 days
14.6
TCGA-DD-A4NK-01A
0 years, female, white, stage:Stage IIIA, dead, 1210 days
14.6
TCGA-DD-AADI-01A
0 years, female, asian, stage:Stage I, alive, 1085 days
14.6
TCGA-G3-A5SI-01A
0 years, male, asian, stage:Stage II, dead, 768 days
14.5
TCGA-DD-A1EB-01A
0 years, female, stage:Stage I, alive, 2017 days
14.5
TCGA-ED-A8O6-01A
0 years, female, asian, stage:Stage IIIA, dead, 56 days
14.5
TCGA-EP-A2KC-01A
0 years, male, black or african american, stage:Stage I, dead, 19 days
14.5
TCGA-LG-A9QC-01A
0 years, male, white, stage:Stage I, alive, 425 days
14.4
TCGA-G3-A5SK-01A
0 years, male, white, stage:Stage I, alive, 744 days
14.4
TCGA-2Y-A9H6-01A
0 years, female, white, stage:Stage I, alive, 357 days
14.2
TCGA-MR-A520-01A
0 years, male, white, stage:Stage I, alive, 229 days
14.2
TCGA-DD-A73C-01A
0 years, female, white, stage:Stage IIIA, alive, 701 days
14.2
TCGA-G3-AAV5-01A
0 years, male, white, stage:Stage II, alive, 354 days
14.1
TCGA-2Y-A9GT-01A
0 years, male, white, stage:Stage I, dead, 1624 days
13.9
TCGA-DD-AAE9-01A
0 years, male, asian, stage:Stage I, alive, 722 days
13.9
TCGA-2Y-A9HA-01A
0 years, male, white, stage:Stage II, dead, 36 days
13.8
TCGA-WX-AA44-01A
0 years, female, white, stage:Stage I, alive, 615 days
13.7
TCGA-CC-A9FS-01A
0 years, male, asian, stage:Stage II, alive, 211 days
13.6
TCGA-MI-A75H-01A
0 years, male, white, stage:'--, alive, 747 days
13.6
TCGA-WJ-A86L-01A
0 years, female, white, stage:Stage I, alive, 345 days
13.6
TCGA-DD-AACZ-01A
0 years, female, asian, stage:Stage I, dead, 171 days
13.5
TCGA-3K-AAZ8-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 396 days
13.4
TCGA-G3-AAV3-01A
0 years, female, white, stage:Stage II, alive, 412 days
13.4
TCGA-XR-A8TC-01A
0 years, female, white, stage:Stage I, alive, 1339 days
13.3
TCGA-DD-A3A2-01A
0 years, female, white, stage:Stage I, dead, 2131 days
13.2
TCGA-DD-AACV-01A
0 years, male, asian, stage:Stage I, alive, 1531 days
13.2
TCGA-G3-A3CI-01A
0 years, male, white, stage:Stage I, alive, 180 days
13.2
TCGA-DD-A11D-01A
0 years, female, white, stage:Stage I, dead, 1560 days
13.2
TCGA-HP-A5N0-01A
0 years, female, stage:'--, dead, 752 days
13.1
TCGA-DD-AADL-01A
0 years, male, asian, stage:Stage I, alive, 636 days
13.0
TCGA-G3-A3CJ-01A
0 years, male, american indian or alaska native, stage:Stage II, alive, 594 days
12.9
TCGA-PD-A5DF-01A
0 years, female, white, stage:Stage IIIB, dead, 639 days
12.8
TCGA-DD-A1EA-01A
0 years, male, asian, stage:Stage II, alive, 2415 days
12.8
TCGA-KR-A7K2-01A
0 years, male, white, stage:Stage I, alive, 829 days
12.7
TCGA-2Y-A9H8-01A
0 years, female, white, stage:'--, dead, 633 days
12.7
TCGA-DD-AAEI-01A
0 years, male, asian, stage:Stage I, alive, 1531 days
12.6
TCGA-DD-AADR-01A
0 years, male, asian, stage:Stage I, alive, 2028 days
12.6
TCGA-G3-AAV7-01A
0 years, male, asian, stage:Stage II, alive, 361 days
12.6
TCGA-DD-A4NL-01A
0 years, male, white, stage:Stage I, alive, 1711 days
12.5
TCGA-CC-A9FW-01A
0 years, male, asian, stage:Stage IIIA, alive, 248 days
12.5
TCGA-DD-A1EL-01A
0 years, male, black or african american, stage:Stage II, dead, 415 days
12.5
TCGA-DD-A73A-01A
0 years, male, white, stage:Stage I, alive, 728 days
12.5
TCGA-HP-A5MZ-01A
0 years, male, stage:Stage I, dead, 91 days
12.4
TCGA-UB-A7MD-01A
0 years, male, black or african american, stage:Stage I, dead, 52 days
12.4
TCGA-DD-A1EI-01A
0 years, male, asian, stage:Stage I, alive, 183 days
12.4
TCGA-DD-AAW1-01A
0 years, male, asian, stage:Stage IIIA, alive, 1989 days
12.2
TCGA-2Y-A9GW-01A
0 years, male, white, stage:Stage I, dead, 1271 days
12.2
TCGA-CC-5258-01A
0 years, male, asian, stage:Stage II, dead, 129 days
12.2
TCGA-KR-A7K0-01A
0 years, male, white, stage:Stage I, dead, 65 days
12.2
TCGA-DD-AADB-01A
0 years, male, asian, stage:Stage I, alive, 1242 days
12.0
TCGA-DD-A39Y-01A
0 years, male, asian, stage:Stage I, dead, 171 days
12.0
TCGA-DD-A1EG-01A
0 years, male, white, stage:Stage I, dead, 1372 days
12.0
TCGA-DD-AACU-01A
0 years, male, asian, stage:Stage I, alive, 1567 days
11.9
TCGA-DD-A1EC-01A
0 years, female, white, stage:Stage I, alive, 602 days
11.9
TCGA-KR-A7K8-01A
0 years, male, stage:Stage I, alive, 906 days
11.8
TCGA-FV-A3I1-01A
0 years, female, white, stage:Stage II, dead, 247 days
