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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.
AVPI1 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
18.1
Number of samples
362
Samples
Sample
Description
TPM
TCGA-G3-A6UC-01A
0 years, male, white, stage:Stage IIIB, alive, 671 days
57.3
TCGA-DD-AAE4-01A
0 years, female, asian, stage:Stage I, alive, 608 days
55.7
TCGA-3K-AAZ8-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 396 days
53.6
TCGA-G3-A25Y-01A
0 years, female, asian, stage:Stage I, dead, 452 days
51.9
TCGA-G3-AAUZ-01A
0 years, male, stage:Stage I, alive, 480 days
50.5
TCGA-ZP-A9CV-01A
0 years, male, white, stage:'--, dead, 1088 days
49.4
TCGA-CC-A3MC-01A
0 years, male, asian, stage:Stage IIIA, alive, 363 days
48.3
TCGA-XR-A8TC-01A
0 years, female, white, stage:Stage I, alive, 1339 days
48.2
TCGA-DD-A11D-01A
0 years, female, white, stage:Stage I, dead, 1560 days
47.5
TCGA-ED-A7PY-01A
0 years, female, asian, stage:Stage II, alive, 390 days
46.4
TCGA-DD-AACN-01A
0 years, male, asian, stage:Stage I, alive, 1302 days
46.0
TCGA-DD-A3A4-01A
0 years, male, white, stage:Stage IIIA, dead, 612 days
45.8
TCGA-DD-AACS-01A
0 years, male, asian, stage:Stage I, alive, 1804 days
44.3
TCGA-WX-AA47-01A
0 years, female, white, stage:Stage IIIA, dead, 556 days
44.1
TCGA-XR-A8TG-01A
0 years, male, white, stage:Stage I, alive, 898 days
43.4
TCGA-EP-A2KB-01A
0 years, female, white, stage:Stage I, dead, 596 days
43.3
TCGA-DD-AACH-01A
0 years, male, asian, stage:Stage II, dead, 195 days
42.6
TCGA-DD-AACF-01A
0 years, male, asian, stage:Stage I, dead, 365 days
42.1
TCGA-K7-A5RF-01A
0 years, male, white, stage:Stage I, alive, 631 days
41.6
TCGA-G3-A7M5-01A
0 years, male, asian, stage:Stage I, alive, 447 days
40.8
TCGA-ZP-A9CZ-01A
0 years, male, asian, stage:'--, alive, 706 days
40.2
TCGA-DD-AAD3-01A
0 years, male, asian, stage:Stage I, alive, 1295 days
40.2
TCGA-ZS-A9CF-01A
0 years, male, white, stage:Stage II, alive, 2412 days
39.8
TCGA-MI-A75G-01A
0 years, male, white, stage:Stage II, alive, 698 days
39.0
TCGA-DD-A1EC-01A
0 years, female, white, stage:Stage I, alive, 602 days
38.5
TCGA-DD-A113-01A
0 years, female, white, stage:Stage II, alive, 2425 days
38.4
TCGA-BC-A69I-01A
0 years, male, white, stage:Stage I, alive, 387 days
38.0
TCGA-DD-AADW-01A
0 years, male, asian, stage:Stage I, alive, 587 days
37.1
TCGA-CC-A8HU-01A
0 years, female, asian, stage:Stage IIIA, dead, 344 days
37.1
TCGA-DD-AADJ-01A
0 years, female, asian, stage:Stage I, alive, 1066 days
36.9
TCGA-RC-A6M5-01A
0 years, female, white, stage:Stage IVA, alive, 15 days
36.0
TCGA-UB-A7MF-01A
0 years, male, white, stage:Stage IIIA, dead, 214 days
35.9
TCGA-LG-A6GG-01A
0 years, female, white, stage:Stage II, alive, 387 days
35.6
TCGA-CC-A9FW-01A
0 years, male, asian, stage:Stage IIIA, alive, 248 days
35.4
TCGA-G3-A3CG-01A
0 years, male, white, stage:Stage I, alive, 673 days
35.4
TCGA-CC-A7IH-01A
0 years, male, asian, stage:Stage IIIA, alive, 365 days
34.3
TCGA-DD-AACY-01A
0 years, male, asian, stage:Stage I, alive, 1450 days
34.2
TCGA-DD-AADY-01A
0 years, female, asian, stage:Stage I, alive, 555 days
33.7
TCGA-ES-A2HT-01A
0 years, male, black or african american, stage:Stage I, dead, 438 days
33.6
TCGA-DD-AACW-01A
0 years, male, asian, stage:Stage I, alive, 1424 days
33.5
TCGA-2Y-A9H9-01A
0 years, male, white, stage:Stage I, alive, 697 days
33.5
TCGA-2Y-A9GZ-01A
0 years, female, white, stage:Stage II, dead, 848 days
32.9
TCGA-BC-A10X-01A
0 years, female, white, stage:Stage IIIA, dead, 770 days
32.5
TCGA-ZP-A9D0-01A
0 years, female, black or african american, stage:'--, alive, 1091 days
32.5
TCGA-DD-AAD1-01A
0 years, female, asian, stage:Stage I, alive, 564 days
32.1
TCGA-DD-A3A5-01A
0 years, female, white, stage:Stage III, dead, 3125 days
31.7
TCGA-ED-A627-01A
0 years, male, white, stage:Stage I, alive, 423 days
31.7
TCGA-CC-A7IL-01A
0 years, male, asian, stage:Stage IIIA, dead, 278 days
31.3
TCGA-DD-A73E-01A
0 years, male, white, stage:Stage I, alive, 44 days
31.0
TCGA-EP-A26S-01A
0 years, male, white, stage:Stage I, alive, 608 days
30.5
TCGA-BC-A217-01A
0 years, female, white, stage:Stage II, dead, 1397 days
30.1
TCGA-G3-A3CK-01A
0 years, male, asian, stage:Stage I, alive, 585 days
29.9
TCGA-DD-AADV-01A
0 years, male, asian, stage:Stage I, alive, 574 days
29.4
TCGA-2Y-A9H6-01A
0 years, female, white, stage:Stage I, alive, 357 days
29.1
TCGA-DD-AADP-01A
0 years, male, asian, stage:Stage I, alive, 458 days
29.0
TCGA-DD-A4NS-01A
0 years, female, white, stage:Stage I, dead, 2456 days
29.0
TCGA-2Y-A9GT-01A
0 years, male, white, stage:Stage I, dead, 1624 days
28.9
TCGA-BC-A10Z-01A
0 years, female, white, stage:Stage I, dead, 34 days
28.6
TCGA-DD-AACC-01A
0 years, male, asian, stage:Stage I, dead, 1685 days
28.6
TCGA-DD-AAEK-01A
0 years, male, asian, stage:Stage II, alive, 1067 days
28.2
TCGA-G3-A25V-01A
0 years, male, white, stage:Stage I, alive, 860 days
28.2
TCGA-DD-A11B-01A
0 years, male, white, stage:Stage I, dead, 14 days
28.0
TCGA-FV-A495-01A
0 years, female, white, stage:Stage II, alive, 1 days
27.8
TCGA-DD-A4NV-01A
0 years, male, white, stage:Stage IIIA, alive, 2398 days
27.6
TCGA-DD-A3A9-01A
