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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.
ZNF358 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
30.1
Number of samples
362
Samples
Sample
Description
TPM
TCGA-MI-A75H-01A
0 years, male, white, stage:'--, alive, 747 days
96.1
TCGA-DD-A39V-01A
0 years, male, white, stage:Stage II, dead, 643 days
94.7
TCGA-CC-A7IJ-01A
0 years, male, asian, stage:Stage II, alive, 382 days
90.3
TCGA-DD-A3A6-01A
0 years, female, white, stage:Stage II, dead, 3258 days
80.1
TCGA-ES-A2HS-01A
0 years, male, white, stage:Stage I, dead, 688 days
77.5
TCGA-G3-AAV4-01A
0 years, female, white, stage:Stage I, dead, 27 days
73.5
TCGA-CC-5260-01A
0 years, female, asian, stage:Stage IIIC, dead, 87 days
71.0
TCGA-EP-A12J-01A
0 years, male, black or african american, stage:Stage I, alive, 570 days
65.5
TCGA-FV-A4ZP-01A
0 years, male, white, stage:Stage IIIA, dead, 2486 days
65.4
TCGA-DD-A73E-01A
0 years, male, white, stage:Stage I, alive, 44 days
64.5
TCGA-CC-A7II-01A
0 years, male, asian, stage:Stage IIIA, alive, 399 days
64.3
TCGA-BC-A5W4-01A
0 years, male, white, stage:Stage IIIA, dead, 547 days
64.2
TCGA-EP-A2KB-01A
0 years, female, white, stage:Stage I, dead, 596 days
64.0
TCGA-G3-A3CJ-01A
0 years, male, american indian or alaska native, stage:Stage II, alive, 594 days
63.9
TCGA-CC-A3MA-01A
0 years, male, asian, stage:Stage IIIA, dead, 303 days
62.0
TCGA-DD-AAE0-01A
0 years, female, asian, stage:Stage IIIA, alive, 555 days
61.8
TCGA-G3-A7M9-01A
0 years, male, white, stage:Stage IIIB, dead, 56 days
61.4
TCGA-G3-AAV2-01A
0 years, male, white, stage:Stage I, alive, 372 days
61.2
TCGA-G3-AAV6-01A
0 years, female, white, stage:Stage IIIA, dead, 65 days
59.9
TCGA-CC-A123-01A
0 years, female, asian, stage:Stage IIIA, alive, 219 days
58.4
TCGA-DD-AACA-01A
0 years, male, asian, stage:Stage I, alive, 2301 days
58.1
TCGA-RC-A7SH-01A
0 years, male, asian, stage:Stage II, alive, 468 days
55.6
TCGA-G3-A7M6-01A
0 years, female, white, stage:Stage I, alive, 632 days
54.2
TCGA-DD-AAVP-01A
0 years, male, asian, stage:Stage I, alive, 2752 days
52.7
TCGA-DD-AAEB-01A
0 years, male, asian, stage:Stage I, alive, 478 days
52.7
TCGA-DD-AA3A-01A
0 years, female, white, stage:Stage I, dead, 410 days
51.9
TCGA-DD-A3A7-01A
0 years, male, stage:Stage IIIB, dead, 419 days
51.8
TCGA-DD-AAVY-01A
0 years, male, asian, stage:Stage IIIA, alive, 1970 days
51.6
TCGA-CC-A9FS-01A
0 years, male, asian, stage:Stage II, alive, 211 days
51.5
TCGA-ZS-A9CG-01A
0 years, male, white, stage:Stage II, alive, 341 days
51.2
TCGA-ED-A7XO-01A
0 years, male, asian, stage:Stage IIIA, alive, 427 days
50.9
TCGA-UB-A7MA-01A
0 years, female, white, stage:Stage II, alive, 848 days
50.6
TCGA-CC-A7IG-01A
0 years, male, asian, stage:Stage II, dead, 299 days
50.4
TCGA-LG-A9QC-01A
0 years, male, white, stage:Stage I, alive, 425 days
50.0
TCGA-BC-A69I-01A
0 years, male, white, stage:Stage I, alive, 387 days
48.7
TCGA-CC-A8HU-01A
0 years, female, asian, stage:Stage IIIA, dead, 344 days
48.3
TCGA-DD-A4NS-01A
0 years, female, white, stage:Stage I, dead, 2456 days
48.1
TCGA-UB-A7MD-01A
0 years, male, black or african american, stage:Stage I, dead, 52 days
48.0
TCGA-FV-A495-01A
0 years, female, white, stage:Stage II, alive, 1 days
47.9
TCGA-WX-AA44-01A
0 years, female, white, stage:Stage I, alive, 615 days
47.8
TCGA-DD-A1EF-01A
0 years, female, white, stage:Stage I, dead, 394 days
47.8
TCGA-DD-A3A8-01A
0 years, male, white, stage:Stage II, dead, 11 days
47.5
TCGA-BC-A10Q-01A
0 years, female, white, stage:'--, dead, 1135 days
47.1
TCGA-DD-AAC8-01A
0 years, male, asian, stage:Stage I, dead, 16 days
46.6
TCGA-G3-A6UC-01A
0 years, male, white, stage:Stage IIIB, alive, 671 days
46.4
TCGA-G3-AAV3-01A
0 years, female, white, stage:Stage II, alive, 412 days
46.1
TCGA-DD-AAEA-01A
0 years, male, asian, stage:Stage I, alive, 575 days
45.9
TCGA-DD-A116-01A
0 years, male, asian, stage:Stage IIIA, dead, 1622 days
45.7
TCGA-3K-AAZ8-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 396 days
45.5
TCGA-ZP-A9D2-01A
0 years, male, white, stage:'--, dead, 765 days
45.3
TCGA-RC-A6M4-01A
0 years, female, white, stage:Stage IIIA, alive, 22 days
45.2
TCGA-G3-AAV0-01A
0 years, male, asian, stage:Stage I, alive, 476 days
45.1
TCGA-FV-A3I0-01A
0 years, female, white, stage:Stage II, alive, 848 days
44.8
TCGA-2Y-A9H4-01A
0 years, male, black or african american, stage:Stage I, alive, 1452 days
44.8
TCGA-DD-AADN-01A
0 years, male, asian, stage:Stage I, alive, 898 days
44.6
TCGA-DD-A114-01A
0 years, male, black or african american, stage:Stage II, dead, 1149 days
44.4
TCGA-DD-AAE9-01A
0 years, male, asian, stage:Stage I, alive, 722 days
44.3
TCGA-CC-5263-01A
0 years, male, asian, stage:Stage IIIA, dead, 129 days
43.8
TCGA-CC-A8HT-01A
0 years, male, asian, stage:Stage IIIA, dead, 140 days
43.3
TCGA-YA-A8S7-01A
0 years, male, white, stage:Stage IIIA, dead, 412 days
43.3
TCGA-BC-A217-01A
0 years, female, white, stage:Stage II, dead, 1397 days
43.2
TCGA-DD-AACW-01A
0 years, male, asian, stage:Stage I, alive, 1424 days
42.9
TCGA-MI-A75G-01A
0 years, male, white, stage:Stage II, alive, 698 days
42.6
TCGA-DD-AAVU-01A
0 years, male, asian, stage:Stage II, alive, 2202 days
41.9
TCGA-CC-A8HV-01A
0 years, female, asian, stage:Stage II, dead, 279 days
41.7
TCGA-DD-A1EE-01A
0 years, male, white, stage:Stage IIIA, dead, 349 days
41.2
TCGA-DD-AACN-01A
0 years, male, asian, stage:Stage I, alive, 1302 days
41.0
TCGA-ED-A8O6-01A
0 years, female, asian, stage:Stage IIIA, dead, 56 days
40.9
TCGA-ZS-A9CE-01A
0 years, female, white, stage:Stage II, alive, 1241 days
40.5
