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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.
AZIN1 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
32.4
Number of samples
362
Samples
Sample
Description
TPM
TCGA-CC-A7II-01A
0 years, male, asian, stage:Stage IIIA, alive, 399 days
127.2
TCGA-DD-A1EE-01A
0 years, male, white, stage:Stage IIIA, dead, 349 days
125.1
TCGA-GJ-A3OU-01A
0 years, male, white, stage:Stage I, alive, 879 days
112.6
TCGA-CC-5258-01A
0 years, male, asian, stage:Stage II, dead, 129 days
111.9
TCGA-DD-A1EI-01A
0 years, male, asian, stage:Stage I, alive, 183 days
107.3
TCGA-DD-AACH-01A
0 years, male, asian, stage:Stage II, dead, 195 days
98.5
TCGA-CC-5263-01A
0 years, male, asian, stage:Stage IIIA, dead, 129 days
88.3
TCGA-DD-AAD1-01A
0 years, female, asian, stage:Stage I, alive, 564 days
86.8
TCGA-DD-A4NR-01A
0 years, female, white, stage:Stage I, dead, 9 days
80.7
TCGA-O8-A75V-01A
0 years, male, stage:Stage I, alive, 538 days
80.5
TCGA-CC-A9FS-01A
0 years, male, asian, stage:Stage II, alive, 211 days
79.9
TCGA-XR-A8TC-01A
0 years, female, white, stage:Stage I, alive, 1339 days
78.3
TCGA-ED-A66X-01A
0 years, male, asian, stage:Stage IIIA, alive, 406 days
78.1
TCGA-BC-A10W-01A
0 years, male, asian, stage:'--, dead, 91 days
76.6
TCGA-DD-A1EF-01A
0 years, female, white, stage:Stage I, dead, 394 days
76.5
TCGA-DD-AAVW-01A
0 years, male, asian, stage:Stage I, alive, 2317 days
76.3
TCGA-CC-A7IK-01A
0 years, male, asian, stage:Stage IIIA, dead, 262 days
74.4
TCGA-G3-A5SL-01A
0 years, male, white, stage:Stage II, alive, 621 days
72.6
TCGA-DD-AACN-01A
0 years, male, asian, stage:Stage I, alive, 1302 days
71.1
TCGA-CC-5264-01A
0 years, male, asian, stage:Stage IIIA, dead, 102 days
69.9
TCGA-DD-AAVZ-01A
0 years, male, asian, stage:Stage I, alive, 1900 days
69.1
TCGA-ED-A8O6-01A
0 years, female, asian, stage:Stage IIIA, dead, 56 days
68.0
TCGA-DD-AAD2-01A
0 years, male, asian, stage:Stage I, alive, 658 days
67.5
TCGA-CC-A8HS-01A
0 years, male, asian, stage:Stage IIIC, dead, 300 days
66.5
TCGA-FV-A4ZQ-01A
0 years, male, white, stage:Stage I, alive, 12 days
66.2
TCGA-G3-AAV1-01A
0 years, male, asian, stage:Stage IIIC, dead, 359 days
65.6
TCGA-CC-5261-01A
0 years, male, asian, stage:Stage II, dead, 97 days
64.7
TCGA-DD-A4NG-01A
0 years, male, white, stage:Stage IIIA, dead, 802 days
64.6
TCGA-UB-AA0U-01A
0 years, male, white, stage:Stage II, alive, 327 days
64.4
TCGA-ZS-A9CD-01A
0 years, male, white, stage:Stage II, dead, 1386 days
62.7
TCGA-DD-AAW2-01A
0 years, male, asian, stage:Stage I, alive, 1855 days
61.8
TCGA-DD-A3A3-01A
0 years, male, asian, stage:Stage I, dead, 535 days
61.8
TCGA-DD-AAEK-01A
0 years, male, asian, stage:Stage II, alive, 1067 days
60.6
TCGA-2Y-A9GW-01A
0 years, male, white, stage:Stage I, dead, 1271 days
60.2
TCGA-DD-AACA-01A
0 years, male, asian, stage:Stage I, alive, 2301 days
59.5
TCGA-2Y-A9H5-01A
0 years, female, white, stage:Stage I, dead, 555 days
59.0
TCGA-DD-AACZ-01A
0 years, female, asian, stage:Stage I, dead, 171 days
58.5
TCGA-ZP-A9D2-01A
0 years, male, white, stage:'--, dead, 765 days
58.0
TCGA-5R-AAAM-01A
0 years, female, white, stage:Stage II, dead, 46 days
57.5
TCGA-EP-A2KC-01A
0 years, male, black or african american, stage:Stage I, dead, 19 days
57.1
TCGA-DD-A1EH-01A
0 years, male, white, stage:Stage III, alive, 1495 days
56.9
TCGA-5C-A9VH-01A
0 years, male, white, stage:Stage I, alive, 322 days
56.7
TCGA-DD-AAW1-01A
0 years, male, asian, stage:Stage IIIA, alive, 1989 days
56.6
TCGA-K7-AAU7-01A
0 years, male, white, stage:Stage II, alive, 359 days
56.4
TCGA-DD-AADY-01A
0 years, female, asian, stage:Stage I, alive, 555 days
56.3
TCGA-CC-A3MC-01A
0 years, male, asian, stage:Stage IIIA, alive, 363 days
54.8
TCGA-ED-A459-01A
0 years, male, asian, stage:Stage II, alive, 910 days
54.0
TCGA-G3-AAV7-01A
0 years, male, asian, stage:Stage II, alive, 361 days
53.4
TCGA-CC-A3MB-01A
0 years, male, asian, stage:Stage IIIA, dead, 315 days
53.2
TCGA-DD-AAE1-01A
0 years, male, asian, stage:Stage I, alive, 552 days
53.0
TCGA-CC-5260-01A
0 years, female, asian, stage:Stage IIIC, dead, 87 days
52.7
TCGA-DD-AAW0-01A
0 years, male, asian, stage:Stage I, alive, 2015 days
52.6
TCGA-DD-AAVS-01A
0 years, male, asian, stage:Stage I, alive, 1823 days
52.6
TCGA-DD-AAC8-01A
0 years, male, asian, stage:Stage I, dead, 16 days
52.4
TCGA-DD-AACY-01A
0 years, male, asian, stage:Stage I, alive, 1450 days
52.0
TCGA-RC-A7SF-01A
0 years, male, asian, stage:Stage I, alive, 579 days
52.0
TCGA-ZS-A9CG-01A
0 years, male, white, stage:Stage II, alive, 341 days
52.0
TCGA-ED-A97K-01A
0 years, male, asian, stage:Stage IIIA, alive, 6 days
51.9
TCGA-ED-A7XP-01A
0 years, female, asian, stage:Stage II, alive, 400 days
51.5
TCGA-UB-A7MC-01A
0 years, male, white, stage:Stage IIIA, alive, 500 days
51.0
TCGA-HP-A5MZ-01A
0 years, male, stage:Stage I, dead, 91 days
50.6
TCGA-DD-A4NA-01A
0 years, female, white, stage:Stage IIIC, alive, 1008 days
50.3
TCGA-DD-A4NJ-01A
0 years, female, white, stage:Stage II, alive, 928 days
50.2
TCGA-DD-AAVV-01A
0 years, male, asian, stage:Stage II, alive, 2455 days
50.2
TCGA-LG-A9QD-01A
0 years, male, white, stage:Stage IIIA, alive, 366 days
49.5
TCGA-DD-A118-01A