0 years, female, white, stage:Stage IVB, dead, 931 days
27.5
TCGA-ED-A7XO-01A
0 years, male, asian, stage:Stage IIIA, alive, 427 days
27.5
TCGA-G3-AAV6-01A
0 years, female, white, stage:Stage IIIA, dead, 65 days
27.1
TCGA-ED-A7PZ-01A
0 years, male, asian, stage:Stage II, alive, 6 days
26.8
TCGA-WX-AA46-01A
0 years, male, white, stage:Stage II, alive, 756 days
26.7
TCGA-MI-A75E-01A
0 years, male, white, stage:Stage IIIC, alive, 507 days
26.5
TCGA-DD-AADF-01A
0 years, female, asian, stage:Stage I, dead, 115 days
26.4
TCGA-DD-A1EH-01A
0 years, male, white, stage:Stage III, alive, 1495 days
26.3
TCGA-DD-AAE2-01A
0 years, male, asian, stage:Stage I, alive, 638 days
25.6
TCGA-G3-A25Z-01A
0 years, male, asian, stage:Stage I, alive, 655 days
25.6
TCGA-G3-A5SK-01A
0 years, male, white, stage:Stage I, alive, 744 days
25.5
TCGA-XR-A8TE-01A
0 years, male, white, stage:Stage IIIA, alive, 925 days
25.3
TCGA-KR-A7K8-01A
0 years, male, stage:Stage I, alive, 906 days
25.2
TCGA-RC-A7S9-01A
0 years, female, asian, stage:Stage I, alive, 640 days
25.2
TCGA-NI-A8LF-01A
0 years, male, white, stage:Stage I, alive, 799 days
25.1
TCGA-BC-A110-01A
0 years, female, black or african american, stage:'--, dead, 2116 days
24.9
TCGA-DD-AAVX-01A
0 years, male, asian, stage:Stage II, alive, 1718 days
24.6
TCGA-UB-A7MD-01A
0 years, male, black or african american, stage:Stage I, dead, 52 days
23.9
TCGA-DD-A4NB-01A
0 years, male, white, stage:Stage I, alive, 989 days
23.7
TCGA-G3-A7M6-01A
0 years, female, white, stage:Stage I, alive, 632 days
23.7
TCGA-DD-A73D-01A
0 years, female, white, stage:Stage II, alive, 693 days
23.4
TCGA-DD-A4NE-01A
0 years, female, white, stage:Stage IIIA, dead, 660 days
23.4
TCGA-MI-A75H-01A
0 years, male, white, stage:'--, alive, 747 days
23.3
TCGA-DD-AAVZ-01A
0 years, male, asian, stage:Stage I, alive, 1900 days
23.2
TCGA-DD-A1EJ-01A
0 years, female, white, stage:Stage IIIC, dead, 1005 days
23.1
TCGA-BC-A10T-01A
0 years, male, white, stage:'--, dead, 837 days
23.0
TCGA-DD-A3A2-01A
0 years, female, white, stage:Stage I, dead, 2131 days
22.7
TCGA-2Y-A9GX-01A
0 years, male, white, stage:Stage I, alive, 2442 days
22.7
TCGA-DD-AACU-01A
0 years, male, asian, stage:Stage I, alive, 1567 days
22.4
TCGA-G3-A25S-01A
0 years, male, white, stage:Stage I, dead, 416 days
22.4
TCGA-DD-A73B-01A
0 years, female, white, stage:Stage I, dead, 283 days
22.4
TCGA-MR-A520-01A
0 years, male, white, stage:Stage I, alive, 229 days
22.3
TCGA-DD-A4NO-01A
0 years, male, white, stage:Stage I, alive, 2245 days
22.1
TCGA-DD-AADS-01A
0 years, male, asian, stage:Stage I, alive, 474 days
22.0
TCGA-UB-AA0V-01A
0 years, female, white, stage:Stage I, alive, 314 days
21.9
TCGA-G3-AAV7-01A
0 years, male, asian, stage:Stage II, alive, 361 days
21.8
TCGA-DD-AADI-01A
0 years, female, asian, stage:Stage I, alive, 1085 days
21.7
TCGA-ES-A2HS-01A
0 years, male, white, stage:Stage I, dead, 688 days
21.6
TCGA-DD-AAE3-01A
0 years, male, asian, stage:Stage I, alive, 566 days
21.6
TCGA-2Y-A9HB-01A
0 years, male, stage:Stage I, alive, 260 days
21.6
TCGA-2Y-A9H8-01A
0 years, female, white, stage:'--, dead, 633 days
21.4
TCGA-G3-A5SI-01A
0 years, male, asian, stage:Stage II, dead, 768 days
21.3
TCGA-FV-A23B-01A
0 years, female, white, stage:Stage II, dead, 1852 days
21.1
TCGA-2Y-A9GU-01A
0 years, female, white, stage:Stage I, alive, 1939 days
21.1
TCGA-DD-AAVV-01A
0 years, male, asian, stage:Stage II, alive, 2455 days
21.0
TCGA-FV-A3R3-01A
0 years, female, white, stage:Stage I, dead, 366 days
20.8
TCGA-DD-AAVS-01A
0 years, male, asian, stage:Stage I, alive, 1823 days
20.7
TCGA-DD-A3A6-01A
0 years, female, white, stage:Stage II, dead, 3258 days
20.7
TCGA-4R-AA8I-01A
0 years, male, white, stage:Stage II, dead, 262 days
20.6
TCGA-DD-AADB-01A
0 years, male, asian, stage:Stage I, alive, 1242 days
20.5
TCGA-DD-A1EF-01A
0 years, female, white, stage:Stage I, dead, 394 days
20.4
TCGA-DD-AAC9-01A
0 years, male, asian, stage:Stage I, alive, 347 days
20.4
TCGA-DD-AACX-01A
0 years, male, asian, stage:Stage II, alive, 170 days
20.3
TCGA-LG-A9QC-01A
0 years, male, white, stage:Stage I, alive, 425 days
20.3
TCGA-DD-AAW0-01A
0 years, male, asian, stage:Stage I, alive, 2015 days
20.2
TCGA-DD-AAVY-01A
0 years, male, asian, stage:Stage IIIA, alive, 1970 days
20.1
TCGA-DD-A73G-01A
0 years, female, white, stage:Stage I, alive, 3478 days
20.0
TCGA-BC-A10S-01A
0 years, male, white, stage:'--, dead, 1423 days
19.9
TCGA-DD-AADG-01A
0 years, male, asian, stage:Stage IIIA, alive, 1145 days
19.9
TCGA-DD-A1ED-01A
0 years, male, white, stage:Stage I, alive, 2301 days
19.9
TCGA-G3-A7M8-01A
0 years, male, asian, stage:Stage I, alive, 430 days
19.9
TCGA-DD-AAD6-01A
0 years, male, asian, stage:Stage IIIA, alive, 672 days
19.7
TCGA-UB-AA0U-01A
0 years, male, white, stage:Stage II, alive, 327 days
19.7
TCGA-FV-A3R2-01A
0 years, male, white, stage:Stage I, dead, 194 days
19.6
TCGA-G3-A3CI-01A
0 years, male, white, stage:Stage I, alive, 180 days
19.6
TCGA-DD-A4NI-01A
0 years, male, white, stage:Stage II, alive, 816 days
19.6
TCGA-K7-A6G5-01A
0 years, male, white, stage:Stage I, alive, 512 days
19.5
TCGA-KR-A7K7-01A
0 years, female, white, stage:Stage II, alive, 951 days
19.4
TCGA-RC-A6M4-01A
