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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.
MIX23 is validated prognostic, high expression is unfavorable 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
31.7
Number of samples
362
Samples
Sample
Description
TPM
TCGA-CC-A8HU-01A
0 years, female, asian, stage:Stage IIIA, dead, 344 days
94.2
TCGA-DD-A39Y-01A
0 years, male, asian, stage:Stage I, dead, 171 days
89.9
TCGA-G3-A7M9-01A
0 years, male, white, stage:Stage IIIB, dead, 56 days
77.4
TCGA-DD-A1EF-01A
0 years, female, white, stage:Stage I, dead, 394 days
73.8
TCGA-BW-A5NO-01A
0 years, male, black or african american, stage:Stage IIIA, alive, 20 days
72.1
TCGA-FV-A3R2-01A
0 years, male, white, stage:Stage I, dead, 194 days
70.6
TCGA-DD-AACL-01A
0 years, female, asian, stage:Stage I, dead, 107 days
70.5
TCGA-CC-A8HT-01A
0 years, male, asian, stage:Stage IIIA, dead, 140 days
69.7
TCGA-DD-A1EJ-01A
0 years, female, white, stage:Stage IIIC, dead, 1005 days
68.6
TCGA-CC-A5UC-01A
0 years, male, asian, stage:Stage IIIA, dead, 347 days
67.3
TCGA-BC-A3KG-01A
0 years, female, white, stage:Stage II, alive, 680 days
67.2
TCGA-5R-AA1C-01A
0 years, male, white, stage:Stage II, alive, 520 days
62.9
TCGA-G3-AAV6-01A
0 years, female, white, stage:Stage IIIA, dead, 65 days
62.7
TCGA-DD-A1EL-01A
0 years, male, black or african american, stage:Stage II, dead, 415 days
62.6
TCGA-DD-AADC-01A
0 years, male, asian, stage:Stage I, dead, 425 days
61.2
TCGA-DD-AAVS-01A
0 years, male, asian, stage:Stage I, alive, 1823 days
61.0
TCGA-2Y-A9H4-01A
0 years, male, black or african american, stage:Stage I, alive, 1452 days
59.0
TCGA-G3-AAV7-01A
0 years, male, asian, stage:Stage II, alive, 361 days
58.8
TCGA-CC-A1HT-01A
0 years, male, asian, stage:Stage IIIA, dead, 101 days
58.3
TCGA-DD-AACZ-01A
0 years, female, asian, stage:Stage I, dead, 171 days
57.0
TCGA-2Y-A9GY-01A
0 years, female, white, stage:Stage II, dead, 757 days
56.0
TCGA-FV-A4ZQ-01A
0 years, male, white, stage:Stage I, alive, 12 days
55.2
TCGA-CC-A8HS-01A
0 years, male, asian, stage:Stage IIIC, dead, 300 days
53.5
TCGA-CC-5258-01A
0 years, male, asian, stage:Stage II, dead, 129 days
51.9
TCGA-G3-A25S-01A
0 years, male, white, stage:Stage I, dead, 416 days
51.9
TCGA-BC-A69H-01A
0 years, male, white, stage:Stage II, alive, 444 days
51.3
TCGA-G3-AAV5-01A
0 years, male, white, stage:Stage II, alive, 354 days
51.1
TCGA-ED-A7XP-01A
0 years, female, asian, stage:Stage II, alive, 400 days
50.6
TCGA-DD-AADB-01A
0 years, male, asian, stage:Stage I, alive, 1242 days
50.3
TCGA-ED-A82E-01A
0 years, female, asian, stage:Stage IIIA, alive, 408 days
49.8
TCGA-DD-AAE9-01A
0 years, male, asian, stage:Stage I, alive, 722 days
49.7
TCGA-CC-A5UD-01A
0 years, male, asian, stage:Stage IIIA, dead, 304 days
49.4
TCGA-DD-AAD5-01A
0 years, male, asian, stage:Stage I, alive, 1345 days
49.4
TCGA-5C-AAPD-01A
0 years, male, asian, stage:Stage II, alive, 20 days
49.0
TCGA-2Y-A9HA-01A
0 years, male, white, stage:Stage II, dead, 36 days
48.7
TCGA-DD-AADR-01A
0 years, male, asian, stage:Stage I, alive, 2028 days
48.7
TCGA-CC-A7II-01A
0 years, male, asian, stage:Stage IIIA, alive, 399 days
48.4
TCGA-BC-A10Z-01A
0 years, female, white, stage:Stage I, dead, 34 days
48.0
TCGA-RG-A7D4-01A
0 years, male, black or african american, stage:Stage II, alive, 1098 days
47.9
TCGA-K7-A5RG-01A
0 years, male, black or african american, stage:Stage I, alive, 519 days
47.7
TCGA-CC-A7IG-01A
0 years, male, asian, stage:Stage II, dead, 299 days
47.5
TCGA-DD-AACW-01A
0 years, male, asian, stage:Stage I, alive, 1424 days
47.1
TCGA-ED-A7XO-01A
0 years, male, asian, stage:Stage IIIA, alive, 427 days
47.1
TCGA-ED-A7PZ-01A
0 years, male, asian, stage:Stage II, alive, 6 days
47.1
TCGA-DD-AAD6-01A
0 years, male, asian, stage:Stage IIIA, alive, 672 days
46.8
TCGA-DD-AACB-01A
0 years, female, asian, stage:Stage I, alive, 2324 days
46.7
TCGA-5C-A9VG-01A
0 years, male, white, stage:Stage II, alive, 328 days
46.5
TCGA-DD-AA3A-01A
0 years, female, white, stage:Stage I, dead, 410 days
46.1
TCGA-FV-A2QQ-01A
0 years, male, white, stage:Stage I, alive, 729 days
46.1
TCGA-BC-A3KF-01A
0 years, female, white, stage:Stage I, alive, 8 days
46.0
TCGA-CC-A7IJ-01A
0 years, male, asian, stage:Stage II, alive, 382 days
45.8
TCGA-2Y-A9GS-01A
0 years, male, white, stage:'--, dead, 724 days
45.8
TCGA-DD-A119-01A
0 years, male, asian, stage:Stage IV, dead, 223 days
45.4
TCGA-DD-AAE6-01A
0 years, female, asian, stage:Stage I, alive, 141 days
45.1
TCGA-CC-A123-01A
0 years, female, asian, stage:Stage IIIA, alive, 219 days
45.0
TCGA-DD-AAD8-01A
0 years, female, asian, stage:Stage I, alive, 1219 days
44.3
TCGA-BC-A10Y-01A
0 years, male, white, stage:'--, dead, 711 days
44.3
TCGA-DD-A39X-01A
0 years, female, white, stage:Stage I, dead, 1694 days
44.1
TCGA-ED-A459-01A
0 years, male, asian, stage:Stage II, alive, 910 days
44.0
TCGA-DD-A118-01A
0 years, female, white, stage:Stage II, alive, 3437 days
43.9
TCGA-G3-AAV1-01A
0 years, male, asian, stage:Stage IIIC, dead, 359 days
43.7
TCGA-K7-AAU7-01A
0 years, male, white, stage:Stage II, alive, 359 days
43.3
TCGA-CC-A3MA-01A
0 years, male, asian, stage:Stage IIIA, dead, 303 days
43.3
TCGA-DD-A39V-01A