0 years, female, white, stage:Stage II, alive, 3437 days
48.6
TCGA-DD-A1EG-01A
0 years, male, white, stage:Stage I, dead, 1372 days
48.2
TCGA-DD-AADD-01A
0 years, male, asian, stage:Stage I, alive, 1231 days
48.2
TCGA-DD-AADW-01A
0 years, male, asian, stage:Stage I, alive, 587 days
47.8
TCGA-EP-A12J-01A
0 years, male, black or african american, stage:Stage I, alive, 570 days
47.2
TCGA-DD-A39Y-01A
0 years, male, asian, stage:Stage I, dead, 171 days
47.1
TCGA-DD-A4NO-01A
0 years, male, white, stage:Stage I, alive, 2245 days
46.9
TCGA-BC-A10S-01A
0 years, male, white, stage:'--, dead, 1423 days
46.7
TCGA-DD-A119-01A
0 years, male, asian, stage:Stage IV, dead, 223 days
46.6
TCGA-G3-A3CH-01A
0 years, male, asian, stage:Stage IIIA, alive, 780 days
46.5
TCGA-DD-AAEG-01A
0 years, female, asian, stage:Stage I, alive, 719 days
46.3
TCGA-DD-A113-01A
0 years, female, white, stage:Stage II, alive, 2425 days
45.9
TCGA-2Y-A9GX-01A
0 years, male, white, stage:Stage I, alive, 2442 days
45.5
TCGA-FV-A3R2-01A
0 years, male, white, stage:Stage I, dead, 194 days
44.9
TCGA-RG-A7D4-01A
0 years, male, black or african american, stage:Stage II, alive, 1098 days
44.3
TCGA-5C-A9VG-01A
0 years, male, white, stage:Stage II, alive, 328 days
43.9
TCGA-CC-A1HT-01A
0 years, male, asian, stage:Stage IIIA, dead, 101 days
43.9
TCGA-ED-A5KG-01A
0 years, female, asian, stage:Stage II, alive, 854 days
43.9
TCGA-DD-A73B-01A
0 years, female, white, stage:Stage I, dead, 283 days
43.7
TCGA-CC-A3MA-01A
0 years, male, asian, stage:Stage IIIA, dead, 303 days
43.6
TCGA-DD-A4NK-01A
0 years, female, white, stage:Stage IIIA, dead, 1210 days
43.3
TCGA-DD-AADB-01A
0 years, male, asian, stage:Stage I, alive, 1242 days
43.3
TCGA-2Y-A9HA-01A
0 years, male, white, stage:Stage II, dead, 36 days
43.2
TCGA-ZP-A9D4-01A
0 years, female, white, stage:'--, alive, 395 days
42.7
TCGA-ZP-A9CV-01A
0 years, male, white, stage:'--, dead, 1088 days
42.2
TCGA-FV-A3I1-01A
0 years, female, white, stage:Stage II, dead, 247 days
42.1
TCGA-CC-A5UE-01A
0 years, male, asian, stage:Stage IIIB, dead, 272 days
42.0
TCGA-DD-A1EA-01A
0 years, male, asian, stage:Stage II, alive, 2415 days
42.0
TCGA-DD-AAE9-01A
0 years, male, asian, stage:Stage I, alive, 722 days
41.8
TCGA-G3-A3CG-01A
0 years, male, white, stage:Stage I, alive, 673 days
41.7
TCGA-CC-A7IJ-01A
0 years, male, asian, stage:Stage II, alive, 382 days
41.5
TCGA-DD-A4NS-01A
0 years, female, white, stage:Stage I, dead, 2456 days
41.0
TCGA-DD-AADC-01A
0 years, male, asian, stage:Stage I, dead, 425 days
40.8
TCGA-RC-A6M6-01A
0 years, male, white, stage:Stage II, alive, 9 days
40.2
TCGA-DD-AAD0-01A
0 years, female, asian, stage:Stage I, alive, 137 days
40.1
TCGA-ZP-A9D1-01A
0 years, female, white, stage:'--, alive, 21 days
39.9
TCGA-DD-AACW-01A
0 years, male, asian, stage:Stage I, alive, 1424 days
39.8
TCGA-FV-A2QQ-01A
0 years, male, white, stage:Stage I, alive, 729 days
39.6
TCGA-DD-A1EL-01A
0 years, male, black or african american, stage:Stage II, dead, 415 days
39.2
TCGA-CC-A9FW-01A
0 years, male, asian, stage:Stage IIIA, alive, 248 days
39.0
TCGA-LG-A9QC-01A
0 years, male, white, stage:Stage I, alive, 425 days
38.9
TCGA-DD-A11B-01A
0 years, male, white, stage:Stage I, dead, 14 days
38.8
TCGA-CC-A3M9-01A
0 years, male, asian, stage:Stage IIIA, dead, 300 days
38.4
TCGA-CC-A7IH-01A
0 years, male, asian, stage:Stage IIIA, alive, 365 days
38.4
TCGA-DD-AADK-01A
0 years, female, asian, stage:Stage II, alive, 1049 days
38.4
TCGA-DD-A4NF-01A
0 years, male, white, stage:Stage I, alive, 942 days
37.7
TCGA-DD-A1EJ-01A
0 years, female, white, stage:Stage IIIC, dead, 1005 days
37.6
TCGA-ED-A7PX-01A
0 years, female, asian, stage:Stage II, alive, 6 days
37.5
TCGA-2Y-A9GV-01A
0 years, female, white, stage:Stage I, dead, 2532 days
37.2
TCGA-XR-A8TE-01A
0 years, male, white, stage:Stage IIIA, alive, 925 days
37.0
TCGA-G3-A7M7-01A
0 years, male, white, stage:Stage I, alive, 361 days
37.0
TCGA-RC-A6M4-01A
0 years, female, white, stage:Stage IIIA, alive, 22 days
36.3
TCGA-DD-AACB-01A
0 years, female, asian, stage:Stage I, alive, 2324 days
36.3
TCGA-WX-AA44-01A
0 years, female, white, stage:Stage I, alive, 615 days
36.2
TCGA-EP-A2KA-01A
0 years, female, white, stage:Stage IIIA, dead, 627 days
36.1
TCGA-DD-AAD6-01A
0 years, male, asian, stage:Stage IIIA, alive, 672 days
36.1
TCGA-K7-A6G5-01A
0 years, male, white, stage:Stage I, alive, 512 days
35.9
TCGA-ED-A66Y-01A
0 years, female, asian, stage:Stage IIIA, dead, 296 days
35.9
TCGA-DD-AADP-01A
0 years, male, asian, stage:Stage I, alive, 458 days
35.9
TCGA-BC-A10U-01A
0 years, male, white, stage:'--, dead, 837 days
35.9
TCGA-DD-A1EC-01A
0 years, female, white, stage:Stage I, alive, 602 days
35.6
TCGA-DD-A4ND-01A
0 years, female, white, stage:Stage I, alive, 2746 days
35.4
TCGA-DD-A39W-01A
0 years, female, white, stage:Stage III, dead, 827 days
35.2
TCGA-DD-A4NH-01A
0 years, female, white, stage:Stage IIIB, alive, 917 days
34.9
TCGA-DD-AACJ-01A
0 years, male, asian, stage:Stage II, alive, 2102 days
34.7
TCGA-DD-AAVY-01A
0 years, male, asian, stage:Stage IIIA, alive, 1970 days
34.6
TCGA-KR-A7K8-01A
0 years, male, stage:Stage I, alive, 906 days
34.6
TCGA-CC-A8HV-01A
0 years, female, asian, stage:Stage II, dead, 279 days