0 years, female, white, stage:Stage IIIA, alive, 22 days
19.3
TCGA-DD-A39W-01A
0 years, female, white, stage:Stage III, dead, 827 days
19.2
TCGA-G3-AAV5-01A
0 years, male, white, stage:Stage II, alive, 354 days
19.2
TCGA-DD-AAVR-01A
0 years, male, asian, stage:Stage I, alive, 2513 days
18.9
TCGA-DD-AAVQ-01A
0 years, male, asian, stage:Stage I, alive, 2728 days
18.9
TCGA-DD-AADM-01A
0 years, male, asian, stage:Stage II, dead, 12 days
18.8
TCGA-G3-A25X-01A
0 years, male, asian, stage:Stage II, alive, 1779 days
18.8
TCGA-2Y-A9H5-01A
0 years, female, white, stage:Stage I, dead, 555 days
18.7
TCGA-GJ-A9DB-01A
0 years, male, white, stage:Stage I, dead, 67 days
18.5
TCGA-DD-AAEG-01A
0 years, female, asian, stage:Stage I, alive, 719 days
18.5
TCGA-DD-A118-01A
0 years, female, white, stage:Stage II, alive, 3437 days
18.4
TCGA-CC-A9FS-01A
0 years, male, asian, stage:Stage II, alive, 211 days
18.4
TCGA-DD-AAW3-01A
0 years, male, asian, stage:Stage I, alive, 1633 days
18.4
TCGA-G3-A3CH-01A
0 years, male, asian, stage:Stage IIIA, alive, 780 days
18.3
TCGA-FV-A4ZQ-01A
0 years, male, white, stage:Stage I, alive, 12 days
18.2
TCGA-UB-A7MC-01A
0 years, male, white, stage:Stage IIIA, alive, 500 days
18.1
TCGA-ED-A4XI-01A
0 years, male, asian, stage:Stage II, alive, 819 days
17.9
TCGA-BC-A10Y-01A
0 years, male, white, stage:'--, dead, 711 days
17.8
TCGA-G3-AAV4-01A
0 years, female, white, stage:Stage I, dead, 27 days
17.7
TCGA-DD-AADD-01A
0 years, male, asian, stage:Stage I, alive, 1231 days
17.7
TCGA-CC-5261-01A
0 years, male, asian, stage:Stage II, dead, 97 days
17.6
TCGA-DD-AAEH-01A
0 years, male, asian, stage:Stage I, alive, 784 days
17.6
TCGA-5C-A9VG-01A
0 years, male, white, stage:Stage II, alive, 328 days
17.5
TCGA-DD-A114-01A
0 years, male, black or african american, stage:Stage II, dead, 1149 days
17.3
TCGA-DD-AACA-01A
0 years, male, asian, stage:Stage I, alive, 2301 days
17.2
TCGA-XR-A8TD-01A
0 years, female, white, stage:Stage IIIB, alive, 1030 days
17.1
TCGA-KR-A7K0-01A
0 years, male, white, stage:Stage I, dead, 65 days
17.0
TCGA-RC-A7SK-01A
0 years, male, asian, stage:Stage I, alive, 472 days
17.0
TCGA-DD-A4NR-01A
0 years, female, white, stage:Stage I, dead, 9 days
17.0
TCGA-ED-A97K-01A
0 years, male, asian, stage:Stage IIIA, alive, 6 days
17.0
TCGA-DD-AACK-01A
0 years, male, asian, stage:Stage I, alive, 9 days
16.9
TCGA-G3-A25U-01A
0 years, female, asian, stage:Stage I, alive, 1636 days
16.8
TCGA-DD-A4NJ-01A
0 years, female, white, stage:Stage II, alive, 928 days
16.8
TCGA-BC-A10Q-01A
0 years, female, white, stage:'--, dead, 1135 days
16.8
TCGA-ZS-A9CD-01A
0 years, male, white, stage:Stage II, dead, 1386 days
16.4
TCGA-XR-A8TF-01A
0 years, male, white, stage:Stage I, dead, 693 days
16.3
TCGA-ZP-A9CY-01A
0 years, female, white, stage:'--, alive, 782 days
16.3
TCGA-DD-A4NL-01A
0 years, male, white, stage:Stage I, alive, 1711 days
16.3
TCGA-DD-AACI-01A
0 years, male, asian, stage:Stage II, alive, 1618 days
16.3
TCGA-DD-AAE6-01A
0 years, female, asian, stage:Stage I, alive, 141 days
15.9
TCGA-2Y-A9GY-01A
0 years, female, white, stage:Stage II, dead, 757 days
15.9
TCGA-5R-AA1D-01A
0 years, female, white, stage:Stage IIIA, alive, 449 days
15.8
TCGA-BC-A3KF-01A
0 years, female, white, stage:Stage I, alive, 8 days
15.7
TCGA-ZP-A9D1-01A
0 years, female, white, stage:'--, alive, 21 days
15.5
TCGA-G3-A3CJ-01A
0 years, male, american indian or alaska native, stage:Stage II, alive, 594 days
15.4
TCGA-UB-A7ME-01A
0 years, male, asian, stage:Stage I, alive, 486 days
15.3
TCGA-DD-A73C-01A
0 years, female, white, stage:Stage IIIA, alive, 701 days
15.2
TCGA-DD-A4NN-01A
0 years, female, white, stage:Stage I, dead, 899 days
15.2
TCGA-HP-A5MZ-01A
0 years, male, stage:Stage I, dead, 91 days
15.2
TCGA-MI-A75I-01A
0 years, male, black or african american, stage:'--, alive, 630 days
15.2
TCGA-FV-A496-01A
0 years, female, white, stage:Stage I, alive, 10 days
15.2
TCGA-DD-AACP-01A
0 years, male, asian, stage:Stage I, alive, 415 days
15.1
TCGA-ZP-A9D2-01A
0 years, male, white, stage:'--, dead, 765 days
15.1
TCGA-DD-A4ND-01A
0 years, female, white, stage:Stage I, alive, 2746 days
14.9
TCGA-DD-A73F-01A
0 years, female, white, stage:Stage I, alive, 1085 days
14.8
TCGA-GJ-A6C0-01A
0 years, female, white, stage:Stage II, dead, 31 days
14.8
TCGA-DD-AAD0-01A
0 years, female, asian, stage:Stage I, alive, 137 days
14.8
TCGA-FV-A2QQ-01A
0 years, male, white, stage:Stage I, alive, 729 days
14.8
TCGA-DD-A39Z-01A
0 years, female, stage:Stage II, dead, 601 days
14.7
TCGA-DD-AAEE-01A
0 years, male, asian, stage:Stage I, alive, 810 days
14.6
TCGA-DD-A115-01A
0 years, male, white, stage:Stage IIIA, dead, 2542 days
14.4
TCGA-G3-AAV0-01A
0 years, male, asian, stage:Stage I, alive, 476 days
14.3
TCGA-RG-A7D4-01A
0 years, male, black or african american, stage:Stage II, alive, 1098 days
14.3
TCGA-RC-A7SF-01A
0 years, male, asian, stage:Stage I, alive, 579 days
14.3
TCGA-CC-A5UD-01A
0 years, male, asian, stage:Stage IIIA, dead, 304 days
14.2
TCGA-T1-A6J8-01A
0 years, male, white, stage:'--, alive, 23 days
14.1
TCGA-G3-A5SM-01A
0 years, male, white, stage:Stage II, alive, 520 days
14.1
TCGA-LG-A9QD-01A
0 years, male, white, stage:Stage IIIA, alive, 366 days