0 years, male, white, stage:Stage II, dead, 643 days
43.3
TCGA-RC-A6M6-01A
0 years, male, white, stage:Stage II, alive, 9 days
43.1
TCGA-ED-A7PY-01A
0 years, female, asian, stage:Stage II, alive, 390 days
43.0
TCGA-DD-AACP-01A
0 years, male, asian, stage:Stage I, alive, 415 days
42.5
TCGA-ZP-A9D2-01A
0 years, male, white, stage:'--, dead, 765 days
42.5
TCGA-DD-A73B-01A
0 years, female, white, stage:Stage I, dead, 283 days
42.4
TCGA-DD-AAE3-01A
0 years, male, asian, stage:Stage I, alive, 566 days
42.1
TCGA-DD-A4NN-01A
0 years, female, white, stage:Stage I, dead, 899 days
41.9
TCGA-CC-A7IE-01A
0 years, male, asian, stage:Stage IIIA, dead, 217 days
41.7
TCGA-UB-A7MB-01A
0 years, male, white, stage:Stage II, alive, 601 days
41.1
TCGA-DD-AADL-01A
0 years, male, asian, stage:Stage I, alive, 636 days
40.8
TCGA-UB-A7MD-01A
0 years, male, black or african american, stage:Stage I, dead, 52 days
40.8
TCGA-DD-AAEA-01A
0 years, male, asian, stage:Stage I, alive, 575 days
40.3
TCGA-CC-A3MB-01A
0 years, male, asian, stage:Stage IIIA, dead, 315 days
40.2
TCGA-CC-A3M9-01A
0 years, male, asian, stage:Stage IIIA, dead, 300 days
40.1
TCGA-DD-A4NJ-01A
0 years, female, white, stage:Stage II, alive, 928 days
39.2
TCGA-DD-AAEE-01A
0 years, male, asian, stage:Stage I, alive, 810 days
39.2
TCGA-DD-AACU-01A
0 years, male, asian, stage:Stage I, alive, 1567 days
39.1
TCGA-EP-A3RK-01A
0 years, male, white, stage:Stage IIIA, alive, 363 days
37.9
TCGA-DD-A4NQ-01A
0 years, male, white, stage:Stage II, dead, 373 days
37.9
TCGA-RC-A7SH-01A
0 years, male, asian, stage:Stage II, alive, 468 days
37.6
TCGA-ZP-A9CZ-01A
0 years, male, asian, stage:'--, alive, 706 days
37.6
TCGA-ED-A8O6-01A
0 years, female, asian, stage:Stage IIIA, dead, 56 days
37.4
TCGA-RC-A7SK-01A
0 years, male, asian, stage:Stage I, alive, 472 days
37.4
TCGA-DD-AACV-01A
0 years, male, asian, stage:Stage I, alive, 1531 days
37.4
TCGA-UB-A7MA-01A
0 years, female, white, stage:Stage II, alive, 848 days
37.3
TCGA-MI-A75H-01A
0 years, male, white, stage:'--, alive, 747 days
37.3
TCGA-CC-A5UE-01A
0 years, male, asian, stage:Stage IIIB, dead, 272 days
37.2
TCGA-DD-AADV-01A
0 years, male, asian, stage:Stage I, alive, 574 days
37.1
TCGA-DD-A4NF-01A
0 years, male, white, stage:Stage I, alive, 942 days
37.0
TCGA-DD-AACJ-01A
0 years, male, asian, stage:Stage II, alive, 2102 days
36.9
TCGA-T1-A6J8-01A
0 years, male, white, stage:'--, alive, 23 days
36.9
TCGA-DD-A73E-01A
0 years, male, white, stage:Stage I, alive, 44 days
36.9
TCGA-UB-A7MF-01A
0 years, male, white, stage:Stage IIIA, dead, 214 days
36.9
TCGA-EP-A2KB-01A
0 years, female, white, stage:Stage I, dead, 596 days
36.7
TCGA-DD-AACO-01A
0 years, male, asian, stage:Stage I, alive, 1876 days
36.5
TCGA-DD-AADU-01A
0 years, male, asian, stage:Stage II, alive, 554 days
36.4
TCGA-WX-AA44-01A
0 years, female, white, stage:Stage I, alive, 615 days
36.3
TCGA-DD-AAE2-01A
0 years, male, asian, stage:Stage I, alive, 638 days
36.3
TCGA-G3-A7M8-01A
0 years, male, asian, stage:Stage I, alive, 430 days
36.2
TCGA-DD-A11C-01A
0 years, male, white, stage:Stage I, alive, 662 days
36.1
TCGA-G3-A5SJ-01A
0 years, male, white, stage:Stage I, alive, 698 days
35.7
TCGA-BC-A10W-01A
0 years, male, asian, stage:'--, dead, 91 days
35.4
TCGA-CC-A7IK-01A
0 years, male, asian, stage:Stage IIIA, dead, 262 days
35.4
TCGA-4R-AA8I-01A
0 years, male, white, stage:Stage II, dead, 262 days
35.3
TCGA-DD-AADM-01A
0 years, male, asian, stage:Stage II, dead, 12 days
35.2
TCGA-DD-AADD-01A
0 years, male, asian, stage:Stage I, alive, 1231 days
35.2
TCGA-DD-AAVY-01A
0 years, male, asian, stage:Stage IIIA, alive, 1970 days
35.2
TCGA-DD-AAEH-01A
0 years, male, asian, stage:Stage I, alive, 784 days
35.2
TCGA-MI-A75C-01A
0 years, male, white, stage:Stage I, alive, 291 days
34.9
TCGA-DD-AAED-01A
0 years, male, asian, stage:Stage I, alive, 763 days
34.8
TCGA-DD-AADF-01A
0 years, female, asian, stage:Stage I, dead, 115 days
34.8
TCGA-MI-A75G-01A
0 years, male, white, stage:Stage II, alive, 698 days
34.7
TCGA-G3-AAV4-01A
0 years, female, white, stage:Stage I, dead, 27 days
34.7
TCGA-G3-A7M7-01A
0 years, male, white, stage:Stage I, alive, 361 days
34.6
TCGA-ED-A7PX-01A
0 years, female, asian, stage:Stage II, alive, 6 days
34.5
TCGA-UB-A7MC-01A
0 years, male, white, stage:Stage IIIA, alive, 500 days
34.5
TCGA-DD-AACA-01A
0 years, male, asian, stage:Stage I, alive, 2301 days
34.3
TCGA-BC-A8YO-01A
0 years, female, white, stage:Stage IIIC, alive, 562 days
34.3
TCGA-G3-A25Z-01A
0 years, male, asian, stage:Stage I, alive, 655 days
34.2
TCGA-CC-5263-01A
0 years, male, asian, stage:Stage IIIA, dead, 129 days
33.9
TCGA-DD-AADN-01A
0 years, male, asian, stage:Stage I, alive, 898 days
33.9
TCGA-DD-A3A5-01A
0 years, female, white, stage:Stage III, dead, 3125 days
33.8
TCGA-DD-A4NR-01A
0 years, female, white, stage:Stage I, dead, 9 days
33.5
TCGA-DD-AAC8-01A
0 years, male, asian, stage:Stage I, dead, 16 days
33.5
TCGA-ED-A66X-01A
0 years, male, asian, stage:Stage IIIA, alive, 406 days
33.4
TCGA-CC-5264-01A
0 years, male, asian, stage:Stage IIIA, dead, 102 days
33.2
TCGA-DD-AAE0-01A
0 years, female, asian, stage:Stage IIIA, alive, 555 days
33.1
TCGA-XR-A8TC-01A
0 years, female, white, stage:Stage I, alive, 1339 days
33.1
TCGA-DD-AACG-01A
