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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.
CCNG1 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
37.4
Number of samples
362
Samples
Sample
Description
TPM
TCGA-LG-A6GG-01A
0 years, female, white, stage:Stage II, alive, 387 days
151.2
TCGA-DD-A114-01A
0 years, male, black or african american, stage:Stage II, dead, 1149 days
139.4
TCGA-DD-AADY-01A
0 years, female, asian, stage:Stage I, alive, 555 days
128.0
TCGA-5R-AA1C-01A
0 years, male, white, stage:Stage II, alive, 520 days
121.2
TCGA-BC-A8YO-01A
0 years, female, white, stage:Stage IIIC, alive, 562 days
117.6
TCGA-G3-AAV1-01A
0 years, male, asian, stage:Stage IIIC, dead, 359 days
112.0
TCGA-DD-AAW0-01A
0 years, male, asian, stage:Stage I, alive, 2015 days
104.9
TCGA-2Y-A9GS-01A
0 years, male, white, stage:'--, dead, 724 days
100.5
TCGA-DD-A73B-01A
0 years, female, white, stage:Stage I, dead, 283 days
99.9
TCGA-ED-A7XP-01A
0 years, female, asian, stage:Stage II, alive, 400 days
96.0
TCGA-BC-A10T-01A
0 years, male, white, stage:'--, dead, 837 days
92.6
TCGA-QA-A7B7-01A
0 years, male, black or african american, stage:Stage II, alive, 94 days
91.1
TCGA-DD-AACV-01A
0 years, male, asian, stage:Stage I, alive, 1531 days
90.5
TCGA-2Y-A9HB-01A
0 years, male, stage:Stage I, alive, 260 days
87.6
TCGA-DD-AADV-01A
0 years, male, asian, stage:Stage I, alive, 574 days
85.5
TCGA-XR-A8TF-01A
0 years, male, white, stage:Stage I, dead, 693 days
83.5
TCGA-DD-A4NJ-01A
0 years, female, white, stage:Stage II, alive, 928 days
82.6
TCGA-GJ-A9DB-01A
0 years, male, white, stage:Stage I, dead, 67 days
82.4
TCGA-BC-A10W-01A
0 years, male, asian, stage:'--, dead, 91 days
80.7
TCGA-DD-AAEE-01A
0 years, male, asian, stage:Stage I, alive, 810 days
80.5
TCGA-DD-A1EE-01A
0 years, male, white, stage:Stage IIIA, dead, 349 days
80.2
TCGA-ED-A8O5-01A
0 years, female, asian, stage:Stage IIIA, alive, 406 days
78.6
TCGA-DD-A4NF-01A
0 years, male, white, stage:Stage I, alive, 942 days
78.0
TCGA-CC-5263-01A
0 years, male, asian, stage:Stage IIIA, dead, 129 days
77.8
TCGA-DD-AAW2-01A
0 years, male, asian, stage:Stage I, alive, 1855 days
77.5
TCGA-DD-AAVY-01A
0 years, male, asian, stage:Stage IIIA, alive, 1970 days
77.5
TCGA-DD-AAD2-01A
0 years, male, asian, stage:Stage I, alive, 658 days
77.3
TCGA-DD-A1EA-01A
0 years, male, asian, stage:Stage II, alive, 2415 days
77.2
TCGA-DD-AADP-01A
0 years, male, asian, stage:Stage I, alive, 458 days
77.0
TCGA-DD-AACA-01A
0 years, male, asian, stage:Stage I, alive, 2301 days
75.2
TCGA-DD-A4NA-01A
0 years, female, white, stage:Stage IIIC, alive, 1008 days
73.9
TCGA-DD-A11C-01A
0 years, male, white, stage:Stage I, alive, 662 days
73.4
TCGA-CC-A7IK-01A
0 years, male, asian, stage:Stage IIIA, dead, 262 days
73.2
TCGA-DD-A4NE-01A
0 years, female, white, stage:Stage IIIA, dead, 660 days
68.5
TCGA-DD-AAC8-01A
0 years, male, asian, stage:Stage I, dead, 16 days
68.4
TCGA-DD-AACW-01A
0 years, male, asian, stage:Stage I, alive, 1424 days
68.3
TCGA-DD-A73E-01A
0 years, male, white, stage:Stage I, alive, 44 days
68.3
TCGA-CC-A3MB-01A
0 years, male, asian, stage:Stage IIIA, dead, 315 days
68.2
TCGA-CC-5258-01A
0 years, male, asian, stage:Stage II, dead, 129 days
68.0
TCGA-EP-A26S-01A
0 years, male, white, stage:Stage I, alive, 608 days
67.5
TCGA-CC-5261-01A
0 years, male, asian, stage:Stage II, dead, 97 days
67.3
TCGA-CC-5260-01A
0 years, female, asian, stage:Stage IIIC, dead, 87 days
67.3
TCGA-5C-A9VG-01A
0 years, male, white, stage:Stage II, alive, 328 days
67.3
TCGA-DD-A4NO-01A
0 years, male, white, stage:Stage I, alive, 2245 days
66.3
TCGA-FV-A3R2-01A
0 years, male, white, stage:Stage I, dead, 194 days
63.4
TCGA-BC-A10Z-01A
0 years, female, white, stage:Stage I, dead, 34 days
63.3
TCGA-ZP-A9D0-01A
0 years, female, black or african american, stage:'--, alive, 1091 days
63.1
TCGA-DD-A118-01A
0 years, female, white, stage:Stage II, alive, 3437 days
63.1
TCGA-DD-AADL-01A
0 years, male, asian, stage:Stage I, alive, 636 days
62.9
TCGA-DD-AAVZ-01A
0 years, male, asian, stage:Stage I, alive, 1900 days
61.5
TCGA-XR-A8TG-01A
0 years, male, white, stage:Stage I, alive, 898 days
61.2
TCGA-DD-AAVW-01A
0 years, male, asian, stage:Stage I, alive, 2317 days
60.3
TCGA-DD-A39W-01A
0 years, female, white, stage:Stage III, dead, 827 days
59.6
TCGA-ZS-A9CF-01A
0 years, male, white, stage:Stage II, alive, 2412 days
59.4
TCGA-DD-A11B-01A
0 years, male, white, stage:Stage I, dead, 14 days
59.0
TCGA-DD-AADR-01A
0 years, male, asian, stage:Stage I, alive, 2028 days
58.8
TCGA-DD-AACH-01A
0 years, male, asian, stage:Stage II, dead, 195 days
57.2
TCGA-2Y-A9HA-01A
0 years, male, white, stage:Stage II, dead, 36 days
56.7
TCGA-2Y-A9GZ-01A
0 years, female, white, stage:Stage II, dead, 848 days
56.1
TCGA-DD-AAVS-01A
0 years, male, asian, stage:Stage I, alive, 1823 days
55.8
TCGA-2Y-A9GU-01A
0 years, female, white, stage:Stage I, alive, 1939 days
55.8
TCGA-DD-AADC-01A
0 years, male, asian, stage:Stage I, dead, 425 days
55.4
TCGA-DD-AAVX-01A
0 years, male, asian, stage:Stage II, alive, 1718 days
54.9
TCGA-BC-A3KG-01A
0 years, female, white, stage:Stage II, alive, 680 days
54.4
TCGA-DD-AACS-01A
0 years, male, asian, stage:Stage I, alive, 1804 days
54.4
TCGA-EP-A2KB-01A
0 years, female, white, stage:Stage I, dead, 596 days
54.2
TCGA-ZP-A9D1-01A
0 years, female, white, stage:'--, alive, 21 days
53.8
TCGA-DD-A1EH-01A
0 years, male, white, stage:Stage III, alive, 1495 days
53.3
TCGA-DD-AAEG-01A
0 years, female, asian, stage:Stage I, alive, 719 days
52.5
TCGA-DD-A1EF-01A
0 years, female, white, stage:Stage I, dead, 394 days
52.5
TCGA-DD-AAEK-01A
0 years, male, asian, stage:Stage II, alive, 1067 days
52.2
TCGA-DD-A1EL-01A
0 years, male, black or african american, stage:Stage II, dead, 415 days
52.2
TCGA-DD-A4ND-01A
0 years, female, white, stage:Stage I, alive, 2746 days