34.6
TCGA-DD-A4NE-01A
0 years, female, white, stage:Stage IIIA, dead, 660 days
34.2
TCGA-4R-AA8I-01A
0 years, male, white, stage:Stage II, dead, 262 days
34.1
TCGA-5R-AA1C-01A
0 years, male, white, stage:Stage II, alive, 520 days
34.1
TCGA-DD-AADQ-01A
0 years, male, asian, stage:Stage II, alive, 436 days
33.9
TCGA-BC-A112-01A
0 years, male, white, stage:'--, dead, 153 days
33.7
TCGA-XR-A8TG-01A
0 years, male, white, stage:Stage I, alive, 898 days
33.6
TCGA-MI-A75H-01A
0 years, male, white, stage:'--, alive, 747 days
33.3
TCGA-DD-AACT-01A
0 years, female, asian, stage:Stage I, alive, 1562 days
33.2
TCGA-ED-A8O5-01A
0 years, female, asian, stage:Stage IIIA, alive, 406 days
33.0
TCGA-DD-AAW3-01A
0 years, male, asian, stage:Stage I, alive, 1633 days
33.0
TCGA-DD-AAVX-01A
0 years, male, asian, stage:Stage II, alive, 1718 days
32.9
TCGA-DD-A73D-01A
0 years, female, white, stage:Stage II, alive, 693 days
32.9
TCGA-DD-A1EB-01A
0 years, female, stage:Stage I, alive, 2017 days
32.8
TCGA-BD-A3EP-01A
0 years, female, black or african american, stage:Stage I, alive, 409 days
32.8
TCGA-DD-AACS-01A
0 years, male, asian, stage:Stage I, alive, 1804 days
32.6
TCGA-DD-A73A-01A
0 years, male, white, stage:Stage I, alive, 728 days
32.5
TCGA-MI-A75I-01A
0 years, male, black or african american, stage:'--, alive, 630 days
32.2
TCGA-G3-A7M9-01A
0 years, male, white, stage:Stage IIIB, dead, 56 days
32.2
TCGA-DD-A4NQ-01A
0 years, male, white, stage:Stage II, dead, 373 days
32.1
TCGA-LG-A6GG-01A
0 years, female, white, stage:Stage II, alive, 387 days
32.1
TCGA-EP-A3RK-01A
0 years, male, white, stage:Stage IIIA, alive, 363 days
32.0
TCGA-DD-AAD5-01A
0 years, male, asian, stage:Stage I, alive, 1345 days
31.8
TCGA-G3-A5SJ-01A
0 years, male, white, stage:Stage I, alive, 698 days
31.8
TCGA-RC-A7SK-01A
0 years, male, asian, stage:Stage I, alive, 472 days
31.6
TCGA-UB-A7MA-01A
0 years, female, white, stage:Stage II, alive, 848 days
31.4
TCGA-G3-A7M6-01A
0 years, female, white, stage:Stage I, alive, 632 days
31.2
TCGA-G3-A25Y-01A
0 years, female, asian, stage:Stage I, dead, 452 days
30.9
TCGA-ED-A627-01A
0 years, male, white, stage:Stage I, alive, 423 days
30.8
TCGA-DD-AACK-01A
0 years, male, asian, stage:Stage I, alive, 9 days
30.6
TCGA-DD-AACU-01A
0 years, male, asian, stage:Stage I, alive, 1567 days
30.6
TCGA-YA-A8S7-01A
0 years, male, white, stage:Stage IIIA, dead, 412 days
30.6
TCGA-DD-AA3A-01A
0 years, female, white, stage:Stage I, dead, 410 days
30.3
TCGA-BC-A10X-01A
0 years, female, white, stage:Stage IIIA, dead, 770 days
30.3
TCGA-FV-A3I0-01A
0 years, female, white, stage:Stage II, alive, 848 days
30.1
TCGA-2Y-A9H2-01A
0 years, female, white, stage:Stage I, alive, 1731 days
30.0
TCGA-DD-AAEE-01A
0 years, male, asian, stage:Stage I, alive, 810 days
29.4
TCGA-EP-A3JL-01A
0 years, male, white, stage:Stage I, alive, 303 days
29.4
TCGA-ZP-A9D0-01A
0 years, female, black or african american, stage:'--, alive, 1091 days
29.2
TCGA-DD-A114-01A
0 years, male, black or african american, stage:Stage II, dead, 1149 days
29.0
TCGA-DD-AAD3-01A
0 years, male, asian, stage:Stage I, alive, 1295 days
28.9
TCGA-CC-A7IE-01A
0 years, male, asian, stage:Stage IIIA, dead, 217 days
28.8
TCGA-BC-A3KF-01A
0 years, female, white, stage:Stage I, alive, 8 days
28.7
TCGA-UB-A7MD-01A
0 years, male, black or african american, stage:Stage I, dead, 52 days
28.7
TCGA-DD-AACX-01A
0 years, male, asian, stage:Stage II, alive, 170 days
28.6
TCGA-DD-AADU-01A
0 years, male, asian, stage:Stage II, alive, 554 days
28.5
TCGA-DD-A11C-01A
0 years, male, white, stage:Stage I, alive, 662 days
28.4
TCGA-EP-A2KB-01A
0 years, female, white, stage:Stage I, dead, 596 days
28.3
TCGA-DD-A4NN-01A
0 years, female, white, stage:Stage I, dead, 899 days
28.2
TCGA-CC-A7IL-01A
0 years, male, asian, stage:Stage IIIA, dead, 278 days
28.2
TCGA-MI-A75C-01A
0 years, male, white, stage:Stage I, alive, 291 days
28.1
TCGA-DD-AAE0-01A
0 years, female, asian, stage:Stage IIIA, alive, 555 days
28.0
TCGA-DD-A73E-01A
0 years, male, white, stage:Stage I, alive, 44 days
28.0
TCGA-KR-A7K7-01A
0 years, female, white, stage:Stage II, alive, 951 days
27.9
TCGA-FV-A23B-01A
0 years, female, white, stage:Stage II, dead, 1852 days
27.9
TCGA-BC-A8YO-01A
0 years, female, white, stage:Stage IIIC, alive, 562 days
27.8
TCGA-G3-AAV5-01A
0 years, male, white, stage:Stage II, alive, 354 days
27.1
TCGA-UB-A7MB-01A
0 years, male, white, stage:Stage II, alive, 601 days
27.1
TCGA-DD-AADL-01A
0 years, male, asian, stage:Stage I, alive, 636 days
26.9
TCGA-DD-A3A8-01A
0 years, male, white, stage:Stage II, dead, 11 days
26.8
TCGA-3K-AAZ8-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 396 days
26.8
TCGA-DD-A39X-01A
0 years, female, white, stage:Stage I, dead, 1694 days
26.8
TCGA-DD-A39V-01A
0 years, male, white, stage:Stage II, dead, 643 days
26.6
TCGA-DD-AAED-01A
0 years, male, asian, stage:Stage I, alive, 763 days
26.5
TCGA-DD-A4NV-01A
0 years, male, white, stage:Stage IIIA, alive, 2398 days
26.5
TCGA-CC-5262-01A
0 years, male, asian, stage:Stage IIIC, dead, 103 days
26.4
TCGA-G3-AAV4-01A
0 years, female, white, stage:Stage I, dead, 27 days
26.2
TCGA-DD-A116-01A
