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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.
TNFRSF12A 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
67.9
Number of samples
362
Samples
Sample
Description
TPM
TCGA-CC-5260-01A
0 years, female, asian, stage:Stage IIIC, dead, 87 days
483.2
TCGA-CC-A7IJ-01A
0 years, male, asian, stage:Stage II, alive, 382 days
326.5
TCGA-ZP-A9D2-01A
0 years, male, white, stage:'--, dead, 765 days
300.8
TCGA-K7-AAU7-01A
0 years, male, white, stage:Stage II, alive, 359 days
261.9
TCGA-G3-A25T-01A
0 years, female, white, stage:Stage IIIA, alive, 1553 days
251.6
TCGA-CC-A3M9-01A
0 years, male, asian, stage:Stage IIIA, dead, 300 days
250.6
TCGA-ED-A7PX-01A
0 years, female, asian, stage:Stage II, alive, 6 days
250.3
TCGA-G3-A7M6-01A
0 years, female, white, stage:Stage I, alive, 632 days
233.8
TCGA-G3-A5SJ-01A
0 years, male, white, stage:Stage I, alive, 698 days
226.9
TCGA-BC-A110-01A
0 years, female, black or african american, stage:'--, dead, 2116 days
219.7
TCGA-FV-A3I0-01A
0 years, female, white, stage:Stage II, alive, 848 days
219.0
TCGA-DD-A4NA-01A
0 years, female, white, stage:Stage IIIC, alive, 1008 days
217.2
TCGA-DD-AAD1-01A
0 years, female, asian, stage:Stage I, alive, 564 days
209.0
TCGA-2Y-A9H2-01A
0 years, female, white, stage:Stage I, alive, 1731 days
201.5
TCGA-BC-A10S-01A
0 years, male, white, stage:'--, dead, 1423 days
196.9
TCGA-BC-A10U-01A
0 years, male, white, stage:'--, dead, 837 days
195.8
TCGA-G3-AAV5-01A
0 years, male, white, stage:Stage II, alive, 354 days
190.0
TCGA-DD-A1EC-01A
0 years, female, white, stage:Stage I, alive, 602 days
188.5
TCGA-DD-A3A1-01A
0 years, male, stage:Stage IIIA, dead, 233 days
188.3
TCGA-DD-AA3A-01A
0 years, female, white, stage:Stage I, dead, 410 days
186.8
TCGA-XR-A8TG-01A
0 years, male, white, stage:Stage I, alive, 898 days
179.5
TCGA-CC-A3MA-01A
0 years, male, asian, stage:Stage IIIA, dead, 303 days
176.8
TCGA-G3-A25Z-01A
0 years, male, asian, stage:Stage I, alive, 655 days
171.3
TCGA-MI-A75G-01A
0 years, male, white, stage:Stage II, alive, 698 days
169.4
TCGA-WQ-A9G7-01A
0 years, female, white, stage:'--, alive, 30 days
169.2
TCGA-BC-A10Q-01A
0 years, female, white, stage:'--, dead, 1135 days
166.1
TCGA-DD-AAD0-01A
0 years, female, asian, stage:Stage I, alive, 137 days
164.9
TCGA-CC-A5UE-01A
0 years, male, asian, stage:Stage IIIB, dead, 272 days
163.6
TCGA-DD-A1EJ-01A
0 years, female, white, stage:Stage IIIC, dead, 1005 days
162.2
TCGA-DD-AACI-01A
0 years, male, asian, stage:Stage II, alive, 1618 days
161.0
TCGA-DD-A4NS-01A
0 years, female, white, stage:Stage I, dead, 2456 days
159.7
TCGA-DD-A39Y-01A
0 years, male, asian, stage:Stage I, dead, 171 days
159.4
TCGA-BC-A112-01A
0 years, male, white, stage:'--, dead, 153 days
158.2
TCGA-DD-AAW0-01A
0 years, male, asian, stage:Stage I, alive, 2015 days
151.4
TCGA-CC-A7IL-01A
0 years, male, asian, stage:Stage IIIA, dead, 278 days
151.1
TCGA-ED-A82E-01A
0 years, female, asian, stage:Stage IIIA, alive, 408 days
150.1
TCGA-DD-A1EE-01A
0 years, male, white, stage:Stage IIIA, dead, 349 days
149.5
TCGA-ED-A97K-01A
0 years, male, asian, stage:Stage IIIA, alive, 6 days
149.4
TCGA-BC-A69H-01A
0 years, male, white, stage:Stage II, alive, 444 days
149.0
TCGA-DD-AACH-01A
0 years, male, asian, stage:Stage II, dead, 195 days
148.0
TCGA-CC-A1HT-01A
0 years, male, asian, stage:Stage IIIA, dead, 101 days
147.4
TCGA-DD-AACE-01A
0 years, male, asian, stage:Stage I, alive, 2184 days
145.5
TCGA-2Y-A9GW-01A
0 years, male, white, stage:Stage I, dead, 1271 days
145.0
TCGA-DD-AADS-01A
0 years, male, asian, stage:Stage I, alive, 474 days
144.2
TCGA-GJ-A9DB-01A
0 years, male, white, stage:Stage I, dead, 67 days
141.7
TCGA-RC-A6M4-01A
0 years, female, white, stage:Stage IIIA, alive, 22 days
140.4
TCGA-CC-A7IG-01A
0 years, male, asian, stage:Stage II, dead, 299 days
139.3
TCGA-MI-A75C-01A
0 years, male, white, stage:Stage I, alive, 291 days
137.9
TCGA-FV-A2QR-01A
0 years, male, white, stage:Stage I, dead, 581 days
136.4
TCGA-ED-A7PZ-01A
0 years, male, asian, stage:Stage II, alive, 6 days
132.4
TCGA-2Y-A9HA-01A
0 years, male, white, stage:Stage II, dead, 36 days
131.0
TCGA-2Y-A9GY-01A
0 years, female, white, stage:Stage II, dead, 757 days
130.2
TCGA-G3-A25X-01A
0 years, male, asian, stage:Stage II, alive, 1779 days
129.6
TCGA-CC-A3MB-01A
0 years, male, asian, stage:Stage IIIA, dead, 315 days
125.6
TCGA-DD-AAED-01A
0 years, male, asian, stage:Stage I, alive, 763 days
124.2
TCGA-DD-A3A5-01A
0 years, female, white, stage:Stage III, dead, 3125 days
122.3
TCGA-DD-A1EG-01A
0 years, male, white, stage:Stage I, dead, 1372 days
120.5
TCGA-DD-AADD-01A
0 years, male, asian, stage:Stage I, alive, 1231 days