11.8
TCGA-CC-A5UE-01A
0 years, male, asian, stage:Stage IIIB, dead, 272 days
11.8
TCGA-BC-A10S-01A
0 years, male, white, stage:'--, dead, 1423 days
11.8
TCGA-UB-A7MF-01A
0 years, male, white, stage:Stage IIIA, dead, 214 days
11.7
TCGA-DD-AAVP-01A
0 years, male, asian, stage:Stage I, alive, 2752 days
11.6
TCGA-T1-A6J8-01A
0 years, male, white, stage:'--, alive, 23 days
11.6
TCGA-DD-A114-01A
0 years, male, black or african american, stage:Stage II, dead, 1149 days
11.5
TCGA-2Y-A9H7-01A
0 years, female, white, stage:Stage I, alive, 1168 days
11.5
TCGA-DD-A3A5-01A
0 years, female, white, stage:Stage III, dead, 3125 days
11.3
TCGA-CC-5261-01A
0 years, male, asian, stage:Stage II, dead, 97 days
11.3
TCGA-XR-A8TE-01A
0 years, male, white, stage:Stage IIIA, alive, 925 days
11.3
TCGA-DD-AADD-01A
0 years, male, asian, stage:Stage I, alive, 1231 days
11.2
TCGA-DD-A118-01A
0 years, female, white, stage:Stage II, alive, 3437 days
11.2
TCGA-DD-AADM-01A
0 years, male, asian, stage:Stage II, dead, 12 days
11.1
TCGA-5C-AAPD-01A
0 years, male, asian, stage:Stage II, alive, 20 days
10.9
TCGA-DD-AAED-01A
0 years, male, asian, stage:Stage I, alive, 763 days
10.9
TCGA-MR-A8JO-01A
0 years, male, white, stage:Stage I, alive, 330 days
10.9
TCGA-DD-A3A4-01A
0 years, male, white, stage:Stage IIIA, dead, 612 days
10.7
TCGA-ZP-A9CZ-01A
0 years, male, asian, stage:'--, alive, 706 days
10.7
TCGA-BC-A3KG-01A
0 years, female, white, stage:Stage II, alive, 680 days
10.6
TCGA-2Y-A9H9-01A
0 years, male, white, stage:Stage I, alive, 697 days
10.6
TCGA-CC-5262-01A
0 years, male, asian, stage:Stage IIIC, dead, 103 days
10.5
TCGA-GJ-A6C0-01A
0 years, female, white, stage:Stage II, dead, 31 days
10.4
TCGA-DD-AADY-01A
0 years, female, asian, stage:Stage I, alive, 555 days
10.3
TCGA-EP-A2KA-01A
0 years, female, white, stage:Stage IIIA, dead, 627 days
10.2
TCGA-5R-AAAM-01A
0 years, female, white, stage:Stage II, dead, 46 days
10.2
TCGA-G3-A7M8-01A
0 years, male, asian, stage:Stage I, alive, 430 days
10.2
TCGA-DD-AAE3-01A
0 years, male, asian, stage:Stage I, alive, 566 days
10.1
TCGA-DD-A115-01A
0 years, male, white, stage:Stage IIIA, dead, 2542 days
10.1
TCGA-DD-AAEA-01A
0 years, male, asian, stage:Stage I, alive, 575 days
10.0
TCGA-BD-A3EP-01A
0 years, female, black or african american, stage:Stage I, alive, 409 days
10.0
TCGA-DD-A4ND-01A
0 years, female, white, stage:Stage I, alive, 2746 days
10.0
TCGA-DD-AACJ-01A
0 years, male, asian, stage:Stage II, alive, 2102 days
10.0
TCGA-G3-A25V-01A
0 years, male, white, stage:Stage I, alive, 860 days
10.0
TCGA-LG-A6GG-01A
0 years, female, white, stage:Stage II, alive, 387 days
9.9
TCGA-ED-A66X-01A
0 years, male, asian, stage:Stage IIIA, alive, 406 days
9.9
TCGA-RC-A7SF-01A
0 years, male, asian, stage:Stage I, alive, 579 days
9.9
TCGA-CC-5259-01A
0 years, female, asian, stage:Stage IIIC, alive, 250 days
9.8
TCGA-MI-A75E-01A
0 years, male, white, stage:Stage IIIC, alive, 507 days
9.6
TCGA-G3-A5SM-01A
0 years, male, white, stage:Stage II, alive, 520 days
9.5
TCGA-DD-AAEK-01A
0 years, male, asian, stage:Stage II, alive, 1067 days
9.5
TCGA-DD-AAD2-01A
0 years, male, asian, stage:Stage I, alive, 658 days
9.5
TCGA-DD-AAD3-01A
0 years, male, asian, stage:Stage I, alive, 1295 days
9.4
TCGA-DD-AACD-01A
0 years, male, asian, stage:Stage I, dead, 381 days
9.3
TCGA-ED-A8O5-01A
0 years, female, asian, stage:Stage IIIA, alive, 406 days
9.3
TCGA-DD-AACT-01A
0 years, female, asian, stage:Stage I, alive, 1562 days
9.3
TCGA-ED-A7PX-01A
0 years, female, asian, stage:Stage II, alive, 6 days
9.3
TCGA-5C-A9VG-01A
0 years, male, white, stage:Stage II, alive, 328 days
9.3
TCGA-K7-A5RF-01A
0 years, male, white, stage:Stage I, alive, 631 days
9.3
TCGA-DD-AAE0-01A
0 years, female, asian, stage:Stage IIIA, alive, 555 days
9.2
TCGA-DD-AACE-01A
0 years, male, asian, stage:Stage I, alive, 2184 days
9.2
TCGA-BC-A69I-01A
0 years, male, white, stage:Stage I, alive, 387 days
9.2
TCGA-FV-A23B-01A
0 years, female, white, stage:Stage II, dead, 1852 days
9.2
TCGA-CC-A7IL-01A
0 years, male, asian, stage:Stage IIIA, dead, 278 days
9.2
TCGA-DD-A11C-01A
0 years, male, white, stage:Stage I, alive, 662 days
9.2
TCGA-CC-A5UC-01A
0 years, male, asian, stage:Stage IIIA, dead, 347 days