0 years, male, asian, stage:Stage II, dead, 469 days
33.1
TCGA-DD-A1EI-01A
0 years, male, asian, stage:Stage I, alive, 183 days
33.1
TCGA-CC-A7IL-01A
0 years, male, asian, stage:Stage IIIA, dead, 278 days
33.0
TCGA-BC-A217-01A
0 years, female, white, stage:Stage II, dead, 1397 days
33.0
TCGA-KR-A7K0-01A
0 years, male, white, stage:Stage I, dead, 65 days
32.9
TCGA-DD-A1EG-01A
0 years, male, white, stage:Stage I, dead, 1372 days
32.8
TCGA-DD-A1EE-01A
0 years, male, white, stage:Stage IIIA, dead, 349 days
32.1
TCGA-DD-AACK-01A
0 years, male, asian, stage:Stage I, alive, 9 days
32.1
TCGA-DD-A116-01A
0 years, male, asian, stage:Stage IIIA, dead, 1622 days
32.1
TCGA-FV-A3I1-01A
0 years, female, white, stage:Stage II, dead, 247 days
32.0
TCGA-DD-AACH-01A
0 years, male, asian, stage:Stage II, dead, 195 days
32.0
TCGA-DD-AAW3-01A
0 years, male, asian, stage:Stage I, alive, 1633 days
31.8
TCGA-DD-AAD0-01A
0 years, female, asian, stage:Stage I, alive, 137 days
31.7
TCGA-MR-A520-01A
0 years, male, white, stage:Stage I, alive, 229 days
31.6
TCGA-QA-A7B7-01A
0 years, male, black or african american, stage:Stage II, alive, 94 days
31.6
TCGA-CC-5261-01A
0 years, male, asian, stage:Stage II, dead, 97 days
31.6
TCGA-DD-A3A1-01A
0 years, male, stage:Stage IIIA, dead, 233 days
31.5
TCGA-DD-A3A7-01A
0 years, male, stage:Stage IIIB, dead, 419 days
31.5
TCGA-DD-AAVW-01A
0 years, male, asian, stage:Stage I, alive, 2317 days
31.5
TCGA-DD-AACI-01A
0 years, male, asian, stage:Stage II, alive, 1618 days
31.4
TCGA-CC-A8HV-01A
0 years, female, asian, stage:Stage II, dead, 279 days
31.4
TCGA-DD-AAVU-01A
0 years, male, asian, stage:Stage II, alive, 2202 days
31.3
TCGA-FV-A23B-01A
0 years, female, white, stage:Stage II, dead, 1852 days
31.3
TCGA-DD-A11B-01A
0 years, male, white, stage:Stage I, dead, 14 days
31.0
TCGA-ZP-A9D4-01A
0 years, female, white, stage:'--, alive, 395 days
30.9
TCGA-CC-A7IF-01A
0 years, male, asian, stage:Stage IIIA, dead, 649 days
30.9
TCGA-BC-A5W4-01A
0 years, male, white, stage:Stage IIIA, dead, 547 days
30.8
TCGA-CC-5262-01A
0 years, male, asian, stage:Stage IIIC, dead, 103 days
30.8
TCGA-DD-AAE4-01A
0 years, female, asian, stage:Stage I, alive, 608 days
30.4
TCGA-RC-A7S9-01A
0 years, female, asian, stage:Stage I, alive, 640 days
30.3
TCGA-DD-A39W-01A
0 years, female, white, stage:Stage III, dead, 827 days
30.1
TCGA-DD-AADW-01A
0 years, male, asian, stage:Stage I, alive, 587 days
30.1
TCGA-DD-A4NH-01A
0 years, female, white, stage:Stage IIIB, alive, 917 days
30.0
TCGA-DD-AADI-01A
0 years, female, asian, stage:Stage I, alive, 1085 days
29.8
TCGA-FV-A3R3-01A
0 years, female, white, stage:Stage I, dead, 366 days
29.8
TCGA-RC-A7SB-01A
0 years, male, asian, stage:Stage II, alive, 588 days
29.8
TCGA-GJ-A9DB-01A
0 years, male, white, stage:Stage I, dead, 67 days
29.7
TCGA-G3-A5SI-01A
0 years, male, asian, stage:Stage II, dead, 768 days
29.6
TCGA-BD-A2L6-01A
0 years, male, white, stage:'--, alive, 1363 days
29.3
TCGA-FV-A495-01A
0 years, female, white, stage:Stage II, alive, 1 days
29.2
TCGA-2Y-A9GU-01A
0 years, female, white, stage:Stage I, alive, 1939 days
29.2
TCGA-ED-A8O5-01A
0 years, female, asian, stage:Stage IIIA, alive, 406 days
29.0
TCGA-PD-A5DF-01A
0 years, female, white, stage:Stage IIIB, dead, 639 days
28.9
TCGA-2Y-A9H2-01A
0 years, female, white, stage:Stage I, alive, 1731 days
28.6
TCGA-BC-A112-01A
0 years, male, white, stage:'--, dead, 153 days
28.4
TCGA-2Y-A9H7-01A
0 years, female, white, stage:Stage I, alive, 1168 days
28.4
TCGA-5C-A9VH-01A
0 years, male, white, stage:Stage I, alive, 322 days
28.3
TCGA-KR-A7K7-01A
0 years, female, white, stage:Stage II, alive, 951 days
28.3
TCGA-2Y-A9H0-01A
0 years, male, white, stage:Stage IIIA, alive, 3675 days
28.2
TCGA-XR-A8TD-01A
0 years, female, white, stage:Stage IIIB, alive, 1030 days
28.2
TCGA-EP-A26S-01A
0 years, male, white, stage:Stage I, alive, 608 days
28.1
TCGA-DD-AACX-01A
0 years, male, asian, stage:Stage II, alive, 170 days
28.1
TCGA-WX-AA47-01A
0 years, female, white, stage:Stage IIIA, dead, 556 days
28.1
TCGA-ZP-A9D0-01A
0 years, female, black or african american, stage:'--, alive, 1091 days
28.1
TCGA-UB-AA0V-01A
0 years, female, white, stage:Stage I, alive, 314 days
27.7
TCGA-G3-A3CI-01A
0 years, male, white, stage:Stage I, alive, 180 days
27.7
TCGA-G3-A25Y-01A
0 years, female, asian, stage:Stage I, dead, 452 days
27.7
TCGA-BC-A10R-01A
0 years, female, white, stage:'--, dead, 308 days
27.7
TCGA-FV-A4ZP-01A
0 years, male, white, stage:Stage IIIA, dead, 2486 days
27.6
TCGA-ED-A97K-01A
0 years, male, asian, stage:Stage IIIA, alive, 6 days
27.6
TCGA-G3-A3CK-01A
0 years, male, asian, stage:Stage I, alive, 585 days
27.5
TCGA-DD-A115-01A
0 years, male, white, stage:Stage IIIA, dead, 2542 days
27.5
TCGA-CC-A9FS-01A
0 years, male, asian, stage:Stage II, alive, 211 days
27.5
TCGA-G3-A25T-01A
0 years, female, white, stage:Stage IIIA, alive, 1553 days
27.4
TCGA-DD-A3A4-01A
0 years, male, white, stage:Stage IIIA, dead, 612 days
27.4
TCGA-DD-A4NE-01A
0 years, female, white, stage:Stage IIIA, dead, 660 days
27.4
TCGA-DD-A4NB-01A
0 years, male, white, stage:Stage I, alive, 989 days
27.3
TCGA-DD-AADJ-01A
0 years, female, asian, stage:Stage I, alive, 1066 days
27.1
