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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.
COX16 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
28.7
Number of samples
362
Samples
Sample
Description
TPM
TCGA-CC-A3M9-01A
0 years, male, asian, stage:Stage IIIA, dead, 300 days
72.8
TCGA-QA-A7B7-01A
0 years, male, black or african american, stage:Stage II, alive, 94 days
69.5
TCGA-DD-AACO-01A
0 years, male, asian, stage:Stage I, alive, 1876 days
69.2
TCGA-BC-A217-01A
0 years, female, white, stage:Stage II, dead, 1397 days
67.2
TCGA-G3-A5SI-01A
0 years, male, asian, stage:Stage II, dead, 768 days
66.9
TCGA-DD-AAE3-01A
0 years, male, asian, stage:Stage I, alive, 566 days
66.6
TCGA-DD-A4NA-01A
0 years, female, white, stage:Stage IIIC, alive, 1008 days
65.6
TCGA-DD-AADC-01A
0 years, male, asian, stage:Stage I, dead, 425 days
61.9
TCGA-BC-A8YO-01A
0 years, female, white, stage:Stage IIIC, alive, 562 days
58.4
TCGA-UB-A7ME-01A
0 years, male, asian, stage:Stage I, alive, 486 days
55.2
TCGA-DD-AACV-01A
0 years, male, asian, stage:Stage I, alive, 1531 days
54.7
TCGA-DD-AACL-01A
0 years, female, asian, stage:Stage I, dead, 107 days
52.5
TCGA-G3-A25T-01A
0 years, female, white, stage:Stage IIIA, alive, 1553 days
52.2
TCGA-ZP-A9CZ-01A
0 years, male, asian, stage:'--, alive, 706 days
51.4
TCGA-5R-AA1C-01A
0 years, male, white, stage:Stage II, alive, 520 days
51.1
TCGA-BD-A2L6-01A
0 years, male, white, stage:'--, alive, 1363 days
50.9
TCGA-PD-A5DF-01A
0 years, female, white, stage:Stage IIIB, dead, 639 days
50.8
TCGA-2Y-A9GU-01A
0 years, female, white, stage:Stage I, alive, 1939 days
50.4
TCGA-CC-A5UE-01A
0 years, male, asian, stage:Stage IIIB, dead, 272 days
49.5
TCGA-DD-AAD8-01A
0 years, female, asian, stage:Stage I, alive, 1219 days
49.3
TCGA-BC-A10Y-01A
0 years, male, white, stage:'--, dead, 711 days
48.8
TCGA-G3-A5SJ-01A
0 years, male, white, stage:Stage I, alive, 698 days
48.3
TCGA-BW-A5NO-01A
0 years, male, black or african american, stage:Stage IIIA, alive, 20 days
47.3
TCGA-ED-A5KG-01A
0 years, female, asian, stage:Stage II, alive, 854 days
46.2
TCGA-G3-A25X-01A
0 years, male, asian, stage:Stage II, alive, 1779 days
45.8
TCGA-YA-A8S7-01A
0 years, male, white, stage:Stage IIIA, dead, 412 days
45.1
TCGA-DD-AAE4-01A
0 years, female, asian, stage:Stage I, alive, 608 days
44.8
TCGA-CC-A123-01A
0 years, female, asian, stage:Stage IIIA, alive, 219 days
44.5
TCGA-DD-A73E-01A
0 years, male, white, stage:Stage I, alive, 44 days
44.4
TCGA-DD-AAVQ-01A
0 years, male, asian, stage:Stage I, alive, 2728 days
43.3
TCGA-DD-A4NN-01A
0 years, female, white, stage:Stage I, dead, 899 days
43.1
TCGA-DD-A3A5-01A
0 years, female, white, stage:Stage III, dead, 3125 days
42.6
TCGA-DD-AACG-01A
0 years, male, asian, stage:Stage II, dead, 469 days
42.6
TCGA-CC-A7IJ-01A
0 years, male, asian, stage:Stage II, alive, 382 days
42.5
TCGA-DD-AAD5-01A
0 years, male, asian, stage:Stage I, alive, 1345 days
41.8
TCGA-DD-A116-01A
0 years, male, asian, stage:Stage IIIA, dead, 1622 days
41.8
TCGA-DD-A4NE-01A
0 years, female, white, stage:Stage IIIA, dead, 660 days
41.7
TCGA-G3-AAV6-01A
0 years, female, white, stage:Stage IIIA, dead, 65 days
41.6
TCGA-DD-A4NF-01A
0 years, male, white, stage:Stage I, alive, 942 days
41.5
TCGA-NI-A4U2-01A
0 years, male, white, stage:Stage IIIA, dead, 1791 days
41.0
TCGA-ZS-A9CF-01A
0 years, male, white, stage:Stage II, alive, 2412 days
40.9
TCGA-ES-A2HS-01A
0 years, male, white, stage:Stage I, dead, 688 days
40.7
TCGA-CC-5263-01A
0 years, male, asian, stage:Stage IIIA, dead, 129 days
40.7
TCGA-G3-A25U-01A
0 years, female, asian, stage:Stage I, alive, 1636 days
40.3
TCGA-RC-A7SB-01A
0 years, male, asian, stage:Stage II, alive, 588 days
40.1
TCGA-CC-A5UD-01A
0 years, male, asian, stage:Stage IIIA, dead, 304 days
39.9
TCGA-BC-A10W-01A
0 years, male, asian, stage:'--, dead, 91 days
39.9
TCGA-G3-A25Y-01A
0 years, female, asian, stage:Stage I, dead, 452 days
39.8
TCGA-2Y-A9H8-01A
0 years, female, white, stage:'--, dead, 633 days
39.3
TCGA-CC-A7IF-01A
0 years, male, asian, stage:Stage IIIA, dead, 649 days
39.3
TCGA-2Y-A9H5-01A
0 years, female, white, stage:Stage I, dead, 555 days
39.1
TCGA-2Y-A9GS-01A
0 years, male, white, stage:'--, dead, 724 days
39.1
TCGA-ZP-A9D0-01A
0 years, female, black or african american, stage:'--, alive, 1091 days
38.8
TCGA-CC-A7IH-01A
0 years, male, asian, stage:Stage IIIA, alive, 365 days
38.8
TCGA-DD-A3A4-01A
0 years, male, white, stage:Stage IIIA, dead, 612 days
38.7
TCGA-DD-A73B-01A
0 years, female, white, stage:Stage I, dead, 283 days
38.6
TCGA-UB-A7MB-01A
0 years, male, white, stage:Stage II, alive, 601 days
38.6
TCGA-CC-A7IK-01A
0 years, male, asian, stage:Stage IIIA, dead, 262 days
38.2
TCGA-ED-A66Y-01A
0 years, female, asian, stage:Stage IIIA, dead, 296 days
37.7
TCGA-ZP-A9CY-01A
0 years, female, white, stage:'--, alive, 782 days
37.7
TCGA-G3-AAV7-01A
0 years, male, asian, stage:Stage II, alive, 361 days
37.5
TCGA-G3-A7M5-01A
0 years, male, asian, stage:Stage I, alive, 447 days
37.5
TCGA-DD-AADP-01A
0 years, male, asian, stage:Stage I, alive, 458 days
37.4
TCGA-MI-A75G-01A
0 years, male, white, stage:Stage II, alive, 698 days
37.4
TCGA-G3-AAV4-01A