9.1
TCGA-BC-A110-01A
0 years, female, black or african american, stage:'--, dead, 2116 days
9.1
TCGA-CC-A3M9-01A
0 years, male, asian, stage:Stage IIIA, dead, 300 days
9.0
TCGA-DD-AAE1-01A
0 years, male, asian, stage:Stage I, alive, 552 days
9.0
TCGA-CC-A7IK-01A
0 years, male, asian, stage:Stage IIIA, dead, 262 days
9.0
TCGA-G3-A25X-01A
0 years, male, asian, stage:Stage II, alive, 1779 days
8.9
TCGA-DD-AAC9-01A
0 years, male, asian, stage:Stage I, alive, 347 days
8.9
TCGA-DD-AACX-01A
0 years, male, asian, stage:Stage II, alive, 170 days
8.8
TCGA-DD-AACY-01A
0 years, male, asian, stage:Stage I, alive, 1450 days
8.8
TCGA-XR-A8TD-01A
0 years, female, white, stage:Stage IIIB, alive, 1030 days
8.8
TCGA-G3-AAV6-01A
0 years, female, white, stage:Stage IIIA, dead, 65 days
8.5
TCGA-ED-A7PZ-01A
0 years, male, asian, stage:Stage II, alive, 6 days
8.5
TCGA-K7-A6G5-01A
0 years, male, white, stage:Stage I, alive, 512 days
8.5
TCGA-G3-AAV0-01A
0 years, male, asian, stage:Stage I, alive, 476 days
8.4
TCGA-K7-A5RG-01A
0 years, male, black or african american, stage:Stage I, alive, 519 days
8.4
TCGA-DD-AACB-01A
0 years, female, asian, stage:Stage I, alive, 2324 days
8.4
TCGA-NI-A4U2-01A
0 years, male, white, stage:Stage IIIA, dead, 1791 days
8.3
TCGA-DD-AACS-01A
0 years, male, asian, stage:Stage I, alive, 1804 days
8.3
TCGA-RC-A7S9-01A
0 years, female, asian, stage:Stage I, alive, 640 days
8.1
TCGA-DD-AAVZ-01A
0 years, male, asian, stage:Stage I, alive, 1900 days
8.1
TCGA-DD-AACF-01A
0 years, male, asian, stage:Stage I, dead, 365 days
8.1
TCGA-MI-A75I-01A
0 years, male, black or african american, stage:'--, alive, 630 days
8.0
TCGA-EP-A3JL-01A
0 years, male, white, stage:Stage I, alive, 303 days
7.9
TCGA-DD-A3A3-01A
0 years, male, asian, stage:Stage I, dead, 535 days
7.9
TCGA-DD-AAE4-01A
0 years, female, asian, stage:Stage I, alive, 608 days
7.9
TCGA-DD-AADU-01A
0 years, male, asian, stage:Stage II, alive, 554 days
7.8
TCGA-ZS-A9CD-01A
0 years, male, white, stage:Stage II, dead, 1386 days
7.8
TCGA-RG-A7D4-01A
0 years, male, black or african american, stage:Stage II, alive, 1098 days
7.7
TCGA-DD-AAEH-01A
0 years, male, asian, stage:Stage I, alive, 784 days
7.7
TCGA-DD-AAD5-01A
0 years, male, asian, stage:Stage I, alive, 1345 days
7.6
TCGA-DD-AADK-01A
0 years, female, asian, stage:Stage II, alive, 1049 days
7.5
TCGA-CC-A7IE-01A
0 years, male, asian, stage:Stage IIIA, dead, 217 days
7.5
TCGA-DD-A73F-01A
0 years, female, white, stage:Stage I, alive, 1085 days
7.4
TCGA-G3-AAUZ-01A
0 years, male, stage:Stage I, alive, 480 days
7.3
TCGA-CC-A3MC-01A
0 years, male, asian, stage:Stage IIIA, alive, 363 days
7.2
TCGA-DD-AADQ-01A
0 years, male, asian, stage:Stage II, alive, 436 days
7.1
TCGA-G3-A7M5-01A
0 years, male, asian, stage:Stage I, alive, 447 days
7.0
TCGA-2Y-A9GY-01A
0 years, female, white, stage:Stage II, dead, 757 days
7.0
TCGA-2Y-A9H3-01A
0 years, male, white, stage:Stage II, alive, 1516 days
6.9
TCGA-ES-A2HS-01A
0 years, male, white, stage:Stage I, dead, 688 days
6.9
TCGA-DD-A39Z-01A
0 years, female, stage:Stage II, dead, 601 days
6.9
TCGA-WX-AA47-01A
0 years, female, white, stage:Stage IIIA, dead, 556 days
6.9
TCGA-DD-AADJ-01A
0 years, female, asian, stage:Stage I, alive, 1066 days
6.9
TCGA-DD-AACG-01A
0 years, male, asian, stage:Stage II, dead, 469 days
6.8
TCGA-RC-A6M5-01A
0 years, female, white, stage:Stage IVA, alive, 15 days
6.7
TCGA-G3-A7M7-01A
0 years, male, white, stage:Stage I, alive, 361 days
6.7
TCGA-DD-A4NO-01A
0 years, male, white, stage:Stage I, alive, 2245 days
6.7
TCGA-DD-AACP-01A
0 years, male, asian, stage:Stage I, alive, 415 days
6.7
TCGA-CC-A8HT-01A
0 years, male, asian, stage:Stage IIIA, dead, 140 days
6.5
TCGA-DD-A3A9-01A
0 years, female, white, stage:Stage IVB, dead, 931 days
6.4
TCGA-DD-AAD6-01A
0 years, male, asian, stage:Stage IIIA, alive, 672 days
6.3
TCGA-DD-AAEG-01A
0 years, female, asian, stage:Stage I, alive, 719 days
6.2
TCGA-DD-A119-01A
0 years, male, asian, stage:Stage IV, dead, 223 days
6.2
TCGA-2Y-A9H0-01A
0 years, male, white, stage:Stage IIIA, alive, 3675 days
6.1
TCGA-DD-AADF-01A
0 years, female, asian, stage:Stage I, dead, 115 days
6.1
TCGA-DD-A4NR-01A
0 years, female, white, stage:Stage I, dead, 9 days