0 years, male, asian, stage:Stage IIIA, dead, 1622 days
26.0
TCGA-DD-AADA-01A
0 years, female, asian, stage:Stage I, alive, 1233 days
25.8
TCGA-G3-A25U-01A
0 years, female, asian, stage:Stage I, alive, 1636 days
25.6
TCGA-BC-A10R-01A
0 years, female, white, stage:'--, dead, 308 days
25.5
TCGA-CC-A8HT-01A
0 years, male, asian, stage:Stage IIIA, dead, 140 days
25.3
TCGA-DD-AAVR-01A
0 years, male, asian, stage:Stage I, alive, 2513 days
25.3
TCGA-WQ-A9G7-01A
0 years, female, white, stage:'--, alive, 30 days
25.2
TCGA-DD-AAEH-01A
0 years, male, asian, stage:Stage I, alive, 784 days
25.2
TCGA-UB-A7ME-01A
0 years, male, asian, stage:Stage I, alive, 486 days
25.1
TCGA-G3-AAV6-01A
0 years, female, white, stage:Stage IIIA, dead, 65 days
24.6
TCGA-CC-A7IF-01A
0 years, male, asian, stage:Stage IIIA, dead, 649 days
24.6
TCGA-DD-A1ED-01A
0 years, male, white, stage:Stage I, alive, 2301 days
24.6
TCGA-G3-A3CK-01A
0 years, male, asian, stage:Stage I, alive, 585 days
24.4
TCGA-G3-A25Z-01A
0 years, male, asian, stage:Stage I, alive, 655 days
24.3
TCGA-FV-A496-01A
0 years, female, white, stage:Stage I, alive, 10 days
24.3
TCGA-GJ-A9DB-01A
0 years, male, white, stage:Stage I, dead, 67 days
24.3
TCGA-FV-A3R3-01A
0 years, female, white, stage:Stage I, dead, 366 days
24.1
TCGA-ED-A82E-01A
0 years, female, asian, stage:Stage IIIA, alive, 408 days
23.9
TCGA-DD-AAVQ-01A
0 years, male, asian, stage:Stage I, alive, 2728 days
23.7
TCGA-DD-AACI-01A
0 years, male, asian, stage:Stage II, alive, 1618 days
23.7
TCGA-ZP-A9CY-01A
0 years, female, white, stage:'--, alive, 782 days
23.3
TCGA-ZS-A9CF-01A
0 years, male, white, stage:Stage II, alive, 2412 days
23.3
TCGA-DD-A73C-01A
0 years, female, white, stage:Stage IIIA, alive, 701 days
23.2
TCGA-BD-A3ER-01A
0 years, male, white, stage:Stage II, alive, 1115 days
23.2
TCGA-CC-A8HU-01A
0 years, female, asian, stage:Stage IIIA, dead, 344 days
23.0
TCGA-DD-A11D-01A
0 years, female, white, stage:Stage I, dead, 1560 days
22.9
TCGA-FV-A2QR-01A
0 years, male, white, stage:Stage I, dead, 581 days
22.8
TCGA-2Y-A9GU-01A
0 years, female, white, stage:Stage I, alive, 1939 days
22.7
TCGA-DD-AAEI-01A
0 years, male, asian, stage:Stage I, alive, 1531 days
22.7
TCGA-DD-AACP-01A
0 years, male, asian, stage:Stage I, alive, 415 days
22.2
TCGA-DD-AACD-01A
0 years, male, asian, stage:Stage I, dead, 381 days
22.1
TCGA-KR-A7K0-01A
0 years, male, white, stage:Stage I, dead, 65 days
22.1
TCGA-BC-A10Q-01A
0 years, female, white, stage:'--, dead, 1135 days
21.8
TCGA-DD-A4NL-01A
0 years, male, white, stage:Stage I, alive, 1711 days
21.7
TCGA-2Y-A9H1-01A
0 years, male, white, stage:Stage I, dead, 1229 days
21.6
TCGA-G3-AAV2-01A
0 years, male, white, stage:Stage I, alive, 372 days
21.6
TCGA-G3-A25V-01A
0 years, male, white, stage:Stage I, alive, 860 days
21.6
TCGA-CC-5259-01A
0 years, female, asian, stage:Stage IIIC, alive, 250 days
21.6
TCGA-EP-A26S-01A
0 years, male, white, stage:Stage I, alive, 608 days
21.5
TCGA-NI-A8LF-01A
0 years, male, white, stage:Stage I, alive, 799 days
21.3
TCGA-2Y-A9H8-01A
0 years, female, white, stage:'--, dead, 633 days
21.3
TCGA-G3-A7M8-01A
0 years, male, asian, stage:Stage I, alive, 430 days
21.2
TCGA-CC-A5UC-01A
0 years, male, asian, stage:Stage IIIA, dead, 347 days
21.2
TCGA-DD-AAE2-01A
0 years, male, asian, stage:Stage I, alive, 638 days
21.2
TCGA-ZP-A9CZ-01A
0 years, male, asian, stage:'--, alive, 706 days
21.1
TCGA-G3-A5SM-01A
0 years, male, white, stage:Stage II, alive, 520 days
20.9
TCGA-ED-A7PY-01A
0 years, female, asian, stage:Stage II, alive, 390 days
20.8
TCGA-G3-AAV3-01A
0 years, female, white, stage:Stage II, alive, 412 days
20.6
TCGA-DD-AACE-01A
0 years, male, asian, stage:Stage I, alive, 2184 days
20.6
TCGA-DD-AADI-01A
0 years, female, asian, stage:Stage I, alive, 1085 days
20.6
TCGA-DD-A39Z-01A
0 years, female, stage:Stage II, dead, 601 days
20.4
TCGA-CC-A5UD-01A
0 years, male, asian, stage:Stage IIIA, dead, 304 days
20.3
TCGA-MI-A75E-01A
0 years, male, white, stage:Stage IIIC, alive, 507 days
20.3
TCGA-GJ-A6C0-01A
0 years, female, white, stage:Stage II, dead, 31 days
20.2
TCGA-ED-A4XI-01A
0 years, male, asian, stage:Stage II, alive, 819 days
19.9
TCGA-2Y-A9H6-01A
0 years, female, white, stage:Stage I, alive, 357 days
19.6
TCGA-RC-A7SH-01A
0 years, male, asian, stage:Stage II, alive, 468 days
19.6
TCGA-BC-A3KG-01A
0 years, female, white, stage:Stage II, alive, 680 days
19.4
TCGA-DD-A4NB-01A
0 years, male, white, stage:Stage I, alive, 989 days
19.4
TCGA-UB-AA0V-01A
0 years, female, white, stage:Stage I, alive, 314 days
19.3
TCGA-KR-A7K2-01A
0 years, male, white, stage:Stage I, alive, 829 days
19.3
TCGA-DD-A4NP-01A
0 years, male, white, stage:Stage I, alive, 3308 days
19.2
TCGA-DD-AAVU-01A
0 years, male, asian, stage:Stage II, alive, 2202 days
19.1
TCGA-DD-A4NI-01A
0 years, male, white, stage:Stage II, alive, 816 days
18.9
TCGA-BW-A5NO-01A
0 years, male, black or african american, stage:Stage IIIA, alive, 20 days
18.9
TCGA-K7-A5RG-01A
0 years, male, black or african american, stage:Stage I, alive, 519 days
18.9
TCGA-G3-A5SI-01A
0 years, male, asian, stage:Stage II, dead, 768 days
18.7
TCGA-DD-A1EK-01A
0 years, female, white, stage:Stage IVB, dead, 558 days
18.3
TCGA-WJ-A86L-01A