TCGA-DD-AADS-01A
0 years, male, asian, stage:Stage I, alive, 474 days
40.4
TCGA-CC-A9FW-01A
0 years, male, asian, stage:Stage IIIA, alive, 248 days
40.3
TCGA-BC-A10T-01A
0 years, male, white, stage:'--, dead, 837 days
40.3
TCGA-CC-5262-01A
0 years, male, asian, stage:Stage IIIC, dead, 103 days
40.1
TCGA-BC-A10Y-01A
0 years, male, white, stage:'--, dead, 711 days
40.0
TCGA-DD-AAW2-01A
0 years, male, asian, stage:Stage I, alive, 1855 days
39.9
TCGA-DD-AADO-01A
0 years, male, asian, stage:Stage I, alive, 453 days
39.9
TCGA-G3-AAUZ-01A
0 years, male, stage:Stage I, alive, 480 days
39.8
TCGA-DD-AACV-01A
0 years, male, asian, stage:Stage I, alive, 1531 days
39.5
TCGA-DD-AAVS-01A
0 years, male, asian, stage:Stage I, alive, 1823 days
39.4
TCGA-DD-AAD0-01A
0 years, female, asian, stage:Stage I, alive, 137 days
39.2
TCGA-DD-AAW3-01A
0 years, male, asian, stage:Stage I, alive, 1633 days
39.2
TCGA-DD-AADF-01A
0 years, female, asian, stage:Stage I, dead, 115 days
39.1
TCGA-XR-A8TE-01A
0 years, male, white, stage:Stage IIIA, alive, 925 days
39.0
TCGA-UB-A7MC-01A
0 years, male, white, stage:Stage IIIA, alive, 500 days
38.8
TCGA-ZP-A9CZ-01A
0 years, male, asian, stage:'--, alive, 706 days
38.7
TCGA-DD-A4NF-01A
0 years, male, white, stage:Stage I, alive, 942 days
38.5
TCGA-DD-AACJ-01A
0 years, male, asian, stage:Stage II, alive, 2102 days
38.4
TCGA-CC-A8HS-01A
0 years, male, asian, stage:Stage IIIC, dead, 300 days
37.8
TCGA-ED-A7PY-01A
0 years, female, asian, stage:Stage II, alive, 390 days
37.8
TCGA-DD-AACD-01A
0 years, male, asian, stage:Stage I, dead, 381 days
37.6
TCGA-FV-A3R2-01A
0 years, male, white, stage:Stage I, dead, 194 days
37.6
TCGA-RC-A7SB-01A
0 years, male, asian, stage:Stage II, alive, 588 days
37.5
TCGA-G3-A5SL-01A
0 years, male, white, stage:Stage II, alive, 621 days
37.3
TCGA-BD-A2L6-01A
0 years, male, white, stage:'--, alive, 1363 days
37.1
TCGA-XR-A8TF-01A
0 years, male, white, stage:Stage I, dead, 693 days
37.1
TCGA-G3-AAV5-01A
0 years, male, white, stage:Stage II, alive, 354 days
37.0
TCGA-BC-A10S-01A
0 years, male, white, stage:'--, dead, 1423 days
36.8
TCGA-2Y-A9H2-01A
0 years, female, white, stage:Stage I, alive, 1731 days
36.7
TCGA-DD-A4NV-01A
0 years, male, white, stage:Stage IIIA, alive, 2398 days
36.6
TCGA-CC-A3MB-01A
0 years, male, asian, stage:Stage IIIA, dead, 315 days
36.5
TCGA-DD-A3A5-01A
0 years, female, white, stage:Stage III, dead, 3125 days
36.5
TCGA-DD-A39W-01A
0 years, female, white, stage:Stage III, dead, 827 days
36.3
TCGA-ED-A82E-01A
0 years, female, asian, stage:Stage IIIA, alive, 408 days
36.2
TCGA-DD-AACB-01A
0 years, female, asian, stage:Stage I, alive, 2324 days
36.1
TCGA-DD-AAW1-01A
0 years, male, asian, stage:Stage IIIA, alive, 1989 days
35.8
TCGA-DD-A4NN-01A
0 years, female, white, stage:Stage I, dead, 899 days
35.8
TCGA-DD-AAEH-01A
0 years, male, asian, stage:Stage I, alive, 784 days
35.6
TCGA-BC-A10U-01A
0 years, male, white, stage:'--, dead, 837 days
35.6
TCGA-KR-A7K7-01A
0 years, female, white, stage:Stage II, alive, 951 days
35.3
TCGA-DD-A4NO-01A
0 years, male, white, stage:Stage I, alive, 2245 days
35.3
TCGA-DD-AADW-01A
0 years, male, asian, stage:Stage I, alive, 587 days
35.1
TCGA-DD-A73G-01A
0 years, female, white, stage:Stage I, alive, 3478 days
35.1
TCGA-DD-AAVQ-01A
0 years, male, asian, stage:Stage I, alive, 2728 days
35.0
TCGA-2Y-A9H0-01A
0 years, male, white, stage:Stage IIIA, alive, 3675 days
34.9
TCGA-DD-A1EJ-01A
0 years, female, white, stage:Stage IIIC, dead, 1005 days
34.9
TCGA-DD-A119-01A
0 years, male, asian, stage:Stage IV, dead, 223 days
34.6
TCGA-DD-AADP-01A
0 years, male, asian, stage:Stage I, alive, 458 days
34.6
TCGA-CC-A7IH-01A
0 years, male, asian, stage:Stage IIIA, alive, 365 days
34.3
TCGA-DD-AADI-01A
0 years, female, asian, stage:Stage I, alive, 1085 days
34.2
TCGA-K7-AAU7-01A
0 years, male, white, stage:Stage II, alive, 359 days
34.0
TCGA-DD-AADB-01A
0 years, male, asian, stage:Stage I, alive, 1242 days
34.0
TCGA-EP-A3RK-01A
0 years, male, white, stage:Stage IIIA, alive, 363 days
33.7
TCGA-UB-A7MB-01A
0 years, male, white, stage:Stage II, alive, 601 days
33.7
TCGA-FV-A4ZQ-01A
0 years, male, white, stage:Stage I, alive, 12 days
33.6
TCGA-CC-5264-01A
0 years, male, asian, stage:Stage IIIA, dead, 102 days
33.3
TCGA-CC-5261-01A
0 years, male, asian, stage:Stage II, dead, 97 days
33.2
TCGA-KR-A7K2-01A
0 years, male, white, stage:Stage I, alive, 829 days
33.0
TCGA-RC-A7S9-01A
0 years, female, asian, stage:Stage I, alive, 640 days
33.0
TCGA-G3-A7M5-01A
0 years, male, asian, stage:Stage I, alive, 447 days
32.9
TCGA-G3-A25X-01A
0 years, male, asian, stage:Stage II, alive, 1779 days
32.7
TCGA-HP-A5N0-01A
0 years, female, stage:'--, dead, 752 days
32.6
TCGA-DD-AADU-01A
0 years, male, asian, stage:Stage II, alive, 554 days
32.2
TCGA-DD-AAE1-01A
0 years, male, asian, stage:Stage I, alive, 552 days
32.2
TCGA-2Y-A9H7-01A
0 years, female, white, stage:Stage I, alive, 1168 days
31.9
TCGA-DD-AACF-01A
0 years, male, asian, stage:Stage I, dead, 365 days
31.9
TCGA-ZP-A9D4-01A
0 years, female, white, stage:'--, alive, 395 days
31.8
TCGA-KR-A7K0-01A
0 years, male, white, stage:Stage I, dead, 65 days
31.7
TCGA-DD-A1EA-01A
0 years, male, asian, stage:Stage II, alive, 2415 days
31.6
TCGA-WQ-A9G7-01A
0 years, female, white, stage:'--, alive, 30 days
31.6
TCGA-GJ-A3OU-01A
0 years, male, white, stage:Stage I, alive, 879 days
31.6
TCGA-DD-AADL-01A
0 years, male, asian, stage:Stage I, alive, 636 days
31.3
TCGA-EP-A2KC-01A
0 years, male, black or african american, stage:Stage I, dead, 19 days
31.3
TCGA-XR-A8TG-01A
0 years, male, white, stage:Stage I, alive, 898 days