TCGA-GJ-A3OU-01A
0 years, male, white, stage:Stage I, alive, 879 days
27.1
TCGA-BC-A10T-01A
0 years, male, white, stage:'--, dead, 837 days
27.0
TCGA-MI-A75I-01A
0 years, male, black or african american, stage:'--, alive, 630 days
26.9
TCGA-BC-A216-01A
0 years, female, white, stage:Stage IIIA, alive, 1351 days
26.9
TCGA-DD-A4NV-01A
0 years, male, white, stage:Stage IIIA, alive, 2398 days
26.8
TCGA-FV-A2QR-01A
0 years, male, white, stage:Stage I, dead, 581 days
26.8
TCGA-GJ-A6C0-01A
0 years, female, white, stage:Stage II, dead, 31 days
26.7
TCGA-DD-AAVX-01A
0 years, male, asian, stage:Stage II, alive, 1718 days
26.7
TCGA-2Y-A9HB-01A
0 years, male, stage:Stage I, alive, 260 days
26.6
TCGA-DD-AACN-01A
0 years, male, asian, stage:Stage I, alive, 1302 days
26.5
TCGA-DD-AAEG-01A
0 years, female, asian, stage:Stage I, alive, 719 days
26.4
TCGA-DD-A4ND-01A
0 years, female, white, stage:Stage I, alive, 2746 days
26.4
TCGA-DD-A3A9-01A
0 years, female, white, stage:Stage IVB, dead, 931 days
26.3
TCGA-G3-A5SM-01A
0 years, male, white, stage:Stage II, alive, 520 days
26.3
TCGA-DD-AAE1-01A
0 years, male, asian, stage:Stage I, alive, 552 days
26.2
TCGA-XR-A8TE-01A
0 years, male, white, stage:Stage IIIA, alive, 925 days
26.2
TCGA-DD-AAVZ-01A
0 years, male, asian, stage:Stage I, alive, 1900 days
26.2
TCGA-EP-A2KC-01A
0 years, male, black or african american, stage:Stage I, dead, 19 days
26.1
TCGA-NI-A8LF-01A
0 years, male, white, stage:Stage I, alive, 799 days
26.1
TCGA-BC-A10U-01A
0 years, male, white, stage:'--, dead, 837 days
26.1
TCGA-CC-A7IH-01A
0 years, male, asian, stage:Stage IIIA, alive, 365 days
25.8
TCGA-XR-A8TF-01A
0 years, male, white, stage:Stage I, dead, 693 days
25.8
TCGA-LG-A9QD-01A
0 years, male, white, stage:Stage IIIA, alive, 366 days
25.8
TCGA-ZS-A9CD-01A
0 years, male, white, stage:Stage II, dead, 1386 days
25.8
TCGA-2Y-A9H1-01A
0 years, male, white, stage:Stage I, dead, 1229 days
25.7
TCGA-CC-5260-01A
0 years, female, asian, stage:Stage IIIC, dead, 87 days
25.7
TCGA-2Y-A9GZ-01A
0 years, female, white, stage:Stage II, dead, 848 days
25.7
TCGA-DD-A73D-01A
0 years, female, white, stage:Stage II, alive, 693 days
25.6
TCGA-YA-A8S7-01A
0 years, male, white, stage:Stage IIIA, dead, 412 days
25.5
TCGA-DD-A4NO-01A
0 years, male, white, stage:Stage I, alive, 2245 days
25.4
TCGA-2Y-A9GX-01A
0 years, male, white, stage:Stage I, alive, 2442 days
25.3
TCGA-EP-A12J-01A
0 years, male, black or african american, stage:Stage I, alive, 570 days
25.3
TCGA-ED-A5KG-01A
0 years, female, asian, stage:Stage II, alive, 854 days
25.2
TCGA-DD-A1EH-01A
0 years, male, white, stage:Stage III, alive, 1495 days
25.0
TCGA-5R-AA1D-01A
0 years, female, white, stage:Stage IIIA, alive, 449 days
25.0
TCGA-2Y-A9H5-01A
0 years, female, white, stage:Stage I, dead, 555 days
25.0
TCGA-BC-A10S-01A
0 years, male, white, stage:'--, dead, 1423 days
24.9
TCGA-DD-AAVP-01A
0 years, male, asian, stage:Stage I, alive, 2752 days
24.9
TCGA-DD-AAVR-01A
0 years, male, asian, stage:Stage I, alive, 2513 days
24.8
TCGA-DD-A73F-01A
0 years, female, white, stage:Stage I, alive, 1085 days
24.7
TCGA-2Y-A9H3-01A
0 years, male, white, stage:Stage II, alive, 1516 days
24.7
TCGA-RC-A7SF-01A
0 years, male, asian, stage:Stage I, alive, 579 days
24.7
TCGA-CC-A9FW-01A
0 years, male, asian, stage:Stage IIIA, alive, 248 days
24.7
TCGA-DD-AACC-01A
0 years, male, asian, stage:Stage I, dead, 1685 days
24.7
TCGA-WQ-AB4B-01A
0 years, male, white, stage:Stage II, alive, 395 days
24.5
TCGA-G3-A7M6-01A
0 years, female, white, stage:Stage I, alive, 632 days
24.5
TCGA-DD-AAW0-01A
0 years, male, asian, stage:Stage I, alive, 2015 days
24.4
TCGA-DD-AAEB-01A
0 years, male, asian, stage:Stage I, alive, 478 days
24.4
TCGA-FV-A3I0-01A
0 years, female, white, stage:Stage II, alive, 848 days
24.3
TCGA-DD-A3A8-01A
0 years, male, white, stage:Stage II, dead, 11 days
24.2
TCGA-BC-A10Q-01A
0 years, female, white, stage:'--, dead, 1135 days
24.2
TCGA-DD-AADQ-01A
0 years, male, asian, stage:Stage II, alive, 436 days
24.2
TCGA-O8-A75V-01A
0 years, male, stage:Stage I, alive, 538 days
24.1
TCGA-K7-A5RF-01A
0 years, male, white, stage:Stage I, alive, 631 days
24.1
TCGA-G3-A5SL-01A
0 years, male, white, stage:Stage II, alive, 621 days
24.1
TCGA-G3-A25X-01A
0 years, male, asian, stage:Stage II, alive, 1779 days
24.0
TCGA-HP-A5MZ-01A
0 years, male, stage:Stage I, dead, 91 days
23.9
TCGA-DD-A114-01A
0 years, male, black or african american, stage:Stage II, dead, 1149 days
23.9
TCGA-ED-A4XI-01A
0 years, male, asian, stage:Stage II, alive, 819 days
23.8
TCGA-EP-A3JL-01A
0 years, male, white, stage:Stage I, alive, 303 days
23.6
TCGA-DD-AAW2-01A
0 years, male, asian, stage:Stage I, alive, 1855 days
23.6
TCGA-G3-AAV3-01A
0 years, female, white, stage:Stage II, alive, 412 days
23.5
TCGA-WX-AA46-01A
0 years, male, white, stage:Stage II, alive, 756 days
23.5
TCGA-DD-AADG-01A
0 years, male, asian, stage:Stage IIIA, alive, 1145 days
23.4
TCGA-DD-A4NG-01A
0 years, male, white, stage:Stage IIIA, dead, 802 days
23.3
TCGA-ZP-A9CY-01A
0 years, female, white, stage:'--, alive, 782 days
23.3
TCGA-DD-A73A-01A
0 years, male, white, stage:Stage I, alive, 728 days
23.0
TCGA-5R-AAAM-01A
0 years, female, white, stage:Stage II, dead, 46 days
22.9