0 years, female, white, stage:Stage I, dead, 27 days
37.4
TCGA-DD-AADI-01A
0 years, female, asian, stage:Stage I, alive, 1085 days
37.2
TCGA-MI-A75I-01A
0 years, male, black or african american, stage:'--, alive, 630 days
36.8
TCGA-K7-AAU7-01A
0 years, male, white, stage:Stage II, alive, 359 days
36.7
TCGA-CC-5260-01A
0 years, female, asian, stage:Stage IIIC, dead, 87 days
36.7
TCGA-DD-AADS-01A
0 years, male, asian, stage:Stage I, alive, 474 days
36.5
TCGA-DD-AAVU-01A
0 years, male, asian, stage:Stage II, alive, 2202 days
36.5
TCGA-ED-A7PY-01A
0 years, female, asian, stage:Stage II, alive, 390 days
36.4
TCGA-3K-AAZ8-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 396 days
36.3
TCGA-DD-AACC-01A
0 years, male, asian, stage:Stage I, dead, 1685 days
36.2
TCGA-G3-AAV2-01A
0 years, male, white, stage:Stage I, alive, 372 days
35.9
TCGA-DD-AADO-01A
0 years, male, asian, stage:Stage I, alive, 453 days
35.9
TCGA-FV-A2QQ-01A
0 years, male, white, stage:Stage I, alive, 729 days
35.8
TCGA-RG-A7D4-01A
0 years, male, black or african american, stage:Stage II, alive, 1098 days
35.8
TCGA-CC-A9FS-01A
0 years, male, asian, stage:Stage II, alive, 211 days
35.7
TCGA-DD-AACF-01A
0 years, male, asian, stage:Stage I, dead, 365 days
35.6
TCGA-2Y-A9GW-01A
0 years, male, white, stage:Stage I, dead, 1271 days
35.4
TCGA-CC-5264-01A
0 years, male, asian, stage:Stage IIIA, dead, 102 days
35.4
TCGA-XR-A8TG-01A
0 years, male, white, stage:Stage I, alive, 898 days
35.1
TCGA-T1-A6J8-01A
0 years, male, white, stage:'--, alive, 23 days
35.0
TCGA-DD-AAEH-01A
0 years, male, asian, stage:Stage I, alive, 784 days
35.0
TCGA-ED-A8O5-01A
0 years, female, asian, stage:Stage IIIA, alive, 406 days
34.9
TCGA-FV-A3R3-01A
0 years, female, white, stage:Stage I, dead, 366 days
34.7
TCGA-DD-AACP-01A
0 years, male, asian, stage:Stage I, alive, 415 days
34.5
TCGA-DD-A1EI-01A
0 years, male, asian, stage:Stage I, alive, 183 days
34.5
TCGA-DD-A39Y-01A
0 years, male, asian, stage:Stage I, dead, 171 days
34.4
TCGA-G3-AAUZ-01A
0 years, male, stage:Stage I, alive, 480 days
34.1
TCGA-ZP-A9CV-01A
0 years, male, white, stage:'--, dead, 1088 days
34.0
TCGA-G3-A5SK-01A
0 years, male, white, stage:Stage I, alive, 744 days
33.9
TCGA-UB-A7MA-01A
0 years, female, white, stage:Stage II, alive, 848 days
33.9
TCGA-CC-A7II-01A
0 years, male, asian, stage:Stage IIIA, alive, 399 days
33.7
TCGA-DD-AADR-01A
0 years, male, asian, stage:Stage I, alive, 2028 days
33.7
TCGA-G3-A7M6-01A
0 years, female, white, stage:Stage I, alive, 632 days
33.6
TCGA-ED-A7XO-01A
0 years, male, asian, stage:Stage IIIA, alive, 427 days
33.6
TCGA-FV-A2QR-01A
0 years, male, white, stage:Stage I, dead, 581 days
33.6
TCGA-ZP-A9D2-01A
0 years, male, white, stage:'--, dead, 765 days
33.3
TCGA-DD-AAVW-01A
0 years, male, asian, stage:Stage I, alive, 2317 days
33.3
TCGA-RC-A6M4-01A
0 years, female, white, stage:Stage IIIA, alive, 22 days
33.2
TCGA-DD-A119-01A
0 years, male, asian, stage:Stage IV, dead, 223 days
33.2
TCGA-5R-AA1D-01A
0 years, female, white, stage:Stage IIIA, alive, 449 days
33.0
TCGA-DD-AAEA-01A
0 years, male, asian, stage:Stage I, alive, 575 days
32.9
TCGA-BC-A69H-01A
0 years, male, white, stage:Stage II, alive, 444 days
32.9
TCGA-5C-A9VH-01A
0 years, male, white, stage:Stage I, alive, 322 days
32.8
TCGA-FV-A23B-01A
0 years, female, white, stage:Stage II, dead, 1852 days
32.5
TCGA-2Y-A9HA-01A
0 years, male, white, stage:Stage II, dead, 36 days
32.5
TCGA-G3-A3CK-01A
0 years, male, asian, stage:Stage I, alive, 585 days
32.5
TCGA-DD-AACB-01A
0 years, female, asian, stage:Stage I, alive, 2324 days
32.5
TCGA-RC-A6M5-01A
0 years, female, white, stage:Stage IVA, alive, 15 days
32.2
TCGA-DD-AACQ-01A
0 years, male, asian, stage:Stage II, dead, 432 days
32.1
TCGA-DD-A39V-01A
0 years, male, white, stage:Stage II, dead, 643 days
32.1
TCGA-G3-A7M9-01A
0 years, male, white, stage:Stage IIIB, dead, 56 days
32.0
TCGA-UB-AA0V-01A
0 years, female, white, stage:Stage I, alive, 314 days
31.9
TCGA-BC-A5W4-01A
0 years, male, white, stage:Stage IIIA, dead, 547 days
31.8
TCGA-GJ-A9DB-01A
0 years, male, white, stage:Stage I, dead, 67 days
31.8
TCGA-DD-AADY-01A
0 years, female, asian, stage:Stage I, alive, 555 days
31.6
TCGA-FV-A496-01A
0 years, female, white, stage:Stage I, alive, 10 days
31.5
TCGA-G3-A25V-01A
0 years, male, white, stage:Stage I, alive, 860 days
31.4
TCGA-2Y-A9H6-01A
0 years, female, white, stage:Stage I, alive, 357 days
31.4
TCGA-G3-A25Z-01A
0 years, male, asian, stage:Stage I, alive, 655 days
31.3
TCGA-ED-A7PZ-01A
0 years, male, asian, stage:Stage II, alive, 6 days
31.2
TCGA-DD-A4NJ-01A
0 years, female, white, stage:Stage II, alive, 928 days
31.2
TCGA-BC-A10S-01A
0 years, male, white, stage:'--, dead, 1423 days
31.1
TCGA-DD-A4NV-01A
0 years, male, white, stage:Stage IIIA, alive, 2398 days
31.1
TCGA-DD-AAVS-01A
0 years, male, asian, stage:Stage I, alive, 1823 days
31.1
TCGA-G3-AAV5-01A
0 years, male, white, stage:Stage II, alive, 354 days
30.9
TCGA-DD-AAEK-01A
0 years, male, asian, stage:Stage II, alive, 1067 days
30.8
TCGA-RC-A7SK-01A
0 years, male, asian, stage:Stage I, alive, 472 days
30.7
TCGA-2Y-A9H3-01A
0 years, male, white, stage:Stage II, alive, 1516 days
30.6
TCGA-RC-A7S9-01A