52.1
TCGA-4R-AA8I-01A
0 years, male, white, stage:Stage II, dead, 262 days
50.4
TCGA-DD-AAD3-01A
0 years, male, asian, stage:Stage I, alive, 1295 days
50.4
TCGA-BC-A10Y-01A
0 years, male, white, stage:'--, dead, 711 days
50.2
TCGA-G3-A25U-01A
0 years, female, asian, stage:Stage I, alive, 1636 days
50.1
TCGA-UB-A7MC-01A
0 years, male, white, stage:Stage IIIA, alive, 500 days
50.0
TCGA-CC-A5UE-01A
0 years, male, asian, stage:Stage IIIB, dead, 272 days
48.7
TCGA-FV-A3R3-01A
0 years, female, white, stage:Stage I, dead, 366 days
48.5
TCGA-LG-A9QC-01A
0 years, male, white, stage:Stage I, alive, 425 days
48.5
TCGA-XR-A8TC-01A
0 years, female, white, stage:Stage I, alive, 1339 days
48.4
TCGA-5R-AA1D-01A
0 years, female, white, stage:Stage IIIA, alive, 449 days
47.8
TCGA-DD-A73D-01A
0 years, female, white, stage:Stage II, alive, 693 days
47.7
TCGA-2Y-A9H9-01A
0 years, male, white, stage:Stage I, alive, 697 days
47.6
TCGA-DD-A115-01A
0 years, male, white, stage:Stage IIIA, dead, 2542 days
47.5
TCGA-DD-A113-01A
0 years, female, white, stage:Stage II, alive, 2425 days
47.5
TCGA-EP-A2KC-01A
0 years, male, black or african american, stage:Stage I, dead, 19 days
46.7
TCGA-DD-AACK-01A
0 years, male, asian, stage:Stage I, alive, 9 days
46.7
TCGA-G3-A5SI-01A
0 years, male, asian, stage:Stage II, dead, 768 days
46.4
TCGA-DD-AA3A-01A
0 years, female, white, stage:Stage I, dead, 410 days
46.2
TCGA-DD-AAD1-01A
0 years, female, asian, stage:Stage I, alive, 564 days
46.2
TCGA-FV-A4ZQ-01A
0 years, male, white, stage:Stage I, alive, 12 days
46.0
TCGA-ZP-A9CZ-01A
0 years, male, asian, stage:'--, alive, 706 days
45.9
TCGA-CC-A9FS-01A
0 years, male, asian, stage:Stage II, alive, 211 days
45.8
TCGA-DD-A4NR-01A
0 years, female, white, stage:Stage I, dead, 9 days
45.5
TCGA-UB-AA0U-01A
0 years, male, white, stage:Stage II, alive, 327 days
45.5
TCGA-DD-AAE1-01A
0 years, male, asian, stage:Stage I, alive, 552 days
45.1
TCGA-CC-A7IL-01A
0 years, male, asian, stage:Stage IIIA, dead, 278 days
45.1
TCGA-CC-A5UC-01A
0 years, male, asian, stage:Stage IIIA, dead, 347 days
44.6
TCGA-DD-AAD0-01A
0 years, female, asian, stage:Stage I, alive, 137 days
44.5
TCGA-K7-A5RG-01A
0 years, male, black or african american, stage:Stage I, alive, 519 days
44.5
TCGA-DD-AAE2-01A
0 years, male, asian, stage:Stage I, alive, 638 days
44.3
TCGA-ED-A4XI-01A
0 years, male, asian, stage:Stage II, alive, 819 days
44.1
TCGA-DD-AAE3-01A
0 years, male, asian, stage:Stage I, alive, 566 days
43.9
TCGA-G3-A25Y-01A
0 years, female, asian, stage:Stage I, dead, 452 days
43.9
TCGA-XR-A8TE-01A
0 years, male, white, stage:Stage IIIA, alive, 925 days
43.7
TCGA-HP-A5N0-01A
0 years, female, stage:'--, dead, 752 days
43.5
TCGA-ED-A66Y-01A
0 years, female, asian, stage:Stage IIIA, dead, 296 days
43.5
TCGA-G3-AAV4-01A
0 years, female, white, stage:Stage I, dead, 27 days
43.4
TCGA-CC-A8HU-01A
0 years, female, asian, stage:Stage IIIA, dead, 344 days
43.3
TCGA-2Y-A9GX-01A
0 years, male, white, stage:Stage I, alive, 2442 days
43.2
TCGA-DD-A4NK-01A
0 years, female, white, stage:Stage IIIA, dead, 1210 days
43.1
TCGA-2Y-A9H5-01A
0 years, female, white, stage:Stage I, dead, 555 days
43.0
TCGA-T1-A6J8-01A
0 years, male, white, stage:'--, alive, 23 days
42.7
TCGA-2Y-A9H4-01A
0 years, male, black or african american, stage:Stage I, alive, 1452 days
42.7
TCGA-CC-A7IH-01A
0 years, male, asian, stage:Stage IIIA, alive, 365 days
42.6
TCGA-G3-AAV5-01A
0 years, male, white, stage:Stage II, alive, 354 days
42.6
TCGA-K7-AAU7-01A
0 years, male, white, stage:Stage II, alive, 359 days
42.6
TCGA-RC-A6M4-01A
0 years, female, white, stage:Stage IIIA, alive, 22 days
42.4
TCGA-DD-A11D-01A
0 years, female, white, stage:Stage I, dead, 1560 days
42.2
TCGA-DD-A4NV-01A
0 years, male, white, stage:Stage IIIA, alive, 2398 days
42.2
TCGA-DD-AADG-01A
0 years, male, asian, stage:Stage IIIA, alive, 1145 days
41.9
TCGA-DD-AACU-01A
0 years, male, asian, stage:Stage I, alive, 1567 days
41.9
TCGA-DD-AADQ-01A
0 years, male, asian, stage:Stage II, alive, 436 days
41.9
TCGA-RC-A7SK-01A
0 years, male, asian, stage:Stage I, alive, 472 days
41.8
TCGA-DD-AACZ-01A
0 years, female, asian, stage:Stage I, dead, 171 days
41.8
TCGA-DD-AAW1-01A
0 years, male, asian, stage:Stage IIIA, alive, 1989 days
41.6
TCGA-ZP-A9CY-01A
0 years, female, white, stage:'--, alive, 782 days
41.6
TCGA-G3-A3CK-01A
0 years, male, asian, stage:Stage I, alive, 585 days
41.5
TCGA-DD-A73A-01A
0 years, male, white, stage:Stage I, alive, 728 days
41.5
TCGA-FV-A3I1-01A
0 years, female, white, stage:Stage II, dead, 247 days
41.4
TCGA-ZP-A9D2-01A
0 years, male, white, stage:'--, dead, 765 days
41.4
TCGA-5R-AAAM-01A
0 years, female, white, stage:Stage II, dead, 46 days
41.2
TCGA-BC-A216-01A
0 years, female, white, stage:Stage IIIA, alive, 1351 days
41.0
TCGA-DD-A4NB-01A
0 years, male, white, stage:Stage I, alive, 989 days
40.7
TCGA-EP-A2KA-01A
0 years, female, white, stage:Stage IIIA, dead, 627 days
40.5
TCGA-BC-A5W4-01A
0 years, male, white, stage:Stage IIIA, dead, 547 days
40.3
TCGA-ZP-A9CV-01A
0 years, male, white, stage:'--, dead, 1088 days
40.3
TCGA-DD-A4NH-01A
0 years, female, white, stage:Stage IIIB, alive, 917 days
40.0
TCGA-ZS-A9CG-01A
0 years, male, white, stage:Stage II, alive, 341 days
40.0
TCGA-EP-A12J-01A
0 years, male, black or african american, stage:Stage I, alive, 570 days
39.9
TCGA-ED-A5KG-01A
0 years, female, asian, stage:Stage II, alive, 854 days
39.9
TCGA-ZP-A9D4-01A
0 years, female, white, stage:'--, alive, 395 days
39.8
TCGA-BC-A3KF-01A
0 years, female, white, stage:Stage I, alive, 8 days
39.8
TCGA-G3-AAV2-01A
0 years, male, white, stage:Stage I, alive, 372 days
39.5
TCGA-GJ-A3OU-01A
0 years, male, white, stage:Stage I, alive, 879 days
39.2
TCGA-G3-A5SK-01A
0 years, male, white, stage:Stage I, alive, 744 days
39.0
TCGA-DD-A1EC-01A