14.0
TCGA-BC-A10W-01A
0 years, male, asian, stage:'--, dead, 91 days
14.0
TCGA-DD-A1EE-01A
0 years, male, white, stage:Stage IIIA, dead, 349 days
13.9
TCGA-G3-A7M9-01A
0 years, male, white, stage:Stage IIIB, dead, 56 days
13.9
TCGA-BC-A112-01A
0 years, male, white, stage:'--, dead, 153 days
13.9
TCGA-DD-AACV-01A
0 years, male, asian, stage:Stage I, alive, 1531 days
13.8
TCGA-GJ-A3OU-01A
0 years, male, white, stage:Stage I, alive, 879 days
13.8
TCGA-KR-A7K2-01A
0 years, male, white, stage:Stage I, alive, 829 days
13.8
TCGA-DD-A1EB-01A
0 years, female, stage:Stage I, alive, 2017 days
13.7
TCGA-2Y-A9H0-01A
0 years, male, white, stage:Stage IIIA, alive, 3675 days
13.7
TCGA-DD-A119-01A
0 years, male, asian, stage:Stage IV, dead, 223 days
13.6
TCGA-G3-A7M7-01A
0 years, male, white, stage:Stage I, alive, 361 days
13.4
TCGA-MI-A75C-01A
0 years, male, white, stage:Stage I, alive, 291 days
13.3
TCGA-2Y-A9H3-01A
0 years, male, white, stage:Stage II, alive, 1516 days
13.2
TCGA-G3-AAV1-01A
0 years, male, asian, stage:Stage IIIC, dead, 359 days
13.2
TCGA-BC-A69H-01A
0 years, male, white, stage:Stage II, alive, 444 days
13.1
TCGA-BC-A216-01A
0 years, female, white, stage:Stage IIIA, alive, 1351 days
13.1
TCGA-EP-A2KA-01A
0 years, female, white, stage:Stage IIIA, dead, 627 days
13.1
TCGA-CC-A7IF-01A
0 years, male, asian, stage:Stage IIIA, dead, 649 days
13.0
TCGA-DD-A4NK-01A
0 years, female, white, stage:Stage IIIA, dead, 1210 days
13.0
TCGA-ZP-A9D4-01A
0 years, female, white, stage:'--, alive, 395 days
12.9
TCGA-2Y-A9GV-01A
0 years, female, white, stage:Stage I, dead, 2532 days
12.9
TCGA-UB-A7MB-01A
0 years, male, white, stage:Stage II, alive, 601 days
12.9
TCGA-DD-AAVU-01A
0 years, male, asian, stage:Stage II, alive, 2202 days
12.8
TCGA-G3-AAV3-01A
0 years, female, white, stage:Stage II, alive, 412 days
12.8
TCGA-DD-A4NG-01A
0 years, male, white, stage:Stage IIIA, dead, 802 days
12.8
TCGA-BD-A3ER-01A
0 years, male, white, stage:Stage II, alive, 1115 days
12.6
TCGA-DD-AACB-01A
0 years, female, asian, stage:Stage I, alive, 2324 days
12.6
TCGA-DD-A4NQ-01A
0 years, male, white, stage:Stage II, dead, 373 days
12.5
TCGA-DD-AADO-01A
0 years, male, asian, stage:Stage I, alive, 453 days
12.4
TCGA-5C-A9VH-01A
0 years, male, white, stage:Stage I, alive, 322 days
12.4
TCGA-CC-A7IG-01A
0 years, male, asian, stage:Stage II, dead, 299 days
12.4
TCGA-CC-5262-01A
0 years, male, asian, stage:Stage IIIC, dead, 103 days
12.1
TCGA-2Y-A9H1-01A
0 years, male, white, stage:Stage I, dead, 1229 days
12.0
TCGA-FV-A3I1-01A
0 years, female, white, stage:Stage II, dead, 247 days
12.0
TCGA-DD-A3A7-01A
0 years, male, stage:Stage IIIB, dead, 419 days
11.9
TCGA-CC-A8HS-01A
0 years, male, asian, stage:Stage IIIC, dead, 300 days
11.9
TCGA-K7-AAU7-01A
0 years, male, white, stage:Stage II, alive, 359 days
11.8
TCGA-CC-A3M9-01A
0 years, male, asian, stage:Stage IIIA, dead, 300 days
11.8
TCGA-DD-A1EA-01A
0 years, male, asian, stage:Stage II, alive, 2415 days
11.7
TCGA-MR-A8JO-01A
0 years, male, white, stage:Stage I, alive, 330 days
11.7
TCGA-EP-A2KC-01A
0 years, male, black or african american, stage:Stage I, dead, 19 days
11.7
TCGA-DD-A39X-01A
0 years, female, white, stage:Stage I, dead, 1694 days
11.7
TCGA-RC-A7SH-01A
0 years, male, asian, stage:Stage II, alive, 468 days
11.7
TCGA-2Y-A9HA-01A
0 years, male, white, stage:Stage II, dead, 36 days
11.6
TCGA-DD-A1EK-01A
0 years, female, white, stage:Stage IVB, dead, 558 days
11.4
TCGA-DD-AAEA-01A
0 years, male, asian, stage:Stage I, alive, 575 days
11.3
TCGA-ED-A8O5-01A
0 years, female, asian, stage:Stage IIIA, alive, 406 days
11.2
TCGA-DD-A4NA-01A
0 years, female, white, stage:Stage IIIC, alive, 1008 days
11.2
TCGA-DD-AAD2-01A
0 years, male, asian, stage:Stage I, alive, 658 days
11.1
TCGA-WX-AA44-01A
0 years, female, white, stage:Stage I, alive, 615 days
11.1
TCGA-DD-AAD8-01A
0 years, female, asian, stage:Stage I, alive, 1219 days
11.1
TCGA-DD-A73A-01A
0 years, male, white, stage:Stage I, alive, 728 days
11.1
TCGA-5R-AAAM-01A
0 years, female, white, stage:Stage II, dead, 46 days
11.0
TCGA-DD-AAVP-01A
0 years, male, asian, stage:Stage I, alive, 2752 days
10.9
TCGA-DD-AAE0-01A
0 years, female, asian, stage:Stage IIIA, alive, 555 days
10.9
TCGA-BW-A5NO-01A
0 years, male, black or african american, stage:Stage IIIA, alive, 20 days
10.8
TCGA-DD-AACJ-01A
0 years, male, asian, stage:Stage II, alive, 2102 days
10.8
TCGA-DD-A3A1-01A
0 years, male, stage:Stage IIIA, dead, 233 days
10.8
TCGA-DD-AACT-01A
0 years, female, asian, stage:Stage I, alive, 1562 days
10.7
TCGA-2Y-A9H7-01A
0 years, female, white, stage:Stage I, alive, 1168 days
10.6
TCGA-DD-AACZ-01A
0 years, female, asian, stage:Stage I, dead, 171 days
10.6
TCGA-NI-A4U2-01A
0 years, male, white, stage:Stage IIIA, dead, 1791 days
10.5
TCGA-DD-A3A8-01A
0 years, male, white, stage:Stage II, dead, 11 days
10.4
TCGA-QA-A7B7-01A
0 years, male, black or african american, stage:Stage II, alive, 94 days
10.4
TCGA-2Y-A9GW-01A
0 years, male, white, stage:Stage I, dead, 1271 days
10.4
TCGA-ED-A66X-01A
0 years, male, asian, stage:Stage IIIA, alive, 406 days
10.4
TCGA-CC-A3MB-01A
0 years, male, asian, stage:Stage IIIA, dead, 315 days