0 years, female, white, stage:Stage I, alive, 345 days
18.3
TCGA-DD-AADV-01A
0 years, male, asian, stage:Stage I, alive, 574 days
18.3
TCGA-BC-A216-01A
0 years, female, white, stage:Stage IIIA, alive, 1351 days
18.0
TCGA-DD-AADG-01A
0 years, male, asian, stage:Stage IIIA, alive, 1145 days
17.9
TCGA-5R-AA1D-01A
0 years, female, white, stage:Stage IIIA, alive, 449 days
17.8
TCGA-XR-A8TF-01A
0 years, male, white, stage:Stage I, dead, 693 days
17.7
TCGA-DD-AACF-01A
0 years, male, asian, stage:Stage I, dead, 365 days
17.6
TCGA-CC-A7IG-01A
0 years, male, asian, stage:Stage II, dead, 299 days
17.5
TCGA-BC-A10Z-01A
0 years, female, white, stage:Stage I, dead, 34 days
17.5
TCGA-2Y-A9GS-01A
0 years, male, white, stage:'--, dead, 724 days
17.4
TCGA-DD-AACV-01A
0 years, male, asian, stage:Stage I, alive, 1531 days
17.4
TCGA-WQ-AB4B-01A
0 years, male, white, stage:Stage II, alive, 395 days
17.3
TCGA-WX-AA46-01A
0 years, male, white, stage:Stage II, alive, 756 days
17.2
TCGA-BC-A10T-01A
0 years, male, white, stage:'--, dead, 837 days
17.2
TCGA-G3-A5SK-01A
0 years, male, white, stage:Stage I, alive, 744 days
17.0
TCGA-PD-A5DF-01A
0 years, female, white, stage:Stage IIIB, dead, 639 days
16.7
TCGA-DD-AAE7-01A
0 years, male, asian, stage:Stage I, alive, 644 days
16.7
TCGA-G3-A3CJ-01A
0 years, male, american indian or alaska native, stage:Stage II, alive, 594 days
16.5
TCGA-2Y-A9GY-01A
0 years, female, white, stage:Stage II, dead, 757 days
16.3
TCGA-HP-A5N0-01A
0 years, female, stage:'--, dead, 752 days
15.8
TCGA-BC-A10Y-01A
0 years, male, white, stage:'--, dead, 711 days
15.7
TCGA-T1-A6J8-01A
0 years, male, white, stage:'--, alive, 23 days
15.6
TCGA-DD-AADR-01A
0 years, male, asian, stage:Stage I, alive, 2028 days
15.6
TCGA-DD-AACL-01A
0 years, female, asian, stage:Stage I, dead, 107 days
15.5
TCGA-DD-AACC-01A
0 years, male, asian, stage:Stage I, dead, 1685 days
15.3
TCGA-QA-A7B7-01A
0 years, male, black or african american, stage:Stage II, alive, 94 days
15.1
TCGA-2Y-A9H0-01A
0 years, male, white, stage:Stage IIIA, alive, 3675 days
15.0
TCGA-BC-A69H-01A
0 years, male, white, stage:Stage II, alive, 444 days
14.9
TCGA-MR-A8JO-01A
0 years, male, white, stage:Stage I, alive, 330 days
14.9
TCGA-G3-A6UC-01A
0 years, male, white, stage:Stage IIIB, alive, 671 days
14.8
TCGA-DD-A3A7-01A
0 years, male, stage:Stage IIIB, dead, 419 days
14.6
TCGA-BC-A110-01A
0 years, female, black or african american, stage:'--, dead, 2116 days
14.4
TCGA-2Y-A9HB-01A
0 years, male, stage:Stage I, alive, 260 days
14.3
TCGA-G3-A25X-01A
0 years, male, asian, stage:Stage II, alive, 1779 days
14.1
TCGA-DD-AADM-01A
0 years, male, asian, stage:Stage II, dead, 12 days
14.0
TCGA-G3-A25T-01A
0 years, female, white, stage:Stage IIIA, alive, 1553 days
14.0
TCGA-2Y-A9H9-01A
0 years, male, white, stage:Stage I, alive, 697 days
14.0
TCGA-2Y-A9H7-01A
0 years, female, white, stage:Stage I, alive, 1168 days
13.9
TCGA-DD-A3A4-01A
0 years, male, white, stage:Stage IIIA, dead, 612 days
13.8
TCGA-DD-A73F-01A
0 years, female, white, stage:Stage I, alive, 1085 days
13.7
TCGA-5C-AAPD-01A
0 years, male, asian, stage:Stage II, alive, 20 days
13.6
TCGA-2Y-A9GT-01A
0 years, male, white, stage:Stage I, dead, 1624 days
13.5
TCGA-MR-A520-01A
0 years, male, white, stage:Stage I, alive, 229 days
13.2
TCGA-XR-A8TD-01A
0 years, female, white, stage:Stage IIIB, alive, 1030 days
13.2
TCGA-DD-AACQ-01A
0 years, male, asian, stage:Stage II, dead, 432 days
13.2
TCGA-DD-A3A1-01A
0 years, male, stage:Stage IIIA, dead, 233 days
13.2
TCGA-ZS-A9CE-01A
0 years, female, white, stage:Stage II, alive, 1241 days
13.1
TCGA-RC-A6M5-01A
0 years, female, white, stage:Stage IVA, alive, 15 days
13.0
TCGA-DD-A115-01A
0 years, male, white, stage:Stage IIIA, dead, 2542 days
12.6
TCGA-G3-A25S-01A
0 years, male, white, stage:Stage I, dead, 416 days
12.5
TCGA-MI-A75G-01A
0 years, male, white, stage:Stage II, alive, 698 days
12.5
TCGA-ED-A7XO-01A
0 years, male, asian, stage:Stage IIIA, alive, 427 days
12.4
TCGA-ED-A7PZ-01A
0 years, male, asian, stage:Stage II, alive, 6 days
12.4
TCGA-BC-A69I-01A
0 years, male, white, stage:Stage I, alive, 387 days
12.0
TCGA-DD-A3A9-01A
0 years, female, white, stage:Stage IVB, dead, 931 days
11.9
TCGA-DD-AAEA-01A
0 years, male, asian, stage:Stage I, alive, 575 days
11.8
TCGA-G3-AAUZ-01A
0 years, male, stage:Stage I, alive, 480 days
11.8
TCGA-DD-AADJ-01A
0 years, female, asian, stage:Stage I, alive, 1066 days
11.7
TCGA-UB-A7MF-01A
0 years, male, white, stage:Stage IIIA, dead, 214 days
11.5
TCGA-DD-AACG-01A
0 years, male, asian, stage:Stage II, dead, 469 days
11.3
TCGA-2Y-A9GZ-01A
0 years, female, white, stage:Stage II, dead, 848 days
11.2
TCGA-K7-A5RF-01A
0 years, male, white, stage:Stage I, alive, 631 days
11.2
TCGA-DD-AAE6-01A
0 years, female, asian, stage:Stage I, alive, 141 days
11.1
TCGA-RC-A7SB-01A
0 years, male, asian, stage:Stage II, alive, 588 days
10.7
TCGA-BD-A2L6-01A
0 years, male, white, stage:'--, alive, 1363 days
10.6
TCGA-DD-AAVP-01A
0 years, male, asian, stage:Stage I, alive, 2752 days
9.8
TCGA-ES-A2HT-01A
0 years, male, black or african american, stage:Stage I, dead, 438 days
9.7
TCGA-CC-A123-01A
0 years, female, asian, stage:Stage IIIA, alive, 219 days
9.6
TCGA-BC-A217-01A