0 years, female, white, stage:Stage I, alive, 602 days
38.8
TCGA-XR-A8TD-01A
0 years, female, white, stage:Stage IIIB, alive, 1030 days
38.7
TCGA-UB-A7MB-01A
0 years, male, white, stage:Stage II, alive, 601 days
38.6
TCGA-G3-A3CH-01A
0 years, male, asian, stage:Stage IIIA, alive, 780 days
38.6
TCGA-DD-A73F-01A
0 years, female, white, stage:Stage I, alive, 1085 days
38.6
TCGA-CC-A3MC-01A
0 years, male, asian, stage:Stage IIIA, alive, 363 days
38.5
TCGA-CC-A7IF-01A
0 years, male, asian, stage:Stage IIIA, dead, 649 days
38.4
TCGA-DD-AADD-01A
0 years, male, asian, stage:Stage I, alive, 1231 days
38.1
TCGA-2Y-A9GV-01A
0 years, female, white, stage:Stage I, dead, 2532 days
38.1
TCGA-CC-A9FW-01A
0 years, male, asian, stage:Stage IIIA, alive, 248 days
38.0
TCGA-DD-A73C-01A
0 years, female, white, stage:Stage IIIA, alive, 701 days
38.0
TCGA-PD-A5DF-01A
0 years, female, white, stage:Stage IIIB, dead, 639 days
37.7
TCGA-FV-A23B-01A
0 years, female, white, stage:Stage II, dead, 1852 days
37.4
TCGA-DD-A4NS-01A
0 years, female, white, stage:Stage I, dead, 2456 days
37.4
TCGA-ED-A7PX-01A
0 years, female, asian, stage:Stage II, alive, 6 days
37.3
TCGA-DD-A4NI-01A
0 years, male, white, stage:Stage II, alive, 816 days
37.1
TCGA-DD-A3A8-01A
0 years, male, white, stage:Stage II, dead, 11 days
37.0
TCGA-G3-A25T-01A
0 years, female, white, stage:Stage IIIA, alive, 1553 days
37.0
TCGA-DD-A1EB-01A
0 years, female, stage:Stage I, alive, 2017 days
36.9
TCGA-ED-A459-01A
0 years, male, asian, stage:Stage II, alive, 910 days
35.7
TCGA-DD-AAEI-01A
0 years, male, asian, stage:Stage I, alive, 1531 days
35.5
TCGA-DD-A1EI-01A
0 years, male, asian, stage:Stage I, alive, 183 days
35.5
TCGA-G3-AAV3-01A
0 years, female, white, stage:Stage II, alive, 412 days
35.3
TCGA-G3-A5SM-01A
0 years, male, white, stage:Stage II, alive, 520 days
35.3
TCGA-G3-AAV7-01A
0 years, male, asian, stage:Stage II, alive, 361 days
35.2
TCGA-ED-A82E-01A
0 years, female, asian, stage:Stage IIIA, alive, 408 days
35.1
TCGA-2Y-A9H6-01A
0 years, female, white, stage:Stage I, alive, 357 days
35.0
TCGA-HP-A5MZ-01A
0 years, male, stage:Stage I, dead, 91 days
35.0
TCGA-UB-A7MD-01A
0 years, male, black or african american, stage:Stage I, dead, 52 days
34.8
TCGA-G3-A5SL-01A
0 years, male, white, stage:Stage II, alive, 621 days
34.8
TCGA-UB-A7MA-01A
0 years, female, white, stage:Stage II, alive, 848 days
34.6
TCGA-DD-A4NN-01A
0 years, female, white, stage:Stage I, dead, 899 days
34.5
TCGA-MI-A75G-01A
0 years, male, white, stage:Stage II, alive, 698 days
34.2
TCGA-BW-A5NO-01A
0 years, male, black or african american, stage:Stage IIIA, alive, 20 days
34.1
TCGA-RC-A6M5-01A
0 years, female, white, stage:Stage IVA, alive, 15 days
34.1
TCGA-DD-AADU-01A
0 years, male, asian, stage:Stage II, alive, 554 days
34.0
TCGA-FV-A2QQ-01A
0 years, male, white, stage:Stage I, alive, 729 days
33.9
TCGA-DD-A1EJ-01A
0 years, female, white, stage:Stage IIIC, dead, 1005 days
33.7
TCGA-MI-A75I-01A
0 years, male, black or african american, stage:'--, alive, 630 days
33.7
TCGA-RC-A7SB-01A
0 years, male, asian, stage:Stage II, alive, 588 days
33.5
TCGA-DD-AACP-01A
0 years, male, asian, stage:Stage I, alive, 415 days
33.4
TCGA-DD-AADW-01A
0 years, male, asian, stage:Stage I, alive, 587 days
33.4
TCGA-RG-A7D4-01A
0 years, male, black or african american, stage:Stage II, alive, 1098 days
33.3
TCGA-2Y-A9H0-01A
0 years, male, white, stage:Stage IIIA, alive, 3675 days
33.3
TCGA-BC-A10U-01A
0 years, male, white, stage:'--, dead, 837 days
33.2
TCGA-UB-A7ME-01A
0 years, male, asian, stage:Stage I, alive, 486 days
33.2
TCGA-CC-5264-01A
0 years, male, asian, stage:Stage IIIA, dead, 102 days
32.9
TCGA-RC-A7S9-01A
0 years, female, asian, stage:Stage I, alive, 640 days
32.6
TCGA-DD-A4NQ-01A
0 years, male, white, stage:Stage II, dead, 373 days
32.6
TCGA-CC-A1HT-01A
0 years, male, asian, stage:Stage IIIA, dead, 101 days
32.5
TCGA-MR-A520-01A
0 years, male, white, stage:Stage I, alive, 229 days
32.4
TCGA-CC-A8HS-01A
0 years, male, asian, stage:Stage IIIC, dead, 300 days
32.2
TCGA-DD-A3A5-01A
0 years, female, white, stage:Stage III, dead, 3125 days
32.2
TCGA-KR-A7K0-01A
0 years, male, white, stage:Stage I, dead, 65 days
32.2
TCGA-DD-A1EG-01A
0 years, male, white, stage:Stage I, dead, 1372 days
32.1
TCGA-UB-AA0V-01A
0 years, female, white, stage:Stage I, alive, 314 days
32.0
TCGA-G3-A6UC-01A
0 years, male, white, stage:Stage IIIB, alive, 671 days
32.0
TCGA-BC-A217-01A
0 years, female, white, stage:Stage II, dead, 1397 days
31.7
TCGA-BC-A10X-01A
0 years, female, white, stage:Stage IIIA, dead, 770 days
31.5
TCGA-MR-A8JO-01A
0 years, male, white, stage:Stage I, alive, 330 days
31.5
TCGA-G3-A3CG-01A
0 years, male, white, stage:Stage I, alive, 673 days
31.3
TCGA-ED-A97K-01A
0 years, male, asian, stage:Stage IIIA, alive, 6 days
31.0
TCGA-2Y-A9H2-01A
0 years, female, white, stage:Stage I, alive, 1731 days
30.8
TCGA-DD-AAD8-01A
0 years, female, asian, stage:Stage I, alive, 1219 days
30.4
TCGA-DD-AACJ-01A
0 years, male, asian, stage:Stage II, alive, 2102 days
30.3
TCGA-5C-A9VH-01A
0 years, male, white, stage:Stage I, alive, 322 days
30.1
TCGA-WX-AA46-01A
0 years, male, white, stage:Stage II, alive, 756 days
30.0
TCGA-G3-A5SJ-01A
0 years, male, white, stage:Stage I, alive, 698 days
29.9
TCGA-G3-A7M9-01A
0 years, male, white, stage:Stage IIIB, dead, 56 days
29.6
TCGA-CC-A5UD-01A
0 years, male, asian, stage:Stage IIIA, dead, 304 days
29.5
TCGA-ED-A627-01A
0 years, male, white, stage:Stage I, alive, 423 days
29.1
TCGA-BC-A10Q-01A
0 years, female, white, stage:'--, dead, 1135 days
29.1
TCGA-BC-A112-01A
0 years, male, white, stage:'--, dead, 153 days
29.0
TCGA-ED-A7XO-01A
0 years, male, asian, stage:Stage IIIA, alive, 427 days
28.8
TCGA-EP-A3RK-01A
0 years, male, white, stage:Stage IIIA, alive, 363 days
28.8