31.1
TCGA-G3-AAV1-01A
0 years, male, asian, stage:Stage IIIC, dead, 359 days
31.1
TCGA-ED-A8O5-01A
0 years, female, asian, stage:Stage IIIA, alive, 406 days
31.1
TCGA-MI-A75I-01A
0 years, male, black or african american, stage:'--, alive, 630 days
31.1
TCGA-DD-A73F-01A
0 years, female, white, stage:Stage I, alive, 1085 days
31.1
TCGA-DD-AADD-01A
0 years, male, asian, stage:Stage I, alive, 1231 days
31.0
TCGA-CC-A3M9-01A
0 years, male, asian, stage:Stage IIIA, dead, 300 days
30.8
TCGA-G3-A25T-01A
0 years, female, white, stage:Stage IIIA, alive, 1553 days
30.7
TCGA-CC-A7IK-01A
0 years, male, asian, stage:Stage IIIA, dead, 262 days
30.5
TCGA-2Y-A9H1-01A
0 years, male, white, stage:Stage I, dead, 1229 days
30.5
TCGA-DD-A73D-01A
0 years, female, white, stage:Stage II, alive, 693 days
30.4
TCGA-BW-A5NO-01A
0 years, male, black or african american, stage:Stage IIIA, alive, 20 days
30.2
TCGA-5R-AA1C-01A
0 years, male, white, stage:Stage II, alive, 520 days
30.2
TCGA-CC-A1HT-01A
0 years, male, asian, stage:Stage IIIA, dead, 101 days
30.2
TCGA-DD-AAEK-01A
0 years, male, asian, stage:Stage II, alive, 1067 days
30.1
TCGA-DD-A11C-01A
0 years, male, white, stage:Stage I, alive, 662 days
30.0
TCGA-DD-AADJ-01A
0 years, female, asian, stage:Stage I, alive, 1066 days
30.0
TCGA-G3-A25Y-01A
0 years, female, asian, stage:Stage I, dead, 452 days
29.8
TCGA-WJ-A86L-01A
0 years, female, white, stage:Stage I, alive, 345 days
29.7
TCGA-EP-A2KA-01A
0 years, female, white, stage:Stage IIIA, dead, 627 days
29.4
TCGA-2Y-A9H3-01A
0 years, male, white, stage:Stage II, alive, 1516 days
29.4
TCGA-BC-A112-01A
0 years, male, white, stage:'--, dead, 153 days
29.3
TCGA-EP-A26S-01A
0 years, male, white, stage:Stage I, alive, 608 days
29.3
TCGA-DD-AADG-01A
0 years, male, asian, stage:Stage IIIA, alive, 1145 days
29.2
TCGA-CC-A7IF-01A
0 years, male, asian, stage:Stage IIIA, dead, 649 days
29.0
TCGA-5C-AAPD-01A
0 years, male, asian, stage:Stage II, alive, 20 days
29.0
TCGA-GJ-A9DB-01A
0 years, male, white, stage:Stage I, dead, 67 days
29.0
TCGA-G3-AAV7-01A
0 years, male, asian, stage:Stage II, alive, 361 days
28.9
TCGA-GJ-A6C0-01A
0 years, female, white, stage:Stage II, dead, 31 days
28.8
TCGA-ZS-A9CF-01A
0 years, male, white, stage:Stage II, alive, 2412 days
28.5
TCGA-DD-AADC-01A
0 years, male, asian, stage:Stage I, dead, 425 days
28.3
TCGA-2Y-A9GV-01A
0 years, female, white, stage:Stage I, dead, 2532 days
28.3
TCGA-2Y-A9H8-01A
0 years, female, white, stage:'--, dead, 633 days
28.2
TCGA-DD-A39X-01A
0 years, female, white, stage:Stage I, dead, 1694 days
28.2
TCGA-ED-A66Y-01A
0 years, female, asian, stage:Stage IIIA, dead, 296 days
28.1
TCGA-WX-AA46-01A
0 years, male, white, stage:Stage II, alive, 756 days
27.6
TCGA-DD-AACP-01A
0 years, male, asian, stage:Stage I, alive, 415 days
27.5
TCGA-K7-A5RF-01A
0 years, male, white, stage:Stage I, alive, 631 days
27.4
TCGA-DD-AACX-01A
0 years, male, asian, stage:Stage II, alive, 170 days
27.3
TCGA-BC-A69H-01A
0 years, male, white, stage:Stage II, alive, 444 days
27.3
TCGA-UB-A7MF-01A
0 years, male, white, stage:Stage IIIA, dead, 214 days
27.0
TCGA-2Y-A9GT-01A
0 years, male, white, stage:Stage I, dead, 1624 days
26.8
TCGA-DD-A4NP-01A
0 years, male, white, stage:Stage I, alive, 3308 days
26.8
TCGA-UB-AA0V-01A
0 years, female, white, stage:Stage I, alive, 314 days
26.7
TCGA-ED-A627-01A
0 years, male, white, stage:Stage I, alive, 423 days
26.4
TCGA-CC-5259-01A
0 years, female, asian, stage:Stage IIIC, alive, 250 days
26.4
TCGA-KR-A7K8-01A
0 years, male, stage:Stage I, alive, 906 days
26.3
TCGA-DD-AAVX-01A
0 years, male, asian, stage:Stage II, alive, 1718 days
26.2
TCGA-DD-AAED-01A
0 years, male, asian, stage:Stage I, alive, 763 days
26.2
TCGA-DD-AADM-01A
0 years, male, asian, stage:Stage II, dead, 12 days
26.1
TCGA-G3-A3CI-01A
0 years, male, white, stage:Stage I, alive, 180 days
25.9
TCGA-DD-A1EH-01A
0 years, male, white, stage:Stage III, alive, 1495 days
25.8
TCGA-DD-A4NK-01A
0 years, female, white, stage:Stage IIIA, dead, 1210 days
25.7
TCGA-4R-AA8I-01A
0 years, male, white, stage:Stage II, dead, 262 days
25.4
TCGA-DD-AAE2-01A
0 years, male, asian, stage:Stage I, alive, 638 days
25.4
TCGA-CC-A5UE-01A
0 years, male, asian, stage:Stage IIIB, dead, 272 days
25.4
TCGA-ED-A97K-01A
0 years, male, asian, stage:Stage IIIA, alive, 6 days
25.3
TCGA-DD-AADV-01A
0 years, male, asian, stage:Stage I, alive, 574 days
25.0
TCGA-BC-A216-01A
0 years, female, white, stage:Stage IIIA, alive, 1351 days
25.0
TCGA-CC-A7IE-01A
0 years, male, asian, stage:Stage IIIA, dead, 217 days
24.9
TCGA-ZS-A9CD-01A
0 years, male, white, stage:Stage II, dead, 1386 days
24.9
TCGA-UB-A7ME-01A
0 years, male, asian, stage:Stage I, alive, 486 days
24.7
TCGA-DD-A115-01A
0 years, male, white, stage:Stage IIIA, dead, 2542 days
24.6
TCGA-BC-A3KF-01A
0 years, female, white, stage:Stage I, alive, 8 days
24.5
TCGA-ED-A459-01A
0 years, male, asian, stage:Stage II, alive, 910 days
24.5
TCGA-G3-A7M8-01A
0 years, male, asian, stage:Stage I, alive, 430 days
24.1
TCGA-DD-AAD1-01A
0 years, female, asian, stage:Stage I, alive, 564 days
23.7
TCGA-DD-A1EC-01A
0 years, female, white, stage:Stage I, alive, 602 days
23.7
TCGA-G3-A3CK-01A
0 years, male, asian, stage:Stage I, alive, 585 days
23.6
TCGA-2Y-A9GZ-01A
0 years, female, white, stage:Stage II, dead, 848 days
23.5
TCGA-DD-AAE3-01A
0 years, male, asian, stage:Stage I, alive, 566 days
23.5
TCGA-BC-A110-01A
0 years, female, black or african american, stage:'--, dead, 2116 days
23.5
TCGA-BC-A10X-01A
0 years, female, white, stage:Stage IIIA, dead, 770 days
23.5
TCGA-DD-AADY-01A
0 years, female, asian, stage:Stage I, alive, 555 days