0 years, female, white, stage:Stage II, dead, 1397 days
9.1
TCGA-RC-A7S9-01A
0 years, female, asian, stage:Stage I, alive, 640 days
8.9
TCGA-DD-A3A2-01A
0 years, female, white, stage:Stage I, dead, 2131 days
8.8
TCGA-BC-A5W4-01A
0 years, male, white, stage:Stage IIIA, dead, 547 days
8.7
TCGA-DD-A3A5-01A
0 years, female, white, stage:Stage III, dead, 3125 days
8.6
TCGA-G3-A7M5-01A
0 years, male, asian, stage:Stage I, alive, 447 days
8.6
TCGA-NI-A4U2-01A
0 years, male, white, stage:Stage IIIA, dead, 1791 days
8.5
TCGA-2Y-A9H4-01A
0 years, male, black or african american, stage:Stage I, alive, 1452 days
8.4
TCGA-DD-AADO-01A
0 years, male, asian, stage:Stage I, alive, 453 days
8.3
TCGA-DD-AAE3-01A
0 years, male, asian, stage:Stage I, alive, 566 days
8.2
TCGA-DD-AAC9-01A
0 years, male, asian, stage:Stage I, alive, 347 days
8.2
TCGA-G3-A3CI-01A
0 years, male, white, stage:Stage I, alive, 180 days
8.0
TCGA-DD-AADN-01A
0 years, male, asian, stage:Stage I, alive, 898 days
7.9
TCGA-DD-AADF-01A
0 years, female, asian, stage:Stage I, dead, 115 days
7.0
TCGA-DD-AAEB-01A
0 years, male, asian, stage:Stage I, alive, 478 days
6.7
TCGA-DD-AAD8-01A
0 years, female, asian, stage:Stage I, alive, 1219 days
6.2
TCGA-G3-AAV0-01A
0 years, male, asian, stage:Stage I, alive, 476 days
5.7
TCGA-FV-A495-01A
0 years, female, white, stage:Stage II, alive, 1 days
5.5
TCGA-2Y-A9H3-01A
0 years, male, white, stage:Stage II, alive, 1516 days
5.5
TCGA-ES-A2HS-01A
0 years, male, white, stage:Stage I, dead, 688 days
5.2
TCGA-WX-AA47-01A
0 years, female, white, stage:Stage IIIA, dead, 556 days
4.9
TCGA-DD-AAE4-01A
0 years, female, asian, stage:Stage I, alive, 608 days
4.8
TCGA-DD-A3A6-01A
0 years, female, white, stage:Stage II, dead, 3258 days
4.4
TCGA-DD-AACO-01A
0 years, male, asian, stage:Stage I, alive, 1876 days
4.3
TCGA-DD-A73G-01A
0 years, female, white, stage:Stage I, alive, 3478 days
4.1
TCGA-FV-A4ZP-01A
0 years, male, white, stage:Stage IIIA, dead, 2486 days
3.6
TCGA-DD-AADS-01A
0 years, male, asian, stage:Stage I, alive, 474 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.
AZIN1 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
37.6
Number of samples
231
Samples
Sample
Description
TPM
DO48672
0 years, male, NA, stage:2, alive, 450 days
181.3
DO45239
0 years, male, NA, stage:2, alive, 870 days
135.3
DO45245
0 years, female, NA, stage:2, dead, 240 days
114.6
DO50850
0 years, male, NA, stage:3, alive, 720 days
113.3
DO45279
0 years, male, NA, stage:3, alive, 1290 days
99.3
DO45267
0 years, male, NA, stage:3, dead, 570 days
95.1
DO45163
0 years, male, NA, stage:2, alive, 960 days
91.0
DO45119
0 years, male, NA, stage:3, dead, 510 days
90.3
DO45165
0 years, male, NA, stage:2, alive, 690 days
86.6
DO48720
0 years, female, NA, stage:2, alive, 570 days
82.0
DO50806
0 years, male, NA, stage:4, alive, 540 days
81.5
DO23521
0 years, male, NA, stage:3, alive, 1110 days
80.3
DO50822
0 years, male, NA, stage:2, alive, 510 days
80.3
DO45257
0 years, male, NA, stage:3, alive, 810 days
79.9
DO50805
0 years, male, NA, stage:2, alive, 690 days
78.0
DO50785
0 years, male, NA, stage:4, dead, 90 days
77.4
DO45269
0 years, male, NA, stage:3, alive, 750 days
75.3
DO45247
0 years, female, NA, stage:2, alive, 210 days
75.3
DO45189
0 years, female, NA, stage:2, alive, 1200 days
75.0
DO45121
0 years, male, NA, stage:3, alive, 1530 days
74.8
DO45169
0 years, male, NA, stage:3, alive, 1350 days
74.5
DO45093
0 years, male, NA, stage:2, dead, 720 days
72.8
DO45161
0 years, male, NA, stage:2, dead, 540 days
71.9
DO50859
0 years, male, NA, stage:2, alive, 180 days
69.7
DO45299
0 years, female, NA, stage:1, alive, 1440 days
69.1
DO48704
0 years, female, NA, stage:3, alive, 750 days
67.9
DO227801
0 years, female, NA, stage:1, alive, 660 days
64.9
DO48733
0 years, male, NA, stage:2, alive, 600 days
64.3
DO45171
0 years, male, NA, stage:3, alive, 600 days
64.1
DO45213
0 years, male, NA, stage:1, alive, 1200 days
62.0
DO23509
0 years, male, NA, stage:3, dead, 780 days
61.7
DO48700
0 years, female, NA, stage:2, alive, 810 days
60.6
DO48706
0 years, male, NA, stage:2, alive, 870 days
60.5
DO23535
0 years, male, NA, stage:1, alive, 960 days
57.6
DO45103
0 years, male, NA, stage:3, alive, 450 days
56.7
DO45251
0 years, female, NA, stage:2, alive, 900 days
55.8
DO45183
0 years, female, NA, stage:2, dead, 570 days
55.4
DO48695
0 years, male, NA, stage:2, alive, 720 days
55.2
DO45191
0 years, female, NA, stage:2, alive, 1200 days
54.7
DO45155
0 years, male, NA, stage:2, alive, 2160 days
54.7
DO45223
0 years, male, NA, stage:4, alive, 1020 days
54.6
DO50811
0 years, male, NA, stage:1, alive, 450 days
54.5
DO45307
0 years, female, NA, stage:4, dead, 240 days
54.3
DO23519
0 years, male, NA, stage:3, alive, 630 days
53.7
DO45253
0 years, male, NA, stage:2, alive, 870 days
53.7
DO48716
0 years, male, NA, stage:2, alive, 720 days
53.4
DO48751
0 years, male, NA, stage:2, dead, 480 days
53.0
DO45243
0 years, female, NA, stage:3, alive, 930 days
52.5
DO45157
0 years, male, NA, stage:2, alive, 1980 days
52.0
DO45227
0 years, female, NA, stage:2, alive, 1020 days
50.9
DO45221
0 years, female, NA, stage:4, dead, 390 days
50.8
DO50799
0 years, female, NA, stage:2, alive, 540 days