0 years, female, asian, stage:Stage I, alive, 640 days
30.6
TCGA-4R-AA8I-01A
0 years, male, white, stage:Stage II, dead, 262 days
30.5
TCGA-MI-A75H-01A
0 years, male, white, stage:'--, alive, 747 days
30.5
TCGA-DD-A114-01A
0 years, male, black or african american, stage:Stage II, dead, 1149 days
30.5
TCGA-5R-AAAM-01A
0 years, female, white, stage:Stage II, dead, 46 days
30.4
TCGA-DD-A1EB-01A
0 years, female, stage:Stage I, alive, 2017 days
30.3
TCGA-CC-A8HU-01A
0 years, female, asian, stage:Stage IIIA, dead, 344 days
30.2
TCGA-MI-A75E-01A
0 years, male, white, stage:Stage IIIC, alive, 507 days
30.2
TCGA-DD-A115-01A
0 years, male, white, stage:Stage IIIA, dead, 2542 days
30.1
TCGA-KR-A7K8-01A
0 years, male, stage:Stage I, alive, 906 days
29.7
TCGA-G3-A3CG-01A
0 years, male, white, stage:Stage I, alive, 673 days
29.7
TCGA-DD-AADJ-01A
0 years, female, asian, stage:Stage I, alive, 1066 days
29.7
TCGA-2Y-A9GY-01A
0 years, female, white, stage:Stage II, dead, 757 days
29.6
TCGA-DD-AAVX-01A
0 years, male, asian, stage:Stage II, alive, 1718 days
29.6
TCGA-HP-A5N0-01A
0 years, female, stage:'--, dead, 752 days
29.5
TCGA-DD-AADV-01A
0 years, male, asian, stage:Stage I, alive, 574 days
29.5
TCGA-WX-AA44-01A
0 years, female, white, stage:Stage I, alive, 615 days
29.4
TCGA-DD-AACU-01A
0 years, male, asian, stage:Stage I, alive, 1567 days
29.3
TCGA-ED-A82E-01A
0 years, female, asian, stage:Stage IIIA, alive, 408 days
29.2
TCGA-DD-AACW-01A
0 years, male, asian, stage:Stage I, alive, 1424 days
29.0
TCGA-DD-AACD-01A
0 years, male, asian, stage:Stage I, dead, 381 days
29.0
TCGA-EP-A2KA-01A
0 years, female, white, stage:Stage IIIA, dead, 627 days
28.9
TCGA-GJ-A3OU-01A
0 years, male, white, stage:Stage I, alive, 879 days
28.8
TCGA-G3-A3CJ-01A
0 years, male, american indian or alaska native, stage:Stage II, alive, 594 days
28.5
TCGA-FV-A3R2-01A
0 years, male, white, stage:Stage I, dead, 194 days
28.4
TCGA-UB-A7MF-01A
0 years, male, white, stage:Stage IIIA, dead, 214 days
28.4
TCGA-DD-AACI-01A
0 years, male, asian, stage:Stage II, alive, 1618 days
28.1
TCGA-DD-A1EJ-01A
0 years, female, white, stage:Stage IIIC, dead, 1005 days
28.1
TCGA-G3-A7M8-01A
0 years, male, asian, stage:Stage I, alive, 430 days
28.1
TCGA-DD-AADW-01A
0 years, male, asian, stage:Stage I, alive, 587 days
28.1
TCGA-DD-AACK-01A
0 years, male, asian, stage:Stage I, alive, 9 days
27.9
TCGA-CC-A3MC-01A
0 years, male, asian, stage:Stage IIIA, alive, 363 days
27.9
TCGA-2Y-A9GZ-01A
0 years, female, white, stage:Stage II, dead, 848 days
27.8
TCGA-DD-AAW2-01A
0 years, male, asian, stage:Stage I, alive, 1855 days
27.8
TCGA-CC-A7IL-01A
0 years, male, asian, stage:Stage IIIA, dead, 278 days
27.7
TCGA-FV-A3I1-01A
0 years, female, white, stage:Stage II, dead, 247 days
27.7
TCGA-DD-AAD3-01A
0 years, male, asian, stage:Stage I, alive, 1295 days
27.7
TCGA-KR-A7K2-01A
0 years, male, white, stage:Stage I, alive, 829 days
27.6
TCGA-G3-A7M7-01A
0 years, male, white, stage:Stage I, alive, 361 days
27.6
TCGA-DD-AAVR-01A
0 years, male, asian, stage:Stage I, alive, 2513 days
27.4
TCGA-CC-5262-01A
0 years, male, asian, stage:Stage IIIC, dead, 103 days
27.4
TCGA-BC-A216-01A
0 years, female, white, stage:Stage IIIA, alive, 1351 days
27.4
TCGA-DD-AADM-01A
0 years, male, asian, stage:Stage II, dead, 12 days
27.3
TCGA-UB-AA0U-01A
0 years, male, white, stage:Stage II, alive, 327 days
27.3
TCGA-2Y-A9H0-01A
0 years, male, white, stage:Stage IIIA, alive, 3675 days
27.3
TCGA-G3-A5SL-01A
0 years, male, white, stage:Stage II, alive, 621 days
27.2
TCGA-ZP-A9D4-01A
0 years, female, white, stage:'--, alive, 395 days
27.0
TCGA-CC-5261-01A
0 years, male, asian, stage:Stage II, dead, 97 days
26.8
TCGA-DD-A1EL-01A
0 years, male, black or african american, stage:Stage II, dead, 415 days
26.8
TCGA-DD-AAC9-01A
0 years, male, asian, stage:Stage I, alive, 347 days
26.7
TCGA-DD-A73C-01A
0 years, female, white, stage:Stage IIIA, alive, 701 days
26.7
TCGA-EP-A2KC-01A
0 years, male, black or african american, stage:Stage I, dead, 19 days
26.7
TCGA-2Y-A9GV-01A
0 years, female, white, stage:Stage I, dead, 2532 days
26.6
TCGA-ED-A97K-01A
0 years, male, asian, stage:Stage IIIA, alive, 6 days
26.6
TCGA-DD-A11B-01A
0 years, male, white, stage:Stage I, dead, 14 days
26.6
TCGA-CC-A1HT-01A
0 years, male, asian, stage:Stage IIIA, dead, 101 days
26.6
TCGA-ZS-A9CE-01A
0 years, female, white, stage:Stage II, alive, 1241 days
26.5
TCGA-DD-AADL-01A
0 years, male, asian, stage:Stage I, alive, 636 days
26.4
TCGA-DD-AAE9-01A
0 years, male, asian, stage:Stage I, alive, 722 days
26.3
TCGA-DD-A73G-01A
0 years, female, white, stage:Stage I, alive, 3478 days
26.3
TCGA-UB-A7MC-01A
0 years, male, white, stage:Stage IIIA, alive, 500 days
26.1
TCGA-5C-A9VG-01A
0 years, male, white, stage:Stage II, alive, 328 days
26.0
TCGA-BC-A3KG-01A
0 years, female, white, stage:Stage II, alive, 680 days
26.0
TCGA-BC-A10T-01A
0 years, male, white, stage:'--, dead, 837 days
26.0
TCGA-DD-A3A2-01A
0 years, female, white, stage:Stage I, dead, 2131 days
25.9
TCGA-DD-AACY-01A
0 years, male, asian, stage:Stage I, alive, 1450 days
25.9
TCGA-FV-A495-01A
0 years, female, white, stage:Stage II, alive, 1 days
25.9
TCGA-UB-A7MD-01A
0 years, male, black or african american, stage:Stage I, dead, 52 days