23.5
TCGA-DD-AACS-01A
0 years, male, asian, stage:Stage I, alive, 1804 days
23.4
TCGA-DD-A3A3-01A
0 years, male, asian, stage:Stage I, dead, 535 days
23.4
TCGA-DD-A3A9-01A
0 years, female, white, stage:Stage IVB, dead, 931 days
23.3
TCGA-DD-A39Y-01A
0 years, male, asian, stage:Stage I, dead, 171 days
23.2
TCGA-BC-A10Z-01A
0 years, female, white, stage:Stage I, dead, 34 days
23.0
TCGA-G3-A25U-01A
0 years, female, asian, stage:Stage I, alive, 1636 days
23.0
TCGA-ED-A5KG-01A
0 years, female, asian, stage:Stage II, alive, 854 days
22.9
TCGA-DD-AACK-01A
0 years, male, asian, stage:Stage I, alive, 9 days
22.8
TCGA-5R-AAAM-01A
0 years, female, white, stage:Stage II, dead, 46 days
22.8
TCGA-2Y-A9H5-01A
0 years, female, white, stage:Stage I, dead, 555 days
22.7
TCGA-DD-AADR-01A
0 years, male, asian, stage:Stage I, alive, 2028 days
22.5
TCGA-DD-A3A1-01A
0 years, male, stage:Stage IIIA, dead, 233 days
22.4
TCGA-DD-A118-01A
0 years, female, white, stage:Stage II, alive, 3437 days
22.2
TCGA-G3-A3CH-01A
0 years, male, asian, stage:Stage IIIA, alive, 780 days
22.1
TCGA-DD-A1EB-01A
0 years, female, stage:Stage I, alive, 2017 days
22.1
TCGA-DD-AAEE-01A
0 years, male, asian, stage:Stage I, alive, 810 days
21.8
TCGA-MI-A75E-01A
0 years, male, white, stage:Stage IIIC, alive, 507 days
21.6
TCGA-RC-A7SK-01A
0 years, male, asian, stage:Stage I, alive, 472 days
21.6
TCGA-ED-A7PX-01A
0 years, female, asian, stage:Stage II, alive, 6 days
21.5
TCGA-2Y-A9GS-01A
0 years, male, white, stage:'--, dead, 724 days
21.4
TCGA-ED-A4XI-01A
0 years, male, asian, stage:Stage II, alive, 819 days
21.4
TCGA-CC-A5UC-01A
0 years, male, asian, stage:Stage IIIA, dead, 347 days
21.3
TCGA-DD-A39Z-01A
0 years, female, stage:Stage II, dead, 601 days
21.3
TCGA-ZP-A9CY-01A
0 years, female, white, stage:'--, alive, 782 days
21.3
TCGA-DD-A1EK-01A
0 years, female, white, stage:Stage IVB, dead, 558 days
21.3
TCGA-ED-A7PZ-01A
0 years, male, asian, stage:Stage II, alive, 6 days
21.1
TCGA-ED-A66X-01A
0 years, male, asian, stage:Stage IIIA, alive, 406 days
21.0
TCGA-FV-A23B-01A
0 years, female, white, stage:Stage II, dead, 1852 days
20.8
TCGA-DD-A4NE-01A
0 years, female, white, stage:Stage IIIA, dead, 660 days
20.8
TCGA-DD-AAD3-01A
0 years, male, asian, stage:Stage I, alive, 1295 days
20.8
TCGA-BD-A3EP-01A
0 years, female, black or african american, stage:Stage I, alive, 409 days
20.6
TCGA-G3-A5SI-01A
0 years, male, asian, stage:Stage II, dead, 768 days
20.6
TCGA-5C-A9VH-01A
0 years, male, white, stage:Stage I, alive, 322 days
20.6
TCGA-ZP-A9D1-01A
0 years, female, white, stage:'--, alive, 21 days
20.5
TCGA-DD-AACQ-01A
0 years, male, asian, stage:Stage II, dead, 432 days
20.5
TCGA-DD-AAD6-01A
0 years, male, asian, stage:Stage IIIA, alive, 672 days
20.5
TCGA-XR-A8TC-01A
0 years, female, white, stage:Stage I, alive, 1339 days
20.4
TCGA-2Y-A9GY-01A
0 years, female, white, stage:Stage II, dead, 757 days
20.4
TCGA-QA-A7B7-01A
0 years, male, black or african american, stage:Stage II, alive, 94 days
20.3
TCGA-DD-AACE-01A
0 years, male, asian, stage:Stage I, alive, 2184 days
20.3
TCGA-DD-AAW0-01A
0 years, male, asian, stage:Stage I, alive, 2015 days
20.2
TCGA-DD-A4ND-01A
0 years, female, white, stage:Stage I, alive, 2746 days
20.1
TCGA-2Y-A9GX-01A
0 years, male, white, stage:Stage I, alive, 2442 days
20.0
TCGA-K7-A6G5-01A
0 years, male, white, stage:Stage I, alive, 512 days
19.8
TCGA-DD-A73B-01A
0 years, female, white, stage:Stage I, dead, 283 days
19.8
TCGA-DD-A4NB-01A
0 years, male, white, stage:Stage I, alive, 989 days
19.8
TCGA-MR-A8JO-01A
0 years, male, white, stage:Stage I, alive, 330 days
19.8
TCGA-G3-A25Z-01A
0 years, male, asian, stage:Stage I, alive, 655 days
19.7
TCGA-RC-A6M5-01A
0 years, female, white, stage:Stage IVA, alive, 15 days
19.6
TCGA-DD-A1EG-01A
0 years, male, white, stage:Stage I, dead, 1372 days
19.6
TCGA-FV-A3R3-01A
0 years, female, white, stage:Stage I, dead, 366 days
19.5
TCGA-DD-AACT-01A
0 years, female, asian, stage:Stage I, alive, 1562 days
19.5
TCGA-RC-A7SF-01A
0 years, male, asian, stage:Stage I, alive, 579 days
19.4
TCGA-2Y-A9H9-01A
0 years, male, white, stage:Stage I, alive, 697 days
19.3
TCGA-2Y-A9HA-01A
0 years, male, white, stage:Stage II, dead, 36 days
19.3
TCGA-DD-AACO-01A
0 years, male, asian, stage:Stage I, alive, 1876 days
19.2
TCGA-G3-A5SJ-01A
0 years, male, white, stage:Stage I, alive, 698 days
19.2
TCGA-PD-A5DF-01A
0 years, female, white, stage:Stage IIIB, dead, 639 days
19.1
TCGA-DD-AACU-01A
0 years, male, asian, stage:Stage I, alive, 1567 days
19.1
TCGA-DD-A4NH-01A
0 years, female, white, stage:Stage IIIB, alive, 917 days
18.8
TCGA-UB-AA0U-01A
0 years, male, white, stage:Stage II, alive, 327 days
18.8
TCGA-DD-A1ED-01A
0 years, male, white, stage:Stage I, alive, 2301 days
18.8
TCGA-DD-A4NI-01A
0 years, male, white, stage:Stage II, alive, 816 days
18.7
TCGA-FV-A496-01A
0 years, female, white, stage:Stage I, alive, 10 days
18.6
TCGA-DD-A1EI-01A
0 years, male, asian, stage:Stage I, alive, 183 days
18.6
TCGA-FV-A3I1-01A
0 years, female, white, stage:Stage II, dead, 247 days
18.6
TCGA-DD-AACC-01A
0 years, male, asian, stage:Stage I, dead, 1685 days
18.5
TCGA-ZP-A9D0-01A
0 years, female, black or african american, stage:'--, alive, 1091 days
18.3
TCGA-DD-A11D-01A
0 years, female, white, stage:Stage I, dead, 1560 days
18.2
TCGA-DD-A3A4-01A
0 years, male, white, stage:Stage IIIA, dead, 612 days
18.1
TCGA-FV-A2QR-01A
0 years, male, white, stage:Stage I, dead, 581 days
18.0
TCGA-FV-A2QQ-01A
0 years, male, white, stage:Stage I, alive, 729 days
17.9
TCGA-DD-AAD8-01A
0 years, female, asian, stage:Stage I, alive, 1219 days