118.3
TCGA-CC-A5UD-01A
0 years, male, asian, stage:Stage IIIA, dead, 304 days
118.1
TCGA-ED-A627-01A
0 years, male, white, stage:Stage I, alive, 423 days
115.5
TCGA-LG-A6GG-01A
0 years, female, white, stage:Stage II, alive, 387 days
115.4
TCGA-FV-A3I1-01A
0 years, female, white, stage:Stage II, dead, 247 days
115.2
TCGA-DD-AAW3-01A
0 years, male, asian, stage:Stage I, alive, 1633 days
115.0
TCGA-DD-AAD6-01A
0 years, male, asian, stage:Stage IIIA, alive, 672 days
113.8
TCGA-DD-A4NJ-01A
0 years, female, white, stage:Stage II, alive, 928 days
112.7
TCGA-XR-A8TE-01A
0 years, male, white, stage:Stage IIIA, alive, 925 days
112.3
TCGA-DD-AACU-01A
0 years, male, asian, stage:Stage I, alive, 1567 days
110.6
TCGA-WX-AA44-01A
0 years, female, white, stage:Stage I, alive, 615 days
110.2
TCGA-DD-AADC-01A
0 years, male, asian, stage:Stage I, dead, 425 days
109.1
TCGA-RC-A7SH-01A
0 years, male, asian, stage:Stage II, alive, 468 days
108.8
TCGA-UB-A7MD-01A
0 years, male, black or african american, stage:Stage I, dead, 52 days
108.4
TCGA-DD-A4NQ-01A
0 years, male, white, stage:Stage II, dead, 373 days
107.7
TCGA-ZS-A9CD-01A
0 years, male, white, stage:Stage II, dead, 1386 days
104.9
TCGA-DD-AAVY-01A
0 years, male, asian, stage:Stage IIIA, alive, 1970 days
104.6
TCGA-CC-5264-01A
0 years, male, asian, stage:Stage IIIA, dead, 102 days
104.0
TCGA-DD-AAE0-01A
0 years, female, asian, stage:Stage IIIA, alive, 555 days
103.3
TCGA-T1-A6J8-01A
0 years, male, white, stage:'--, alive, 23 days
102.9
TCGA-DD-AACX-01A
0 years, male, asian, stage:Stage II, alive, 170 days
102.4
TCGA-CC-5263-01A
0 years, male, asian, stage:Stage IIIA, dead, 129 days
101.6
TCGA-CC-A9FW-01A
0 years, male, asian, stage:Stage IIIA, alive, 248 days
101.3
TCGA-DD-AAE3-01A
0 years, male, asian, stage:Stage I, alive, 566 days
100.0
TCGA-LG-A9QC-01A
0 years, male, white, stage:Stage I, alive, 425 days
99.8
TCGA-G3-A6UC-01A
0 years, male, white, stage:Stage IIIB, alive, 671 days
99.7
TCGA-DD-AACN-01A
0 years, male, asian, stage:Stage I, alive, 1302 days
99.7
TCGA-2Y-A9H5-01A
0 years, female, white, stage:Stage I, dead, 555 days
99.5
TCGA-DD-A4NK-01A
0 years, female, white, stage:Stage IIIA, dead, 1210 days
99.5
TCGA-DD-A4NN-01A
0 years, female, white, stage:Stage I, dead, 899 days
98.1
TCGA-DD-AAD5-01A
0 years, male, asian, stage:Stage I, alive, 1345 days
97.2
TCGA-UB-AA0U-01A
0 years, male, white, stage:Stage II, alive, 327 days
97.1
TCGA-DD-A1EI-01A
0 years, male, asian, stage:Stage I, alive, 183 days
97.0
TCGA-DD-AADK-01A
0 years, female, asian, stage:Stage II, alive, 1049 days
96.9
TCGA-BC-A10Z-01A
0 years, female, white, stage:Stage I, dead, 34 days
96.0
TCGA-DD-AACK-01A
0 years, male, asian, stage:Stage I, alive, 9 days
94.3
TCGA-G3-AAV7-01A
0 years, male, asian, stage:Stage II, alive, 361 days
93.4
TCGA-WJ-A86L-01A
0 years, female, white, stage:Stage I, alive, 345 days
93.3
TCGA-WX-AA46-01A
0 years, male, white, stage:Stage II, alive, 756 days
93.2
TCGA-DD-A3A9-01A
0 years, female, white, stage:Stage IVB, dead, 931 days
92.6
TCGA-MI-A75E-01A
0 years, male, white, stage:Stage IIIC, alive, 507 days
92.4
TCGA-5C-A9VH-01A
0 years, male, white, stage:Stage I, alive, 322 days
92.2
TCGA-2Y-A9H4-01A
0 years, male, black or african american, stage:Stage I, alive, 1452 days
91.8
TCGA-G3-A25S-01A
0 years, male, white, stage:Stage I, dead, 416 days
91.4
TCGA-DD-A4NR-01A
0 years, female, white, stage:Stage I, dead, 9 days
91.3
TCGA-FV-A4ZP-01A
0 years, male, white, stage:Stage IIIA, dead, 2486 days
91.3
TCGA-RC-A7SK-01A
0 years, male, asian, stage:Stage I, alive, 472 days
90.0
TCGA-DD-A4NV-01A
0 years, male, white, stage:Stage IIIA, alive, 2398 days
88.9
TCGA-DD-AAVV-01A
0 years, male, asian, stage:Stage II, alive, 2455 days
87.9
TCGA-DD-AADQ-01A
0 years, male, asian, stage:Stage II, alive, 436 days
87.6
TCGA-WQ-AB4B-01A
0 years, male, white, stage:Stage II, alive, 395 days
87.3
TCGA-ZS-A9CE-01A
0 years, female, white, stage:Stage II, alive, 1241 days
85.1
TCGA-RC-A6M6-01A
0 years, male, white, stage:Stage II, alive, 9 days
84.5
TCGA-G3-AAV4-01A
0 years, female, white, stage:Stage I, dead, 27 days
83.9
TCGA-G3-A7M5-01A
0 years, male, asian, stage:Stage I, alive, 447 days
82.6
TCGA-ED-A7XO-01A
0 years, male, asian, stage:Stage IIIA, alive, 427 days
82.6
TCGA-2Y-A9GX-01A
0 years, male, white, stage:Stage I, alive, 2442 days
82.1
TCGA-YA-A8S7-01A
0 years, male, white, stage:Stage IIIA, dead, 412 days
81.6
TCGA-ZP-A9CV-01A
0 years, male, white, stage:'--, dead, 1088 days
81.4
TCGA-DD-AAD3-01A
0 years, male, asian, stage:Stage I, alive, 1295 days
81.4
TCGA-O8-A75V-01A
0 years, male, stage:Stage I, alive, 538 days
80.8
TCGA-DD-AADV-01A
0 years, male, asian, stage:Stage I, alive, 574 days