25.6
TCGA-G3-A25S-01A
0 years, male, white, stage:Stage I, dead, 416 days
25.6
TCGA-DD-AAVZ-01A
0 years, male, asian, stage:Stage I, alive, 1900 days
25.5
TCGA-KR-A7K7-01A
0 years, female, white, stage:Stage II, alive, 951 days
25.4
TCGA-DD-AAW0-01A
0 years, male, asian, stage:Stage I, alive, 2015 days
25.1
TCGA-CC-A9FW-01A
0 years, male, asian, stage:Stage IIIA, alive, 248 days
25.0
TCGA-G3-AAV3-01A
0 years, female, white, stage:Stage II, alive, 412 days
24.9
TCGA-DD-AACE-01A
0 years, male, asian, stage:Stage I, alive, 2184 days
24.9
TCGA-5C-AAPD-01A
0 years, male, asian, stage:Stage II, alive, 20 days
24.8
TCGA-LG-A9QD-01A
0 years, male, white, stage:Stage IIIA, alive, 366 days
24.7
TCGA-G3-A6UC-01A
0 years, male, white, stage:Stage IIIB, alive, 671 days
24.7
TCGA-RC-A6M6-01A
0 years, male, white, stage:Stage II, alive, 9 days
24.7
TCGA-DD-AAVV-01A
0 years, male, asian, stage:Stage II, alive, 2455 days
24.7
TCGA-DD-A1EA-01A
0 years, male, asian, stage:Stage II, alive, 2415 days
24.6
TCGA-BC-A10U-01A
0 years, male, white, stage:'--, dead, 837 days
24.6
TCGA-K7-A6G5-01A
0 years, male, white, stage:Stage I, alive, 512 days
24.5
TCGA-EP-A2KB-01A
0 years, female, white, stage:Stage I, dead, 596 days
24.5
TCGA-DD-A4NP-01A
0 years, male, white, stage:Stage I, alive, 3308 days
24.5
TCGA-ZS-A9CD-01A
0 years, male, white, stage:Stage II, dead, 1386 days
24.5
TCGA-KR-A7K0-01A
0 years, male, white, stage:Stage I, dead, 65 days
24.4
TCGA-DD-AADQ-01A
0 years, male, asian, stage:Stage II, alive, 436 days
24.4
TCGA-DD-AAD1-01A
0 years, female, asian, stage:Stage I, alive, 564 days
24.3
TCGA-FV-A4ZQ-01A
0 years, male, white, stage:Stage I, alive, 12 days
24.3
TCGA-EP-A3RK-01A
0 years, male, white, stage:Stage IIIA, alive, 363 days
24.3
TCGA-ZP-A9D1-01A
0 years, female, white, stage:'--, alive, 21 days
24.3
TCGA-DD-A39Z-01A
0 years, female, stage:Stage II, dead, 601 days
24.1
TCGA-O8-A75V-01A
0 years, male, stage:Stage I, alive, 538 days
23.9
TCGA-MR-A8JO-01A
0 years, male, white, stage:Stage I, alive, 330 days
23.9
TCGA-CC-A5UC-01A
0 years, male, asian, stage:Stage IIIA, dead, 347 days
23.8
TCGA-XR-A8TC-01A
0 years, female, white, stage:Stage I, alive, 1339 days
23.8
TCGA-WQ-AB4B-01A
0 years, male, white, stage:Stage II, alive, 395 days
23.8
TCGA-HP-A5MZ-01A
0 years, male, stage:Stage I, dead, 91 days
23.8
TCGA-ED-A8O6-01A
0 years, female, asian, stage:Stage IIIA, dead, 56 days
23.7
TCGA-DD-AADB-01A
0 years, male, asian, stage:Stage I, alive, 1242 days
23.7
TCGA-DD-A1EG-01A
0 years, male, white, stage:Stage I, dead, 1372 days
23.6
TCGA-DD-AAE0-01A
0 years, female, asian, stage:Stage IIIA, alive, 555 days
23.6
TCGA-BC-A10Q-01A
0 years, female, white, stage:'--, dead, 1135 days
23.5
TCGA-DD-AAE2-01A
0 years, male, asian, stage:Stage I, alive, 638 days
23.5
TCGA-BC-A10X-01A
0 years, female, white, stage:Stage IIIA, dead, 770 days
23.4
TCGA-XR-A8TF-01A
0 years, male, white, stage:Stage I, dead, 693 days
23.3
TCGA-DD-A118-01A
0 years, female, white, stage:Stage II, alive, 3437 days
23.3
TCGA-ED-A627-01A
0 years, male, white, stage:Stage I, alive, 423 days
23.3
TCGA-DD-A1EF-01A
0 years, female, white, stage:Stage I, dead, 394 days
23.2
TCGA-CC-A3MB-01A
0 years, male, asian, stage:Stage IIIA, dead, 315 days
23.2
TCGA-CC-A8HV-01A
0 years, female, asian, stage:Stage II, dead, 279 days
23.2
TCGA-2Y-A9H7-01A
0 years, female, white, stage:Stage I, alive, 1168 days
23.1
TCGA-DD-A1EH-01A
0 years, male, white, stage:Stage III, alive, 1495 days
23.1
TCGA-GJ-A6C0-01A
0 years, female, white, stage:Stage II, dead, 31 days
22.9
TCGA-DD-A4NI-01A
0 years, male, white, stage:Stage II, alive, 816 days
22.9
TCGA-DD-AAE7-01A
0 years, male, asian, stage:Stage I, alive, 644 days
22.8
TCGA-ZS-A9CG-01A
0 years, male, white, stage:Stage II, alive, 341 days
22.7
TCGA-DD-A4ND-01A
0 years, female, white, stage:Stage I, alive, 2746 days
22.7
TCGA-DD-AAD2-01A
0 years, male, asian, stage:Stage I, alive, 658 days
22.6
TCGA-DD-AAW1-01A
0 years, male, asian, stage:Stage IIIA, alive, 1989 days
22.5
TCGA-DD-AAE1-01A
0 years, male, asian, stage:Stage I, alive, 552 days
22.5
TCGA-MI-A75C-01A
0 years, male, white, stage:Stage I, alive, 291 days
22.5
TCGA-DD-AADG-01A
0 years, male, asian, stage:Stage IIIA, alive, 1145 days
22.4
TCGA-CC-A7IE-01A
0 years, male, asian, stage:Stage IIIA, dead, 217 days
22.4
TCGA-DD-AADA-01A
0 years, female, asian, stage:Stage I, alive, 1233 days
22.4
TCGA-EP-A3JL-01A
0 years, male, white, stage:Stage I, alive, 303 days
22.4
TCGA-DD-A3A9-01A
0 years, female, white, stage:Stage IVB, dead, 931 days
22.3
TCGA-DD-A1EE-01A
0 years, male, white, stage:Stage IIIA, dead, 349 days
22.3
TCGA-MR-A520-01A
0 years, male, white, stage:Stage I, alive, 229 days
22.3
TCGA-DD-AAEB-01A
0 years, male, asian, stage:Stage I, alive, 478 days
22.3
TCGA-DD-A11C-01A
0 years, male, white, stage:Stage I, alive, 662 days
22.2
TCGA-ED-A4XI-01A
0 years, male, asian, stage:Stage II, alive, 819 days
22.0
TCGA-DD-AACJ-01A
0 years, male, asian, stage:Stage II, alive, 2102 days
22.0
TCGA-2Y-A9H9-01A
0 years, male, white, stage:Stage I, alive, 697 days
21.9
TCGA-ED-A459-01A
0 years, male, asian, stage:Stage II, alive, 910 days
21.8
TCGA-BC-A10R-01A