6.1
TCGA-MI-A75C-01A
0 years, male, white, stage:Stage I, alive, 291 days
5.9
TCGA-DD-A39V-01A
0 years, male, white, stage:Stage II, dead, 643 days
5.8
TCGA-WQ-AB4B-01A
0 years, male, white, stage:Stage II, alive, 395 days
5.7
TCGA-DD-AAEB-01A
0 years, male, asian, stage:Stage I, alive, 478 days
5.7
TCGA-DD-A3A6-01A
0 years, female, white, stage:Stage II, dead, 3258 days
5.6
TCGA-DD-AACC-01A
0 years, male, asian, stage:Stage I, dead, 1685 days
5.6
TCGA-DD-AAVV-01A
0 years, male, asian, stage:Stage II, alive, 2455 days
5.5
TCGA-DD-A39X-01A
0 years, female, white, stage:Stage I, dead, 1694 days
5.4
TCGA-DD-AAVU-01A
0 years, male, asian, stage:Stage II, alive, 2202 days
5.2
TCGA-DD-A4NN-01A
0 years, female, white, stage:Stage I, dead, 899 days
5.2
TCGA-G3-A25Z-01A
0 years, male, asian, stage:Stage I, alive, 655 days
5.0
TCGA-DD-AAVR-01A
0 years, male, asian, stage:Stage I, alive, 2513 days
4.7
TCGA-O8-A75V-01A
0 years, male, stage:Stage I, alive, 538 days
4.6
TCGA-KR-A7K7-01A
0 years, female, white, stage:Stage II, alive, 951 days
4.3
TCGA-CC-A7IG-01A
0 years, male, asian, stage:Stage II, dead, 299 days
4.2
TCGA-FV-A495-01A
0 years, female, white, stage:Stage II, alive, 1 days
4.2
TCGA-DD-AACI-01A
0 years, male, asian, stage:Stage II, alive, 1618 days
4.1
TCGA-G3-A7M9-01A
0 years, male, white, stage:Stage IIIB, dead, 56 days
4.0
TCGA-CC-A7II-01A
0 years, male, asian, stage:Stage IIIA, alive, 399 days
4.0
TCGA-DD-AACO-01A
0 years, male, asian, stage:Stage I, alive, 1876 days
3.9
TCGA-CC-A123-01A
0 years, female, asian, stage:Stage IIIA, alive, 219 days
3.7
TCGA-ES-A2HT-01A
0 years, male, black or african american, stage:Stage I, dead, 438 days
3.7
TCGA-2Y-A9H1-01A
0 years, male, white, stage:Stage I, dead, 1229 days
3.7
TCGA-DD-AADO-01A
0 years, male, asian, stage:Stage I, alive, 453 days
3.4
TCGA-BC-A69H-01A
0 years, male, white, stage:Stage II, alive, 444 days
3.3
TCGA-DD-AACL-01A
0 years, female, asian, stage:Stage I, dead, 107 days
3.3
TCGA-DD-AAE6-01A
0 years, female, asian, stage:Stage I, alive, 141 days
3.2
TCGA-DD-AADN-01A
0 years, male, asian, stage:Stage I, alive, 898 days
3.2
TCGA-G3-A25S-01A
0 years, male, white, stage:Stage I, dead, 416 days
3.2
TCGA-RC-A6M6-01A
0 years, male, white, stage:Stage II, alive, 9 days
3.0
TCGA-DD-AADS-01A
0 years, male, asian, stage:Stage I, alive, 474 days
2.2
TCGA-DD-A73G-01A
0 years, female, white, stage:Stage I, alive, 3478 days
1.8
TCGA-DD-A3A7-01A
0 years, male, stage:Stage IIIB, dead, 419 days
1.4
TCGA-FV-A4ZP-01A
0 years, male, white, stage:Stage IIIA, dead, 2486 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.
KRCC1 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
17.4
Number of samples
231
Samples
Sample
Description
TPM
DO50855
0 years, male, NA, stage:2, alive, 570 days
40.1
DO23513
0 years, male, NA, stage:3, alive, 1200 days
39.5
DO50811
0 years, male, NA, stage:1, alive, 450 days
36.5
DO45297
0 years, female, NA, stage:4, dead, 1260 days
36.0
DO45249
0 years, male, NA, stage:1, alive, 630 days
35.7
DO45097
0 years, male, NA, stage:3, alive, 1620 days
35.6
DO45203
0 years, female, NA, stage:2, alive, 1170 days
33.1
DO45177
0 years, female, NA, stage:3, alive, 1260 days
30.9
DO23512
0 years, male, NA, stage:1, alive, 1260 days
30.6
DO50804
0 years, male, NA, stage:2, alive, 720 days
30.4
DO45137
0 years, male, NA, stage:1, alive, 1320 days
30.2
DO45243
0 years, female, NA, stage:3, alive, 930 days
29.7
DO23543
0 years, male, NA, stage:2, alive, 1020 days
29.7
DO45125
0 years, male, NA, stage:3, alive, 1680 days
29.2
DO48677
0 years, male, NA, stage:3, alive, 1140 days
29.1
DO23525
0 years, male, NA, stage:4, alive, 1050 days
28.5
DO45267
0 years, male, NA, stage:3, dead, 570 days
28.4
DO45119
0 years, male, NA, stage:3, dead, 510 days
28.2
DO23536
0 years, male, NA, stage:2, alive, 930 days
27.6
DO48737
0 years, male, NA, stage:1, alive, 720 days
26.9
DO45261
0 years, male, NA, stage:3, alive, 990 days
26.8
DO50793
0 years, male, NA, stage:4, alive, 540 days
26.5
DO45241
0 years, male, NA, stage:1, alive, 1080 days
26.5
DO45129
0 years, male, NA, stage:3, alive, 1470 days
26.0
DO45245
0 years, female, NA, stage:2, dead, 240 days
25.9
DO23547
0 years, male, NA, stage:1, alive, 1020 days