79.9
TCGA-KR-A7K0-01A
0 years, male, white, stage:Stage I, dead, 65 days
78.9
TCGA-2Y-A9GS-01A
0 years, male, white, stage:'--, dead, 724 days
78.5
TCGA-BC-A5W4-01A
0 years, male, white, stage:Stage IIIA, dead, 547 days
78.1
TCGA-ED-A66Y-01A
0 years, female, asian, stage:Stage IIIA, dead, 296 days
77.9
TCGA-FV-A3R2-01A
0 years, male, white, stage:Stage I, dead, 194 days
77.3
TCGA-UB-A7MA-01A
0 years, female, white, stage:Stage II, alive, 848 days
77.1
TCGA-G3-A3CG-01A
0 years, male, white, stage:Stage I, alive, 673 days
75.0
TCGA-ED-A459-01A
0 years, male, asian, stage:Stage II, alive, 910 days
75.0
TCGA-4R-AA8I-01A
0 years, male, white, stage:Stage II, dead, 262 days
74.5
TCGA-RC-A7SF-01A
0 years, male, asian, stage:Stage I, alive, 579 days
73.7
TCGA-DD-A4NG-01A
0 years, male, white, stage:Stage IIIA, dead, 802 days
72.9
TCGA-BC-A217-01A
0 years, female, white, stage:Stage II, dead, 1397 days
71.2
TCGA-DD-AADB-01A
0 years, male, asian, stage:Stage I, alive, 1242 days
70.7
TCGA-PD-A5DF-01A
0 years, female, white, stage:Stage IIIB, dead, 639 days
69.5
TCGA-CC-A8HU-01A
0 years, female, asian, stage:Stage IIIA, dead, 344 days
68.6
TCGA-DD-AACV-01A
0 years, male, asian, stage:Stage I, alive, 1531 days
67.2
TCGA-GJ-A3OU-01A
0 years, male, white, stage:Stage I, alive, 879 days
66.9
TCGA-CC-5262-01A
0 years, male, asian, stage:Stage IIIC, dead, 103 days
66.1
TCGA-DD-A4NH-01A
0 years, female, white, stage:Stage IIIB, alive, 917 days
66.0
TCGA-BC-A10X-01A
0 years, female, white, stage:Stage IIIA, dead, 770 days
66.0
TCGA-DD-AAC8-01A
0 years, male, asian, stage:Stage I, dead, 16 days
65.5
TCGA-DD-AAEE-01A
0 years, male, asian, stage:Stage I, alive, 810 days
65.4
TCGA-K7-A6G5-01A
0 years, male, white, stage:Stage I, alive, 512 days
65.3
TCGA-DD-A73A-01A
0 years, male, white, stage:Stage I, alive, 728 days
63.7
TCGA-CC-A5UC-01A
0 years, male, asian, stage:Stage IIIA, dead, 347 days
63.4
TCGA-DD-A1EK-01A
0 years, female, white, stage:Stage IVB, dead, 558 days
62.6
TCGA-DD-AAD8-01A
0 years, female, asian, stage:Stage I, alive, 1219 days
62.1
TCGA-DD-A11D-01A
0 years, female, white, stage:Stage I, dead, 1560 days
61.9
TCGA-BC-A69I-01A
0 years, male, white, stage:Stage I, alive, 387 days
60.9
TCGA-DD-A4ND-01A
0 years, female, white, stage:Stage I, alive, 2746 days
60.8
TCGA-MI-A75I-01A
0 years, male, black or african american, stage:'--, alive, 630 days
59.0
TCGA-DD-AADN-01A
0 years, male, asian, stage:Stage I, alive, 898 days
58.9
TCGA-DD-AADL-01A
0 years, male, asian, stage:Stage I, alive, 636 days
58.2
TCGA-G3-A7M7-01A
0 years, male, white, stage:Stage I, alive, 361 days
58.1
TCGA-BW-A5NO-01A
0 years, male, black or african american, stage:Stage IIIA, alive, 20 days
57.9
TCGA-DD-AADU-01A
0 years, male, asian, stage:Stage II, alive, 554 days
56.8
TCGA-CC-5261-01A
0 years, male, asian, stage:Stage II, dead, 97 days
56.5
TCGA-DD-AAEI-01A
0 years, male, asian, stage:Stage I, alive, 1531 days
55.4
TCGA-DD-AACZ-01A
0 years, female, asian, stage:Stage I, dead, 171 days
54.4
TCGA-CC-5259-01A
0 years, female, asian, stage:Stage IIIC, alive, 250 days
54.2
TCGA-LG-A9QD-01A
0 years, male, white, stage:Stage IIIA, alive, 366 days
53.7
TCGA-ZP-A9D1-01A
0 years, female, white, stage:'--, alive, 21 days
53.4
TCGA-RC-A7SB-01A
0 years, male, asian, stage:Stage II, alive, 588 days
53.3
TCGA-DD-A1EH-01A
0 years, male, white, stage:Stage III, alive, 1495 days
53.0
TCGA-G3-AAV1-01A
0 years, male, asian, stage:Stage IIIC, dead, 359 days
52.2
TCGA-ED-A7XP-01A
0 years, female, asian, stage:Stage II, alive, 400 days
51.6
TCGA-DD-A115-01A
0 years, male, white, stage:Stage IIIA, dead, 2542 days
51.3
TCGA-G3-A5SM-01A
0 years, male, white, stage:Stage II, alive, 520 days
51.2
TCGA-5R-AAAM-01A
0 years, female, white, stage:Stage II, dead, 46 days
51.1
TCGA-K7-A5RF-01A
0 years, male, white, stage:Stage I, alive, 631 days
50.5
TCGA-3K-AAZ8-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 396 days
50.3
TCGA-UB-AA0V-01A
0 years, female, white, stage:Stage I, alive, 314 days
49.4
TCGA-DD-AACT-01A
0 years, female, asian, stage:Stage I, alive, 1562 days
49.0
TCGA-EP-A2KC-01A
0 years, male, black or african american, stage:Stage I, dead, 19 days
48.9
TCGA-EP-A3JL-01A
0 years, male, white, stage:Stage I, alive, 303 days
48.4
TCGA-CC-A8HV-01A
0 years, female, asian, stage:Stage II, dead, 279 days
48.4
TCGA-BD-A3ER-01A
0 years, male, white, stage:Stage II, alive, 1115 days
47.7
TCGA-DD-AAEA-01A
0 years, male, asian, stage:Stage I, alive, 575 days
47.4
TCGA-DD-A114-01A
0 years, male, black or african american, stage:Stage II, dead, 1149 days
46.7
TCGA-DD-AAVU-01A
0 years, male, asian, stage:Stage II, alive, 2202 days
46.3
TCGA-DD-AADW-01A