17.8
TCGA-2Y-A9GW-01A
0 years, male, white, stage:Stage I, dead, 1271 days
17.8
TCGA-DD-AADK-01A
0 years, female, asian, stage:Stage II, alive, 1049 days
17.8
TCGA-DD-AAVZ-01A
0 years, male, asian, stage:Stage I, alive, 1900 days
17.7
TCGA-ED-A7XP-01A
0 years, female, asian, stage:Stage II, alive, 400 days
17.7
TCGA-5C-A9VG-01A
0 years, male, white, stage:Stage II, alive, 328 days
17.6
TCGA-MR-A520-01A
0 years, male, white, stage:Stage I, alive, 229 days
17.6
TCGA-NI-A8LF-01A
0 years, male, white, stage:Stage I, alive, 799 days
17.6
TCGA-2Y-A9GU-01A
0 years, female, white, stage:Stage I, alive, 1939 days
17.5
TCGA-5R-AA1D-01A
0 years, female, white, stage:Stage IIIA, alive, 449 days
17.5
TCGA-DD-AAEI-01A
0 years, male, asian, stage:Stage I, alive, 1531 days
17.4
TCGA-DD-AAE6-01A
0 years, female, asian, stage:Stage I, alive, 141 days
17.3
TCGA-DD-A1EL-01A
0 years, male, black or african american, stage:Stage II, dead, 415 days
17.2
TCGA-G3-A25S-01A
0 years, male, white, stage:Stage I, dead, 416 days
17.2
TCGA-DD-AAVW-01A
0 years, male, asian, stage:Stage I, alive, 2317 days
17.1
TCGA-DD-A113-01A
0 years, female, white, stage:Stage II, alive, 2425 days
17.1
TCGA-CC-A7IL-01A
0 years, male, asian, stage:Stage IIIA, dead, 278 days
17.1
TCGA-XR-A8TD-01A
0 years, female, white, stage:Stage IIIB, alive, 1030 days
17.0
TCGA-BC-A3KG-01A
0 years, female, white, stage:Stage II, alive, 680 days
17.0
TCGA-CC-A5UD-01A
0 years, male, asian, stage:Stage IIIA, dead, 304 days
17.0
TCGA-WX-AA47-01A
0 years, female, white, stage:Stage IIIA, dead, 556 days
16.9
TCGA-DD-A4NG-01A
0 years, male, white, stage:Stage IIIA, dead, 802 days
16.7
TCGA-DD-A3A2-01A
0 years, female, white, stage:Stage I, dead, 2131 days
16.4
TCGA-T1-A6J8-01A
0 years, male, white, stage:'--, alive, 23 days
16.4
TCGA-G3-A3CG-01A
0 years, male, white, stage:Stage I, alive, 673 days
16.3
TCGA-EP-A3JL-01A
0 years, male, white, stage:Stage I, alive, 303 days
16.2
TCGA-RG-A7D4-01A
0 years, male, black or african american, stage:Stage II, alive, 1098 days
16.2
TCGA-2Y-A9H6-01A
0 years, female, white, stage:Stage I, alive, 357 days
16.0
TCGA-O8-A75V-01A
0 years, male, stage:Stage I, alive, 538 days
16.0
TCGA-DD-A4NR-01A
0 years, female, white, stage:Stage I, dead, 9 days
15.7
TCGA-DD-AACL-01A
0 years, female, asian, stage:Stage I, dead, 107 days
15.7
TCGA-G3-A7M7-01A
0 years, male, white, stage:Stage I, alive, 361 days
15.6
TCGA-LG-A6GG-01A
0 years, female, white, stage:Stage II, alive, 387 days
15.6
TCGA-DD-AACY-01A
0 years, male, asian, stage:Stage I, alive, 1450 days
15.2
TCGA-DD-AADQ-01A
0 years, male, asian, stage:Stage II, alive, 436 days
15.0
TCGA-DD-AAD5-01A
0 years, male, asian, stage:Stage I, alive, 1345 days
14.7
TCGA-WQ-AB4B-01A
0 years, male, white, stage:Stage II, alive, 395 days
14.6
TCGA-CC-5258-01A
0 years, male, asian, stage:Stage II, dead, 129 days
14.6
TCGA-DD-AAEG-01A
0 years, female, asian, stage:Stage I, alive, 719 days
14.2
TCGA-DD-A4NA-01A
0 years, female, white, stage:Stage IIIC, alive, 1008 days
14.2
TCGA-BD-A3ER-01A
0 years, male, white, stage:Stage II, alive, 1115 days
14.2
TCGA-RC-A6M6-01A
0 years, male, white, stage:Stage II, alive, 9 days
14.2
TCGA-DD-A4NL-01A
0 years, male, white, stage:Stage I, alive, 1711 days
14.1
TCGA-2Y-A9HB-01A
0 years, male, stage:Stage I, alive, 260 days
14.0
TCGA-DD-AAE4-01A
0 years, female, asian, stage:Stage I, alive, 608 days
13.8
TCGA-DD-AAE7-01A
0 years, male, asian, stage:Stage I, alive, 644 days
13.7
TCGA-LG-A9QD-01A
0 years, male, white, stage:Stage IIIA, alive, 366 days
13.6
TCGA-DD-AAD2-01A
0 years, male, asian, stage:Stage I, alive, 658 days
13.6
TCGA-BC-A10R-01A
0 years, female, white, stage:'--, dead, 308 days
13.5
TCGA-MI-A75C-01A
0 years, male, white, stage:Stage I, alive, 291 days
13.5
TCGA-ES-A2HT-01A
0 years, male, black or african american, stage:Stage I, dead, 438 days
13.4
TCGA-DD-A11B-01A
0 years, male, white, stage:Stage I, dead, 14 days
13.4
TCGA-DD-A73C-01A
0 years, female, white, stage:Stage IIIA, alive, 701 days
13.3
TCGA-G3-A25V-01A
0 years, male, white, stage:Stage I, alive, 860 days
13.3
TCGA-BC-A8YO-01A
0 years, female, white, stage:Stage IIIC, alive, 562 days
13.0
TCGA-HP-A5MZ-01A
0 years, male, stage:Stage I, dead, 91 days
12.9
TCGA-BC-A10W-01A
0 years, male, asian, stage:'--, dead, 91 days
12.5
TCGA-DD-A4NJ-01A
0 years, female, white, stage:Stage II, alive, 928 days
12.4
TCGA-DD-AAC9-01A
0 years, male, asian, stage:Stage I, alive, 347 days
12.4
TCGA-DD-AACH-01A
0 years, male, asian, stage:Stage II, dead, 195 days
12.3
TCGA-CC-A3MC-01A
0 years, male, asian, stage:Stage IIIA, alive, 363 days
11.8
TCGA-DD-A73A-01A
0 years, male, white, stage:Stage I, alive, 728 days
11.6
TCGA-NI-A4U2-01A
0 years, male, white, stage:Stage IIIA, dead, 1791 days
11.5
TCGA-DD-AADA-01A
0 years, female, asian, stage:Stage I, alive, 1233 days
11.4
TCGA-DD-AACG-01A
0 years, male, asian, stage:Stage II, dead, 469 days
10.5
TCGA-DD-AACZ-01A
0 years, female, asian, stage:Stage I, dead, 171 days
10.5
TCGA-DD-AAVV-01A
0 years, male, asian, stage:Stage II, alive, 2455 days
10.3
TCGA-DD-AACI-01A
0 years, male, asian, stage:Stage II, alive, 1618 days
10.0
TCGA-G3-A5SK-01A
0 years, male, white, stage:Stage I, alive, 744 days
9.8
TCGA-K7-A5RG-01A
0 years, male, black or african american, stage:Stage I, alive, 519 days
9.8
TCGA-DD-A4NQ-01A
0 years, male, white, stage:Stage II, dead, 373 days
9.7
TCGA-G3-A5SM-01A
0 years, male, white, stage:Stage II, alive, 520 days
8.6
TCGA-DD-AAVR-01A
0 years, male, asian, stage:Stage I, alive, 2513 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.