10.4
TCGA-DD-AACL-01A
0 years, female, asian, stage:Stage I, dead, 107 days
10.3
TCGA-CC-A7IK-01A
0 years, male, asian, stage:Stage IIIA, dead, 262 days
10.1
TCGA-DD-A4NP-01A
0 years, male, white, stage:Stage I, alive, 3308 days
10.1
TCGA-ED-A7XP-01A
0 years, female, asian, stage:Stage II, alive, 400 days
10.0
TCGA-DD-AAE7-01A
0 years, male, asian, stage:Stage I, alive, 644 days
10.0
TCGA-DD-A4NH-01A
0 years, female, white, stage:Stage IIIB, alive, 917 days
9.9
TCGA-EP-A12J-01A
0 years, male, black or african american, stage:Stage I, alive, 570 days
9.8
TCGA-BC-A10U-01A
0 years, male, white, stage:'--, dead, 837 days
9.7
TCGA-DD-AAD5-01A
0 years, male, asian, stage:Stage I, alive, 1345 days
9.6
TCGA-DD-AADA-01A
0 years, female, asian, stage:Stage I, alive, 1233 days
9.6
TCGA-CC-A1HT-01A
0 years, male, asian, stage:Stage IIIA, dead, 101 days
9.6
TCGA-FV-A3I0-01A
0 years, female, white, stage:Stage II, alive, 848 days
9.6
TCGA-CC-A5UE-01A
0 years, male, asian, stage:Stage IIIB, dead, 272 days
9.6
TCGA-RC-A6M6-01A
0 years, male, white, stage:Stage II, alive, 9 days
9.5
TCGA-DD-AACG-01A
0 years, male, asian, stage:Stage II, dead, 469 days
9.4
TCGA-ED-A5KG-01A
0 years, female, asian, stage:Stage II, alive, 854 days
9.4
TCGA-CC-5263-01A
0 years, male, asian, stage:Stage IIIA, dead, 129 days
9.4
TCGA-DD-AAE1-01A
0 years, male, asian, stage:Stage I, alive, 552 days
9.3
TCGA-RC-A7SB-01A
0 years, male, asian, stage:Stage II, alive, 588 days
9.2
TCGA-G3-AAV2-01A
0 years, male, white, stage:Stage I, alive, 372 days
9.1
TCGA-DD-A1EG-01A
0 years, male, white, stage:Stage I, dead, 1372 days
9.0
TCGA-O8-A75V-01A
0 years, male, stage:Stage I, alive, 538 days
9.0
TCGA-2Y-A9H2-01A
0 years, female, white, stage:Stage I, alive, 1731 days
9.0
TCGA-BD-A3EP-01A
0 years, female, black or african american, stage:Stage I, alive, 409 days
8.9
TCGA-HP-A5N0-01A
0 years, female, stage:'--, dead, 752 days
8.9
TCGA-DD-AAED-01A
0 years, male, asian, stage:Stage I, alive, 763 days
8.9
TCGA-DD-AADU-01A
0 years, male, asian, stage:Stage II, alive, 554 days
8.8
TCGA-DD-A1EI-01A
0 years, male, asian, stage:Stage I, alive, 183 days
8.7
TCGA-G3-A5SL-01A
0 years, male, white, stage:Stage II, alive, 621 days
8.7
TCGA-DD-AAW1-01A
0 years, male, asian, stage:Stage IIIA, alive, 1989 days
8.7
TCGA-UB-A7MA-01A
0 years, female, white, stage:Stage II, alive, 848 days
8.7
TCGA-G3-A5SJ-01A
0 years, male, white, stage:Stage I, alive, 698 days
8.6
TCGA-BC-A3KG-01A
0 years, female, white, stage:Stage II, alive, 680 days
8.5
TCGA-ZS-A9CG-01A
0 years, male, white, stage:Stage II, alive, 341 days
8.5
TCGA-DD-AADC-01A
0 years, male, asian, stage:Stage I, dead, 425 days
8.3
TCGA-CC-A123-01A
0 years, female, asian, stage:Stage IIIA, alive, 219 days
8.3
TCGA-DD-AAVW-01A
0 years, male, asian, stage:Stage I, alive, 2317 days
8.3
TCGA-BC-A5W4-01A
0 years, male, white, stage:Stage IIIA, dead, 547 days
8.3
TCGA-ZS-A9CE-01A
0 years, female, white, stage:Stage II, alive, 1241 days
8.3
TCGA-G3-A25T-01A
0 years, female, white, stage:Stage IIIA, alive, 1553 days
8.2
TCGA-DD-A3A3-01A
0 years, male, asian, stage:Stage I, dead, 535 days
8.2
TCGA-WQ-AB4B-01A
0 years, male, white, stage:Stage II, alive, 395 days
8.2
TCGA-DD-AACD-01A
0 years, male, asian, stage:Stage I, dead, 381 days
8.2
TCGA-5C-AAPD-01A
0 years, male, asian, stage:Stage II, alive, 20 days
8.1
TCGA-PD-A5DF-01A
0 years, female, white, stage:Stage IIIB, dead, 639 days
8.1
TCGA-CC-5258-01A
0 years, male, asian, stage:Stage II, dead, 129 days
8.0
TCGA-BC-A10R-01A
0 years, female, white, stage:'--, dead, 308 days
8.0
TCGA-DD-AACE-01A
0 years, male, asian, stage:Stage I, alive, 2184 days
8.0
TCGA-EP-A3JL-01A
0 years, male, white, stage:Stage I, alive, 303 days
7.9
TCGA-DD-AAW2-01A
0 years, male, asian, stage:Stage I, alive, 1855 days
7.8
TCGA-ED-A66Y-01A
0 years, female, asian, stage:Stage IIIA, dead, 296 days
7.8
TCGA-CC-5264-01A
0 years, male, asian, stage:Stage IIIA, dead, 102 days
7.8
TCGA-BD-A2L6-01A
0 years, male, white, stage:'--, alive, 1363 days
7.7
TCGA-ED-A459-01A
0 years, male, asian, stage:Stage II, alive, 910 days
7.6
TCGA-2Y-A9H4-01A
0 years, male, black or african american, stage:Stage I, alive, 1452 days
7.5
TCGA-DD-AAEI-01A
0 years, male, asian, stage:Stage I, alive, 1531 days
7.5
TCGA-WQ-A9G7-01A
0 years, female, white, stage:'--, alive, 30 days
7.5
TCGA-ED-A7PX-01A
0 years, female, asian, stage:Stage II, alive, 6 days
7.3
TCGA-ED-A82E-01A
0 years, female, asian, stage:Stage IIIA, alive, 408 days
7.3
TCGA-DD-AACO-01A
0 years, male, asian, stage:Stage I, alive, 1876 days
7.1
TCGA-DD-A1EL-01A
0 years, male, black or african american, stage:Stage II, dead, 415 days
7.1
TCGA-CC-A8HT-01A
0 years, male, asian, stage:Stage IIIA, dead, 140 days
7.1
TCGA-DD-A11C-01A
0 years, male, white, stage:Stage I, alive, 662 days
7.0
TCGA-5R-AA1C-01A
0 years, male, white, stage:Stage II, alive, 520 days
6.8
TCGA-CC-A5UC-01A
0 years, male, asian, stage:Stage IIIA, dead, 347 days
6.7
TCGA-EP-A3RK-01A
0 years, male, white, stage:Stage IIIA, alive, 363 days
6.6
TCGA-WJ-A86L-01A
0 years, female, white, stage:Stage I, alive, 345 days
6.5
TCGA-CC-A8HV-01A
0 years, female, asian, stage:Stage II, dead, 279 days