0 years, male, asian, stage:Stage I, alive, 587 days
45.9
TCGA-5C-AAPD-01A
0 years, male, asian, stage:Stage II, alive, 20 days
45.5
TCGA-FV-A496-01A
0 years, female, white, stage:Stage I, alive, 10 days
45.5
TCGA-ZP-A9CY-01A
0 years, female, white, stage:'--, alive, 782 days
45.4
TCGA-DD-AAD2-01A
0 years, male, asian, stage:Stage I, alive, 658 days
45.0
TCGA-BC-A10Y-01A
0 years, male, white, stage:'--, dead, 711 days
44.6
TCGA-2Y-A9H1-01A
0 years, male, white, stage:Stage I, dead, 1229 days
44.5
TCGA-DD-AAW2-01A
0 years, male, asian, stage:Stage I, alive, 1855 days
44.5
TCGA-G3-A25V-01A
0 years, male, white, stage:Stage I, alive, 860 days
44.2
TCGA-KR-A7K2-01A
0 years, male, white, stage:Stage I, alive, 829 days
44.1
TCGA-EP-A3RK-01A
0 years, male, white, stage:Stage IIIA, alive, 363 days
44.0
TCGA-DD-AAE1-01A
0 years, male, asian, stage:Stage I, alive, 552 days
43.8
TCGA-DD-A39Z-01A
0 years, female, stage:Stage II, dead, 601 days
43.3
TCGA-NI-A8LF-01A
0 years, male, white, stage:Stage I, alive, 799 days
43.0
TCGA-DD-AACA-01A
0 years, male, asian, stage:Stage I, alive, 2301 days
42.7
TCGA-DD-A4NL-01A
0 years, male, white, stage:Stage I, alive, 1711 days
42.6
TCGA-G3-A5SL-01A
0 years, male, white, stage:Stage II, alive, 621 days
42.2
TCGA-DD-AAVW-01A
0 years, male, asian, stage:Stage I, alive, 2317 days
42.1
TCGA-DD-AADG-01A
0 years, male, asian, stage:Stage IIIA, alive, 1145 days
41.9
TCGA-DD-A3A6-01A
0 years, female, white, stage:Stage II, dead, 3258 days
41.8
TCGA-CC-A8HT-01A
0 years, male, asian, stage:Stage IIIA, dead, 140 days
41.5
TCGA-FV-A2QQ-01A
0 years, male, white, stage:Stage I, alive, 729 days
41.4
TCGA-DD-A1EF-01A
0 years, female, white, stage:Stage I, dead, 394 days
41.3
TCGA-DD-A3A4-01A
0 years, male, white, stage:Stage IIIA, dead, 612 days
41.2
TCGA-G3-A3CH-01A
0 years, male, asian, stage:Stage IIIA, alive, 780 days
41.2
TCGA-DD-AAEK-01A
0 years, male, asian, stage:Stage II, alive, 1067 days
40.8
TCGA-DD-AADR-01A
0 years, male, asian, stage:Stage I, alive, 2028 days
40.6
TCGA-KR-A7K8-01A
0 years, male, stage:Stage I, alive, 906 days
40.5
TCGA-DD-AAE7-01A
0 years, male, asian, stage:Stage I, alive, 644 days
40.5
TCGA-BC-A10W-01A
0 years, male, asian, stage:'--, dead, 91 days
40.5
TCGA-GJ-A6C0-01A
0 years, female, white, stage:Stage II, dead, 31 days
40.2
TCGA-K7-A5RG-01A
0 years, male, black or african american, stage:Stage I, alive, 519 days
39.5
TCGA-2Y-A9H9-01A
0 years, male, white, stage:Stage I, alive, 697 days
39.3
TCGA-FV-A495-01A
0 years, female, white, stage:Stage II, alive, 1 days
38.8
TCGA-DD-A4NI-01A
0 years, male, white, stage:Stage II, alive, 816 days
38.4
TCGA-DD-A4NO-01A
0 years, male, white, stage:Stage I, alive, 2245 days
38.0
TCGA-DD-A3A7-01A
0 years, male, stage:Stage IIIB, dead, 419 days
37.5
TCGA-DD-AAVS-01A
0 years, male, asian, stage:Stage I, alive, 1823 days
37.3
TCGA-EP-A2KA-01A
0 years, female, white, stage:Stage IIIA, dead, 627 days
36.6
TCGA-DD-AADI-01A
0 years, female, asian, stage:Stage I, alive, 1085 days
36.4
TCGA-DD-AAVQ-01A
0 years, male, asian, stage:Stage I, alive, 2728 days
36.4
TCGA-DD-A1EL-01A
0 years, male, black or african american, stage:Stage II, dead, 415 days
36.3
TCGA-DD-AAC9-01A
0 years, male, asian, stage:Stage I, alive, 347 days
36.3
TCGA-DD-A1EB-01A
0 years, female, stage:Stage I, alive, 2017 days
35.9
TCGA-XR-A8TD-01A
0 years, female, white, stage:Stage IIIB, alive, 1030 days
35.8
TCGA-G3-AAUZ-01A
0 years, male, stage:Stage I, alive, 480 days
35.1
TCGA-ZS-A9CG-01A
0 years, male, white, stage:Stage II, alive, 341 days
34.8
TCGA-2Y-A9H8-01A
0 years, female, white, stage:'--, dead, 633 days
34.6
TCGA-ED-A66X-01A
0 years, male, asian, stage:Stage IIIA, alive, 406 days
34.5
TCGA-DD-AACY-01A
0 years, male, asian, stage:Stage I, alive, 1450 days
34.4
TCGA-BD-A3EP-01A
0 years, female, black or african american, stage:Stage I, alive, 409 days
33.8
TCGA-ED-A5KG-01A
0 years, female, asian, stage:Stage II, alive, 854 days
33.3
TCGA-RC-A7S9-01A
0 years, female, asian, stage:Stage I, alive, 640 days
33.2
TCGA-DD-AACP-01A
0 years, male, asian, stage:Stage I, alive, 415 days
33.2
TCGA-DD-A4NB-01A
0 years, male, white, stage:Stage I, alive, 989 days
33.1
TCGA-G3-A25Y-01A
0 years, female, asian, stage:Stage I, dead, 452 days
32.7
TCGA-CC-5258-01A
0 years, male, asian, stage:Stage II, dead, 129 days
32.6
TCGA-G3-A7M9-01A
0 years, male, white, stage:Stage IIIB, dead, 56 days
32.0
TCGA-KR-A7K7-01A
0 years, female, white, stage:Stage II, alive, 951 days
31.3
TCGA-HP-A5MZ-01A
0 years, male, stage:Stage I, dead, 91 days
31.2
TCGA-DD-AACJ-01A
0 years, male, asian, stage:Stage II, alive, 2102 days
31.0
TCGA-DD-AADM-01A
0 years, male, asian, stage:Stage II, dead, 12 days