ZNF358 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
23.8
Number of samples
231
Samples
Sample
Description
TPM
DO23532
0 years, female, NA, stage:1, alive, 960 days
106.7
DO23511
0 years, female, NA, stage:3, dead, 180 days
98.3
DO50814
0 years, male, NA, stage:3, alive, 420 days
94.5
DO45149
0 years, female, NA, stage:2, alive, 1260 days
94.4
DO50816
0 years, male, NA, stage:2, alive, 390 days
87.8
DO45131
0 years, male, NA, stage:4, dead, 360 days
74.6
DO45209
0 years, male, NA, stage:4, alive, 1350 days
72.5
DO45217
0 years, female, NA, stage:3, dead, 270 days
71.4
DO50817
0 years, male, NA, stage:2, alive, 390 days
71.3
DO23516
0 years, male, NA, stage:3, dead, 20 days
67.9
DO50839
0 years, female, NA, stage:3, alive, 330 days
62.0
DO23513
0 years, male, NA, stage:3, alive, 1200 days
60.8
DO48677
0 years, male, NA, stage:3, alive, 1140 days
56.0
DO50783
0 years, male, NA, stage:3, alive, 480 days
48.7
DO45097
0 years, male, NA, stage:3, alive, 1620 days
47.7
DO45155
0 years, male, NA, stage:2, alive, 2160 days
47.6
DO45125
0 years, male, NA, stage:3, alive, 1680 days
46.9
DO48747
0 years, male, NA, stage:3, alive, 540 days
45.4
DO45249
0 years, male, NA, stage:1, alive, 630 days
44.7
DO45285
0 years, male, NA, stage:3, alive, 480 days
43.6
DO23512
0 years, male, NA, stage:1, alive, 1260 days
43.3
DO45259
0 years, male, NA, stage:3, alive, 330 days
39.1
DO45205
0 years, female, NA, stage:2, dead, 90 days
38.9
DO50859
0 years, male, NA, stage:2, alive, 180 days
38.7
DO48719
0 years, male, NA, stage:2, alive, 690 days
37.6
DO45289
0 years, female, NA, stage:3, alive, 360 days
37.3
DO45267
0 years, male, NA, stage:3, dead, 570 days
36.8
DO23518
0 years, male, NA, stage:2, alive, 1320 days
36.6
DO45093
0 years, male, NA, stage:2, dead, 720 days
36.3
DO23540
0 years, male, NA, stage:1, alive, 750 days
36.3
DO50811
0 years, male, NA, stage:1, alive, 450 days
36.2
DO48737
0 years, male, NA, stage:1, alive, 720 days
36.1
DO23539
0 years, male, NA, stage:1, alive, 1110 days
35.9
DO45105
0 years, male, NA, stage:1, alive, 1680 days
35.2
DO45199
0 years, female, NA, stage:2, alive, 1350 days
35.1
DO50806
0 years, male, NA, stage:4, alive, 540 days
33.8
DO48730
0 years, female, NA, stage:2, alive, 630 days
33.5
DO23534
0 years, male, NA, stage:2, alive, 840 days
32.9
DO48727
0 years, female, NA, stage:2, dead, 390 days
32.5
DO23535
0 years, male, NA, stage:1, alive, 960 days
32.3
DO45299
0 years, female, NA, stage:1, alive, 1440 days
32.3
DO48697
0 years, female, NA, stage:2, dead, 810 days
32.1
DO23529
0 years, male, NA, stage:4, alive, 930 days
32.1
DO23548
0 years, female, NA, stage:1, alive, 840 days
32.0
DO45109
0 years, male, NA, stage:2, alive, 1590 days
31.7
DO23515
0 years, male, NA, stage:2, alive, 1230 days
31.6
DO23526
0 years, male, NA, stage:3, alive, 1050 days
31.2
DO48715
0 years, female, NA, stage:2, dead, 690 days
30.9
DO48679
0 years, male, NA, stage:2, alive, 1200 days
30.8
DO23547
0 years, male, NA, stage:1, alive, 1020 days
30.2
DO45101
0 years, male, NA, stage:2, alive, 1680 days
30.1
DO45171
0 years, male, NA, stage:3, alive, 600 days
29.7
DO45129
0 years, male, NA, stage:3, alive, 1470 days
29.3
DO45189
0 years, female, NA, stage:2, alive, 1200 days
29.3
DO45305
0 years, male, NA, stage:4, alive, 300 days
29.2
DO45107
0 years, female, NA, stage:2, alive, 1710 days
29.1
DO48746
0 years, male, NA, stage:3, alive, 570 days
28.7
DO23525
0 years, male, NA, stage:4, alive, 1050 days
28.5
DO45275
0 years, male, NA, stage:3, dead, 10 days
28.4
DO50845
0 years, male, NA, stage:3, alive, 210 days
28.2
DO45175
0 years, male, NA, stage:2, alive, 1140 days
28.1
DO45213
0 years, male, NA, stage:1, alive, 1200 days
28.0
DO50844
0 years, male, NA, stage:4, alive, 300 days
27.8
DO48759
0 years, male, NA, stage:3, alive, 720 days
27.7
DO23537
0 years, male, NA, stage:2, dead, 900 days
27.6
DO23523
0 years, male, NA, stage:3, alive, 1080 days
27.2
DO45145
0 years, male, NA, stage:3, dead, 60 days
26.9
DO23543
0 years, male, NA, stage:2, alive, 1020 days
26.8
DO50785
0 years, male, NA, stage:4, dead, 90 days
26.4
DO23533
0 years, male, NA, stage:2, alive, 900 days
25.8
DO45255
0 years, male, NA, stage:3, alive, 720 days
25.6
DO45153
0 years, female, NA, stage:2, alive, 1380 days
25.6
DO45179
0 years, female, NA, stage:2, alive, 600 days
25.3
DO48701
0 years, male, NA, stage:2, alive, 780 days
25.0
DO45221
0 years, female, NA, stage:4, dead, 390 days
24.8
DO48681
0 years, male, NA, stage:2, alive, 900 days
24.8
DO45095
0 years, male, NA, stage:2, alive, 1620 days
24.6
DO50825
0 years, male, NA, stage:2, alive, 390 days
24.4
DO45251
0 years, female, NA, stage:2, alive, 900 days
24.3
DO48757
0 years, female, NA, stage:3, alive, 480 days
24.3
DO48674
0 years, male, NA, stage:2, alive, 1260 days
24.2
DO45303
0 years, female, NA, stage:3, alive, 990 days
24.1
DO23542
0 years, male, NA, stage:3, alive, 960 days
23.9
DO45099
0 years, male, NA, stage:3, alive, 1590 days
23.8
DO45301
0 years, male, NA, stage:2, dead, 1440 days
23.7
DO45283
0 years, male, NA, stage:3, alive, 510 days
23.7
DO50809
0 years, male, NA, stage:3, dead, 720 days
23.4
DO50793
0 years, male, NA, stage:4, alive, 540 days
22.9
DO23530
0 years, male, NA, stage:4, dead, 180 days
22.8
DO23524
0 years, female, NA, stage:2, alive, 1050 days
22.6
DO45297
0 years, female, NA, stage:4, dead, 1260 days
22.4
DO50840
0 years, male, NA, stage:2, alive, 330 days
22.3
DO50805
0 years, male, NA, stage:2, alive, 690 days
22.3
DO45307
0 years, female, NA, stage:4, dead, 240 days
22.1
DO45103
0 years, male, NA, stage:3, alive, 450 days