25.7
DO45221
0 years, female, NA, stage:4, dead, 390 days
25.2
DO45115
0 years, male, NA, stage:2, alive, 840 days
25.1
DO45185
0 years, male, NA, stage:2, alive, 600 days
24.7
DO45251
0 years, female, NA, stage:2, alive, 900 days
24.5
DO45092
0 years, male, NA, stage:4, dead, 1200 days
24.3
DO45307
0 years, female, NA, stage:4, dead, 240 days
24.2
DO48717
0 years, male, NA, stage:4, dead, 180 days
23.8
DO50802
0 years, male, NA, stage:2, alive, 930 days
23.7
DO45153
0 years, female, NA, stage:2, alive, 1380 days
23.6
DO23523
0 years, male, NA, stage:3, alive, 1080 days
23.5
DO45145
0 years, male, NA, stage:3, dead, 60 days
23.2
DO45123
0 years, female, NA, stage:2, dead, 570 days
23.2
DO45173
0 years, male, NA, stage:3, alive, 1170 days
22.9
DO45265
0 years, male, NA, stage:3, alive, 1020 days
22.6
DO45159
0 years, male, NA, stage:3, alive, 1470 days
22.6
DO45169
0 years, male, NA, stage:3, alive, 1350 days
22.6
DO45193
0 years, female, NA, stage:4, dead, 120 days
22.5
DO48706
0 years, male, NA, stage:2, alive, 870 days
22.4
DO45183
0 years, female, NA, stage:2, dead, 570 days
22.4
DO45299
0 years, female, NA, stage:1, alive, 1440 days
22.2
DO48701
0 years, male, NA, stage:2, alive, 780 days
22.2
DO48695
0 years, male, NA, stage:2, alive, 720 days
22.1
DO45105
0 years, male, NA, stage:1, alive, 1680 days
22.1
DO23541
0 years, male, NA, stage:2, alive, 930 days
22.0
DO45201
0 years, male, NA, stage:1, alive, 900 days
22.0
DO45219
0 years, male, NA, stage:2, alive, 1080 days
22.0
DO23516
0 years, male, NA, stage:3, dead, 20 days
21.8
DO45165
0 years, male, NA, stage:2, alive, 690 days
21.5
DO45289
0 years, female, NA, stage:3, alive, 360 days
21.4
DO48721
0 years, female, NA, stage:1, alive, 900 days
21.3
DO48679
0 years, male, NA, stage:2, alive, 1200 days
21.3
DO45175
0 years, male, NA, stage:2, alive, 1140 days
21.3
DO50808
0 years, male, NA, stage:2, alive, 570 days
21.3
DO45133
0 years, male, NA, stage:3, dead, 660 days
21.2
DO23514
0 years, male, NA, stage:2, alive, 1290 days
21.2
DO23551
0 years, male, NA, stage:3, dead, 150 days
21.1
DO45233
0 years, male, NA, stage:3, alive, 900 days
21.1
DO45131
0 years, male, NA, stage:4, dead, 360 days
20.9
DO45237
0 years, male, NA, stage:2, alive, 900 days
20.9
DO45096
0 years, male, NA, stage:2, dead, 1290 days
20.7
DO45263
0 years, male, NA, stage:3, dead, 270 days
20.6
DO45113
0 years, male, NA, stage:3, alive, 1560 days
20.6
DO45107
0 years, female, NA, stage:2, alive, 1710 days
20.5
DO45259
0 years, male, NA, stage:3, alive, 330 days
20.4
DO45111
0 years, male, NA, stage:2, alive, 1590 days
20.4
DO23544
0 years, male, NA, stage:2, alive, 960 days
20.3
DO45253
0 years, male, NA, stage:2, alive, 870 days
20.2
DO45179
0 years, female, NA, stage:2, alive, 600 days
20.2
DO48672
0 years, male, NA, stage:2, alive, 450 days
20.2
DO23510
0 years, female, NA, stage:2, alive, 870 days
20.1
DO23542
0 years, male, NA, stage:3, alive, 960 days
20.0
DO48723
0 years, male, NA, stage:1, alive, 600 days
19.7
DO50816
0 years, male, NA, stage:2, alive, 390 days
19.7
DO45255
0 years, male, NA, stage:3, alive, 720 days
19.3
DO48757
0 years, female, NA, stage:3, alive, 480 days
19.2
DO50817
0 years, male, NA, stage:2, alive, 390 days
19.2
DO23531
0 years, female, NA, stage:3, alive, 900 days
19.1
DO45189
0 years, female, NA, stage:2, alive, 1200 days
19.1
DO50809
0 years, male, NA, stage:3, dead, 720 days
19.1
DO45303
0 years, female, NA, stage:3, alive, 990 days
19.1
DO23535
0 years, male, NA, stage:1, alive, 960 days
19.1
DO50800
0 years, male, NA, stage:2, alive, 510 days
19.0
DO23532
0 years, female, NA, stage:1, alive, 960 days
19.0
DO45229
0 years, male, NA, stage:1, alive, 990 days
18.9
DO23540
0 years, male, NA, stage:1, alive, 750 days
18.8
DO45305
0 years, male, NA, stage:4, alive, 300 days
18.8
DO48746
0 years, male, NA, stage:3, alive, 570 days
18.7
DO50813
0 years, male, NA, stage:2, alive, 420 days
18.7
DO45239
0 years, male, NA, stage:2, alive, 870 days
18.7
DO48741
0 years, male, NA, stage:3, alive, 240 days
18.6
DO23527
0 years, male, NA, stage:1, alive, 1050 days
18.6
DO45157
0 years, male, NA, stage:2, alive, 1980 days
18.5
DO45205
0 years, female, NA, stage:2, dead, 90 days
18.4