31.0
TCGA-2Y-A9H6-01A
0 years, female, white, stage:Stage I, alive, 357 days
31.0
TCGA-RG-A7D4-01A
0 years, male, black or african american, stage:Stage II, alive, 1098 days
30.7
TCGA-MI-A75H-01A
0 years, male, white, stage:'--, alive, 747 days
30.1
TCGA-DD-AACG-01A
0 years, male, asian, stage:Stage II, dead, 469 days
30.0
TCGA-DD-AAE9-01A
0 years, male, asian, stage:Stage I, alive, 722 days
29.8
TCGA-ZS-A9CF-01A
0 years, male, white, stage:Stage II, alive, 2412 days
29.7
TCGA-ES-A2HT-01A
0 years, male, black or african american, stage:Stage I, dead, 438 days
28.4
TCGA-DD-AAVR-01A
0 years, male, asian, stage:Stage I, alive, 2513 days
28.4
TCGA-2Y-A9GV-01A
0 years, female, white, stage:Stage I, dead, 2532 days
28.4
TCGA-G3-A5SI-01A
0 years, male, asian, stage:Stage II, dead, 768 days
28.0
TCGA-CC-A3MC-01A
0 years, male, asian, stage:Stage IIIA, alive, 363 days
27.8
TCGA-DD-A1EA-01A
0 years, male, asian, stage:Stage II, alive, 2415 days
27.6
TCGA-2Y-A9H3-01A
0 years, male, white, stage:Stage II, alive, 1516 days
27.2
TCGA-5R-AA1C-01A
0 years, male, white, stage:Stage II, alive, 520 days
26.8
TCGA-DD-A113-01A
0 years, female, white, stage:Stage II, alive, 2425 days
26.8
TCGA-FV-A23B-01A
0 years, female, white, stage:Stage II, dead, 1852 days
26.6
TCGA-G3-A3CJ-01A
0 years, male, american indian or alaska native, stage:Stage II, alive, 594 days
26.6
TCGA-BC-A8YO-01A
0 years, female, white, stage:Stage IIIC, alive, 562 days
26.2
TCGA-DD-AAE4-01A
0 years, female, asian, stage:Stage I, alive, 608 days
25.8
TCGA-G3-AAV0-01A
0 years, male, asian, stage:Stage I, alive, 476 days
25.5
TCGA-DD-A73G-01A
0 years, female, white, stage:Stage I, alive, 3478 days
25.0
TCGA-UB-A7ME-01A
0 years, male, asian, stage:Stage I, alive, 486 days
25.0
TCGA-DD-A1ED-01A
0 years, male, white, stage:Stage I, alive, 2301 days
24.5
TCGA-EP-A2KB-01A
0 years, female, white, stage:Stage I, dead, 596 days
24.3
TCGA-CC-A7IK-01A
0 years, male, asian, stage:Stage IIIA, dead, 262 days
24.2
TCGA-CC-A7II-01A
0 years, male, asian, stage:Stage IIIA, alive, 399 days
24.1
TCGA-CC-A7IE-01A
0 years, male, asian, stage:Stage IIIA, dead, 217 days
24.0
TCGA-DD-A73F-01A
0 years, female, white, stage:Stage I, alive, 1085 days
23.8
TCGA-FV-A4ZQ-01A
0 years, male, white, stage:Stage I, alive, 12 days
23.4
TCGA-MR-A8JO-01A
0 years, male, white, stage:Stage I, alive, 330 days
23.2
TCGA-G3-A7M8-01A
0 years, male, asian, stage:Stage I, alive, 430 days
22.9
TCGA-ED-A8O6-01A
0 years, female, asian, stage:Stage IIIA, dead, 56 days
22.8
TCGA-BC-A10R-01A
0 years, female, white, stage:'--, dead, 308 days
22.7
TCGA-DD-AADO-01A
0 years, male, asian, stage:Stage I, alive, 453 days
22.5
TCGA-UB-A7MB-01A
0 years, male, white, stage:Stage II, alive, 601 days
22.5
TCGA-DD-A73D-01A
0 years, female, white, stage:Stage II, alive, 693 days
22.5
TCGA-DD-A3A3-01A
0 years, male, asian, stage:Stage I, dead, 535 days
22.3
TCGA-DD-AAE2-01A
0 years, male, asian, stage:Stage I, alive, 638 days
22.2
TCGA-2Y-A9GZ-01A
0 years, female, white, stage:Stage II, dead, 848 days
22.1
TCGA-DD-AAW1-01A
0 years, male, asian, stage:Stage IIIA, alive, 1989 days
21.8
TCGA-DD-AADF-01A
0 years, female, asian, stage:Stage I, dead, 115 days
21.4
TCGA-DD-AACS-01A
0 years, male, asian, stage:Stage I, alive, 1804 days
21.3
TCGA-ZP-A9CZ-01A
0 years, male, asian, stage:'--, alive, 706 days
21.3
TCGA-NI-A4U2-01A
0 years, male, white, stage:Stage IIIA, dead, 1791 days
21.2
TCGA-CC-A7IH-01A
0 years, male, asian, stage:Stage IIIA, alive, 365 days
21.1
TCGA-DD-AACB-01A
0 years, female, asian, stage:Stage I, alive, 2324 days
20.9
TCGA-DD-AACF-01A
0 years, male, asian, stage:Stage I, dead, 365 days
20.7
TCGA-EP-A12J-01A
0 years, male, black or african american, stage:Stage I, alive, 570 days
20.3
TCGA-DD-AAEH-01A
0 years, male, asian, stage:Stage I, alive, 784 days
20.1
TCGA-ED-A4XI-01A
0 years, male, asian, stage:Stage II, alive, 819 days
20.1
TCGA-BC-A10T-01A
0 years, male, white, stage:'--, dead, 837 days
19.9
TCGA-2Y-A9HB-01A
0 years, male, stage:Stage I, alive, 260 days
19.3
TCGA-DD-A3A2-01A
0 years, female, white, stage:Stage I, dead, 2131 days
19.2
TCGA-EP-A26S-01A
0 years, male, white, stage:Stage I, alive, 608 days
19.2
TCGA-ED-A8O5-01A
0 years, female, asian, stage:Stage IIIA, alive, 406 days
19.0
TCGA-BC-A3KF-01A
0 years, female, white, stage:Stage I, alive, 8 days
19.0
TCGA-RC-A6M5-01A
0 years, female, white, stage:Stage IVA, alive, 15 days
18.7
TCGA-G3-A3CI-01A
0 years, male, white, stage:Stage I, alive, 180 days
18.5
TCGA-BC-A216-01A
0 years, female, white, stage:Stage IIIA, alive, 1351 days
18.1
TCGA-FV-A3R3-01A
0 years, female, white, stage:Stage I, dead, 366 days
17.9
TCGA-ZP-A9D4-01A