22.0
DO23521
0 years, male, NA, stage:3, alive, 1110 days
21.3
DO45193
0 years, female, NA, stage:4, dead, 120 days
21.2
DO45191
0 years, female, NA, stage:2, alive, 1200 days
20.9
DO50832
0 years, male, NA, stage:3, alive, 90 days
20.9
DO45257
0 years, male, NA, stage:3, alive, 810 days
20.8
DO23536
0 years, male, NA, stage:2, alive, 930 days
20.8
DO45115
0 years, male, NA, stage:2, alive, 840 days
20.8
DO45187
0 years, female, NA, stage:1, alive, 1260 days
20.7
DO50802
0 years, male, NA, stage:2, alive, 930 days
20.6
DO45273
0 years, male, NA, stage:2, alive, 480 days
20.5
DO48751
0 years, male, NA, stage:2, dead, 480 days
20.2
DO48717
0 years, male, NA, stage:4, dead, 180 days
20.2
DO50818
0 years, male, NA, stage:2, alive, 510 days
20.2
DO45241
0 years, male, NA, stage:1, alive, 1080 days
20.2
DO50820
0 years, female, NA, stage:3, alive, 510 days
20.0
DO23510
0 years, female, NA, stage:2, alive, 870 days
19.8
DO23546
0 years, male, NA, stage:2, alive, 1050 days
19.7
DO45279
0 years, male, NA, stage:3, alive, 1290 days
19.7
DO48741
0 years, male, NA, stage:3, alive, 240 days
19.6
DO23514
0 years, male, NA, stage:2, alive, 1290 days
19.5
DO45215
0 years, male, NA, stage:2, alive, 1170 days
19.5
DO45141
0 years, male, NA, stage:2, alive, 1320 days
19.5
DO45219
0 years, male, NA, stage:2, alive, 1080 days
19.4
DO23517
0 years, male, NA, stage:2, alive, 1200 days
19.1
DO23545
0 years, male, NA, stage:2, dead, 570 days
19.1
DO48720
0 years, female, NA, stage:2, alive, 570 days
18.9
DO50855
0 years, male, NA, stage:2, alive, 570 days
18.9
DO45133
0 years, male, NA, stage:3, dead, 660 days
18.9
DO50813
0 years, male, NA, stage:2, alive, 420 days
18.6
DO45281
0 years, male, NA, stage:4, alive, 750 days
18.3
DO48672
0 years, male, NA, stage:2, alive, 450 days
18.2
DO23508
0 years, female, NA, stage:2, alive, 390 days
18.2
DO48700
0 years, female, NA, stage:2, alive, 810 days
18.2
DO45207
0 years, male, NA, stage:1, alive, 1050 days
17.9
DO45263
0 years, male, NA, stage:3, dead, 270 days
17.8
DO50819
0 years, female, NA, stage:2, alive, 510 days
17.6
DO45223
0 years, male, NA, stage:4, alive, 1020 days
17.5
DO48721
0 years, female, NA, stage:1, alive, 900 days
17.4
DO50822
0 years, male, NA, stage:2, alive, 510 days
17.3
DO45181
0 years, female, NA, stage:2, alive, 1200 days
17.3
DO48736
0 years, female, NA, stage:1, alive, 600 days
17.2
DO45201
0 years, male, NA, stage:1, alive, 900 days
17.0
DO23549
0 years, male, NA, stage:3, alive, 990 days
16.8
DO50778
0 years, male, NA, stage:4, alive, 630 days
16.7
DO45157
0 years, male, NA, stage:2, alive, 1980 days
16.6
DO23528
0 years, female, NA, stage:2, alive, 1020 days
16.5
DO45239
0 years, male, NA, stage:2, alive, 870 days
16.3
DO23538
0 years, male, NA, stage:2, alive, 450 days
16.3
DO45143
0 years, male, NA, stage:3, alive, 1290 days
16.2
DO48693
0 years, male, NA, stage:2, alive, 900 days
16.2
DO50789
0 years, female, NA, stage:2, alive, 570 days
16.2
DO45137
0 years, male, NA, stage:1, alive, 1320 days
16.1
DO50808
0 years, male, NA, stage:2, alive, 570 days
16.1
DO23552
0 years, female, NA, stage:1, alive, 810 days
16.1
DO48706
0 years, male, NA, stage:2, alive, 870 days
16.0
DO50800
0 years, male, NA, stage:2, alive, 510 days
16.0
DO45117
0 years, female, NA, stage:2, dead, 1110 days
16.0
DO45243
0 years, female, NA, stage:3, alive, 930 days
15.9
DO45111
0 years, male, NA, stage:2, alive, 1590 days
15.9
DO48716
0 years, male, NA, stage:2, alive, 720 days
15.9
DO45091
0 years, male, NA, stage:2, dead, 1320 days
15.8
DO45183
0 years, female, NA, stage:2, dead, 570 days
15.6
DO50815
0 years, male, NA, stage:3, alive, 150 days
15.6
DO50776
0 years, male, NA, stage:1, alive, 690 days
15.5
DO48682
0 years, female, NA, stage:3, dead, 120 days
15.4
DO45237
0 years, male, NA, stage:2, alive, 900 days
15.3
DO50807
0 years, male, NA, stage:1, alive, 540 days
15.2
DO45121
0 years, male, NA, stage:3, alive, 1530 days
15.2
DO45177
0 years, female, NA, stage:3, alive, 1260 days
15.1
DO50799
0 years, female, NA, stage:2, alive, 540 days
15.0
DO45277
0 years, male, NA, stage:3, alive, 600 days
15.0
DO50791
0 years, female, NA, stage:1, dead, 480 days
14.8
DO45123
0 years, female, NA, stage:2, dead, 570 days
14.8
DO45247
0 years, female, NA, stage:2, alive, 210 days
14.1
DO23527
0 years, male, NA, stage:1, alive, 1050 days
14.1
DO45161
0 years, male, NA, stage:2, dead, 540 days
13.9
DO45163
0 years, male, NA, stage:2, alive, 960 days
13.8
DO50857
0 years, male, NA, stage:2, alive, 210 days
13.7
DO45231
0 years, male, NA, stage:2, alive, 930 days
13.6
DO45169
0 years, male, NA, stage:3, alive, 1350 days
13.2
DO48704
0 years, female, NA, stage:3, alive, 750 days
13.2
DO23531
0 years, female, NA, stage:3, alive, 900 days
13.2
DO45094
0 years, male, NA, stage:3, alive, 1650 days
13.1
DO45265
0 years, male, NA, stage:3, alive, 1020 days
13.1
DO45261
0 years, male, NA, stage:3, alive, 990 days
13.0
DO45167
0 years, male, NA, stage:2, dead, 1440 days
12.7
DO227801
0 years, female, NA, stage:1, alive, 660 days
12.7
DO48695
0 years, male, NA, stage:2, alive, 720 days
12.5
DO45173
0 years, male, NA, stage:3, alive, 1170 days
12.4
DO45229
0 years, male, NA, stage:1, alive, 990 days
12.4
DO50803
0 years, female, NA, stage:1, alive, 540 days
12.2
DO45165
0 years, male, NA, stage:2, alive, 690 days
12.2
DO45203
0 years, female, NA, stage:2, alive, 1170 days
12.1
DO45092
0 years, male, NA, stage:4, dead, 1200 days
12.0
DO227643
0 years, male, NA, stage:2, alive, 1260 days
12.0
DO45139
0 years, male, NA, stage:3, alive, 1320 days
11.9
DO45269