0 years, female, white, stage:'--, dead, 308 days
21.8
TCGA-DD-A3A8-01A
0 years, male, white, stage:Stage II, dead, 11 days
21.7
TCGA-DD-A39W-01A
0 years, female, white, stage:Stage III, dead, 827 days
21.6
TCGA-ED-A66X-01A
0 years, male, asian, stage:Stage IIIA, alive, 406 days
21.6
TCGA-DD-AACN-01A
0 years, male, asian, stage:Stage I, alive, 1302 days
21.6
TCGA-2Y-A9GT-01A
0 years, male, white, stage:Stage I, dead, 1624 days
21.5
TCGA-DD-A4NO-01A
0 years, male, white, stage:Stage I, alive, 2245 days
21.5
TCGA-DD-A73A-01A
0 years, male, white, stage:Stage I, alive, 728 days
21.4
TCGA-BC-A3KF-01A
0 years, female, white, stage:Stage I, alive, 8 days
21.4
TCGA-DD-A11D-01A
0 years, female, white, stage:Stage I, dead, 1560 days
21.3
TCGA-2Y-A9H2-01A
0 years, female, white, stage:Stage I, alive, 1731 days
21.3
TCGA-BC-A69I-01A
0 years, male, white, stage:Stage I, alive, 387 days
21.2
TCGA-DD-A73D-01A
0 years, female, white, stage:Stage II, alive, 693 days
21.2
TCGA-DD-AAVY-01A
0 years, male, asian, stage:Stage IIIA, alive, 1970 days
21.0
TCGA-BC-A112-01A
0 years, male, white, stage:'--, dead, 153 days
21.0
TCGA-DD-A4NG-01A
0 years, male, white, stage:Stage IIIA, dead, 802 days
21.0
TCGA-DD-AAC8-01A
0 years, male, asian, stage:Stage I, dead, 16 days
20.9
TCGA-DD-A1ED-01A
0 years, male, white, stage:Stage I, alive, 2301 days
20.9
TCGA-DD-AAEI-01A
0 years, male, asian, stage:Stage I, alive, 1531 days
20.9
TCGA-DD-A1EC-01A
0 years, female, white, stage:Stage I, alive, 602 days
20.8
TCGA-2Y-A9H4-01A
0 years, male, black or african american, stage:Stage I, alive, 1452 days
20.7
TCGA-EP-A26S-01A
0 years, male, white, stage:Stage I, alive, 608 days
20.7
TCGA-CC-A8HT-01A
0 years, male, asian, stage:Stage IIIA, dead, 140 days
20.5
TCGA-DD-AADK-01A
0 years, female, asian, stage:Stage II, alive, 1049 days
20.5
TCGA-BD-A3ER-01A
0 years, male, white, stage:Stage II, alive, 1115 days
20.4
TCGA-BC-A10Z-01A
0 years, female, white, stage:Stage I, dead, 34 days
20.4
TCGA-DD-AAEE-01A
0 years, male, asian, stage:Stage I, alive, 810 days
20.3
TCGA-LG-A6GG-01A
0 years, female, white, stage:Stage II, alive, 387 days
20.2
TCGA-DD-AAD0-01A
0 years, female, asian, stage:Stage I, alive, 137 days
20.2
TCGA-2Y-A9HB-01A
0 years, male, stage:Stage I, alive, 260 days
20.2
TCGA-G3-AAV0-01A
0 years, male, asian, stage:Stage I, alive, 476 days
20.1
TCGA-DD-A4NR-01A
0 years, female, white, stage:Stage I, dead, 9 days
20.0
TCGA-ED-A7PX-01A
0 years, female, asian, stage:Stage II, alive, 6 days
19.9
TCGA-DD-A4NQ-01A
0 years, male, white, stage:Stage II, dead, 373 days
19.8
TCGA-ED-A7XP-01A
0 years, female, asian, stage:Stage II, alive, 400 days
19.7
TCGA-DD-A4NH-01A
0 years, female, white, stage:Stage IIIB, alive, 917 days
19.6
TCGA-DD-AAD6-01A
0 years, male, asian, stage:Stage IIIA, alive, 672 days
19.4
TCGA-DD-A4NS-01A
0 years, female, white, stage:Stage I, dead, 2456 days
19.2
TCGA-LG-A9QC-01A
0 years, male, white, stage:Stage I, alive, 425 days
19.2
TCGA-BD-A3EP-01A
0 years, female, black or african american, stage:Stage I, alive, 409 days
18.6
TCGA-WJ-A86L-01A
0 years, female, white, stage:Stage I, alive, 345 days
18.5
TCGA-BC-A110-01A
0 years, female, black or african american, stage:'--, dead, 2116 days
18.5
TCGA-CC-A3MA-01A
0 years, male, asian, stage:Stage IIIA, dead, 303 days
18.5
TCGA-DD-AADU-01A
0 years, male, asian, stage:Stage II, alive, 554 days
18.4
TCGA-DD-A39X-01A
0 years, female, white, stage:Stage I, dead, 1694 days
18.4
TCGA-XR-A8TE-01A
0 years, male, white, stage:Stage IIIA, alive, 925 days
17.9
TCGA-CC-5258-01A
0 years, male, asian, stage:Stage II, dead, 129 days
17.7
TCGA-DD-AACZ-01A
0 years, female, asian, stage:Stage I, dead, 171 days
17.6
TCGA-G3-AAV1-01A
0 years, male, asian, stage:Stage IIIC, dead, 359 days
17.6
TCGA-WX-AA46-01A
0 years, male, white, stage:Stage II, alive, 756 days
17.5
TCGA-DD-A113-01A
0 years, female, white, stage:Stage II, alive, 2425 days
17.4
TCGA-CC-A7IG-01A
0 years, male, asian, stage:Stage II, dead, 299 days
17.2
TCGA-DD-AACA-01A
0 years, male, asian, stage:Stage I, alive, 2301 days
17.2
TCGA-CC-A8HS-01A
0 years, male, asian, stage:Stage IIIC, dead, 300 days
17.1
TCGA-FV-A4ZP-01A
0 years, male, white, stage:Stage IIIA, dead, 2486 days
17.0
TCGA-DD-A4NB-01A
0 years, male, white, stage:Stage I, alive, 989 days
17.0
TCGA-G3-A5SM-01A
0 years, male, white, stage:Stage II, alive, 520 days
16.7
TCGA-XR-A8TD-01A
0 years, female, white, stage:Stage IIIB, alive, 1030 days
16.6
TCGA-DD-A4NL-01A
0 years, male, white, stage:Stage I, alive, 1711 days
16.6
TCGA-RC-A7SH-01A
0 years, male, asian, stage:Stage II, alive, 468 days
16.4
TCGA-ES-A2HT-01A
0 years, male, black or african american, stage:Stage I, dead, 438 days
16.4
TCGA-RC-A7SF-01A
0 years, male, asian, stage:Stage I, alive, 579 days
16.3
TCGA-G3-A3CH-01A
0 years, male, asian, stage:Stage IIIA, alive, 780 days
16.1
TCGA-K7-A5RF-01A
0 years, male, white, stage:Stage I, alive, 631 days
15.9
TCGA-G3-A3CI-01A
0 years, male, white, stage:Stage I, alive, 180 days
15.9
TCGA-WX-AA47-01A
0 years, female, white, stage:Stage IIIA, dead, 556 days
15.7
TCGA-DD-A3A3-01A
0 years, male, asian, stage:Stage I, dead, 535 days
15.7
TCGA-DD-AACH-01A