TCGA-3K-AAZ8-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 396 days
28.7
TCGA-CC-A8HT-01A
0 years, male, asian, stage:Stage IIIA, dead, 140 days
28.7
TCGA-2Y-A9GT-01A
0 years, male, white, stage:Stage I, dead, 1624 days
28.5
TCGA-DD-AACF-01A
0 years, male, asian, stage:Stage I, dead, 365 days
28.0
TCGA-DD-AACX-01A
0 years, male, asian, stage:Stage II, alive, 170 days
27.8
TCGA-CC-5262-01A
0 years, male, asian, stage:Stage IIIC, dead, 103 days
27.7
TCGA-DD-AAW3-01A
0 years, male, asian, stage:Stage I, alive, 1633 days
27.7
TCGA-ZS-A9CE-01A
0 years, female, white, stage:Stage II, alive, 1241 days
27.6
TCGA-2Y-A9GW-01A
0 years, male, white, stage:Stage I, dead, 1271 days
27.2
TCGA-DD-AADK-01A
0 years, female, asian, stage:Stage II, alive, 1049 days
27.2
TCGA-CC-A7IJ-01A
0 years, male, asian, stage:Stage II, alive, 382 days
27.1
TCGA-G3-A3CI-01A
0 years, male, white, stage:Stage I, alive, 180 days
27.0
TCGA-DD-A39Y-01A
0 years, male, asian, stage:Stage I, dead, 171 days
27.0
TCGA-DD-AAVR-01A
0 years, male, asian, stage:Stage I, alive, 2513 days
27.0
TCGA-DD-AADF-01A
0 years, female, asian, stage:Stage I, dead, 115 days
26.9
TCGA-FV-A496-01A
0 years, female, white, stage:Stage I, alive, 10 days
26.8
TCGA-CC-A7IE-01A
0 years, male, asian, stage:Stage IIIA, dead, 217 days
26.6
TCGA-ED-A66X-01A
0 years, male, asian, stage:Stage IIIA, alive, 406 days
26.6
TCGA-2Y-A9H7-01A
0 years, female, white, stage:Stage I, alive, 1168 days
26.3
TCGA-DD-A1EK-01A
0 years, female, white, stage:Stage IVB, dead, 558 days
26.2
TCGA-FV-A2QR-01A
0 years, male, white, stage:Stage I, dead, 581 days
25.8
TCGA-RC-A7SF-01A
0 years, male, asian, stage:Stage I, alive, 579 days
25.8
TCGA-NI-A4U2-01A
0 years, male, white, stage:Stage IIIA, dead, 1791 days
25.7
TCGA-DD-AACY-01A
0 years, male, asian, stage:Stage I, alive, 1450 days
25.4
TCGA-DD-AADM-01A
0 years, male, asian, stage:Stage II, dead, 12 days
25.3
TCGA-DD-AAEH-01A
0 years, male, asian, stage:Stage I, alive, 784 days
24.9
TCGA-G3-A7M8-01A
0 years, male, asian, stage:Stage I, alive, 430 days
24.8
TCGA-DD-AACN-01A
0 years, male, asian, stage:Stage I, alive, 1302 days
24.6
TCGA-DD-AACE-01A
0 years, male, asian, stage:Stage I, alive, 2184 days
24.5
TCGA-G3-A25V-01A
0 years, male, white, stage:Stage I, alive, 860 days
24.4
TCGA-O8-A75V-01A
0 years, male, stage:Stage I, alive, 538 days
24.1
TCGA-DD-AAVV-01A
0 years, male, asian, stage:Stage II, alive, 2455 days
24.0
TCGA-DD-A4NG-01A
0 years, male, white, stage:Stage IIIA, dead, 802 days
23.5
TCGA-EP-A3JL-01A
0 years, male, white, stage:Stage I, alive, 303 days
23.2
TCGA-MI-A75H-01A
0 years, male, white, stage:'--, alive, 747 days
23.1
TCGA-YA-A8S7-01A
0 years, male, white, stage:Stage IIIA, dead, 412 days
23.0
TCGA-G3-A7M7-01A
0 years, male, white, stage:Stage I, alive, 361 days
23.0
TCGA-MI-A75E-01A
0 years, male, white, stage:Stage IIIC, alive, 507 days
22.8
TCGA-DD-A3A4-01A
0 years, male, white, stage:Stage IIIA, dead, 612 days
22.6
TCGA-KR-A7K8-01A
0 years, male, stage:Stage I, alive, 906 days
22.5
TCGA-ZS-A9CD-01A
0 years, male, white, stage:Stage II, dead, 1386 days
22.5
TCGA-DD-A4NL-01A
0 years, male, white, stage:Stage I, alive, 1711 days
21.5
TCGA-ED-A8O6-01A
0 years, female, asian, stage:Stage IIIA, dead, 56 days
21.4
TCGA-2Y-A9H8-01A
0 years, female, white, stage:'--, dead, 633 days
20.8
TCGA-GJ-A6C0-01A
0 years, female, white, stage:Stage II, dead, 31 days
20.8
TCGA-UB-A7MF-01A
0 years, male, white, stage:Stage IIIA, dead, 214 days
20.6
TCGA-K7-A5RF-01A
0 years, male, white, stage:Stage I, alive, 631 days
19.9
TCGA-DD-AAEA-01A
0 years, male, asian, stage:Stage I, alive, 575 days
19.9
TCGA-CC-A3M9-01A
0 years, male, asian, stage:Stage IIIA, dead, 300 days
19.7
TCGA-DD-AACC-01A
0 years, male, asian, stage:Stage I, dead, 1685 days
19.7
TCGA-BD-A3EP-01A
0 years, female, black or african american, stage:Stage I, alive, 409 days
19.7
TCGA-DD-A116-01A
0 years, male, asian, stage:Stage IIIA, dead, 1622 days
19.7
TCGA-DD-A39X-01A
0 years, female, white, stage:Stage I, dead, 1694 days
19.1
TCGA-BD-A3ER-01A
0 years, male, white, stage:Stage II, alive, 1115 days
19.1
TCGA-DD-A1ED-01A
0 years, male, white, stage:Stage I, alive, 2301 days
19.1
TCGA-DD-A39V-01A
0 years, male, white, stage:Stage II, dead, 643 days
18.7
TCGA-DD-AAD5-01A
0 years, male, asian, stage:Stage I, alive, 1345 days
18.7
TCGA-KR-A7K2-01A
0 years, male, white, stage:Stage I, alive, 829 days
18.6
TCGA-ED-A7PY-01A
0 years, female, asian, stage:Stage II, alive, 390 days
18.6
TCGA-DD-AAD6-01A
0 years, male, asian, stage:Stage IIIA, alive, 672 days
18.6
TCGA-DD-AACQ-01A
0 years, male, asian, stage:Stage II, dead, 432 days
18.5
TCGA-DD-AAVU-01A
0 years, male, asian, stage:Stage II, alive, 2202 days
18.5
TCGA-DD-AAE7-01A
0 years, male, asian, stage:Stage I, alive, 644 days
18.3
TCGA-DD-AADA-01A
0 years, female, asian, stage:Stage I, alive, 1233 days
18.3
TCGA-NI-A8LF-01A
0 years, male, white, stage:Stage I, alive, 799 days
18.2
TCGA-BC-A69I-01A
0 years, male, white, stage:Stage I, alive, 387 days
18.1
TCGA-CC-A3MA-01A
0 years, male, asian, stage:Stage IIIA, dead, 303 days
18.0
TCGA-DD-A119-01A
0 years, male, asian, stage:Stage IV, dead, 223 days
17.7
TCGA-G3-A25S-01A
0 years, male, white, stage:Stage I, dead, 416 days
17.0
TCGA-DD-AAE0-01A
0 years, female, asian, stage:Stage IIIA, alive, 555 days
17.0
TCGA-DD-AACB-01A
0 years, female, asian, stage:Stage I, alive, 2324 days
17.0
TCGA-BD-A2L6-01A
0 years, male, white, stage:'--, alive, 1363 days
16.9
TCGA-DD-AAE9-01A
0 years, male, asian, stage:Stage I, alive, 722 days
16.9
TCGA-WX-AA44-01A
0 years, female, white, stage:Stage I, alive, 615 days
16.8
TCGA-BC-A10S-01A
0 years, male, white, stage:'--, dead, 1423 days
16.8
TCGA-G3-A25Z-01A
0 years, male, asian, stage:Stage I, alive, 655 days
16.6
TCGA-G3-A7M5-01A
0 years, male, asian, stage:Stage I, alive, 447 days