0 years, female, white, stage:'--, alive, 395 days
17.9
TCGA-DD-A116-01A
0 years, male, asian, stage:Stage IIIA, dead, 1622 days
17.6
TCGA-DD-A73E-01A
0 years, male, white, stage:Stage I, alive, 44 days
17.5
TCGA-G3-A3CK-01A
0 years, male, asian, stage:Stage I, alive, 585 days
17.5
TCGA-ED-A7PY-01A
0 years, female, asian, stage:Stage II, alive, 390 days
17.4
TCGA-DD-A4NE-01A
0 years, female, white, stage:Stage IIIA, dead, 660 days
17.4
TCGA-CC-A7IF-01A
0 years, male, asian, stage:Stage IIIA, dead, 649 days
16.7
TCGA-5C-A9VG-01A
0 years, male, white, stage:Stage II, alive, 328 days
16.4
TCGA-CC-A8HS-01A
0 years, male, asian, stage:Stage IIIC, dead, 300 days
16.4
TCGA-DD-AAEG-01A
0 years, female, asian, stage:Stage I, alive, 719 days
16.2
TCGA-DD-AACL-01A
0 years, female, asian, stage:Stage I, dead, 107 days
16.2
TCGA-DD-A39W-01A
0 years, female, white, stage:Stage III, dead, 827 days
16.0
TCGA-G3-AAV6-01A
0 years, female, white, stage:Stage IIIA, dead, 65 days
15.6
TCGA-DD-AADY-01A
0 years, female, asian, stage:Stage I, alive, 555 days
14.9
TCGA-ES-A2HS-01A
0 years, male, white, stage:Stage I, dead, 688 days
14.9
TCGA-DD-AADP-01A
0 years, male, asian, stage:Stage I, alive, 458 days
14.8
TCGA-DD-A119-01A
0 years, male, asian, stage:Stage IV, dead, 223 days
14.8
TCGA-G3-AAV2-01A
0 years, male, white, stage:Stage I, alive, 372 days
14.4
TCGA-DD-AACC-01A
0 years, male, asian, stage:Stage I, dead, 1685 days
14.3
TCGA-HP-A5N0-01A
0 years, female, stage:'--, dead, 752 days
14.0
TCGA-G3-A25U-01A
0 years, female, asian, stage:Stage I, alive, 1636 days
14.0
TCGA-DD-AAVX-01A
0 years, male, asian, stage:Stage II, alive, 1718 days
13.9
TCGA-DD-AAVZ-01A
0 years, male, asian, stage:Stage I, alive, 1900 days
13.7
TCGA-UB-A7MF-01A
0 years, male, white, stage:Stage IIIA, dead, 214 days
13.4
TCGA-DD-A3A8-01A
0 years, male, white, stage:Stage II, dead, 11 days
12.9
TCGA-G3-AAV3-01A
0 years, female, white, stage:Stage II, alive, 412 days
12.9
TCGA-DD-AACW-01A
0 years, male, asian, stage:Stage I, alive, 1424 days
12.8
TCGA-DD-A73C-01A
0 years, female, white, stage:Stage IIIA, alive, 701 days
12.8
TCGA-BD-A2L6-01A
0 years, male, white, stage:'--, alive, 1363 days
12.8
TCGA-CC-A123-01A
0 years, female, asian, stage:Stage IIIA, alive, 219 days
12.8
TCGA-DD-AADJ-01A
0 years, female, asian, stage:Stage I, alive, 1066 days
12.8
TCGA-DD-A39X-01A
0 years, female, white, stage:Stage I, dead, 1694 days
12.3
TCGA-DD-A39V-01A
0 years, male, white, stage:Stage II, dead, 643 days
12.1
TCGA-2Y-A9GT-01A
0 years, male, white, stage:Stage I, dead, 1624 days
11.9
TCGA-DD-A118-01A
0 years, female, white, stage:Stage II, alive, 3437 days
11.9
TCGA-DD-A4NP-01A
0 years, male, white, stage:Stage I, alive, 3308 days
11.8
TCGA-2Y-A9H7-01A
0 years, female, white, stage:Stage I, alive, 1168 days
11.6
TCGA-5R-AA1D-01A
0 years, female, white, stage:Stage IIIA, alive, 449 days
11.4
TCGA-DD-A4NF-01A
0 years, male, white, stage:Stage I, alive, 942 days
11.4
TCGA-2Y-A9H0-01A
0 years, male, white, stage:Stage IIIA, alive, 3675 days
11.1
TCGA-DD-AADA-01A
0 years, female, asian, stage:Stage I, alive, 1233 days
11.1
TCGA-DD-AACO-01A
0 years, male, asian, stage:Stage I, alive, 1876 days
10.8
TCGA-DD-A11B-01A
0 years, male, white, stage:Stage I, dead, 14 days
10.1
TCGA-ZP-A9D0-01A
0 years, female, black or african american, stage:'--, alive, 1091 days
10.0
TCGA-CC-A9FS-01A
0 years, male, asian, stage:Stage II, alive, 211 days
9.1
TCGA-MR-A520-01A
0 years, male, white, stage:Stage I, alive, 229 days
9.1
TCGA-G3-A5SK-01A
0 years, male, white, stage:Stage I, alive, 744 days
8.4
TCGA-DD-A11C-01A
0 years, male, white, stage:Stage I, alive, 662 days
8.4
TCGA-2Y-A9GU-01A
0 years, female, white, stage:Stage I, alive, 1939 days
8.2
TCGA-UB-A7MC-01A
0 years, male, white, stage:Stage IIIA, alive, 500 days
8.0
TCGA-DD-AACD-01A
0 years, male, asian, stage:Stage I, dead, 381 days
7.9
TCGA-DD-AACQ-01A
0 years, male, asian, stage:Stage II, dead, 432 days
7.9
TCGA-BC-A3KG-01A
0 years, female, white, stage:Stage II, alive, 680 days
7.6
TCGA-XR-A8TC-01A
0 years, female, white, stage:Stage I, alive, 1339 days
7.5
TCGA-WX-AA47-01A
0 years, female, white, stage:Stage IIIA, dead, 556 days
7.3
TCGA-XR-A8TF-01A
0 years, male, white, stage:Stage I, dead, 693 days
6.9
TCGA-DD-A73B-01A
0 years, female, white, stage:Stage I, dead, 283 days
5.7
TCGA-DD-AAEB-01A
0 years, male, asian, stage:Stage I, alive, 478 days
5.5
TCGA-DD-AAVP-01A
0 years, male, asian, stage:Stage I, alive, 2752 days
5.3
TCGA-QA-A7B7-01A
0 years, male, black or african american, stage:Stage II, alive, 94 days
4.3
TCGA-DD-AAE6-01A
0 years, female, asian, stage:Stage I, alive, 141 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.