0 years, male, asian, stage:Stage II, dead, 195 days
15.6
TCGA-DD-AAVP-01A
0 years, male, asian, stage:Stage I, alive, 2752 days
15.5
TCGA-DD-AACS-01A
0 years, male, asian, stage:Stage I, alive, 1804 days
15.4
TCGA-WQ-A9G7-01A
0 years, female, white, stage:'--, alive, 30 days
15.2
TCGA-K7-A5RG-01A
0 years, male, black or african american, stage:Stage I, alive, 519 days
15.1
TCGA-DD-AACT-01A
0 years, female, asian, stage:Stage I, alive, 1562 days
15.1
TCGA-DD-A3A6-01A
0 years, female, white, stage:Stage II, dead, 3258 days
14.9
TCGA-FV-A3I0-01A
0 years, female, white, stage:Stage II, alive, 848 days
14.8
TCGA-DD-A1EK-01A
0 years, female, white, stage:Stage IVB, dead, 558 days
14.7
TCGA-DD-AADF-01A
0 years, female, asian, stage:Stage I, dead, 115 days
14.6
TCGA-DD-AADD-01A
0 years, male, asian, stage:Stage I, alive, 1231 days
14.3
TCGA-DD-AAEG-01A
0 years, female, asian, stage:Stage I, alive, 719 days
14.0
TCGA-DD-AADN-01A
0 years, male, asian, stage:Stage I, alive, 898 days
13.5
TCGA-EP-A12J-01A
0 years, male, black or african american, stage:Stage I, alive, 570 days
13.5
TCGA-DD-AAED-01A
0 years, male, asian, stage:Stage I, alive, 763 days
13.4
TCGA-2Y-A9GX-01A
0 years, male, white, stage:Stage I, alive, 2442 days
13.3
TCGA-DD-AA3A-01A
0 years, female, white, stage:Stage I, dead, 410 days
12.7
TCGA-CC-5259-01A
0 years, female, asian, stage:Stage IIIC, alive, 250 days
12.7
TCGA-DD-A73F-01A
0 years, female, white, stage:Stage I, alive, 1085 days
12.3
TCGA-DD-AAW3-01A
0 years, male, asian, stage:Stage I, alive, 1633 days
12.1
TCGA-DD-A4NK-01A
0 years, female, white, stage:Stage IIIA, dead, 1210 days
11.8
TCGA-DD-AAE6-01A
0 years, female, asian, stage:Stage I, alive, 141 days
11.6
TCGA-DD-A3A7-01A
0 years, male, stage:Stage IIIB, dead, 419 days
10.9
TCGA-2Y-A9H1-01A
0 years, male, white, stage:Stage I, dead, 1229 days
10.7
TCGA-DD-A3A1-01A
0 years, male, stage:Stage IIIA, dead, 233 days
10.2
TCGA-NI-A8LF-01A
0 years, male, white, stage:Stage I, alive, 799 days
8.0
TCGA-DD-AACX-01A
0 years, male, asian, stage:Stage II, alive, 170 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.
COX16 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
21.5
Number of samples
231
Samples
Sample
Description
TPM
DO48741
0 years, male, NA, stage:3, alive, 240 days
70.9
DO45289
0 years, female, NA, stage:3, alive, 360 days
51.3
DO45299
0 years, female, NA, stage:1, alive, 1440 days
51.1
DO23508
0 years, female, NA, stage:2, alive, 390 days
42.6
DO45149
0 years, female, NA, stage:2, alive, 1260 days
41.9
DO45119
0 years, male, NA, stage:3, dead, 510 days
41.8
DO48747
0 years, male, NA, stage:3, alive, 540 days
41.0
DO45305
0 years, male, NA, stage:4, alive, 300 days
40.1
DO23519
0 years, male, NA, stage:3, alive, 630 days
38.4
DO48697
0 years, female, NA, stage:2, dead, 810 days
37.0
DO45211
0 years, male, NA, stage:3, alive, 240 days
36.8
DO23525
0 years, male, NA, stage:4, alive, 1050 days
36.2
DO45183
0 years, female, NA, stage:2, dead, 570 days
35.1
DO45285
0 years, male, NA, stage:3, alive, 480 days
35.0
DO45161
0 years, male, NA, stage:2, dead, 540 days
33.9
DO23526
0 years, male, NA, stage:3, alive, 1050 days
33.7
DO50814
0 years, male, NA, stage:3, alive, 420 days
33.3
DO45237
0 years, male, NA, stage:2, alive, 900 days
32.9
DO45117
0 years, female, NA, stage:2, dead, 1110 days
32.1
DO45096
0 years, male, NA, stage:2, dead, 1290 days
32.0
DO45259
0 years, male, NA, stage:3, alive, 330 days
31.7
DO23509
0 years, male, NA, stage:3, dead, 780 days
31.7
DO48681
0 years, male, NA, stage:2, alive, 900 days
31.6
DO23537
0 years, male, NA, stage:2, dead, 900 days
31.2
DO50839
0 years, female, NA, stage:3, alive, 330 days
30.8
DO23538
0 years, male, NA, stage:2, alive, 450 days
30.6
DO50809
0 years, male, NA, stage:3, dead, 720 days
30.5
DO50808
0 years, male, NA, stage:2, alive, 570 days
30.4
DO45137
0 years, male, NA, stage:1, alive, 1320 days
30.2
DO45103
0 years, male, NA, stage:3, alive, 450 days
29.3
DO45127
0 years, male, NA, stage:3, dead, 420 days
29.1
DO50818
0 years, male, NA, stage:2, alive, 510 days
29.0
DO23523
0 years, male, NA, stage:3, alive, 1080 days
29.0
DO45307
0 years, female, NA, stage:4, dead, 240 days
28.8
DO45301
0 years, male, NA, stage:2, dead, 1440 days
28.8
DO45155
0 years, male, NA, stage:2, alive, 2160 days
28.6
DO50832
0 years, male, NA, stage:3, alive, 90 days
27.9
DO45143
0 years, male, NA, stage:3, alive, 1290 days
27.7
DO45269
0 years, male, NA, stage:3, alive, 750 days
27.5
DO50776
0 years, male, NA, stage:1, alive, 690 days
27.4
DO45287
0 years, male, NA, stage:1, alive, 390 days
27.3
DO45261
0 years, male, NA, stage:3, alive, 990 days
27.3
DO50855
0 years, male, NA, stage:2, alive, 570 days
27.1
DO23521
0 years, male, NA, stage:3, alive, 1110 days
26.8
DO45129
0 years, male, NA, stage:3, alive, 1470 days
26.8
DO23516
0 years, male, NA, stage:3, dead, 20 days
26.8
DO45095
0 years, male, NA, stage:2, alive, 1620 days
26.5
DO23528
0 years, female, NA, stage:2, alive, 1020 days
26.3
DO45223
0 years, male, NA, stage:4, alive, 1020 days
26.2
DO45239
0 years, male, NA, stage:2, alive, 870 days
26.2
DO50844
0 years, male, NA, stage:4, alive, 300 days
26.2
DO45249
0 years, male, NA, stage:1, alive, 630 days