TCGA-DD-AACS-01A
0 years, male, asian, stage:Stage I, alive, 1804 days
22.9
TCGA-CC-A3MC-01A
0 years, male, asian, stage:Stage IIIA, alive, 363 days
22.9
TCGA-DD-A4NA-01A
0 years, female, white, stage:Stage IIIC, alive, 1008 days
22.8
TCGA-XR-A8TG-01A
0 years, male, white, stage:Stage I, alive, 898 days
22.7
TCGA-DD-A4NS-01A
0 years, female, white, stage:Stage I, dead, 2456 days
22.7
TCGA-DD-A4NK-01A
0 years, female, white, stage:Stage IIIA, dead, 1210 days
22.6
TCGA-DD-A1EK-01A
0 years, female, white, stage:Stage IVB, dead, 558 days
22.6
TCGA-BD-A3EP-01A
0 years, female, black or african american, stage:Stage I, alive, 409 days
22.6
TCGA-2Y-A9H6-01A
0 years, female, white, stage:Stage I, alive, 357 days
22.5
TCGA-G3-AAUZ-01A
0 years, male, stage:Stage I, alive, 480 days
22.4
TCGA-ZP-A9D1-01A
0 years, female, white, stage:'--, alive, 21 days
22.4
TCGA-DD-AADY-01A
0 years, female, asian, stage:Stage I, alive, 555 days
22.3
TCGA-WQ-A9G7-01A
0 years, female, white, stage:'--, alive, 30 days
22.3
TCGA-DD-AAEI-01A
0 years, male, asian, stage:Stage I, alive, 1531 days
22.2
TCGA-DD-A4NP-01A
0 years, male, white, stage:Stage I, alive, 3308 days
22.0
TCGA-DD-A39Z-01A
0 years, female, stage:Stage II, dead, 601 days
21.8
TCGA-FV-A496-01A
0 years, female, white, stage:Stage I, alive, 10 days
21.6
TCGA-MR-A8JO-01A
0 years, male, white, stage:Stage I, alive, 330 days
21.5
TCGA-DD-AAD2-01A
0 years, male, asian, stage:Stage I, alive, 658 days
21.5
TCGA-DD-AAVV-01A
0 years, male, asian, stage:Stage II, alive, 2455 days
21.3
TCGA-ZS-A9CF-01A
0 years, male, white, stage:Stage II, alive, 2412 days
21.3
TCGA-UB-AA0U-01A
0 years, male, white, stage:Stage II, alive, 327 days
21.3
TCGA-DD-AADS-01A
0 years, male, asian, stage:Stage I, alive, 474 days
21.1
TCGA-HP-A5N0-01A
0 years, female, stage:'--, dead, 752 days
21.0
TCGA-CC-5259-01A
0 years, female, asian, stage:Stage IIIC, alive, 250 days
21.0
TCGA-3K-AAZ8-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 396 days
20.8
TCGA-G3-A25U-01A
0 years, female, asian, stage:Stage I, alive, 1636 days
20.8
TCGA-G3-A25V-01A
0 years, male, white, stage:Stage I, alive, 860 days
20.7
TCGA-2Y-A9H9-01A
0 years, male, white, stage:Stage I, alive, 697 days
20.6
TCGA-RC-A6M4-01A
0 years, female, white, stage:Stage IIIA, alive, 22 days
20.5
TCGA-DD-A1EA-01A
0 years, male, asian, stage:Stage II, alive, 2415 days
20.5
TCGA-BC-A10X-01A
0 years, female, white, stage:Stage IIIA, dead, 770 days
20.3
TCGA-DD-AACD-01A
0 years, male, asian, stage:Stage I, dead, 381 days
20.3
TCGA-DD-A113-01A
0 years, female, white, stage:Stage II, alive, 2425 days
20.2
TCGA-DD-AACE-01A
0 years, male, asian, stage:Stage I, alive, 2184 days
20.2
TCGA-MI-A75E-01A
0 years, male, white, stage:Stage IIIC, alive, 507 days
20.1
TCGA-DD-A1EC-01A
0 years, female, white, stage:Stage I, alive, 602 days
20.0
TCGA-NI-A4U2-01A
0 years, male, white, stage:Stage IIIA, dead, 1791 days
20.0
TCGA-G3-AAV2-01A
0 years, male, white, stage:Stage I, alive, 372 days
20.0
TCGA-DD-A3A3-01A
0 years, male, asian, stage:Stage I, dead, 535 days
19.9
TCGA-ZS-A9CG-01A
0 years, male, white, stage:Stage II, alive, 341 days
19.9
TCGA-DD-AACT-01A
0 years, female, asian, stage:Stage I, alive, 1562 days
19.6
TCGA-DD-AACF-01A
0 years, male, asian, stage:Stage I, dead, 365 days
19.6
TCGA-DD-AADA-01A
0 years, female, asian, stage:Stage I, alive, 1233 days
19.5
TCGA-LG-A6GG-01A
0 years, female, white, stage:Stage II, alive, 387 days
19.3
TCGA-ZP-A9CV-01A
0 years, male, white, stage:'--, dead, 1088 days
19.3
TCGA-RC-A6M5-01A
0 years, female, white, stage:Stage IVA, alive, 15 days
19.3
TCGA-ES-A2HS-01A
0 years, male, white, stage:Stage I, dead, 688 days
19.3
TCGA-2Y-A9GW-01A
0 years, male, white, stage:Stage I, dead, 1271 days
19.2
TCGA-DD-A3A2-01A
0 years, female, white, stage:Stage I, dead, 2131 days
19.2
TCGA-DD-AADK-01A
0 years, female, asian, stage:Stage II, alive, 1049 days
19.0
TCGA-DD-A73C-01A
0 years, female, white, stage:Stage IIIA, alive, 701 days
19.0
TCGA-DD-A73G-01A
0 years, female, white, stage:Stage I, alive, 3478 days
18.8
TCGA-ZS-A9CE-01A
0 years, female, white, stage:Stage II, alive, 1241 days
18.6
TCGA-DD-A11D-01A
0 years, female, white, stage:Stage I, dead, 1560 days
18.3
TCGA-G3-A6UC-01A
0 years, male, white, stage:Stage IIIB, alive, 671 days
18.3
TCGA-G3-A7M5-01A
0 years, male, asian, stage:Stage I, alive, 447 days
18.2
TCGA-DD-AADP-01A
0 years, male, asian, stage:Stage I, alive, 458 days
18.1
TCGA-G3-A3CH-01A
0 years, male, asian, stage:Stage IIIA, alive, 780 days
18.0
TCGA-DD-AACQ-01A
0 years, male, asian, stage:Stage II, dead, 432 days
18.0
TCGA-BC-A69I-01A
0 years, male, white, stage:Stage I, alive, 387 days
18.0
TCGA-BD-A3ER-01A
0 years, male, white, stage:Stage II, alive, 1115 days
18.0
TCGA-ED-A627-01A
0 years, male, white, stage:Stage I, alive, 423 days
18.0
TCGA-DD-AAVQ-01A
0 years, male, asian, stage:Stage I, alive, 2728 days
17.9
TCGA-G3-A3CJ-01A
0 years, male, american indian or alaska native, stage:Stage II, alive, 594 days
17.8
TCGA-K7-A6G5-01A
0 years, male, white, stage:Stage I, alive, 512 days
17.8
TCGA-DD-AAE7-01A
0 years, male, asian, stage:Stage I, alive, 644 days
17.8
TCGA-2Y-A9GV-01A
0 years, female, white, stage:Stage I, dead, 2532 days