0 years, male, NA, stage:3, alive, 750 days
11.8
DO48760
0 years, female, NA, stage:2, alive, 690 days
11.7
DO48712
0 years, male, NA, stage:2, alive, 810 days
11.7
DO45287
0 years, male, NA, stage:1, alive, 390 days
11.2
DO45135
0 years, male, NA, stage:1, alive, 1410 days
11.2
DO50787
0 years, male, NA, stage:3, alive, 480 days
11.1
DO45185
0 years, male, NA, stage:2, alive, 600 days
11.1
DO45119
0 years, male, NA, stage:3, dead, 510 days
11.0
DO45233
0 years, male, NA, stage:3, alive, 900 days
11.0
DO48743
0 years, female, NA, stage:2, alive, 570 days
10.9
DO48732
0 years, male, NA, stage:3, alive, 630 days
10.9
DO45113
0 years, male, NA, stage:3, alive, 1560 days
10.8
DO45211
0 years, male, NA, stage:3, alive, 240 days
10.6
DO48733
0 years, male, NA, stage:2, alive, 600 days
10.4
DO23551
0 years, male, NA, stage:3, dead, 150 days
10.2
DO48723
0 years, male, NA, stage:1, alive, 600 days
9.9
DO48725
0 years, male, NA, stage:1, alive, 780 days
9.8
DO45245
0 years, female, NA, stage:2, dead, 240 days
9.8
DO23544
0 years, male, NA, stage:2, alive, 960 days
9.5
DO50774
0 years, female, NA, stage:2, alive, 720 days
9.4
DO48728
0 years, female, NA, stage:2, alive, 150 days
9.4
DO45096
0 years, male, NA, stage:2, dead, 1290 days
9.4
DO48742
0 years, male, NA, stage:2, alive, 600 days
9.2
DO45159
0 years, male, NA, stage:3, alive, 1470 days
9.2
DO45127
0 years, male, NA, stage:3, dead, 420 days
9.1
DO23509
0 years, male, NA, stage:3, dead, 780 days
9.0
DO45225
0 years, male, NA, stage:1, alive, 1050 days
8.6
DO45227
0 years, female, NA, stage:2, alive, 1020 days
8.5
DO45235
0 years, female, NA, stage:1, alive, 900 days
8.3
DO45253
0 years, male, NA, stage:2, alive, 870 days
8.3
DO50804
0 years, male, NA, stage:2, alive, 720 days
8.2
DO23541
0 years, male, NA, stage:2, alive, 930 days
7.9
DO23519
0 years, male, NA, stage:3, alive, 630 days
7.6
DO48761
0 years, male, NA, stage:2, alive, 870 days
7.5
DO50850
0 years, male, NA, stage:3, alive, 720 days
7.3
DO45195
0 years, male, NA, stage:1, alive, 390 days
6.8
DO45197
0 years, male, NA, stage:2, alive, 1170 days
6.5
DO23550
0 years, male, NA, stage:1, alive, 990 days
5.5
DO50798
0 years, male, NA, stage:3, dead, 30 days
5.4
DO50829
0 years, male, NA, stage:3, alive, 570 days
4.9
Show allShow less
LIVER HEPATOCELLULAR CARCINOMA - Protein relative expression (CPTAC)
Number of samples
330
Samples
Sample ID
Sample type
nRPX
463
Tumor
1.5
464
Normal
1.3
388
Normal
1.1
394
Normal
1.1
396
Normal
1.0
131
Tumor
1.0
858
Normal
0.9
456
Normal
0.8
473
Tumor
0.8
261
Tumor
0.7
452
Normal
0.7
465
Tumor
0.7
818
Normal
0.7
877
Tumor
0.7
815
Tumor
0.7
468
Normal
0.7
881
Tumor
0.6
852
Normal
0.6
466
Normal
0.6
857
Tumor
0.6
386
Normal
0.6
824
Normal
0.6
395
Tumor
0.5
618
Normal
0.5
461
Tumor
0.5
472
Normal
0.5
455
Tumor
0.5
478
Normal
0.5
482
Normal
0.5
436
Normal
0.5
462
Normal
0.4
231
Tumor
0.4
432
Normal
0.4
882
Normal
0.4
451
Tumor
0.4
816
Normal
0.4
851
Tumor
0.4
642
Normal
0.4
467
Tumor
0.4
615
Tumor
0.4
232
Normal
0.3
267
Tumor
0.3
641
Tumor
0.3
884
Normal
0.3
671
Tumor
0.3
392
Normal
0.3
672
Normal
0.3
446
Normal
0.3
146
Normal
0.3
616
Normal
0.3
444
Normal
0.2
445
Tumor
0.2
823
Tumor
0.2
138
Normal
0.2
268
Normal
0.2
636
Normal
0.2
262
Normal
0.2
132
Normal
0.2
666
Normal
0.2
523
Tumor
0.2
878
Normal
0.1
664
Normal
0.1
518
Normal
0.1
617
Tumor
0.1
142
Normal
0.1
817
Tumor
0.1
911
Tumor
0.1
517
Tumor
0.1
526
Normal
0.1
481
Tumor
0.1
258
Normal
0.1
474
Normal
0.1
514
Normal
0.1
648
Normal
0.1
912
Normal
0.1
431
Tumor
0.0
628
Normal
0.0
662
Normal
0.0
883
Tumor
0.0
663
Tumor
0.0
141
Tumor
0.0
914
Normal
0.0
471
Tumor
0.0
434
Normal
0.0
391
Tumor
0.0
516
Normal
0.0
136
Normal
0.0
913
Tumor
0.0
137
Tumor
-0.1
145
Tumor
-0.1
271
Tumor
-0.1
524
Normal
-0.1
513
Tumor
-0.1
627
Tumor
-0.1
272
Normal
-0.1
433
Tumor
-0.1
393
Tumor
-0.1
647
Tumor
-0.2
515
Tumor
-0.3
257
Tumor
-0.3
525
Tumor
-0.3
665
Tumor
-0.3
435
Tumor
-0.3
635
Tumor
-0.3
477
Tumor
-0.4
661
Tumor
-0.4
135
Tumor
-0.4
443
Tumor
-0.5
387
Tumor
-0.6
385
Tumor
-0.6
351
Tumor
N/A
352
Normal
N/A
111
Normal
N/A
353
Tumor
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
357
Tumor
N/A
358
Normal
N/A
915
Tumor
N/A
916
Normal
N/A
917
Tumor
N/A
918
Normal
N/A
361
Tumor
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
494
Normal
N/A
375
Tumor
N/A
376
Normal
N/A
497
Tumor
N/A
498
Normal
N/A
813
Tumor
N/A
814
Normal
N/A
937
Tumor
N/A
938
Normal
N/A
383
Tumor
N/A
384
Normal
N/A
147
Tumor
N/A
148
Normal
N/A
943
Tumor
N/A
944
Normal
N/A
1022
Normal
N/A
1021
Tumor
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
975
Tumor
N/A
976
Normal
N/A
977
Tumor
N/A
978
Normal
N/A
737
Tumor
N/A
738
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
191
Tumor
N/A
192
Normal
N/A
195
Tumor
N/A
196
Normal
N/A
873
Tumor
N/A
874
Normal
N/A
755
Tumor
N/A
756
Normal
N/A
527
Tumor
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
421
Tumor
N/A
422
Normal
N/A
785
Tumor
N/A
423
Tumor
N/A
786
Normal
N/A
424
Normal
N/A
545
Tumor
N/A
425
Tumor
N/A
546
Normal
N/A
426
Normal
N/A
427
Tumor
N/A
428
Normal
N/A
311
Tumor
N/A
553
Tumor
N/A
312
Normal
N/A
554
Normal
N/A
313
Tumor
N/A
314
Normal
N/A
557
Tumor
N/A
558
Normal
N/A
563
Tumor
N/A
564
Normal
N/A
685
Tumor
N/A
686
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
572
Normal
N/A
331
Tumor
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
697
Tumor
N/A
214
Normal
N/A
698
Normal
N/A
217
Tumor
N/A
218
Normal
N/A
341
Tumor
N/A
221
Tumor
N/A
342
Normal
N/A
222
Normal
N/A
343
Tumor
N/A
223
Tumor
N/A
344
Normal
N/A
224
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.