26.1
DO45267
0 years, male, NA, stage:3, dead, 570 days
25.8
DO48717
0 years, male, NA, stage:4, dead, 180 days
25.8
DO50802
0 years, male, NA, stage:2, alive, 930 days
25.6
DO45229
0 years, male, NA, stage:1, alive, 990 days
25.4
DO23545
0 years, male, NA, stage:2, dead, 570 days
25.3
DO45201
0 years, male, NA, stage:1, alive, 900 days
25.3
DO45225
0 years, male, NA, stage:1, alive, 1050 days
25.0
DO45107
0 years, female, NA, stage:2, alive, 1710 days
25.0
DO23524
0 years, female, NA, stage:2, alive, 1050 days
24.6
DO45135
0 years, male, NA, stage:1, alive, 1410 days
24.6
DO45263
0 years, male, NA, stage:3, dead, 270 days
24.6
DO45097
0 years, male, NA, stage:3, alive, 1620 days
24.5
DO48701
0 years, male, NA, stage:2, alive, 780 days
24.5
DO50806
0 years, male, NA, stage:4, alive, 540 days
24.5
DO50813
0 years, male, NA, stage:2, alive, 420 days
24.2
DO48759
0 years, male, NA, stage:3, alive, 720 days
24.2
DO45255
0 years, male, NA, stage:3, alive, 720 days
24.1
DO45193
0 years, female, NA, stage:4, dead, 120 days
24.1
DO50783
0 years, male, NA, stage:3, alive, 480 days
23.8
DO45165
0 years, male, NA, stage:2, alive, 690 days
23.7
DO48715
0 years, female, NA, stage:2, dead, 690 days
23.6
DO48674
0 years, male, NA, stage:2, alive, 1260 days
23.5
DO50805
0 years, male, NA, stage:2, alive, 690 days
23.2
DO45187
0 years, female, NA, stage:1, alive, 1260 days
23.1
DO45217
0 years, female, NA, stage:3, dead, 270 days
23.0
DO50799
0 years, female, NA, stage:2, alive, 540 days
23.0
DO45207
0 years, male, NA, stage:1, alive, 1050 days
22.8
DO50798
0 years, male, NA, stage:3, dead, 30 days
22.8
DO45253
0 years, male, NA, stage:2, alive, 870 days
22.8
DO23512
0 years, male, NA, stage:1, alive, 1260 days
22.7
DO50791
0 years, female, NA, stage:1, dead, 480 days
22.7
DO48737
0 years, male, NA, stage:1, alive, 720 days
22.5
DO45109
0 years, male, NA, stage:2, alive, 1590 days
22.5
DO227643
0 years, male, NA, stage:2, alive, 1260 days
22.4
DO45303
0 years, female, NA, stage:3, alive, 990 days
22.4
DO45297
0 years, female, NA, stage:4, dead, 1260 days
22.4
DO45169
0 years, male, NA, stage:3, alive, 1350 days
22.4
DO23518
0 years, male, NA, stage:2, alive, 1320 days
22.1
DO23515
0 years, male, NA, stage:2, alive, 1230 days
22.1
DO45123
0 years, female, NA, stage:2, dead, 570 days
22.0
DO48712
0 years, male, NA, stage:2, alive, 810 days
22.0
DO23539
0 years, male, NA, stage:1, alive, 1110 days
22.0
DO50822
0 years, male, NA, stage:2, alive, 510 days
21.9
DO45227
0 years, female, NA, stage:2, alive, 1020 days
21.8
DO45175
0 years, male, NA, stage:2, alive, 1140 days
21.8
DO48725
0 years, male, NA, stage:1, alive, 780 days
21.6
DO45241
0 years, male, NA, stage:1, alive, 1080 days
21.5
DO45177
0 years, female, NA, stage:3, alive, 1260 days
21.5
DO45251
0 years, female, NA, stage:2, alive, 900 days
21.2
DO45145
0 years, male, NA, stage:3, dead, 60 days
21.2
DO45273
0 years, male, NA, stage:2, alive, 480 days
21.1
DO50845
0 years, male, NA, stage:3, alive, 210 days
20.9
DO50819
0 years, female, NA, stage:2, alive, 510 days
20.8
DO48751
0 years, male, NA, stage:2, dead, 480 days
20.8
DO45153
0 years, female, NA, stage:2, alive, 1380 days
20.7
DO45189
0 years, female, NA, stage:2, alive, 1200 days
20.7
DO45191
0 years, female, NA, stage:2, alive, 1200 days
20.6
DO48736
0 years, female, NA, stage:1, alive, 600 days
20.6
DO45283
0 years, male, NA, stage:3, alive, 510 days
20.6
DO48757
0 years, female, NA, stage:3, alive, 480 days
20.3
DO45231
0 years, male, NA, stage:2, alive, 930 days
20.2
DO48719
0 years, male, NA, stage:2, alive, 690 days
20.1
DO23529
0 years, male, NA, stage:4, alive, 930 days
20.1
DO48679
0 years, male, NA, stage:2, alive, 1200 days
20.1
DO45099
0 years, male, NA, stage:3, alive, 1590 days
20.0
DO45141
0 years, male, NA, stage:2, alive, 1320 days
19.9
DO45094
0 years, male, NA, stage:3, alive, 1650 days
19.9
DO45179
0 years, female, NA, stage:2, alive, 600 days
19.8
DO23534
0 years, male, NA, stage:2, alive, 840 days
19.7
DO45115
0 years, male, NA, stage:2, alive, 840 days
19.6
DO45163
0 years, male, NA, stage:2, alive, 960 days
19.5
DO23547
0 years, male, NA, stage:1, alive, 1020 days
19.4
DO50825
0 years, male, NA, stage:2, alive, 390 days
19.3
DO45199
0 years, female, NA, stage:2, alive, 1350 days
19.2
DO50840
0 years, male, NA, stage:2, alive, 330 days
19.0
DO50800
0 years, male, NA, stage:2, alive, 510 days
18.8
DO48704
0 years, female, NA, stage:3, alive, 750 days
18.8
DO48700
0 years, female, NA, stage:2, alive, 810 days
18.8
DO45265
0 years, male, NA, stage:3, alive, 1020 days
18.7
DO50789
0 years, female, NA, stage:2, alive, 570 days
18.7
DO50811
0 years, male, NA, stage:1, alive, 450 days
18.6
DO50785
0 years, male, NA, stage:4, dead, 90 days
18.6
DO48672
0 years, male, NA, stage:2, alive, 450 days
18.4
DO23550
0 years, male, NA, stage:1, alive, 990 days
18.4
DO48693
0 years, male, NA, stage:2, alive, 900 days
18.4
DO23533
0 years, male, NA, stage:2, alive, 900 days
18.4
DO45281
0 years, male, NA, stage:4, alive, 750 days
18.4
DO50774
0 years, female, NA, stage:2, alive, 720 days
18.4
DO50807
0 years, male, NA, stage:1, alive, 540 days
18.3
DO48732
0 years, male, NA, stage:3, alive, 630 days