16.3
TCGA-DD-A3A3-01A
0 years, male, asian, stage:Stage I, dead, 535 days
16.3
TCGA-DD-AACL-01A
0 years, female, asian, stage:Stage I, dead, 107 days
16.0
TCGA-RC-A6M6-01A
0 years, male, white, stage:Stage II, alive, 9 days
15.8
TCGA-DD-AAVQ-01A
0 years, male, asian, stage:Stage I, alive, 2728 days
15.7
TCGA-G3-AAV6-01A
0 years, female, white, stage:Stage IIIA, dead, 65 days
15.5
TCGA-LG-A9QD-01A
0 years, male, white, stage:Stage IIIA, alive, 366 days
15.1
TCGA-DD-A3A2-01A
0 years, female, white, stage:Stage I, dead, 2131 days
14.9
TCGA-DD-AACT-01A
0 years, female, asian, stage:Stage I, alive, 1562 days
14.8
TCGA-G3-A7M6-01A
0 years, female, white, stage:Stage I, alive, 632 days
14.8
TCGA-CC-A8HV-01A
0 years, female, asian, stage:Stage II, dead, 279 days
14.4
TCGA-DD-A4NP-01A
0 years, male, white, stage:Stage I, alive, 3308 days
14.3
TCGA-BC-A10R-01A
0 years, female, white, stage:'--, dead, 308 days
14.0
TCGA-DD-AAE6-01A
0 years, female, asian, stage:Stage I, alive, 141 days
13.6
TCGA-CC-A7II-01A
0 years, male, asian, stage:Stage IIIA, alive, 399 days
13.6
TCGA-DD-AADB-01A
0 years, male, asian, stage:Stage I, alive, 1242 days
13.2
TCGA-DD-AADJ-01A
0 years, female, asian, stage:Stage I, alive, 1066 days
13.1
TCGA-2Y-A9GY-01A
0 years, female, white, stage:Stage II, dead, 757 days
13.1
TCGA-WJ-A86L-01A
0 years, female, white, stage:Stage I, alive, 345 days
12.6
TCGA-FV-A3I0-01A
0 years, female, white, stage:Stage II, alive, 848 days
12.5
TCGA-DD-AAED-01A
0 years, male, asian, stage:Stage I, alive, 763 days
12.3
TCGA-DD-AAVP-01A
0 years, male, asian, stage:Stage I, alive, 2752 days
11.1
TCGA-DD-AADN-01A
0 years, male, asian, stage:Stage I, alive, 898 days
10.7
TCGA-DD-AACO-01A
0 years, male, asian, stage:Stage I, alive, 1876 days
10.6
TCGA-FV-A495-01A
0 years, female, white, stage:Stage II, alive, 1 days
10.3
TCGA-DD-AADI-01A
0 years, female, asian, stage:Stage I, alive, 1085 days
10.3
TCGA-WX-AA47-01A
0 years, female, white, stage:Stage IIIA, dead, 556 days
10.1
TCGA-BC-A110-01A
0 years, female, black or african american, stage:'--, dead, 2116 days
9.9
TCGA-DD-A3A1-01A
0 years, male, stage:Stage IIIA, dead, 233 days
9.8
TCGA-CC-A7IG-01A
0 years, male, asian, stage:Stage II, dead, 299 days
9.0
TCGA-2Y-A9H3-01A
0 years, male, white, stage:Stage II, alive, 1516 days
8.9
TCGA-RC-A7SH-01A
0 years, male, asian, stage:Stage II, alive, 468 days
8.7
TCGA-DD-AAE4-01A
0 years, female, asian, stage:Stage I, alive, 608 days
8.6
TCGA-2Y-A9H1-01A
0 years, male, white, stage:Stage I, dead, 1229 days
8.6
TCGA-WQ-AB4B-01A
0 years, male, white, stage:Stage II, alive, 395 days
8.5
TCGA-DD-AACG-01A
0 years, male, asian, stage:Stage II, dead, 469 days
8.5
TCGA-K7-A6G5-01A
0 years, male, white, stage:Stage I, alive, 512 days
8.4
TCGA-DD-AAC9-01A
0 years, male, asian, stage:Stage I, alive, 347 days
8.4
TCGA-WQ-A9G7-01A
0 years, female, white, stage:'--, alive, 30 days
8.1
TCGA-ED-A7PZ-01A
0 years, male, asian, stage:Stage II, alive, 6 days
8.0
TCGA-DD-A3A9-01A
0 years, female, white, stage:Stage IVB, dead, 931 days
8.0
TCGA-G3-A3CJ-01A
0 years, male, american indian or alaska native, stage:Stage II, alive, 594 days
8.0
TCGA-DD-A39Z-01A
0 years, female, stage:Stage II, dead, 601 days
7.8
TCGA-G3-AAV0-01A
0 years, male, asian, stage:Stage I, alive, 476 days
7.1
TCGA-DD-AACD-01A
0 years, male, asian, stage:Stage I, dead, 381 days
6.6
TCGA-G3-AAUZ-01A
0 years, male, stage:Stage I, alive, 480 days
6.3
TCGA-DD-AADO-01A
0 years, male, asian, stage:Stage I, alive, 453 days
6.2
TCGA-ES-A2HT-01A
0 years, male, black or african american, stage:Stage I, dead, 438 days
6.1
TCGA-CC-5259-01A
0 years, female, asian, stage:Stage IIIC, alive, 250 days
6.0
TCGA-5C-AAPD-01A
0 years, male, asian, stage:Stage II, alive, 20 days
5.8
TCGA-KR-A7K7-01A
0 years, female, white, stage:Stage II, alive, 951 days
5.8
TCGA-CC-A123-01A
0 years, female, asian, stage:Stage IIIA, alive, 219 days
5.6
TCGA-MI-A75C-01A
0 years, male, white, stage:Stage I, alive, 291 days
5.4
TCGA-DD-A3A6-01A
0 years, female, white, stage:Stage II, dead, 3258 days
5.4
TCGA-DD-A3A7-01A
0 years, male, stage:Stage IIIB, dead, 419 days
5.2
TCGA-G3-A25X-01A
0 years, male, asian, stage:Stage II, alive, 1779 days
5.1
TCGA-ES-A2HS-01A
0 years, male, white, stage:Stage I, dead, 688 days
4.5
TCGA-DD-AACI-01A
0 years, male, asian, stage:Stage II, alive, 1618 days
4.3
TCGA-DD-AAEB-01A
0 years, male, asian, stage:Stage I, alive, 478 days
4.0
TCGA-BC-A69H-01A
0 years, male, white, stage:Stage II, alive, 444 days
3.5
TCGA-DD-AADS-01A
0 years, male, asian, stage:Stage I, alive, 474 days
3.3
TCGA-DD-A73G-01A
0 years, female, white, stage:Stage I, alive, 3478 days
2.5
TCGA-FV-A4ZP-01A
0 years, male, white, stage:Stage IIIA, dead, 2486 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
CCNG1 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
62.0
Number of samples
231
Samples
Sample
Description
TPM
DO45163
0 years, male, NA, stage:2, alive, 960 days
216.2
DO23536
0 years, male, NA, stage:2, alive, 930 days
194.4
DO50857
0 years, male, NA, stage:2, alive, 210 days
174.7
DO50832
0 years, male, NA, stage:3, alive, 90 days
167.5
DO50802
0 years, male, NA, stage:2, alive, 930 days
162.2
DO48721
0 years, female, NA, stage:1, alive, 900 days
155.1
DO23518
0 years, male, NA, stage:2, alive, 1320 days
152.4
DO23509
0 years, male, NA, stage:3, dead, 780 days
150.8
DO45225
0 years, male, NA, stage:1, alive, 1050 days
149.8
DO45099
0 years, male, NA, stage:3, alive, 1590 days
146.7
DO45175
0 years, male, NA, stage:2, alive, 1140 days
145.6
DO23545
0 years, male, NA, stage:2, dead, 570 days
144.4
DO23538
0 years, male, NA, stage:2, alive, 450 days
141.0
DO45171
0 years, male, NA, stage:3, alive, 600 days
140.5
DO48727
0 years, female, NA, stage:2, dead, 390 days
125.3
DO45117
0 years, female, NA, stage:2, dead, 1110 days