TNFRSF12A 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
60.1
Number of samples
231
Samples
Sample
Description
TPM
DO45185
0 years, male, NA, stage:2, alive, 600 days
524.4
DO45305
0 years, male, NA, stage:4, alive, 300 days
327.7
DO50808
0 years, male, NA, stage:2, alive, 570 days
320.4
DO23544
0 years, male, NA, stage:2, alive, 960 days
235.4
DO45297
0 years, female, NA, stage:4, dead, 1260 days
223.6
DO45303
0 years, female, NA, stage:3, alive, 990 days
209.7
DO23539
0 years, male, NA, stage:1, alive, 1110 days
193.6
DO48732
0 years, male, NA, stage:3, alive, 630 days
186.4
DO45289
0 years, female, NA, stage:3, alive, 360 days
186.1
DO45307
0 years, female, NA, stage:4, dead, 240 days
185.1
DO23525
0 years, male, NA, stage:4, alive, 1050 days
178.2
DO45285
0 years, male, NA, stage:3, alive, 480 days
172.3
DO48759
0 years, male, NA, stage:3, alive, 720 days
171.5
DO45251
0 years, female, NA, stage:2, alive, 900 days
168.4
DO23526
0 years, male, NA, stage:3, alive, 1050 days
157.0
DO23510
0 years, female, NA, stage:2, alive, 870 days
155.8
DO50829
0 years, male, NA, stage:3, alive, 570 days
152.5
DO50813
0 years, male, NA, stage:2, alive, 420 days
151.3
DO50811
0 years, male, NA, stage:1, alive, 450 days
151.1
DO50805
0 years, male, NA, stage:2, alive, 690 days
148.5
DO45139
0 years, male, NA, stage:3, alive, 1320 days
145.4
DO50850
0 years, male, NA, stage:3, alive, 720 days
145.0
DO45255
0 years, male, NA, stage:3, alive, 720 days
140.8
DO45301
0 years, male, NA, stage:2, dead, 1440 days
138.1
DO45279
0 years, male, NA, stage:3, alive, 1290 days
132.7
DO45231
0 years, male, NA, stage:2, alive, 930 days
131.5
DO23519
0 years, male, NA, stage:3, alive, 630 days
129.0
DO45205
0 years, female, NA, stage:2, dead, 90 days
120.8
DO45259
0 years, male, NA, stage:3, alive, 330 days
120.2
DO48695
0 years, male, NA, stage:2, alive, 720 days
114.7
DO50802
0 years, male, NA, stage:2, alive, 930 days
114.1
DO45092
0 years, male, NA, stage:4, dead, 1200 days
113.2
DO48723
0 years, male, NA, stage:1, alive, 600 days
112.9
DO45249
0 years, male, NA, stage:1, alive, 630 days
108.6
DO45161
0 years, male, NA, stage:2, dead, 540 days
106.3
DO23540
0 years, male, NA, stage:1, alive, 750 days
105.1
DO48761
0 years, male, NA, stage:2, alive, 870 days
103.6
DO48746
0 years, male, NA, stage:3, alive, 570 days
102.7
DO48679
0 years, male, NA, stage:2, alive, 1200 days
102.5
DO45243
0 years, female, NA, stage:3, alive, 930 days
100.2
DO45283
0 years, male, NA, stage:3, alive, 510 days
98.9
DO45269
0 years, male, NA, stage:3, alive, 750 days
95.3
DO45101
0 years, male, NA, stage:2, alive, 1680 days
92.3
DO45209
0 years, male, NA, stage:4, alive, 1350 days
91.6
DO48737
0 years, male, NA, stage:1, alive, 720 days
91.3
DO45145
0 years, male, NA, stage:3, dead, 60 days
90.7
DO45165
0 years, male, NA, stage:2, alive, 690 days
90.0
DO50800
0 years, male, NA, stage:2, alive, 510 days
89.4
DO45137
0 years, male, NA, stage:1, alive, 1320 days
83.6
DO48751
0 years, male, NA, stage:2, dead, 480 days
82.9
DO48700
0 years, female, NA, stage:2, alive, 810 days
82.7
DO45179
0 years, female, NA, stage:2, alive, 600 days
82.1
DO23512
0 years, male, NA, stage:1, alive, 1260 days
81.1
DO45093
0 years, male, NA, stage:2, dead, 720 days
81.0
DO45201
0 years, male, NA, stage:1, alive, 900 days
79.5
DO50806
0 years, male, NA, stage:4, alive, 540 days
78.0
DO48743
0 years, female, NA, stage:2, alive, 570 days
76.0
DO50804
0 years, male, NA, stage:2, alive, 720 days
74.7
DO45195
0 years, male, NA, stage:1, alive, 390 days
74.6
DO45275
0 years, male, NA, stage:3, dead, 10 days
73.6
DO45143
0 years, male, NA, stage:3, alive, 1290 days
73.2
DO45299
0 years, female, NA, stage:1, alive, 1440 days
72.5
DO45181
0 years, female, NA, stage:2, alive, 1200 days
70.2
DO50783
0 years, male, NA, stage:3, alive, 480 days
69.3
DO45241
0 years, male, NA, stage:1, alive, 1080 days
69.0
DO50839
0 years, female, NA, stage:3, alive, 330 days
68.8
DO23511
0 years, female, NA, stage:3, dead, 180 days
68.7
DO50778
0 years, male, NA, stage:4, alive, 630 days
67.1
DO45245
0 years, female, NA, stage:2, dead, 240 days
66.8
DO23547
0 years, male, NA, stage:1, alive, 1020 days