6.4
TCGA-DD-AAC8-01A
0 years, male, asian, stage:Stage I, dead, 16 days
6.4
TCGA-DD-A39V-01A
0 years, male, white, stage:Stage II, dead, 643 days
6.3
TCGA-CC-5259-01A
0 years, female, asian, stage:Stage IIIC, alive, 250 days
6.2
TCGA-2Y-A9GS-01A
0 years, male, white, stage:'--, dead, 724 days
6.1
TCGA-DD-AAEB-01A
0 years, male, asian, stage:Stage I, alive, 478 days
6.0
TCGA-DD-AADQ-01A
0 years, male, asian, stage:Stage II, alive, 436 days
5.9
TCGA-FV-A2QR-01A
0 years, male, white, stage:Stage I, dead, 581 days
5.9
TCGA-YA-A8S7-01A
0 years, male, white, stage:Stage IIIA, dead, 412 days
5.9
TCGA-DD-AACQ-01A
0 years, male, asian, stage:Stage II, dead, 432 days
5.7
TCGA-BC-A8YO-01A
0 years, female, white, stage:Stage IIIC, alive, 562 days
5.7
TCGA-CC-5260-01A
0 years, female, asian, stage:Stage IIIC, dead, 87 days
5.6
TCGA-CC-A3MA-01A
0 years, male, asian, stage:Stage IIIA, dead, 303 days
5.4
TCGA-DD-AAE9-01A
0 years, male, asian, stage:Stage I, alive, 722 days
5.4
TCGA-DD-AADR-01A
0 years, male, asian, stage:Stage I, alive, 2028 days
5.2
TCGA-ED-A8O6-01A
0 years, female, asian, stage:Stage IIIA, dead, 56 days
5.0
TCGA-DD-AADL-01A
0 years, male, asian, stage:Stage I, alive, 636 days
4.9
TCGA-DD-AA3A-01A
0 years, female, white, stage:Stage I, dead, 410 days
4.9
TCGA-FV-A4ZP-01A
0 years, male, white, stage:Stage IIIA, dead, 2486 days
4.9
TCGA-DD-A4NF-01A
0 years, male, white, stage:Stage I, alive, 942 days
4.8
TCGA-K7-A5RG-01A
0 years, male, black or african american, stage:Stage I, alive, 519 days
4.5
TCGA-DD-A39Y-01A
0 years, male, asian, stage:Stage I, dead, 171 days
4.5
TCGA-DD-AADK-01A
0 years, female, asian, stage:Stage II, alive, 1049 days
4.4
TCGA-CC-A7IJ-01A
0 years, male, asian, stage:Stage II, alive, 382 days
4.3
TCGA-DD-A116-01A
0 years, male, asian, stage:Stage IIIA, dead, 1622 days
3.8
TCGA-CC-A7IE-01A
0 years, male, asian, stage:Stage IIIA, dead, 217 days
3.3
TCGA-CC-A7II-01A
0 years, male, asian, stage:Stage IIIA, alive, 399 days
3.1
TCGA-DD-AADN-01A
0 years, male, asian, stage:Stage I, alive, 898 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.
AVPI1 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
16.5
Number of samples
231
Samples
Sample
Description
TPM
DO48737
0 years, male, NA, stage:1, alive, 720 days
51.4
DO23512
0 years, male, NA, stage:1, alive, 1260 days
50.8
DO23546
0 years, male, NA, stage:2, alive, 1050 days
50.6
DO23523
0 years, male, NA, stage:3, alive, 1080 days
45.5
DO45255
0 years, male, NA, stage:3, alive, 720 days
44.1
DO45097
0 years, male, NA, stage:3, alive, 1620 days
43.8
DO50817
0 years, male, NA, stage:2, alive, 390 days
43.4
DO45096
0 years, male, NA, stage:2, dead, 1290 days
43.0
DO227643
0 years, male, NA, stage:2, alive, 1260 days
42.9
DO45101
0 years, male, NA, stage:2, alive, 1680 days
42.2
DO45217
0 years, female, NA, stage:3, dead, 270 days
39.9
DO45285
0 years, male, NA, stage:3, alive, 480 days
39.7
DO48693
0 years, male, NA, stage:2, alive, 900 days
37.5
DO23544
0 years, male, NA, stage:2, alive, 960 days
36.9
DO45209
0 years, male, NA, stage:4, alive, 1350 days
36.4
DO45245
0 years, female, NA, stage:2, dead, 240 days
36.2
DO48747
0 years, male, NA, stage:3, alive, 540 days
35.5
DO45117
0 years, female, NA, stage:2, dead, 1110 days
35.5
DO45289
0 years, female, NA, stage:3, alive, 360 days
35.0
DO45211
0 years, male, NA, stage:3, alive, 240 days
34.6
DO45115
0 years, male, NA, stage:2, alive, 840 days
33.1
DO45175
0 years, male, NA, stage:2, alive, 1140 days
32.9
DO45215
0 years, male, NA, stage:2, alive, 1170 days
32.0
DO23516
0 years, male, NA, stage:3, dead, 20 days
31.8
DO23547
0 years, male, NA, stage:1, alive, 1020 days
31.2
DO23541
0 years, male, NA, stage:2, alive, 930 days
29.5
DO48759
0 years, male, NA, stage:3, alive, 720 days
28.7
DO45109
0 years, male, NA, stage:2, alive, 1590 days
28.6
DO23531
0 years, female, NA, stage:3, alive, 900 days
28.1
DO45299
0 years, female, NA, stage:1, alive, 1440 days
28.1
DO50789
0 years, female, NA, stage:2, alive, 570 days
28.0
DO23515
0 years, male, NA, stage:2, alive, 1230 days
27.5
DO48760
0 years, female, NA, stage:2, alive, 690 days
27.2
DO45133
0 years, male, NA, stage:3, dead, 660 days
27.2
DO48715
0 years, female, NA, stage:2, dead, 690 days
26.8
DO50802
0 years, male, NA, stage:2, alive, 930 days
26.4
DO45107
0 years, female, NA, stage:2, alive, 1710 days
26.2
DO23537
0 years, male, NA, stage:2, dead, 900 days
25.7
DO48674
0 years, male, NA, stage:2, alive, 1260 days
25.7
DO48723
0 years, male, NA, stage:1, alive, 600 days
25.5
DO45181
0 years, female, NA, stage:2, alive, 1200 days
24.3
DO48742
0 years, male, NA, stage:2, alive, 600 days
24.3
DO48743
0 years, female, NA, stage:2, alive, 570 days
24.0
DO45111
0 years, male, NA, stage:2, alive, 1590 days
23.3
DO50814
0 years, male, NA, stage:3, alive, 420 days
23.2
DO45301
0 years, male, NA, stage:2, dead, 1440 days
22.9
DO50803
0 years, female, NA, stage:1, alive, 540 days
22.8
DO45141
0 years, male, NA, stage:2, alive, 1320 days
22.8
DO45277
0 years, male, NA, stage:3, alive, 600 days
22.6
DO23548
0 years, female, NA, stage:1, alive, 840 days
22.6
DO50816
0 years, male, NA, stage:2, alive, 390 days
22.5