122.7
DO50774
0 years, female, NA, stage:2, alive, 720 days
121.7
DO50807
0 years, male, NA, stage:1, alive, 540 days
115.7
DO45203
0 years, female, NA, stage:2, alive, 1170 days
114.7
DO23533
0 years, male, NA, stage:2, alive, 900 days
109.4
DO48682
0 years, female, NA, stage:3, dead, 120 days
109.0
DO45105
0 years, male, NA, stage:1, alive, 1680 days
107.6
DO45257
0 years, male, NA, stage:3, alive, 810 days
106.1
DO45093
0 years, male, NA, stage:2, dead, 720 days
105.7
DO45119
0 years, male, NA, stage:3, dead, 510 days
103.8
DO45133
0 years, male, NA, stage:3, dead, 660 days
102.9
DO23542
0 years, male, NA, stage:3, alive, 960 days
102.3
DO45145
0 years, male, NA, stage:3, dead, 60 days
101.8
DO23528
0 years, female, NA, stage:2, alive, 1020 days
99.3
DO45221
0 years, female, NA, stage:4, dead, 390 days
98.9
DO45179
0 years, female, NA, stage:2, alive, 600 days
98.6
DO45129
0 years, male, NA, stage:3, alive, 1470 days
97.8
DO23513
0 years, male, NA, stage:3, alive, 1200 days
96.7
DO45213
0 years, male, NA, stage:1, alive, 1200 days
93.0
DO50825
0 years, male, NA, stage:2, alive, 390 days
90.2
DO45123
0 years, female, NA, stage:2, dead, 570 days
89.8
DO50793
0 years, male, NA, stage:4, alive, 540 days
89.4
DO45091
0 years, male, NA, stage:2, dead, 1320 days
88.1
DO48741
0 years, male, NA, stage:3, alive, 240 days
87.5
DO23552
0 years, female, NA, stage:1, alive, 810 days
87.4
DO45096
0 years, male, NA, stage:2, dead, 1290 days
87.2
DO50859
0 years, male, NA, stage:2, alive, 180 days
86.5
DO50820
0 years, female, NA, stage:3, alive, 510 days
83.9
DO45227
0 years, female, NA, stage:2, alive, 1020 days
82.8
DO45103
0 years, male, NA, stage:3, alive, 450 days
82.7
DO45095
0 years, male, NA, stage:2, alive, 1620 days
82.5
DO45137
0 years, male, NA, stage:1, alive, 1320 days
81.9
DO45247
0 years, female, NA, stage:2, alive, 210 days
81.6
DO48751
0 years, male, NA, stage:2, dead, 480 days
80.2
DO23524
0 years, female, NA, stage:2, alive, 1050 days
79.7
DO45223
0 years, male, NA, stage:4, alive, 1020 days
77.8
DO23534
0 years, male, NA, stage:2, alive, 840 days
77.8
DO23519
0 years, male, NA, stage:3, alive, 630 days
77.7
DO45127
0 years, male, NA, stage:3, dead, 420 days
77.6
DO48706
0 years, male, NA, stage:2, alive, 870 days
77.2
DO45191
0 years, female, NA, stage:2, alive, 1200 days
75.4
DO23527
0 years, male, NA, stage:1, alive, 1050 days
74.9
DO48746
0 years, male, NA, stage:3, alive, 570 days
74.7
DO45159
0 years, male, NA, stage:3, alive, 1470 days
74.0
DO45187
0 years, female, NA, stage:1, alive, 1260 days
73.8
DO45235
0 years, female, NA, stage:1, alive, 900 days
73.4
DO45183
0 years, female, NA, stage:2, dead, 570 days
72.8
DO50844
0 years, male, NA, stage:4, alive, 300 days
72.1
DO23541
0 years, male, NA, stage:2, alive, 930 days
72.0
DO45267
0 years, male, NA, stage:3, dead, 570 days
71.8
DO45189
0 years, female, NA, stage:2, alive, 1200 days
71.4
DO23514
0 years, male, NA, stage:2, alive, 1290 days
71.3
DO23510
0 years, female, NA, stage:2, alive, 870 days
71.2
DO50822
0 years, male, NA, stage:2, alive, 510 days
71.0
DO45169
0 years, male, NA, stage:3, alive, 1350 days
70.3
DO50815
0 years, male, NA, stage:3, alive, 150 days
70.3
DO50850
0 years, male, NA, stage:3, alive, 720 days
69.3
DO23529
0 years, male, NA, stage:4, alive, 930 days
69.3
DO45113
0 years, male, NA, stage:3, alive, 1560 days
69.1
DO45253
0 years, male, NA, stage:2, alive, 870 days
68.7
DO50776
0 years, male, NA, stage:1, alive, 690 days
68.2
DO50789
0 years, female, NA, stage:2, alive, 570 days
68.2
DO45237
0 years, male, NA, stage:2, alive, 900 days
67.2
DO23546
0 years, male, NA, stage:2, alive, 1050 days
67.1
DO45207
0 years, male, NA, stage:1, alive, 1050 days
66.7
DO50809
0 years, male, NA, stage:3, dead, 720 days
65.8
DO45143
0 years, male, NA, stage:3, alive, 1290 days
65.7
DO50816
0 years, male, NA, stage:2, alive, 390 days
65.6
DO48681
0 years, male, NA, stage:2, alive, 900 days
64.6
DO45219
0 years, male, NA, stage:2, alive, 1080 days
63.6
DO48733
0 years, male, NA, stage:2, alive, 600 days
61.9
DO48695
0 years, male, NA, stage:2, alive, 720 days
61.0
DO45199
0 years, female, NA, stage:2, alive, 1350 days
60.7
DO50808
0 years, male, NA, stage:2, alive, 570 days
59.3
DO45229
0 years, male, NA, stage:1, alive, 990 days
59.3
DO45239
0 years, male, NA, stage:2, alive, 870 days
59.1
DO48761
0 years, male, NA, stage:2, alive, 870 days
59.1
DO45157
0 years, male, NA, stage:2, alive, 1980 days
59.0
DO45097
0 years, male, NA, stage:3, alive, 1620 days
58.9
DO23516
0 years, male, NA, stage:3, dead, 20 days
58.3
DO50787
0 years, male, NA, stage:3, alive, 480 days
57.4
DO45121
0 years, male, NA, stage:3, alive, 1530 days
57.3
DO50811
0 years, male, NA, stage:1, alive, 450 days
57.3
DO45135
0 years, male, NA, stage:1, alive, 1410 days
57.3
DO227801
0 years, female, NA, stage:1, alive, 660 days
56.9
DO48730
0 years, female, NA, stage:2, alive, 630 days
56.9
DO48723
0 years, male, NA, stage:1, alive, 600 days
56.8
DO45233
0 years, male, NA, stage:3, alive, 900 days
56.6
DO48732
0 years, male, NA, stage:3, alive, 630 days
56.6
DO45107
0 years, female, NA, stage:2, alive, 1710 days
56.4
DO50839
0 years, female, NA, stage:3, alive, 330 days
56.1
DO23550
0 years, male, NA, stage:1, alive, 990 days
54.9
DO48700
0 years, female, NA, stage:2, alive, 810 days
54.6
DO50840
0 years, male, NA, stage:2, alive, 330 days
54.5
DO48725
0 years, male, NA, stage:1, alive, 780 days
54.3
DO50829
0 years, male, NA, stage:3, alive, 570 days
54.1
DO45261
0 years, male, NA, stage:3, alive, 990 days
54.0
DO48704
0 years, female, NA, stage:3, alive, 750 days
52.0
DO48677
0 years, male, NA, stage:3, alive, 1140 days
51.9
DO45173
0 years, male, NA, stage:3, alive, 1170 days
51.2
DO45185
0 years, male, NA, stage:2, alive, 600 days
50.0
DO45197