50.8
DO45219
0 years, male, NA, stage:2, alive, 1080 days
50.3
DO50774
0 years, female, NA, stage:2, alive, 720 days
49.6
DO48736
0 years, female, NA, stage:1, alive, 600 days
48.9
DO45211
0 years, male, NA, stage:3, alive, 240 days
48.3
DO45205
0 years, female, NA, stage:2, dead, 90 days
48.0
DO45131
0 years, male, NA, stage:4, dead, 360 days
47.2
DO45263
0 years, male, NA, stage:3, dead, 270 days
46.9
DO23510
0 years, female, NA, stage:2, alive, 870 days
46.7
DO45143
0 years, male, NA, stage:3, alive, 1290 days
46.3
DO50778
0 years, male, NA, stage:4, alive, 630 days
45.8
DO48730
0 years, female, NA, stage:2, alive, 630 days
44.6
DO50820
0 years, female, NA, stage:3, alive, 510 days
44.2
DO23546
0 years, male, NA, stage:2, alive, 1050 days
44.1
DO45159
0 years, male, NA, stage:3, alive, 1470 days
43.6
DO45275
0 years, male, NA, stage:3, dead, 10 days
43.5
DO23524
0 years, female, NA, stage:2, alive, 1050 days
43.4
DO50798
0 years, male, NA, stage:3, dead, 30 days
43.2
DO45273
0 years, male, NA, stage:2, alive, 480 days
43.2
DO45199
0 years, female, NA, stage:2, alive, 1350 days
42.9
DO23529
0 years, male, NA, stage:4, alive, 930 days
42.8
DO48757
0 years, female, NA, stage:3, alive, 480 days
42.8
DO45113
0 years, male, NA, stage:3, alive, 1560 days
42.6
DO50789
0 years, female, NA, stage:2, alive, 570 days
42.2
DO48746
0 years, male, NA, stage:3, alive, 570 days
42.2
DO45203
0 years, female, NA, stage:2, alive, 1170 days
41.9
DO45217
0 years, female, NA, stage:3, dead, 270 days
41.9
DO45197
0 years, male, NA, stage:2, alive, 1170 days
41.8
DO45187
0 years, female, NA, stage:1, alive, 1260 days
41.6
DO50829
0 years, male, NA, stage:3, alive, 570 days
41.5
DO45225
0 years, male, NA, stage:1, alive, 1050 days
41.3
DO48712
0 years, male, NA, stage:2, alive, 810 days
40.9
DO45201
0 years, male, NA, stage:1, alive, 900 days
40.8
DO48723
0 years, male, NA, stage:1, alive, 600 days
40.0
DO48743
0 years, female, NA, stage:2, alive, 570 days
39.9
DO45091
0 years, male, NA, stage:2, dead, 1320 days
39.8
DO45265
0 years, male, NA, stage:3, alive, 1020 days
39.2
DO48697
0 years, female, NA, stage:2, dead, 810 days
39.1
DO23533
0 years, male, NA, stage:2, alive, 900 days
39.1
DO45153
0 years, female, NA, stage:2, alive, 1380 days
39.0
DO45095
0 years, male, NA, stage:2, alive, 1620 days
38.9
DO23542
0 years, male, NA, stage:3, alive, 960 days
38.1
DO45097
0 years, male, NA, stage:3, alive, 1620 days
37.6
DO50803
0 years, female, NA, stage:1, alive, 540 days
37.4
DO45141
0 years, male, NA, stage:2, alive, 1320 days
36.8
DO45231
0 years, male, NA, stage:2, alive, 930 days
36.7
DO48717
0 years, male, NA, stage:4, dead, 180 days
36.4
DO45193
0 years, female, NA, stage:4, dead, 120 days
36.3
DO45137
0 years, male, NA, stage:1, alive, 1320 days
36.1
DO45173
0 years, male, NA, stage:3, alive, 1170 days
36.0
DO23514
0 years, male, NA, stage:2, alive, 1290 days
35.7
DO45115
0 years, male, NA, stage:2, alive, 840 days
35.7
DO45135
0 years, male, NA, stage:1, alive, 1410 days
35.4
DO23523
0 years, male, NA, stage:3, alive, 1080 days
35.4
DO45145
0 years, male, NA, stage:3, dead, 60 days
35.4
DO23516
0 years, male, NA, stage:3, dead, 20 days
34.8
DO45139
0 years, male, NA, stage:3, alive, 1320 days
34.7
DO45123
0 years, female, NA, stage:2, dead, 570 days
34.6
DO50832
0 years, male, NA, stage:3, alive, 90 days
34.5
DO48725
0 years, male, NA, stage:1, alive, 780 days
34.2
DO23551
0 years, male, NA, stage:3, dead, 150 days
34.1
DO23537
0 years, male, NA, stage:2, dead, 900 days
34.0
DO45303
0 years, female, NA, stage:3, alive, 990 days
33.4
DO48728
0 years, female, NA, stage:2, alive, 150 days
33.2
DO45287
0 years, male, NA, stage:1, alive, 390 days
33.1
DO45235
0 years, female, NA, stage:1, alive, 900 days
33.0
DO50857
0 years, male, NA, stage:2, alive, 210 days
33.0
DO45127
0 years, male, NA, stage:3, dead, 420 days
32.8
DO48715
0 years, female, NA, stage:2, dead, 690 days
31.5
DO45283
0 years, male, NA, stage:3, alive, 510 days
31.2
DO23549
0 years, male, NA, stage:3, alive, 990 days
30.8
DO23547
0 years, male, NA, stage:1, alive, 1020 days
30.7
DO50815
0 years, male, NA, stage:3, alive, 150 days
30.6
DO45261
0 years, male, NA, stage:3, alive, 990 days
30.4
DO48727
0 years, female, NA, stage:2, dead, 390 days
30.4
DO45259
0 years, male, NA, stage:3, alive, 330 days
29.5
DO50825
0 years, male, NA, stage:2, alive, 390 days
28.7
DO48677
0 years, male, NA, stage:3, alive, 1140 days
28.4
DO45177
0 years, female, NA, stage:3, alive, 1260 days
28.2
DO23525
0 years, male, NA, stage:4, alive, 1050 days
27.8
DO45133
0 years, male, NA, stage:3, dead, 660 days
27.7
DO23518
0 years, male, NA, stage:2, alive, 1320 days
27.5
DO45129
0 years, male, NA, stage:3, alive, 1470 days
27.5
DO50787
0 years, male, NA, stage:3, alive, 480 days
27.5
DO23552
0 years, female, NA, stage:1, alive, 810 days
27.2
DO45281
0 years, male, NA, stage:4, alive, 750 days
26.9
DO45092
0 years, male, NA, stage:4, dead, 1200 days
26.7
DO45233
0 years, male, NA, stage:3, alive, 900 days
26.6
DO45277
0 years, male, NA, stage:3, alive, 600 days
26.5
DO50855
0 years, male, NA, stage:2, alive, 570 days
26.3
DO48679
0 years, male, NA, stage:2, alive, 1200 days