DO50807
0 years, male, NA, stage:1, alive, 540 days
18.1
DO48732
0 years, male, NA, stage:3, alive, 630 days
17.9
DO45091
0 years, male, NA, stage:2, dead, 1320 days
17.9
DO48681
0 years, male, NA, stage:2, alive, 900 days
17.8
DO45181
0 years, female, NA, stage:2, alive, 1200 days
17.8
DO48719
0 years, male, NA, stage:2, alive, 690 days
17.8
DO50783
0 years, male, NA, stage:3, alive, 480 days
17.6
DO48700
0 years, female, NA, stage:2, alive, 810 days
17.6
DO45199
0 years, female, NA, stage:2, alive, 1350 days
17.6
DO50791
0 years, female, NA, stage:1, dead, 480 days
17.6
DO23529
0 years, male, NA, stage:4, alive, 930 days
17.5
DO45155
0 years, male, NA, stage:2, alive, 2160 days
17.4
DO48742
0 years, male, NA, stage:2, alive, 600 days
17.4
DO45273
0 years, male, NA, stage:2, alive, 480 days
17.3
DO50820
0 years, female, NA, stage:3, alive, 510 days
17.3
DO23538
0 years, male, NA, stage:2, alive, 450 days
17.2
DO45141
0 years, male, NA, stage:2, alive, 1320 days
17.2
DO23539
0 years, male, NA, stage:1, alive, 1110 days
17.1
DO50789
0 years, female, NA, stage:2, alive, 570 days
17.0
DO48716
0 years, male, NA, stage:2, alive, 720 days
17.0
DO50840
0 years, male, NA, stage:2, alive, 330 days
17.0
DO45103
0 years, male, NA, stage:3, alive, 450 days
17.0
DO23526
0 years, male, NA, stage:3, alive, 1050 days
16.8
DO48725
0 years, male, NA, stage:1, alive, 780 days
16.7
DO45171
0 years, male, NA, stage:3, alive, 600 days
16.7
DO45279
0 years, male, NA, stage:3, alive, 1290 days
16.7
DO23534
0 years, male, NA, stage:2, alive, 840 days
16.6
DO45095
0 years, male, NA, stage:2, alive, 1620 days
16.6
DO23519
0 years, male, NA, stage:3, alive, 630 days
16.3
DO23550
0 years, male, NA, stage:1, alive, 990 days
16.3
DO48733
0 years, male, NA, stage:2, alive, 600 days
16.3
DO48728
0 years, female, NA, stage:2, alive, 150 days
16.3
DO45127
0 years, male, NA, stage:3, dead, 420 days
16.2
DO45287
0 years, male, NA, stage:1, alive, 390 days
16.2
DO45223
0 years, male, NA, stage:4, alive, 1020 days
16.2
DO48720
0 years, female, NA, stage:2, alive, 570 days
16.2
DO45281
0 years, male, NA, stage:4, alive, 750 days
16.2
DO45247
0 years, female, NA, stage:2, alive, 210 days
16.1
DO45277
0 years, male, NA, stage:3, alive, 600 days
16.0
DO23530
0 years, male, NA, stage:4, dead, 180 days
16.0
DO23528
0 years, female, NA, stage:2, alive, 1020 days
15.8
DO50845
0 years, male, NA, stage:3, alive, 210 days
15.8
DO48697
0 years, female, NA, stage:2, dead, 810 days
15.7
DO48759
0 years, male, NA, stage:3, alive, 720 days
15.5
DO50859
0 years, male, NA, stage:2, alive, 180 days
15.5
DO50803
0 years, female, NA, stage:1, alive, 540 days
15.4
DO48715
0 years, female, NA, stage:2, dead, 690 days
15.3
DO23548
0 years, female, NA, stage:1, alive, 840 days
15.2
DO45275
0 years, male, NA, stage:3, dead, 10 days
15.1
DO45283
0 years, male, NA, stage:3, alive, 510 days
14.8
DO48761
0 years, male, NA, stage:2, alive, 870 days
14.7
DO45213
0 years, male, NA, stage:1, alive, 1200 days
14.7
DO50818
0 years, male, NA, stage:2, alive, 510 days
14.7
DO45117
0 years, female, NA, stage:2, dead, 1110 days
14.6
DO227643
0 years, male, NA, stage:2, alive, 1260 days
14.6
DO45094
0 years, male, NA, stage:3, alive, 1650 days
14.5
DO45135
0 years, male, NA, stage:1, alive, 1410 days
14.3
DO48736
0 years, female, NA, stage:1, alive, 600 days
14.3
DO45195
0 years, male, NA, stage:1, alive, 390 days
14.3
DO45231
0 years, male, NA, stage:2, alive, 930 days
14.0
DO45161
0 years, male, NA, stage:2, dead, 540 days
13.8
DO45121
0 years, male, NA, stage:3, alive, 1530 days
13.8
DO23521
0 years, male, NA, stage:3, alive, 1110 days
13.8
DO45101
0 years, male, NA, stage:2, alive, 1680 days
13.8
DO48743
0 years, female, NA, stage:2, alive, 570 days
13.6
DO45163
0 years, male, NA, stage:2, alive, 960 days
13.5
DO45099
0 years, male, NA, stage:3, alive, 1590 days
13.5
DO48693
0 years, male, NA, stage:2, alive, 900 days
13.3
DO45207
0 years, male, NA, stage:1, alive, 1050 days
13.3
DO45235
0 years, female, NA, stage:1, alive, 900 days
13.2
DO23549
0 years, male, NA, stage:3, alive, 990 days
13.2
DO50806
0 years, male, NA, stage:4, alive, 540 days
13.1
DO48727
0 years, female, NA, stage:2, dead, 390 days
13.0
DO48712