DO45261
0 years, male, NA, stage:3, alive, 990 days
22.0
DO45167
0 years, male, NA, stage:2, dead, 1440 days
21.4
DO50787
0 years, male, NA, stage:3, alive, 480 days
21.3
DO50815
0 years, male, NA, stage:3, alive, 150 days
20.6
DO23549
0 years, male, NA, stage:3, alive, 990 days
20.5
DO45159
0 years, male, NA, stage:3, alive, 1470 days
20.3
DO48706
0 years, male, NA, stage:2, alive, 870 days
20.1
DO45253
0 years, male, NA, stage:2, alive, 870 days
19.8
DO23528
0 years, female, NA, stage:2, alive, 1020 days
19.8
DO45179
0 years, female, NA, stage:2, alive, 600 days
19.6
DO23530
0 years, male, NA, stage:4, dead, 180 days
19.4
DO23538
0 years, male, NA, stage:2, alive, 450 days
19.0
DO48725
0 years, male, NA, stage:1, alive, 780 days
18.9
DO23545
0 years, male, NA, stage:2, dead, 570 days
18.5
DO45121
0 years, male, NA, stage:3, alive, 1530 days
18.4
DO48679
0 years, male, NA, stage:2, alive, 1200 days
18.3
DO50774
0 years, female, NA, stage:2, alive, 720 days
18.2
DO23539
0 years, male, NA, stage:1, alive, 1110 days
18.2
DO50832
0 years, male, NA, stage:3, alive, 90 days
18.0
DO45113
0 years, male, NA, stage:3, alive, 1560 days
18.0
DO45281
0 years, male, NA, stage:4, alive, 750 days
17.9
DO50829
0 years, male, NA, stage:3, alive, 570 days
17.7
DO23513
0 years, male, NA, stage:3, alive, 1200 days
17.6
DO50839
0 years, female, NA, stage:3, alive, 330 days
17.6
DO45095
0 years, male, NA, stage:2, alive, 1620 days
17.5
DO45129
0 years, male, NA, stage:3, alive, 1470 days
17.2
DO50798
0 years, male, NA, stage:3, dead, 30 days
17.1
DO45201
0 years, male, NA, stage:1, alive, 900 days
17.1
DO23533
0 years, male, NA, stage:2, alive, 900 days
17.1
DO45235
0 years, female, NA, stage:1, alive, 900 days
17.1
DO23535
0 years, male, NA, stage:1, alive, 960 days
16.9
DO45091
0 years, male, NA, stage:2, dead, 1320 days
16.9
DO45259
0 years, male, NA, stage:3, alive, 330 days
16.7
DO23543
0 years, male, NA, stage:2, alive, 1020 days
16.7
DO23551
0 years, male, NA, stage:3, dead, 150 days
16.6
DO48730
0 years, female, NA, stage:2, alive, 630 days
16.6
DO23518
0 years, male, NA, stage:2, alive, 1320 days
16.3
DO45092
0 years, male, NA, stage:4, dead, 1200 days
16.2
DO50808
0 years, male, NA, stage:2, alive, 570 days
16.0
DO23511
0 years, female, NA, stage:3, dead, 180 days
16.0
DO45094
0 years, male, NA, stage:3, alive, 1650 days
15.9
DO45229
0 years, male, NA, stage:1, alive, 990 days
15.9
DO50857
0 years, male, NA, stage:2, alive, 210 days
15.8
DO45283
0 years, male, NA, stage:3, alive, 510 days
15.6
DO48695
0 years, male, NA, stage:2, alive, 720 days
15.4
DO23550
0 years, male, NA, stage:1, alive, 990 days
15.4
DO50805
0 years, male, NA, stage:2, alive, 690 days
15.3
DO23525
0 years, male, NA, stage:4, alive, 1050 days
15.2
DO50809
0 years, male, NA, stage:3, dead, 720 days
15.1
DO45099
0 years, male, NA, stage:3, alive, 1590 days
15.1
DO45177
0 years, female, NA, stage:3, alive, 1260 days
15.1
DO23508
0 years, female, NA, stage:2, alive, 390 days
14.9
DO45195
0 years, male, NA, stage:1, alive, 390 days
14.8
DO45103
0 years, male, NA, stage:3, alive, 450 days
14.8
DO45185
0 years, male, NA, stage:2, alive, 600 days
14.6
DO23514
0 years, male, NA, stage:2, alive, 1290 days
14.5
DO45139
0 years, male, NA, stage:3, alive, 1320 days
14.4
DO48727
0 years, female, NA, stage:2, dead, 390 days
14.3
DO45105
0 years, male, NA, stage:1, alive, 1680 days
14.1
DO48761
0 years, male, NA, stage:2, alive, 870 days
13.9
DO23517
0 years, male, NA, stage:2, alive, 1200 days
13.7
DO50818
0 years, male, NA, stage:2, alive, 510 days
13.6
DO48704
0 years, female, NA, stage:3, alive, 750 days
13.6
DO227801
0 years, female, NA, stage:1, alive, 660 days
13.6
DO45307
0 years, female, NA, stage:4, dead, 240 days
13.6
DO45305
0 years, male, NA, stage:4, alive, 300 days
13.6
DO23542
0 years, male, NA, stage:3, alive, 960 days
13.4
DO50799
0 years, female, NA, stage:2, alive, 540 days
13.3
DO45225
0 years, male, NA, stage:1, alive, 1050 days
13.2
DO45169
0 years, male, NA, stage:3, alive, 1350 days
13.2
DO23532
0 years, female, NA, stage:1, alive, 960 days
13.2
DO45199
0 years, female, NA, stage:2, alive, 1350 days
13.2
DO50850
0 years, male, NA, stage:3, alive, 720 days
13.1
DO50844
0 years, male, NA, stage:4, alive, 300 days
13.1
DO48757
0 years, female, NA, stage:3, alive, 480 days
13.0
DO45145
0 years, male, NA, stage:3, dead, 60 days
12.9
DO45123
0 years, female, NA, stage:2, dead, 570 days
12.9
DO23519
0 years, male, NA, stage:3, alive, 630 days
12.9
DO45297
0 years, female, NA, stage:4, dead, 1260 days
12.8
DO50855
0 years, male, NA, stage:2, alive, 570 days
12.7
DO48677
0 years, male, NA, stage:3, alive, 1140 days
12.7
DO45237
0 years, male, NA, stage:2, alive, 900 days
12.7
DO45183
0 years, female, NA, stage:2, dead, 570 days
12.6
DO48733
0 years, male, NA, stage:2, alive, 600 days
12.5
DO48720
0 years, female, NA, stage:2, alive, 570 days
12.4
DO45265
0 years, male, NA, stage:3, alive, 1020 days
12.3
DO45251
0 years, female, NA, stage:2, alive, 900 days
12.3
DO50813
0 years, male, NA, stage:2, alive, 420 days
12.3
DO48751
0 years, male, NA, stage:2, dead, 480 days
12.3
DO48712
0 years, male, NA, stage:2, alive, 810 days