0 years, male, NA, stage:2, alive, 1170 days
49.8
DO45111
0 years, male, NA, stage:2, alive, 1590 days
49.8
DO48728
0 years, female, NA, stage:2, alive, 150 days
49.2
DO50818
0 years, male, NA, stage:2, alive, 510 days
49.1
DO45305
0 years, male, NA, stage:4, alive, 300 days
49.1
DO45275
0 years, male, NA, stage:3, dead, 10 days
49.0
DO45265
0 years, male, NA, stage:3, alive, 1020 days
49.0
DO23537
0 years, male, NA, stage:2, dead, 900 days
48.7
DO23551
0 years, male, NA, stage:3, dead, 150 days
48.7
DO45231
0 years, male, NA, stage:2, alive, 930 days
48.6
DO23512
0 years, male, NA, stage:1, alive, 1260 days
48.6
DO45141
0 years, male, NA, stage:2, alive, 1320 days
48.5
DO50791
0 years, female, NA, stage:1, dead, 480 days
48.5
DO23535
0 years, male, NA, stage:1, alive, 960 days
48.4
DO23531
0 years, female, NA, stage:3, alive, 900 days
48.4
DO48717
0 years, male, NA, stage:4, dead, 180 days
48.2
DO50798
0 years, male, NA, stage:3, dead, 30 days
48.0
DO23549
0 years, male, NA, stage:3, alive, 990 days
48.0
DO48672
0 years, male, NA, stage:2, alive, 450 days
47.6
DO50803
0 years, female, NA, stage:1, alive, 540 days
47.3
DO50819
0 years, female, NA, stage:2, alive, 510 days
46.7
DO50783
0 years, male, NA, stage:3, alive, 480 days
46.7
DO48760
0 years, female, NA, stage:2, alive, 690 days
46.5
DO45201
0 years, male, NA, stage:1, alive, 900 days
46.4
DO50814
0 years, male, NA, stage:3, alive, 420 days
46.2
DO45161
0 years, male, NA, stage:2, dead, 540 days
45.9
DO45177
0 years, female, NA, stage:3, alive, 1260 days
45.8
DO48715
0 years, female, NA, stage:2, dead, 690 days
45.5
DO45281
0 years, male, NA, stage:4, alive, 750 days
45.1
DO48716
0 years, male, NA, stage:2, alive, 720 days
44.9
DO23517
0 years, male, NA, stage:2, alive, 1200 days
44.6
DO45303
0 years, female, NA, stage:3, alive, 990 days
44.6
DO45101
0 years, male, NA, stage:2, alive, 1680 days
44.6
DO23532
0 years, female, NA, stage:1, alive, 960 days
44.5
DO50785
0 years, male, NA, stage:4, dead, 90 days
44.5
DO23521
0 years, male, NA, stage:3, alive, 1110 days
44.5
DO45153
0 years, female, NA, stage:2, alive, 1380 days
44.4
DO48697
0 years, female, NA, stage:2, dead, 810 days
44.3
DO48719
0 years, male, NA, stage:2, alive, 690 days
44.2
DO23523
0 years, male, NA, stage:3, alive, 1080 days
43.8
DO48712
0 years, male, NA, stage:2, alive, 810 days
43.8
DO45149
0 years, female, NA, stage:2, alive, 1260 days
43.7
DO45139
0 years, male, NA, stage:3, alive, 1320 days
43.5
DO48736
0 years, female, NA, stage:1, alive, 600 days
43.0
DO45251
0 years, female, NA, stage:2, alive, 900 days
42.7
DO45181
0 years, female, NA, stage:2, alive, 1200 days
42.4
DO48742
0 years, male, NA, stage:2, alive, 600 days
42.1
DO45255
0 years, male, NA, stage:3, alive, 720 days
42.0
DO50804
0 years, male, NA, stage:2, alive, 720 days
41.5
DO48757
0 years, female, NA, stage:3, alive, 480 days
41.4
DO50778
0 years, male, NA, stage:4, alive, 630 days
41.2
DO45109
0 years, male, NA, stage:2, alive, 1590 days
41.1
DO48720
0 years, female, NA, stage:2, alive, 570 days
40.8
DO45245
0 years, female, NA, stage:2, dead, 240 days
40.5
DO227643
0 years, male, NA, stage:2, alive, 1260 days
39.8
DO23540
0 years, male, NA, stage:1, alive, 750 days
39.6
DO23508
0 years, female, NA, stage:2, alive, 390 days
39.2
DO45092
0 years, male, NA, stage:4, dead, 1200 days
38.9
DO50799
0 years, female, NA, stage:2, alive, 540 days
38.4
DO45277
0 years, male, NA, stage:3, alive, 600 days
38.4
DO45287
0 years, male, NA, stage:1, alive, 390 days
38.2
DO45094
0 years, male, NA, stage:3, alive, 1650 days
38.2
DO45243
0 years, female, NA, stage:3, alive, 930 days
38.0
DO23543
0 years, male, NA, stage:2, alive, 1020 days
37.6
DO45263
0 years, male, NA, stage:3, dead, 270 days
37.5
DO48693
0 years, male, NA, stage:2, alive, 900 days
37.1
DO48701
0 years, male, NA, stage:2, alive, 780 days
36.4
DO45273
0 years, male, NA, stage:2, alive, 480 days
36.4
DO45165
0 years, male, NA, stage:2, alive, 690 days
36.2
DO23525
0 years, male, NA, stage:4, alive, 1050 days
36.1
DO45279
0 years, male, NA, stage:3, alive, 1290 days
36.1
DO48759
0 years, male, NA, stage:3, alive, 720 days
35.9
DO50805
0 years, male, NA, stage:2, alive, 690 days
35.6
DO23539
0 years, male, NA, stage:1, alive, 1110 days
35.5
DO23515
0 years, male, NA, stage:2, alive, 1230 days
34.8
DO45307
0 years, female, NA, stage:4, dead, 240 days
34.8
DO45205
0 years, female, NA, stage:2, dead, 90 days
34.8
DO23547
0 years, male, NA, stage:1, alive, 1020 days
34.3
DO48743
0 years, female, NA, stage:2, alive, 570 days
34.3
DO45283
0 years, male, NA, stage:3, alive, 510 days
34.0
DO50813
0 years, male, NA, stage:2, alive, 420 days
33.9
DO45259
0 years, male, NA, stage:3, alive, 330 days
33.8
DO45125
0 years, male, NA, stage:3, alive, 1680 days
33.4
DO23530
0 years, male, NA, stage:4, dead, 180 days
33.2
DO48679
0 years, male, NA, stage:2, alive, 1200 days
33.1
DO45301
0 years, male, NA, stage:2, dead, 1440 days
32.3
DO48737
0 years, male, NA, stage:1, alive, 720 days
31.6
DO45241
0 years, male, NA, stage:1, alive, 1080 days
31.1
DO45195
0 years, male, NA, stage:1, alive, 390 days
31.0
DO50855
0 years, male, NA, stage:2, alive, 570 days
30.9
DO45299
0 years, female, NA, stage:1, alive, 1440 days
30.8
DO45297
0 years, female, NA, stage:4, dead, 1260 days
30.3
DO45115
0 years, male, NA, stage:2, alive, 840 days
30.1
DO45269
0 years, male, NA, stage:3, alive, 750 days
29.9
DO23544
0 years, male, NA, stage:2, alive, 960 days
29.8
DO45217
0 years, female, NA, stage:3, dead, 270 days
29.6
DO50845
0 years, male, NA, stage:3, alive, 210 days
29.1
DO45193
0 years, female, NA, stage:4, dead, 120 days
29.0
DO50806
0 years, male, NA, stage:4, alive, 540 days
28.9
DO45167
0 years, male, NA, stage:2, dead, 1440 days
27.5
DO45289
0 years, female, NA, stage:3, alive, 360 days
27.5
DO50800