0 years, male, NA, stage:2, alive, 810 days
12.9
DO23515
0 years, male, NA, stage:2, alive, 1230 days
12.9
DO45109
0 years, male, NA, stage:2, alive, 1590 days
12.6
DO227801
0 years, female, NA, stage:1, alive, 660 days
12.2
DO45143
0 years, male, NA, stage:3, alive, 1290 days
12.2
DO48760
0 years, female, NA, stage:2, alive, 690 days
12.1
DO50819
0 years, female, NA, stage:2, alive, 510 days
12.1
DO50825
0 years, male, NA, stage:2, alive, 390 days
12.1
DO45191
0 years, female, NA, stage:2, alive, 1200 days
12.1
DO45215
0 years, male, NA, stage:2, alive, 1170 days
12.1
DO50844
0 years, male, NA, stage:4, alive, 300 days
12.0
DO50776
0 years, male, NA, stage:1, alive, 690 days
11.9
DO45211
0 years, male, NA, stage:3, alive, 240 days
11.8
DO48674
0 years, male, NA, stage:2, alive, 1260 days
11.8
DO48751
0 years, male, NA, stage:2, dead, 480 days
11.5
DO45197
0 years, male, NA, stage:2, alive, 1170 days
11.4
DO45217
0 years, female, NA, stage:3, dead, 270 days
11.4
DO23546
0 years, male, NA, stage:2, alive, 1050 days
11.2
DO50822
0 years, male, NA, stage:2, alive, 510 days
11.2
DO50832
0 years, male, NA, stage:3, alive, 90 days
11.2
DO23537
0 years, male, NA, stage:2, dead, 900 days
11.1
DO45139
0 years, male, NA, stage:3, alive, 1320 days
11.1
DO50778
0 years, male, NA, stage:4, alive, 630 days
11.0
DO45285
0 years, male, NA, stage:3, alive, 480 days
10.9
DO50829
0 years, male, NA, stage:3, alive, 570 days
10.8
DO45093
0 years, male, NA, stage:2, dead, 720 days
10.6
DO23509
0 years, male, NA, stage:3, dead, 780 days
10.3
DO50850
0 years, male, NA, stage:3, alive, 720 days
10.0
DO45227
0 years, female, NA, stage:2, alive, 1020 days
10.0
DO48730
0 years, female, NA, stage:2, alive, 630 days
9.7
DO45187
0 years, female, NA, stage:1, alive, 1260 days
9.7
DO50857
0 years, male, NA, stage:2, alive, 210 days
9.5
DO23533
0 years, male, NA, stage:2, alive, 900 days
9.2
DO50839
0 years, female, NA, stage:3, alive, 330 days
8.9
DO23517
0 years, male, NA, stage:2, alive, 1200 days
8.8
DO45269
0 years, male, NA, stage:3, alive, 750 days
8.8
DO50785
0 years, male, NA, stage:4, dead, 90 days
8.8
DO45149
0 years, female, NA, stage:2, alive, 1260 days
8.7
DO50798
0 years, male, NA, stage:3, dead, 30 days
8.6
DO23524
0 years, female, NA, stage:2, alive, 1050 days
8.5
DO45301
0 years, male, NA, stage:2, dead, 1440 days
8.5
DO48747
0 years, male, NA, stage:3, alive, 540 days
8.4
DO48682
0 years, female, NA, stage:3, dead, 120 days
8.4
DO48704
0 years, female, NA, stage:3, alive, 750 days
8.1
DO50799
0 years, female, NA, stage:2, alive, 540 days
7.9
DO23552
0 years, female, NA, stage:1, alive, 810 days
7.8
DO45167
0 years, male, NA, stage:2, dead, 1440 days
7.3
DO45225
0 years, male, NA, stage:1, alive, 1050 days
7.0
DO50814
0 years, male, NA, stage:3, alive, 420 days
6.9
DO50774
0 years, female, NA, stage:2, alive, 720 days
6.8
DO50787
0 years, male, NA, stage:3, alive, 480 days
6.5
DO45209
0 years, male, NA, stage:4, alive, 1350 days
6.1
DO50805
0 years, male, NA, stage:2, alive, 690 days
6.1
DO23511
0 years, female, NA, stage:3, dead, 180 days
5.9
DO23518
0 years, male, NA, stage:2, alive, 1320 days
5.4
DO23545
0 years, male, NA, stage:2, dead, 570 days
5.0
DO23508
0 years, female, NA, stage:2, alive, 390 days
3.3
DO45257
0 years, male, NA, stage:3, alive, 810 days
3.0
DO50815
0 years, male, NA, stage:3, alive, 150 days
2.7
Show allShow less
LIVER HEPATOCELLULAR CARCINOMA - Protein relative expression (CPTAC)
Number of samples
330
Samples
Sample ID
Sample type
nRPX
471
Tumor
N/A
351
Tumor
N/A
472
Normal
N/A
231
Tumor
N/A
352
Normal
N/A
473
Tumor
N/A
111
Normal
N/A
232
Normal
N/A
353
Tumor
N/A
474
Normal
N/A
112
Tumor
N/A
354
Normal
N/A
113
Tumor
N/A
355
Tumor
N/A
114
Normal
N/A
356
Normal
N/A
477
Tumor
N/A
357
Tumor
N/A
478
Normal
N/A
358
Normal
N/A
911
Tumor
N/A
912
Normal
N/A
913
Tumor
N/A
914
Normal
N/A
915
Tumor
N/A
916
Normal
N/A
917
Tumor
N/A
918
Normal
N/A
481
Tumor
N/A
361
Tumor
N/A
482
Normal
N/A
362
Normal
N/A
483
Tumor
N/A
363
Tumor
N/A
484
Normal
N/A
364
Normal
N/A
123
Tumor
N/A
365
Tumor
N/A
124
Normal
N/A
366
Normal
N/A
487
Tumor
N/A
125
Tumor
N/A
367
Tumor
N/A
488
Normal
N/A
126
Normal
N/A
368
Normal
N/A
127
Tumor
N/A
128
Normal
N/A
921
Tumor
N/A