12.3
DO50820
0 years, female, NA, stage:3, alive, 510 days
12.1
DO45223
0 years, male, NA, stage:4, alive, 1020 days
12.1
DO45257
0 years, male, NA, stage:3, alive, 810 days
12.1
DO45231
0 years, male, NA, stage:2, alive, 930 days
12.0
DO50793
0 years, male, NA, stage:4, alive, 540 days
12.0
DO48697
0 years, female, NA, stage:2, dead, 810 days
11.9
DO45127
0 years, male, NA, stage:3, dead, 420 days
11.8
DO23524
0 years, female, NA, stage:2, alive, 1050 days
11.7
DO45135
0 years, male, NA, stage:1, alive, 1410 days
11.6
DO45227
0 years, female, NA, stage:2, alive, 1020 days
11.5
DO48716
0 years, male, NA, stage:2, alive, 720 days
11.5
DO45153
0 years, female, NA, stage:2, alive, 1380 days
11.5
DO45143
0 years, male, NA, stage:3, alive, 1290 days
11.4
DO48700
0 years, female, NA, stage:2, alive, 810 days
11.3
DO48719
0 years, male, NA, stage:2, alive, 690 days
11.1
DO23536
0 years, male, NA, stage:2, alive, 930 days
11.0
DO50804
0 years, male, NA, stage:2, alive, 720 days
10.9
DO50776
0 years, male, NA, stage:1, alive, 690 days
10.8
DO50825
0 years, male, NA, stage:2, alive, 390 days
10.7
DO45241
0 years, male, NA, stage:1, alive, 1080 days
10.7
DO50811
0 years, male, NA, stage:1, alive, 450 days
10.6
DO48736
0 years, female, NA, stage:1, alive, 600 days
10.6
DO45243
0 years, female, NA, stage:3, alive, 930 days
10.5
DO50783
0 years, male, NA, stage:3, alive, 480 days
10.4
DO50845
0 years, male, NA, stage:3, alive, 210 days
10.4
DO45303
0 years, female, NA, stage:3, alive, 990 days
10.1
DO50807
0 years, male, NA, stage:1, alive, 540 days
10.1
DO45197
0 years, male, NA, stage:2, alive, 1170 days
9.9
DO45287
0 years, male, NA, stage:1, alive, 390 days
9.9
DO45173
0 years, male, NA, stage:3, alive, 1170 days
9.7
DO45149
0 years, female, NA, stage:2, alive, 1260 days
9.6
DO50800
0 years, male, NA, stage:2, alive, 510 days
9.5
DO48672
0 years, male, NA, stage:2, alive, 450 days
9.5
DO45203
0 years, female, NA, stage:2, alive, 1170 days
9.4
DO50778
0 years, male, NA, stage:4, alive, 630 days
9.3
DO50822
0 years, male, NA, stage:2, alive, 510 days
9.2
DO45219
0 years, male, NA, stage:2, alive, 1080 days
9.2
DO23540
0 years, male, NA, stage:1, alive, 750 days
9.1
DO45263
0 years, male, NA, stage:3, dead, 270 days
9.0
DO23527
0 years, male, NA, stage:1, alive, 1050 days
8.9
DO45213
0 years, male, NA, stage:1, alive, 1200 days
8.9
DO23529
0 years, male, NA, stage:4, alive, 930 days
8.8
DO45163
0 years, male, NA, stage:2, alive, 960 days
8.8
DO48717
0 years, male, NA, stage:4, dead, 180 days
8.5
DO45119
0 years, male, NA, stage:3, dead, 510 days
8.4
DO45157
0 years, male, NA, stage:2, alive, 1980 days
8.4
DO45279
0 years, male, NA, stage:3, alive, 1290 days
8.4
DO23521
0 years, male, NA, stage:3, alive, 1110 days
8.3
DO48682
0 years, female, NA, stage:3, dead, 120 days
8.3
DO45249
0 years, male, NA, stage:1, alive, 630 days
8.2
DO23526
0 years, male, NA, stage:3, alive, 1050 days
8.0
DO50819
0 years, female, NA, stage:2, alive, 510 days
8.0
DO23534
0 years, male, NA, stage:2, alive, 840 days
7.9
DO48721
0 years, female, NA, stage:1, alive, 900 days
7.8
DO23509
0 years, male, NA, stage:3, dead, 780 days
7.8
DO45187
0 years, female, NA, stage:1, alive, 1260 days
7.7
DO45093
0 years, male, NA, stage:2, dead, 720 days
7.4
DO45165
0 years, male, NA, stage:2, alive, 690 days
7.3
DO45273
0 years, male, NA, stage:2, alive, 480 days
7.3
DO48681
0 years, male, NA, stage:2, alive, 900 days
6.8
DO48741
0 years, male, NA, stage:3, alive, 240 days
6.8
DO50840
0 years, male, NA, stage:2, alive, 330 days
6.6
DO45275
0 years, male, NA, stage:3, dead, 10 days
6.4
DO45191
0 years, female, NA, stage:2, alive, 1200 days
6.3
DO50806
0 years, male, NA, stage:4, alive, 540 days
6.3
DO45193
0 years, female, NA, stage:4, dead, 120 days
6.2
DO48728
0 years, female, NA, stage:2, alive, 150 days
6.2
DO45161
0 years, male, NA, stage:2, dead, 540 days
6.1
DO50859
0 years, male, NA, stage:2, alive, 180 days
6.1
DO45233
0 years, male, NA, stage:3, alive, 900 days
6.1
DO48701
0 years, male, NA, stage:2, alive, 780 days
6.0
DO50785
0 years, male, NA, stage:4, dead, 90 days
6.0
DO45207
0 years, male, NA, stage:1, alive, 1050 days
5.9
DO45205
0 years, female, NA, stage:2, dead, 90 days
5.9
DO45239
0 years, male, NA, stage:2, alive, 870 days
5.8
DO23552
0 years, female, NA, stage:1, alive, 810 days
5.6
DO45221
0 years, female, NA, stage:4, dead, 390 days
5.6
DO23510
0 years, female, NA, stage:2, alive, 870 days
5.5
DO45171
0 years, male, NA, stage:3, alive, 600 days
5.3
DO45247
0 years, female, NA, stage:2, alive, 210 days
5.0
DO45155
0 years, male, NA, stage:2, alive, 2160 days
5.0
DO45189
0 years, female, NA, stage:2, alive, 1200 days
4.9
DO48746
0 years, male, NA, stage:3, alive, 570 days
4.5
DO45125
0 years, male, NA, stage:3, alive, 1680 days
4.5
DO50791
0 years, female, NA, stage:1, dead, 480 days
4.5
DO48732
0 years, male, NA, stage:3, alive, 630 days
4.4
DO45137
0 years, male, NA, stage:1, alive, 1320 days
3.1
DO45267
0 years, male, NA, stage:3, dead, 570 days
3.1
DO45269
0 years, male, NA, stage:3, alive, 750 days
3.0
DO45131
0 years, male, NA, stage:4, dead, 360 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.