0 years, male, NA, stage:2, alive, 510 days
27.1
DO50817
0 years, male, NA, stage:2, alive, 390 days
25.7
DO45249
0 years, male, NA, stage:1, alive, 630 days
25.6
DO45131
0 years, male, NA, stage:4, dead, 360 days
24.7
DO45155
0 years, male, NA, stage:2, alive, 2160 days
24.2
DO23548
0 years, female, NA, stage:1, alive, 840 days
24.0
DO48674
0 years, male, NA, stage:2, alive, 1260 days
23.0
DO23526
0 years, male, NA, stage:3, alive, 1050 days
22.5
DO45285
0 years, male, NA, stage:3, alive, 480 days
22.3
DO45215
0 years, male, NA, stage:2, alive, 1170 days
21.8
DO48747
0 years, male, NA, stage:3, alive, 540 days
14.1
DO23511
0 years, female, NA, stage:3, dead, 180 days
13.3
DO45209
0 years, male, NA, stage:4, alive, 1350 days
12.8
DO45211
0 years, male, NA, stage:3, alive, 240 days
11.7
Show allShow less
LIVER HEPATOCELLULAR CARCINOMA - Protein relative expression (CPTAC)
Number of samples
330
Samples
Sample ID
Sample type
nRPX
471
Tumor
N/A
351
Tumor
N/A
472
Normal
N/A
231
Tumor
N/A
352
Normal
N/A
473
Tumor
N/A
111
Normal
N/A
232
Normal
N/A
353
Tumor
N/A
474
Normal
N/A
112
Tumor
N/A
354
Normal
N/A
113
Tumor
N/A
355
Tumor
N/A
114
Normal
N/A
356
Normal
N/A
477
Tumor
N/A
357
Tumor
N/A
478
Normal
N/A
358
Normal
N/A
911
Tumor
N/A
912
Normal
N/A
913
Tumor
N/A
914
Normal
N/A
915
Tumor
N/A
916
Normal
N/A
917
Tumor
N/A
918
Normal
N/A
481
Tumor
N/A
361
Tumor
N/A
482
Normal
N/A
362
Normal
N/A
483
Tumor
N/A
363
Tumor
N/A
484
Normal
N/A
364
Normal
N/A
123
Tumor
N/A
365
Tumor
N/A
124
Normal
N/A
366
Normal
N/A
487
Tumor
N/A
125
Tumor
N/A
367
Tumor
N/A
488
Normal
N/A
126
Normal
N/A
368
Normal
N/A
127
Tumor
N/A
128
Normal
N/A
921
Tumor
N/A
922
Normal
N/A
923
Tumor
N/A
924
Normal
N/A
925
Tumor
N/A
926
Normal
N/A
491
Tumor
N/A
492
Normal
N/A
493
Tumor
N/A
131
Tumor
N/A
494
Normal
N/A
132
Normal
N/A
375
Tumor
N/A
376
Normal
N/A
497
Tumor
N/A
135
Tumor
N/A
498
Normal
N/A
136
Normal
N/A
257
Tumor
N/A
137
Tumor
N/A
258
Normal
N/A
138
Normal
N/A
813
Tumor
N/A
814
Normal
N/A
815
Tumor
N/A
816
Normal
N/A
937
Tumor
N/A
817
Tumor
N/A
938
Normal
N/A
818
Normal
N/A
261
Tumor
N/A
141
Tumor
N/A
262
Normal
N/A
383
Tumor
N/A
142
Normal
N/A
384
Normal
N/A
385
Tumor
N/A
386
Normal
N/A
145
Tumor
N/A
387
Tumor
N/A
146
Normal
N/A
267
Tumor
N/A
388
Normal
N/A
147
Tumor
N/A
268
Normal
N/A
148
Normal
N/A
943
Tumor
N/A
823
Tumor
N/A
944
Normal
N/A
824
Normal
N/A
1022
Normal
N/A
1021
Tumor
N/A
391
Tumor
N/A
271
Tumor
N/A
392
Normal
N/A
272
Normal
N/A
393
Tumor
N/A
394
Normal
N/A
395
Tumor
N/A
396
Normal
N/A
277
Tumor
N/A
1016
Normal
N/A
278
Normal
N/A
1015
Tumor
N/A
1014
Normal
N/A
951
Tumor
N/A
1013
Tumor
N/A
952
Normal
N/A
953
Tumor
N/A
954
Normal
N/A
713
Tumor
N/A
955
Tumor
N/A
714
Normal
N/A
956
Normal
N/A
715
Tumor
N/A
957
Tumor
N/A
716
Normal
N/A
958
Normal
N/A
1032
Normal
N/A
1031
Tumor
N/A
161
Tumor
N/A
162
Normal
N/A
283
Tumor
N/A
284
Normal
N/A
285
Tumor
N/A
286
Normal
N/A
1028
Normal
N/A
1027
Tumor
N/A
1026
Normal
N/A
1025
Tumor
N/A
721
Tumor
N/A
963
Tumor
N/A
722
Normal
N/A
964
Normal
N/A
723
Tumor
N/A
965
Tumor
N/A
724
Normal
N/A
966
Normal
N/A
967
Tumor
N/A
968
Normal
N/A
727
Tumor
N/A
728
Normal
N/A
1044
Normal
N/A
1043
Tumor
N/A
1042
Normal
N/A
1041
Tumor
N/A
171
Tumor
N/A
172
Normal
N/A
297
Tumor
N/A
298
Normal
N/A
851
Tumor
N/A
852
Normal
N/A
975
Tumor
N/A
976
Normal
N/A
977
Tumor
N/A
615
Tumor
N/A
857
Tumor
N/A
978
Normal
N/A
616
Normal
N/A
737
Tumor
N/A
858
Normal
N/A
617
Tumor
N/A
738
Normal
N/A
618
Normal
N/A
185
Tumor
N/A
186
Normal
N/A
187
Tumor
N/A
188
Normal
N/A
981
Tumor
N/A
861
Tumor
N/A
982
Normal
N/A
741
Tumor
N/A
862
Normal
N/A
983
Tumor
N/A
742
Normal
N/A
863
Tumor
N/A
984
Normal
N/A
1046
Normal
N/A
743
Tumor
N/A
864
Normal
N/A
1045
Tumor
N/A
744
Normal
N/A
865
Tumor
N/A
745
Tumor
N/A
866
Normal
N/A
746
Normal
N/A
867
Tumor
N/A
868
Normal
N/A
627
Tumor
N/A
628
Normal
N/A
191
Tumor
N/A
192
Normal
N/A
195
Tumor
N/A
196
Normal
N/A
873
Tumor
N/A
874
Normal
N/A
513
Tumor
N/A
755
Tumor
N/A
514
Normal
N/A
635
Tumor
N/A
756
Normal
N/A
877
Tumor
N/A
515
Tumor
N/A
636
Normal
N/A
878
Normal
N/A
516
Normal
N/A
517
Tumor
N/A
518
Normal
N/A
881
Tumor
N/A
882
Normal
N/A
641
Tumor
N/A
883
Tumor
N/A
642
Normal
N/A
884
Normal
N/A
523
Tumor
N/A
524
Normal
N/A
525
Tumor
N/A
526
Normal
N/A
647
Tumor
N/A
527
Tumor
N/A
648
Normal
N/A
528
Normal
N/A
411
Tumor
N/A
412
Normal
N/A
533
Tumor
N/A
413
Tumor
N/A
534
Normal
N/A
414
Normal
N/A
535
Tumor
N/A
777
Tumor
N/A
415
Tumor
N/A
536
Normal
N/A
778
Normal
N/A
416
Normal
N/A
537
Tumor
N/A
538
Normal
N/A
661
Tumor
N/A
662
Normal
N/A
421
Tumor
N/A
663
Tumor
N/A
422
Normal
N/A
664
Normal
N/A
785
Tumor
N/A
423
Tumor
N/A
665
Tumor
N/A
786
Normal
N/A
424
Normal
N/A
545
Tumor
N/A
666
Normal
N/A
425
Tumor
N/A
546
Normal
N/A
426
Normal
N/A
427
Tumor
N/A
428
Normal
N/A
671
Tumor
N/A
672
Normal
N/A
431
Tumor
N/A
311
Tumor
N/A
432
Normal
N/A
553
Tumor
N/A
312
Normal
N/A
433
Tumor
N/A
554
Normal
N/A
313
Tumor
N/A
434
Normal
N/A
314
Normal
N/A
435
Tumor
N/A
436
Normal
N/A
557
Tumor
N/A
558
Normal
N/A
563
Tumor
N/A
443
Tumor
N/A
564
Normal
N/A
685
Tumor
N/A
444
Normal
N/A
686
Normal
N/A
445
Tumor
N/A
446
Normal
N/A
567
Tumor
N/A
447
Tumor
N/A
568
Normal
N/A
327
Tumor
N/A
448
Normal
N/A
328
Normal
N/A
571
Tumor
N/A
451
Tumor
N/A
572
Normal
N/A
331
Tumor
N/A
452
Normal
N/A
573
Tumor
N/A
211
Tumor
N/A
332
Normal
N/A
574
Normal
N/A
695
Tumor
N/A
212
Normal
N/A
696
Normal
N/A
213
Tumor
N/A
455
Tumor
N/A
697
Tumor
N/A
214
Normal
N/A
456
Normal
N/A
698
Normal
N/A
217
Tumor
N/A
218
Normal
N/A
461
Tumor
N/A
341
Tumor
N/A
462
Normal
N/A
221
Tumor
N/A
342
Normal
N/A
463
Tumor
N/A
222
Normal
N/A
343
Tumor
N/A
464
Normal
N/A
223
Tumor
N/A
344
Normal
N/A
465
Tumor
N/A
224
Normal
N/A
466
Normal
N/A
467
Tumor
N/A
468
Normal
N/A
227
Tumor
N/A
228
Normal
N/A
Show allShow less
LIVER CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