17.7
TCGA-DD-AADO-01A
0 years, male, asian, stage:Stage I, alive, 453 days
17.4
TCGA-DD-A4NI-01A
0 years, male, white, stage:Stage II, alive, 816 days
17.3
TCGA-DD-AAEK-01A
0 years, male, asian, stage:Stage II, alive, 1067 days
17.1
TCGA-DD-A1ED-01A
0 years, male, white, stage:Stage I, alive, 2301 days
16.9
TCGA-LG-A9QC-01A
0 years, male, white, stage:Stage I, alive, 425 days
16.8
TCGA-2Y-A9H8-01A
0 years, female, white, stage:'--, dead, 633 days
16.6
TCGA-DD-AAC9-01A
0 years, male, asian, stage:Stage I, alive, 347 days
16.6
TCGA-DD-A1EB-01A
0 years, female, stage:Stage I, alive, 2017 days
16.2
TCGA-WJ-A86L-01A
0 years, female, white, stage:Stage I, alive, 345 days
15.8
TCGA-UB-A7ME-01A
0 years, male, asian, stage:Stage I, alive, 486 days
15.5
TCGA-G3-AAV0-01A
0 years, male, asian, stage:Stage I, alive, 476 days
15.3
TCGA-G3-A3CG-01A
0 years, male, white, stage:Stage I, alive, 673 days
15.3
TCGA-DD-AACY-01A
0 years, male, asian, stage:Stage I, alive, 1450 days
15.1
TCGA-KR-A7K2-01A
0 years, male, white, stage:Stage I, alive, 829 days
15.0
TCGA-DD-A4NL-01A
0 years, male, white, stage:Stage I, alive, 1711 days
15.0
TCGA-DD-AAD3-01A
0 years, male, asian, stage:Stage I, alive, 1295 days
14.9
TCGA-EP-A2KA-01A
0 years, female, white, stage:Stage IIIA, dead, 627 days
14.9
TCGA-DD-AAW1-01A
0 years, male, asian, stage:Stage IIIA, alive, 1989 days
14.8
TCGA-2Y-A9GT-01A
0 years, male, white, stage:Stage I, dead, 1624 days
14.5
TCGA-ED-A66Y-01A
0 years, female, asian, stage:Stage IIIA, dead, 296 days
13.6
TCGA-DD-AAD1-01A
0 years, female, asian, stage:Stage I, alive, 564 days
13.6
TCGA-G3-A5SK-01A
0 years, male, white, stage:Stage I, alive, 744 days
13.6
TCGA-BC-A110-01A
0 years, female, black or african american, stage:'--, dead, 2116 days
13.5
TCGA-DD-A3A6-01A
0 years, female, white, stage:Stage II, dead, 3258 days
13.4
TCGA-KR-A7K8-01A
0 years, male, stage:Stage I, alive, 906 days
12.6
TCGA-ES-A2HT-01A
0 years, male, black or african american, stage:Stage I, dead, 438 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.
MIX23 is validated prognostic, high expression is unfavorable in Liver Hepatocellular Carcinoma (validation)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
23.2
Number of samples
231
Samples
Sample
Description
TPM
DO45145
0 years, male, NA, stage:3, dead, 60 days
83.0
DO45211
0 years, male, NA, stage:3, alive, 240 days
70.1
DO45127
0 years, male, NA, stage:3, dead, 420 days
61.9
DO23525
0 years, male, NA, stage:4, alive, 1050 days
61.5
DO45221
0 years, female, NA, stage:4, dead, 390 days
53.0
DO48723
0 years, male, NA, stage:1, alive, 600 days
52.8
DO45093
0 years, male, NA, stage:2, dead, 720 days
51.7
DO50785
0 years, male, NA, stage:4, dead, 90 days
50.7
DO50845
0 years, male, NA, stage:3, alive, 210 days
48.8
DO50815
0 years, male, NA, stage:3, alive, 150 days
47.4
DO48697
0 years, female, NA, stage:2, dead, 810 days
45.9
DO50806
0 years, male, NA, stage:4, alive, 540 days
43.6
DO50791
0 years, female, NA, stage:1, dead, 480 days
43.6
DO48759
0 years, male, NA, stage:3, alive, 720 days
43.2
DO23519
0 years, male, NA, stage:3, alive, 630 days
42.9
DO45119
0 years, male, NA, stage:3, dead, 510 days
42.5
DO50778
0 years, male, NA, stage:4, alive, 630 days
42.2
DO45169
0 years, male, NA, stage:3, alive, 1350 days
41.0
DO48741
0 years, male, NA, stage:3, alive, 240 days
37.8
DO23521
0 years, male, NA, stage:3, alive, 1110 days
37.7
DO45193
0 years, female, NA, stage:4, dead, 120 days
37.7
DO23545
0 years, male, NA, stage:2, dead, 570 days
37.6
DO45299
0 years, female, NA, stage:1, alive, 1440 days
37.5
DO23539
0 years, male, NA, stage:1, alive, 1110 days
37.0
DO45267
0 years, male, NA, stage:3, dead, 570 days
36.9
DO45269
0 years, male, NA, stage:3, alive, 750 days
36.2
DO45173
0 years, male, NA, stage:3, alive, 1170 days
35.9
DO45101
0 years, male, NA, stage:2, alive, 1680 days
35.4
DO23533
0 years, male, NA, stage:2, alive, 900 days
34.9
DO48751
0 years, male, NA, stage:2, dead, 480 days
34.9
DO23542
0 years, male, NA, stage:3, alive, 960 days
34.4
DO50808
0 years, male, NA, stage:2, alive, 570 days
34.2
DO45149
0 years, female, NA, stage:2, alive, 1260 days
33.9
DO23540
0 years, male, NA, stage:1, alive, 750 days
33.5
DO50799
0 years, female, NA, stage:2, alive, 540 days
33.3
DO45217
0 years, female, NA, stage:3, dead, 270 days
32.6
DO23508
0 years, female, NA, stage:2, alive, 390 days
32.6
DO23537
0 years, male, NA, stage:2, dead, 900 days
32.3
DO23548
0 years, female, NA, stage:1, alive, 840 days
32.3
DO45289
0 years, female, NA, stage:3, alive, 360 days
32.2
DO45092
0 years, male, NA, stage:4, dead, 1200 days
31.9
DO23534
0 years, male, NA, stage:2, alive, 840 days
30.9
DO48681
0 years, male, NA, stage:2, alive, 900 days
30.8
DO48704
0 years, female, NA, stage:3, alive, 750 days
30.5
DO45227
0 years, female, NA, stage:2, alive, 1020 days
30.4
DO48747
0 years, male, NA, stage:3, alive, 540 days
30.1
DO45209
0 years, male, NA, stage:4, alive, 1350 days
30.0
DO50840
0 years, male, NA, stage:2, alive, 330 days
30.0
DO50813
0 years, male, NA, stage:2, alive, 420 days
29.9
DO50802
0 years, male, NA, stage:2, alive, 930 days
29.9
DO50793
0 years, male, NA, stage:4, alive, 540 days
29.6
DO50798