18.3
DO50815
0 years, male, NA, stage:3, alive, 150 days
18.3
DO23514
0 years, male, NA, stage:2, alive, 1290 days
18.2
DO45101
0 years, male, NA, stage:2, alive, 1680 days
18.2
DO45203
0 years, female, NA, stage:2, alive, 1170 days
18.1
DO45247
0 years, female, NA, stage:2, alive, 210 days
18.1
DO48727
0 years, female, NA, stage:2, dead, 390 days
18.1
DO50778
0 years, male, NA, stage:4, alive, 630 days
18.0
DO23536
0 years, male, NA, stage:2, alive, 930 days
17.9
DO45275
0 years, male, NA, stage:3, dead, 10 days
17.9
DO48721
0 years, female, NA, stage:1, alive, 900 days
17.9
DO23530
0 years, male, NA, stage:4, dead, 180 days
17.9
DO50820
0 years, female, NA, stage:3, alive, 510 days
17.9
DO45243
0 years, female, NA, stage:3, alive, 930 days
17.8
DO45197
0 years, male, NA, stage:2, alive, 1170 days
17.8
DO45233
0 years, male, NA, stage:3, alive, 900 days
17.6
DO48760
0 years, female, NA, stage:2, alive, 690 days
17.5
DO23517
0 years, male, NA, stage:2, alive, 1200 days
17.5
DO227801
0 years, female, NA, stage:1, alive, 660 days
17.4
DO48761
0 years, male, NA, stage:2, alive, 870 days
17.4
DO45121
0 years, male, NA, stage:3, alive, 1530 days
17.4
DO45157
0 years, male, NA, stage:2, alive, 1980 days
17.3
DO48695
0 years, male, NA, stage:2, alive, 720 days
17.2
DO23510
0 years, female, NA, stage:2, alive, 870 days
17.2
DO23532
0 years, female, NA, stage:1, alive, 960 days
17.1
DO45181
0 years, female, NA, stage:2, alive, 1200 days
17.1
DO45159
0 years, male, NA, stage:3, alive, 1470 days
17.0
DO48716
0 years, male, NA, stage:2, alive, 720 days
16.9
DO45111
0 years, male, NA, stage:2, alive, 1590 days
16.7
DO45221
0 years, female, NA, stage:4, dead, 390 days
16.7
DO50793
0 years, male, NA, stage:4, alive, 540 days
16.6
DO23531
0 years, female, NA, stage:3, alive, 900 days
16.6
DO23535
0 years, male, NA, stage:1, alive, 960 days
16.4
DO45092
0 years, male, NA, stage:4, dead, 1200 days
16.3
DO45257
0 years, male, NA, stage:3, alive, 810 days
16.2
DO23543
0 years, male, NA, stage:2, alive, 1020 days
16.2
DO48677
0 years, male, NA, stage:3, alive, 1140 days
16.2
DO45205
0 years, female, NA, stage:2, dead, 90 days
16.1
DO23527
0 years, male, NA, stage:1, alive, 1050 days
16.0
DO50829
0 years, male, NA, stage:3, alive, 570 days
15.9
DO50817
0 years, male, NA, stage:2, alive, 390 days
15.8
DO48746
0 years, male, NA, stage:3, alive, 570 days
15.7
DO45277
0 years, male, NA, stage:3, alive, 600 days
15.6
DO45113
0 years, male, NA, stage:3, alive, 1560 days
15.6
DO45215
0 years, male, NA, stage:2, alive, 1170 days
15.5
DO50803
0 years, female, NA, stage:1, alive, 540 days
15.1
DO48720
0 years, female, NA, stage:2, alive, 570 days
15.0
DO45185
0 years, male, NA, stage:2, alive, 600 days
15.0
DO23546
0 years, male, NA, stage:2, alive, 1050 days
15.0
DO50816
0 years, male, NA, stage:2, alive, 390 days
14.8
DO45171
0 years, male, NA, stage:3, alive, 600 days
14.8
DO45245
0 years, female, NA, stage:2, dead, 240 days
14.7
DO23548
0 years, female, NA, stage:1, alive, 840 days
14.6
DO45133
0 years, male, NA, stage:3, dead, 660 days
14.6
DO45093
0 years, male, NA, stage:2, dead, 720 days
14.6
DO48682
0 years, female, NA, stage:3, dead, 120 days
14.4
DO45213
0 years, male, NA, stage:1, alive, 1200 days
14.3
DO45195
0 years, male, NA, stage:1, alive, 390 days
14.3
DO23542
0 years, male, NA, stage:3, alive, 960 days
14.3
DO45131
0 years, male, NA, stage:4, dead, 360 days
14.0
DO45139
0 years, male, NA, stage:3, alive, 1320 days
14.0
DO50804
0 years, male, NA, stage:2, alive, 720 days
14.0
DO48706
0 years, male, NA, stage:2, alive, 870 days
13.8
DO50857
0 years, male, NA, stage:2, alive, 210 days
13.7
DO23549
0 years, male, NA, stage:3, alive, 990 days
13.6
DO48742
0 years, male, NA, stage:2, alive, 600 days
13.5
DO48723
0 years, male, NA, stage:1, alive, 600 days
13.4
DO45125
0 years, male, NA, stage:3, alive, 1680 days
13.1
DO50787
0 years, male, NA, stage:3, alive, 480 days
13.0
DO48728
0 years, female, NA, stage:2, alive, 150 days
13.0
DO45167
0 years, male, NA, stage:2, dead, 1440 days
13.0
DO23544
0 years, male, NA, stage:2, alive, 960 days
12.9
DO50850
0 years, male, NA, stage:3, alive, 720 days
12.9
DO45219
0 years, male, NA, stage:2, alive, 1080 days
12.8
DO45105
0 years, male, NA, stage:1, alive, 1680 days
12.7
DO23551
0 years, male, NA, stage:3, dead, 150 days
12.3
DO45209
0 years, male, NA, stage:4, alive, 1350 days
12.1
DO45173
0 years, male, NA, stage:3, alive, 1170 days
11.9
DO45279
0 years, male, NA, stage:3, alive, 1290 days
11.8
DO23540
0 years, male, NA, stage:1, alive, 750 days
11.6
DO23541
0 years, male, NA, stage:2, alive, 930 days
11.5
DO45091
0 years, male, NA, stage:2, dead, 1320 days
11.1
DO23552
0 years, female, NA, stage:1, alive, 810 days
11.1
DO45235
0 years, female, NA, stage:1, alive, 900 days
11.0
DO23513
0 years, male, NA, stage:3, alive, 1200 days
10.7
DO48743
0 years, female, NA, stage:2, alive, 570 days
10.6
DO48733
0 years, male, NA, stage:2, alive, 600 days
8.7
DO50859
0 years, male, NA, stage:2, alive, 180 days
8.5
DO23511
0 years, female, NA, stage:3, dead, 180 days
7.6
DO48730
0 years, female, NA, stage:2, alive, 630 days
7.1
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.