26.2
DO23531
0 years, female, NA, stage:3, alive, 900 days
26.2
DO45301
0 years, male, NA, stage:2, dead, 1440 days
25.8
DO23530
0 years, male, NA, stage:4, dead, 180 days
25.5
DO45229
0 years, male, NA, stage:1, alive, 990 days
25.5
DO45099
0 years, male, NA, stage:3, alive, 1590 days
25.4
DO48682
0 years, female, NA, stage:3, dead, 120 days
24.9
DO45207
0 years, male, NA, stage:1, alive, 1050 days
24.9
DO23526
0 years, male, NA, stage:3, alive, 1050 days
24.1
DO48761
0 years, male, NA, stage:2, alive, 870 days
24.1
DO23536
0 years, male, NA, stage:2, alive, 930 days
24.1
DO23543
0 years, male, NA, stage:2, alive, 1020 days
24.1
DO50783
0 years, male, NA, stage:3, alive, 480 days
23.6
DO50844
0 years, male, NA, stage:4, alive, 300 days
23.6
DO45249
0 years, male, NA, stage:1, alive, 630 days
23.4
DO45305
0 years, male, NA, stage:4, alive, 300 days
23.4
DO48737
0 years, male, NA, stage:1, alive, 720 days
23.2
DO48719
0 years, male, NA, stage:2, alive, 690 days
22.9
DO45237
0 years, male, NA, stage:2, alive, 900 days
22.6
DO50809
0 years, male, NA, stage:3, dead, 720 days
22.5
DO50818
0 years, male, NA, stage:2, alive, 510 days
22.5
DO48732
0 years, male, NA, stage:3, alive, 630 days
22.2
DO23515
0 years, male, NA, stage:2, alive, 1230 days
21.9
DO50800
0 years, male, NA, stage:2, alive, 510 days
21.8
DO45117
0 years, female, NA, stage:2, dead, 1110 days
21.4
DO50804
0 years, male, NA, stage:2, alive, 720 days
21.4
DO50816
0 years, male, NA, stage:2, alive, 390 days
21.2
DO23541
0 years, male, NA, stage:2, alive, 930 days
21.0
DO23513
0 years, male, NA, stage:3, alive, 1200 days
20.9
DO48741
0 years, male, NA, stage:3, alive, 240 days
20.7
DO23527
0 years, male, NA, stage:1, alive, 1050 days
20.7
DO45167
0 years, male, NA, stage:2, dead, 1440 days
20.5
DO23512
0 years, male, NA, stage:1, alive, 1260 days
20.4
DO50802
0 years, male, NA, stage:2, alive, 930 days
20.1
DO45255
0 years, male, NA, stage:3, alive, 720 days
20.1
DO45241
0 years, male, NA, stage:1, alive, 1080 days
19.6
DO45289
0 years, female, NA, stage:3, alive, 360 days
19.2
DO45175
0 years, male, NA, stage:2, alive, 1140 days
19.2
DO23540
0 years, male, NA, stage:1, alive, 750 days
18.7
DO45101
0 years, male, NA, stage:2, alive, 1680 days
18.6
DO50808
0 years, male, NA, stage:2, alive, 570 days
18.5
DO23508
0 years, female, NA, stage:2, alive, 390 days
18.4
DO50776
0 years, male, NA, stage:1, alive, 690 days
18.3
DO23517
0 years, male, NA, stage:2, alive, 1200 days
18.1
DO50819
0 years, female, NA, stage:2, alive, 510 days
17.8
DO45195
0 years, male, NA, stage:1, alive, 390 days
17.8
DO45181
0 years, female, NA, stage:2, alive, 1200 days
17.6
DO45209
0 years, male, NA, stage:4, alive, 1350 days
17.5
DO50793
0 years, male, NA, stage:4, alive, 540 days
17.3
DO48681
0 years, male, NA, stage:2, alive, 900 days
17.3
DO23539
0 years, male, NA, stage:1, alive, 1110 days
17.3
DO48742
0 years, male, NA, stage:2, alive, 600 days
17.3
DO23538
0 years, male, NA, stage:2, alive, 450 days
17.2
DO50791
0 years, female, NA, stage:1, dead, 480 days
16.9
DO23548
0 years, female, NA, stage:1, alive, 840 days
16.9
DO48693
0 years, male, NA, stage:2, alive, 900 days
16.8
DO45297
0 years, female, NA, stage:4, dead, 1260 days
16.7
DO45215
0 years, male, NA, stage:2, alive, 1170 days
16.5
DO50807
0 years, male, NA, stage:1, alive, 540 days
16.4
DO227643
0 years, male, NA, stage:2, alive, 1260 days
16.0
DO48760
0 years, female, NA, stage:2, alive, 690 days
16.0
DO48759
0 years, male, NA, stage:3, alive, 720 days
15.9
DO50845
0 years, male, NA, stage:3, alive, 210 days
15.7
DO45179
0 years, female, NA, stage:2, alive, 600 days
15.6
DO48747
0 years, male, NA, stage:3, alive, 540 days
15.6
DO23550
0 years, male, NA, stage:1, alive, 990 days
15.2
DO23544
0 years, male, NA, stage:2, alive, 960 days
15.2
DO23528
0 years, female, NA, stage:2, alive, 1020 days
15.0
DO48701
0 years, male, NA, stage:2, alive, 780 days
14.6
DO50814
0 years, male, NA, stage:3, alive, 420 days
14.4
DO45094
0 years, male, NA, stage:3, alive, 1650 days
14.1
DO50817
0 years, male, NA, stage:2, alive, 390 days
14.1
DO45096
0 years, male, NA, stage:2, dead, 1290 days
14.0
DO45285
0 years, male, NA, stage:3, alive, 480 days
14.0
DO45185
0 years, male, NA, stage:2, alive, 600 days
13.9
DO45149
0 years, female, NA, stage:2, alive, 1260 days
13.9
DO48721
0 years, female, NA, stage:1, alive, 900 days
13.6
DO50813
0 years, male, NA, stage:2, alive, 420 days
13.0
DO23511
0 years, female, NA, stage:3, dead, 180 days
12.8
DO45109
0 years, male, NA, stage:2, alive, 1590 days
12.4
DO45111
0 years, male, NA, stage:2, alive, 1590 days
12.0
DO45125
0 years, male, NA, stage:3, alive, 1680 days
11.6
DO23545
0 years, male, NA, stage:2, dead, 570 days
11.5
DO50840
0 years, male, NA, stage:2, alive, 330 days
10.8
DO45107
0 years, female, NA, stage:2, alive, 1710 days
10.2
DO45105
0 years, male, NA, stage:1, alive, 1680 days
8.4
DO50839
0 years, female, NA, stage:3, alive, 330 days
8.4
DO48674
0 years, male, NA, stage:2, alive, 1260 days
8.2
DO23534
0 years, male, NA, stage:2, alive, 840 days
7.1
DO23532
0 years, female, NA, stage:1, alive, 960 days
6.3
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.