0 years, male, NA, stage:3, dead, 30 days
29.3
DO48706
0 years, male, NA, stage:2, alive, 870 days
29.0
DO50809
0 years, male, NA, stage:3, dead, 720 days
29.0
DO23532
0 years, female, NA, stage:1, alive, 960 days
28.6
DO45163
0 years, male, NA, stage:2, alive, 960 days
28.4
DO23510
0 years, female, NA, stage:2, alive, 870 days
28.4
DO48737
0 years, male, NA, stage:1, alive, 720 days
28.1
DO23546
0 years, male, NA, stage:2, alive, 1050 days
26.9
DO45161
0 years, male, NA, stage:2, dead, 540 days
26.9
DO48682
0 years, female, NA, stage:3, dead, 120 days
26.7
DO45143
0 years, male, NA, stage:3, alive, 1290 days
26.6
DO23535
0 years, male, NA, stage:1, alive, 960 days
26.6
DO45129
0 years, male, NA, stage:3, alive, 1470 days
26.5
DO48721
0 years, female, NA, stage:1, alive, 900 days
26.5
DO50829
0 years, male, NA, stage:3, alive, 570 days
26.4
DO50844
0 years, male, NA, stage:4, alive, 300 days
26.1
DO48679
0 years, male, NA, stage:2, alive, 1200 days
26.1
DO50811
0 years, male, NA, stage:1, alive, 450 days
26.0
DO45255
0 years, male, NA, stage:3, alive, 720 days
25.7
DO48701
0 years, male, NA, stage:2, alive, 780 days
25.6
DO45131
0 years, male, NA, stage:4, dead, 360 days
25.4
DO45219
0 years, male, NA, stage:2, alive, 1080 days
25.2
DO45241
0 years, male, NA, stage:1, alive, 1080 days
25.0
DO23514
0 years, male, NA, stage:2, alive, 1290 days
24.9
DO45273
0 years, male, NA, stage:2, alive, 480 days
24.9
DO50816
0 years, male, NA, stage:2, alive, 390 days
24.9
DO48700
0 years, female, NA, stage:2, alive, 810 days
24.7
DO23526
0 years, male, NA, stage:3, alive, 1050 days
24.6
DO23513
0 years, male, NA, stage:3, alive, 1200 days
24.5
DO45179
0 years, female, NA, stage:2, alive, 600 days
24.3
DO45303
0 years, female, NA, stage:3, alive, 990 days
24.1
DO45285
0 years, male, NA, stage:3, alive, 480 days
24.1
DO45123
0 years, female, NA, stage:2, dead, 570 days
23.6
DO45165
0 years, male, NA, stage:2, alive, 690 days
23.5
DO45105
0 years, male, NA, stage:1, alive, 1680 days
23.5
DO23541
0 years, male, NA, stage:2, alive, 930 days
23.4
DO23511
0 years, female, NA, stage:3, dead, 180 days
23.4
DO48695
0 years, male, NA, stage:2, alive, 720 days
23.4
DO48728
0 years, female, NA, stage:2, alive, 150 days
23.3
DO45183
0 years, female, NA, stage:2, dead, 570 days
23.0
DO45223
0 years, male, NA, stage:4, alive, 1020 days
22.8
DO45281
0 years, male, NA, stage:4, alive, 750 days
22.8
DO45171
0 years, male, NA, stage:3, alive, 600 days
22.8
DO45175
0 years, male, NA, stage:2, alive, 1140 days
22.6
DO23528
0 years, female, NA, stage:2, alive, 1020 days
22.5
DO45283
0 years, male, NA, stage:3, alive, 510 days
22.4
DO23512
0 years, male, NA, stage:1, alive, 1260 days
21.9
DO45261
0 years, male, NA, stage:3, alive, 990 days
21.7
DO48672
0 years, male, NA, stage:2, alive, 450 days
21.7
DO45091
0 years, male, NA, stage:2, dead, 1320 days
21.6
DO23509
0 years, male, NA, stage:3, dead, 780 days
21.6
DO23550
0 years, male, NA, stage:1, alive, 990 days
21.4
DO45135
0 years, male, NA, stage:1, alive, 1410 days
21.3
DO45297
0 years, female, NA, stage:4, dead, 1260 days
21.2
DO50789
0 years, female, NA, stage:2, alive, 570 days
21.2
DO48712
0 years, male, NA, stage:2, alive, 810 days
21.1
DO48732
0 years, male, NA, stage:3, alive, 630 days
21.0
DO45185
0 years, male, NA, stage:2, alive, 600 days
21.0
DO227643
0 years, male, NA, stage:2, alive, 1260 days
20.9
DO48742
0 years, male, NA, stage:2, alive, 600 days
20.7
DO23515
0 years, male, NA, stage:2, alive, 1230 days
20.5
DO48720
0 years, female, NA, stage:2, alive, 570 days
20.5
DO50822
0 years, male, NA, stage:2, alive, 510 days
20.4
DO45229
0 years, male, NA, stage:1, alive, 990 days
20.3
DO227801
0 years, female, NA, stage:1, alive, 660 days
20.3
DO45265
0 years, male, NA, stage:3, alive, 1020 days
20.1
DO50820
0 years, female, NA, stage:3, alive, 510 days
20.1
DO23551
0 years, male, NA, stage:3, dead, 150 days
20.0
DO50805
0 years, male, NA, stage:2, alive, 690 days
20.0
DO45215
0 years, male, NA, stage:2, alive, 1170 days
19.9
DO45305
0 years, male, NA, stage:4, alive, 300 days
19.8
DO23552
0 years, female, NA, stage:1, alive, 810 days
19.8
DO50859
0 years, male, NA, stage:2, alive, 180 days
19.8
DO45235
0 years, female, NA, stage:1, alive, 900 days
19.5
DO45247
0 years, female, NA, stage:2, alive, 210 days
19.4
DO45103
0 years, male, NA, stage:3, alive, 450 days
19.3
DO48730
0 years, female, NA, stage:2, alive, 630 days
19.3
DO45275
0 years, male, NA, stage:3, dead, 10 days
19.2
DO48761
0 years, male, NA, stage:2, alive, 870 days
19.2
DO48719
0 years, male, NA, stage:2, alive, 690 days
19.1
DO45257
0 years, male, NA, stage:3, alive, 810 days
19.1
DO45225
0 years, male, NA, stage:1, alive, 1050 days
19.0
DO45203
0 years, female, NA, stage:2, alive, 1170 days
19.0
DO45167
0 years, male, NA, stage:2, dead, 1440 days
18.9
DO45287
0 years, male, NA, stage:1, alive, 390 days
18.8
DO48715
0 years, female, NA, stage:2, dead, 690 days
18.8
DO48725
0 years, male, NA, stage:1, alive, 780 days
18.7
DO45239
0 years, male, NA, stage:2, alive, 870 days
18.4
DO50825
0 years, male, NA, stage:2, alive, 390 days
18.4
DO45253
0 years, male, NA, stage:2, alive, 870 days
18.4
DO45301
0 years, male, NA, stage:2, dead, 1440 days