922
Normal
N/A
923
Tumor
N/A
924
Normal
N/A
925
Tumor
N/A
926
Normal
N/A
491
Tumor
N/A
492
Normal
N/A
493
Tumor
N/A
131
Tumor
N/A
494
Normal
N/A
132
Normal
N/A
375
Tumor
N/A
376
Normal
N/A
497
Tumor
N/A
135
Tumor
N/A
498
Normal
N/A
136
Normal
N/A
257
Tumor
N/A
137
Tumor
N/A
258
Normal
N/A
138
Normal
N/A
813
Tumor
N/A
814
Normal
N/A
815
Tumor
N/A
816
Normal
N/A
937
Tumor
N/A
817
Tumor
N/A
938
Normal
N/A
818
Normal
N/A
261
Tumor
N/A
141
Tumor
N/A
262
Normal
N/A
383
Tumor
N/A
142
Normal
N/A
384
Normal
N/A
385
Tumor
N/A
386
Normal
N/A
145
Tumor
N/A
387
Tumor
N/A
146
Normal
N/A
267
Tumor
N/A
388
Normal
N/A
147
Tumor
N/A
268
Normal
N/A
148
Normal
N/A
943
Tumor
N/A
823
Tumor
N/A
944
Normal
N/A
824
Normal
N/A
1022
Normal
N/A
1021
Tumor
N/A
391
Tumor
N/A
271
Tumor
N/A
392
Normal
N/A
272
Normal
N/A
393
Tumor
N/A
394
Normal
N/A
395
Tumor
N/A
396
Normal
N/A
277
Tumor
N/A
1016
Normal
N/A
278
Normal
N/A
1015
Tumor
N/A
1014
Normal
N/A
951
Tumor
N/A
1013
Tumor
N/A
952
Normal
N/A
953
Tumor
N/A
954
Normal
N/A
713
Tumor
N/A
955
Tumor
N/A
714
Normal
N/A
956
Normal
N/A
715
Tumor
N/A
957
Tumor
N/A
716
Normal
N/A
958
Normal
N/A
1032
Normal
N/A
1031
Tumor
N/A
161
Tumor
N/A
162
Normal
N/A
283
Tumor
N/A
284
Normal
N/A
285
Tumor
N/A
286
Normal
N/A
1028
Normal
N/A
1027
Tumor
N/A
1026
Normal
N/A
1025
Tumor
N/A
721
Tumor
N/A
963
Tumor
N/A
722
Normal
N/A
964
Normal
N/A
723
Tumor
N/A
965
Tumor
N/A
724
Normal
N/A
966
Normal
N/A
967
Tumor
N/A
968
Normal
N/A
727
Tumor
N/A
728
Normal
N/A
1044
Normal
N/A
1043
Tumor
N/A
1042
Normal
N/A
1041
Tumor
N/A
171
Tumor
N/A
172
Normal
N/A
297
Tumor
N/A
298
Normal
N/A
851
Tumor
N/A
852
Normal
N/A
975
Tumor
N/A
976
Normal
N/A
977
Tumor
N/A
615
Tumor
N/A
857
Tumor
N/A
978
Normal
N/A
616
Normal
N/A
737
Tumor
N/A
858
Normal
N/A
617
Tumor
N/A
738
Normal
N/A
618
Normal
N/A
185
Tumor
N/A
186
Normal
N/A
187
Tumor
N/A
188
Normal
N/A
981
Tumor
N/A
861
Tumor
N/A
982
Normal
N/A
741
Tumor
N/A
862
Normal
N/A
983
Tumor
N/A
742
Normal
N/A
863
Tumor
N/A
984
Normal
N/A
1046
Normal
N/A
743
Tumor
N/A
864
Normal
N/A
1045
Tumor
N/A
744
Normal
N/A
865
Tumor
N/A
745
Tumor
N/A
866
Normal
N/A
746
Normal
N/A
867
Tumor
N/A
868
Normal
N/A
627
Tumor
N/A
628
Normal
N/A
191
Tumor
N/A
192
Normal
N/A
195
Tumor
N/A
196
Normal
N/A
873
Tumor
N/A
874
Normal
N/A
513
Tumor
N/A
755
Tumor
N/A
514
Normal
N/A
635
Tumor
N/A
756
Normal
N/A
877
Tumor
N/A
515
Tumor
N/A
636
Normal
N/A
878
Normal
N/A
516
Normal
N/A
517
Tumor
N/A
518
Normal
N/A
881
Tumor
N/A
882
Normal
N/A
641
Tumor
N/A
883
Tumor
N/A
642
Normal
N/A
884
Normal
N/A
523
Tumor
N/A
524
Normal
N/A
525
Tumor
N/A
526
Normal
N/A
647
Tumor
N/A
527
Tumor
N/A
648
Normal
N/A
528
Normal
N/A
411
Tumor
N/A
412
Normal
N/A
533
Tumor
N/A
413
Tumor
N/A
534
Normal
N/A
414
Normal
N/A
535
Tumor
N/A
777
Tumor
N/A
415
Tumor
N/A
536
Normal
N/A
778
Normal
N/A
416
Normal
N/A
537
Tumor
N/A
538
Normal
N/A
661
Tumor
N/A
662
Normal
N/A
421
Tumor
N/A
663
Tumor
N/A
422
Normal
N/A
664
Normal
N/A
785
Tumor
N/A
423
Tumor
N/A
665
Tumor
N/A
786
Normal
N/A
424
Normal
N/A
545
Tumor
N/A
666
Normal
N/A
425
Tumor
N/A
546
Normal
N/A
426
Normal
N/A
427
Tumor
N/A
428
Normal
N/A
671
Tumor
N/A
672
Normal
N/A
431
Tumor
N/A
311
Tumor
N/A
432
Normal
N/A
553
Tumor
N/A
312
Normal
N/A
433
Tumor
N/A
554
Normal
N/A
313
Tumor
N/A
434
Normal
N/A
314
Normal
N/A
435
Tumor
N/A
436
Normal
N/A
557
Tumor
N/A
558
Normal
N/A
563
Tumor
N/A
443
Tumor
N/A
564
Normal
N/A
685
Tumor
N/A
444
Normal
N/A
686
Normal
N/A
445
Tumor
N/A
446
Normal
N/A
567
Tumor
N/A
447
Tumor
N/A
568
Normal
N/A
327
Tumor
N/A
448
Normal
N/A
328
Normal
N/A
571
Tumor
N/A
451
Tumor
N/A
572
Normal
N/A
331
Tumor
N/A
452
Normal
N/A
573
Tumor
N/A
211
Tumor
N/A
332
Normal
N/A
574
Normal
N/A
695
Tumor
N/A
212
Normal
N/A
696
Normal
N/A
213
Tumor
N/A
455
Tumor
N/A
697
Tumor
N/A
214
Normal
N/A
456
Normal
N/A
698
Normal
N/A
217
Tumor
N/A
218
Normal
N/A
461
Tumor
N/A
341
Tumor
N/A
462
Normal
N/A
221
Tumor
N/A
342
Normal
N/A
463
Tumor
N/A
222
Normal
N/A
343
Tumor
N/A
464
Normal
N/A
223
Tumor
N/A
344
Normal
N/A
465
Tumor
N/A
224
Normal
N/A
466
Normal
N/A
467
Tumor
N/A
468
Normal
N/A
227
Tumor
N/A
228
Normal
N/A
Show allShow less
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.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.