18.3
DO48693
0 years, male, NA, stage:2, alive, 900 days
18.3
DO50818
0 years, male, NA, stage:2, alive, 510 days
18.2
DO45177
0 years, female, NA, stage:3, alive, 1260 days
18.2
DO45095
0 years, male, NA, stage:2, alive, 1620 days
18.1
DO45213
0 years, male, NA, stage:1, alive, 1200 days
17.9
DO45307
0 years, female, NA, stage:4, dead, 240 days
17.9
DO48757
0 years, female, NA, stage:3, alive, 480 days
17.7
DO45117
0 years, female, NA, stage:2, dead, 1110 days
17.7
DO45153
0 years, female, NA, stage:2, alive, 1380 days
17.6
DO48716
0 years, male, NA, stage:2, alive, 720 days
17.4
DO50814
0 years, male, NA, stage:3, alive, 420 days
17.4
DO45187
0 years, female, NA, stage:1, alive, 1260 days
17.4
DO50819
0 years, female, NA, stage:2, alive, 510 days
17.4
DO50850
0 years, male, NA, stage:3, alive, 720 days
17.4
DO45137
0 years, male, NA, stage:1, alive, 1320 days
17.3
DO45099
0 years, male, NA, stage:3, alive, 1590 days
17.3
DO50807
0 years, male, NA, stage:1, alive, 540 days
17.0
DO23543
0 years, male, NA, stage:2, alive, 1020 days
17.0
DO23524
0 years, female, NA, stage:2, alive, 1050 days
16.9
DO48674
0 years, male, NA, stage:2, alive, 1260 days
16.9
DO45141
0 years, male, NA, stage:2, alive, 1320 days
16.6
DO45139
0 years, male, NA, stage:3, alive, 1320 days
16.5
DO45263
0 years, male, NA, stage:3, dead, 270 days
16.4
DO50783
0 years, male, NA, stage:3, alive, 480 days
16.4
DO23518
0 years, male, NA, stage:2, alive, 1320 days
16.3
DO23547
0 years, male, NA, stage:1, alive, 1020 days
16.3
DO45195
0 years, male, NA, stage:1, alive, 390 days
16.3
DO50839
0 years, female, NA, stage:3, alive, 330 days
16.3
DO50857
0 years, male, NA, stage:2, alive, 210 days
16.0
DO45107
0 years, female, NA, stage:2, alive, 1710 days
15.9
DO45181
0 years, female, NA, stage:2, alive, 1200 days
15.9
DO50776
0 years, male, NA, stage:1, alive, 690 days
15.9
DO50832
0 years, male, NA, stage:3, alive, 90 days
15.7
DO48733
0 years, male, NA, stage:2, alive, 600 days
15.7
DO45205
0 years, female, NA, stage:2, dead, 90 days
15.3
DO48743
0 years, female, NA, stage:2, alive, 570 days
15.2
DO23536
0 years, male, NA, stage:2, alive, 930 days
15.2
DO45096
0 years, male, NA, stage:2, dead, 1290 days
15.0
DO45097
0 years, male, NA, stage:3, alive, 1620 days
15.0
DO45259
0 years, male, NA, stage:3, alive, 330 days
15.0
DO23529
0 years, male, NA, stage:4, alive, 930 days
14.9
DO48677
0 years, male, NA, stage:3, alive, 1140 days
14.9
DO45201
0 years, male, NA, stage:1, alive, 900 days
14.9
DO48727
0 years, female, NA, stage:2, dead, 390 days
14.8
DO45277
0 years, male, NA, stage:3, alive, 600 days
14.8
DO50804
0 years, male, NA, stage:2, alive, 720 days
14.7
DO45109
0 years, male, NA, stage:2, alive, 1590 days
14.5
DO50817
0 years, male, NA, stage:2, alive, 390 days
14.5
DO50787
0 years, male, NA, stage:3, alive, 480 days
14.2
DO45115
0 years, male, NA, stage:2, alive, 840 days
14.2
DO45251
0 years, female, NA, stage:2, alive, 900 days
14.2
DO50774
0 years, female, NA, stage:2, alive, 720 days
14.2
DO23523
0 years, male, NA, stage:3, alive, 1080 days
14.0
DO45197
0 years, male, NA, stage:2, alive, 1170 days
13.9
DO45121
0 years, male, NA, stage:3, alive, 1530 days
13.9
DO23544
0 years, male, NA, stage:2, alive, 960 days
13.6
DO50855
0 years, male, NA, stage:2, alive, 570 days
13.6
DO45113
0 years, male, NA, stage:3, alive, 1560 days
13.2
DO48746
0 years, male, NA, stage:3, alive, 570 days
13.1
DO50803
0 years, female, NA, stage:1, alive, 540 days
13.0
DO23517
0 years, male, NA, stage:2, alive, 1200 days
13.0
DO45189
0 years, female, NA, stage:2, alive, 1200 days
12.7
DO45125
0 years, male, NA, stage:3, alive, 1680 days
12.6
DO45207
0 years, male, NA, stage:1, alive, 1050 days
12.6
DO23527
0 years, male, NA, stage:1, alive, 1050 days
12.5
DO45249
0 years, male, NA, stage:1, alive, 630 days
12.5
DO45199
0 years, female, NA, stage:2, alive, 1350 days
12.4
DO48736
0 years, female, NA, stage:1, alive, 600 days
12.2
DO50800
0 years, male, NA, stage:2, alive, 510 days
12.0
DO23531
0 years, female, NA, stage:3, alive, 900 days
12.0
DO45233
0 years, male, NA, stage:3, alive, 900 days
12.0
DO45157
0 years, male, NA, stage:2, alive, 1980 days
11.9
DO23538
0 years, male, NA, stage:2, alive, 450 days
11.9
DO45133
0 years, male, NA, stage:3, dead, 660 days
11.8
DO45111
0 years, male, NA, stage:2, alive, 1590 days
11.8
DO45094
0 years, male, NA, stage:3, alive, 1650 days
11.6
DO45237
0 years, male, NA, stage:2, alive, 900 days
11.4
DO45191
0 years, female, NA, stage:2, alive, 1200 days
11.3
DO45243
0 years, female, NA, stage:3, alive, 930 days
11.2
DO45155
0 years, male, NA, stage:2, alive, 2160 days
11.1
DO23549
0 years, male, NA, stage:3, alive, 990 days
11.1
DO48717
0 years, male, NA, stage:4, dead, 180 days
11.0
DO48760
0 years, female, NA, stage:2, alive, 690 days
10.9
DO23516
0 years, male, NA, stage:3, dead, 20 days
10.4
DO45231
0 years, male, NA, stage:2, alive, 930 days
10.3
DO45159
0 years, male, NA, stage:3, alive, 1470 days
9.1
DO23530
0 years, male, NA, stage:4, dead, 180 days
9.0
DO45279
0 years, male, NA, stage:3, alive, 1290 days
8.9
DO45245
0 years, female, NA, stage:2, dead, 240 days
8.4
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.