66.2
DO50776
0 years, male, NA, stage:1, alive, 690 days
65.4
DO23546
0 years, male, NA, stage:2, alive, 1050 days
64.8
DO45227
0 years, female, NA, stage:2, alive, 1020 days
63.8
DO45217
0 years, female, NA, stage:3, dead, 270 days
63.2
DO23535
0 years, male, NA, stage:1, alive, 960 days
58.1
DO48725
0 years, male, NA, stage:1, alive, 780 days
57.9
DO45221
0 years, female, NA, stage:4, dead, 390 days
57.9
DO227801
0 years, female, NA, stage:1, alive, 660 days
57.3
DO45263
0 years, male, NA, stage:3, dead, 270 days
56.6
DO45277
0 years, male, NA, stage:3, alive, 600 days
56.0
DO48747
0 years, male, NA, stage:3, alive, 540 days
55.5
DO45153
0 years, female, NA, stage:2, alive, 1380 days
55.2
DO45267
0 years, male, NA, stage:3, dead, 570 days
53.2
DO45131
0 years, male, NA, stage:4, dead, 360 days
53.0
DO50809
0 years, male, NA, stage:3, dead, 720 days
53.0
DO48733
0 years, male, NA, stage:2, alive, 600 days
52.6
DO45229
0 years, male, NA, stage:1, alive, 990 days
52.4
DO45111
0 years, male, NA, stage:2, alive, 1590 days
52.4
DO50787
0 years, male, NA, stage:3, alive, 480 days
52.0
DO50819
0 years, female, NA, stage:2, alive, 510 days
51.8
DO45261
0 years, male, NA, stage:3, alive, 990 days
51.3
DO50807
0 years, male, NA, stage:1, alive, 540 days
50.2
DO45095
0 years, male, NA, stage:2, alive, 1620 days
49.8
DO45211
0 years, male, NA, stage:3, alive, 240 days
49.8
DO50791
0 years, female, NA, stage:1, dead, 480 days
49.8
DO45223
0 years, male, NA, stage:4, alive, 1020 days
49.6
DO48757
0 years, female, NA, stage:3, alive, 480 days
49.4
DO23530
0 years, male, NA, stage:4, dead, 180 days
48.1
DO45157
0 years, male, NA, stage:2, alive, 1980 days
48.0
DO48730
0 years, female, NA, stage:2, alive, 630 days
47.0
DO45155
0 years, male, NA, stage:2, alive, 2160 days
46.6
DO23548
0 years, female, NA, stage:1, alive, 840 days
46.1
DO45159
0 years, male, NA, stage:3, alive, 1470 days
46.0
DO45207
0 years, male, NA, stage:1, alive, 1050 days
45.8
DO23521
0 years, male, NA, stage:3, alive, 1110 days
45.4
DO48701
0 years, male, NA, stage:2, alive, 780 days
45.4
DO45163
0 years, male, NA, stage:2, alive, 960 days
45.3
DO45273
0 years, male, NA, stage:2, alive, 480 days
44.7
DO45097
0 years, male, NA, stage:3, alive, 1620 days
44.7
DO50803
0 years, female, NA, stage:1, alive, 540 days
43.0
DO45281
0 years, male, NA, stage:4, alive, 750 days
42.7
DO45173
0 years, male, NA, stage:3, alive, 1170 days
42.5
DO50815
0 years, male, NA, stage:3, alive, 150 days
42.4
DO23541
0 years, male, NA, stage:2, alive, 930 days
41.8
DO48728
0 years, female, NA, stage:2, alive, 150 days
41.7
DO48697
0 years, female, NA, stage:2, dead, 810 days
41.5
DO48760
0 years, female, NA, stage:2, alive, 690 days
41.5
DO45177
0 years, female, NA, stage:3, alive, 1260 days
41.1
DO45113
0 years, male, NA, stage:3, alive, 1560 days
41.0
DO50845
0 years, male, NA, stage:3, alive, 210 days
40.2
DO45219
0 years, male, NA, stage:2, alive, 1080 days
39.6
DO23542
0 years, male, NA, stage:3, alive, 960 days
39.4
DO48741
0 years, male, NA, stage:3, alive, 240 days
38.4
DO45135
0 years, male, NA, stage:1, alive, 1410 days
37.9
DO48704
0 years, female, NA, stage:3, alive, 750 days
37.8
DO48720
0 years, female, NA, stage:2, alive, 570 days
37.7
DO48682
0 years, female, NA, stage:3, dead, 120 days
37.6
DO23517
0 years, male, NA, stage:2, alive, 1200 days
37.6
DO50832
0 years, male, NA, stage:3, alive, 90 days
37.2
DO48727
0 years, female, NA, stage:2, dead, 390 days
36.9
DO45183
0 years, female, NA, stage:2, dead, 570 days
36.2
DO23515
0 years, male, NA, stage:2, alive, 1230 days
35.8
DO45239
0 years, male, NA, stage:2, alive, 870 days
35.8
DO50818
0 years, male, NA, stage:2, alive, 510 days
35.3
DO50798
0 years, male, NA, stage:3, dead, 30 days
35.3
DO45096
0 years, male, NA, stage:2, dead, 1290 days
35.0
DO50825
0 years, male, NA, stage:2, alive, 390 days
34.4
DO45119
0 years, male, NA, stage:3, dead, 510 days
34.3
DO45213
0 years, male, NA, stage:1, alive, 1200 days
34.1
DO23524
0 years, female, NA, stage:2, alive, 1050 days
33.9
DO45225
0 years, male, NA, stage:1, alive, 1050 days
33.5
DO48693
0 years, male, NA, stage:2, alive, 900 days
33.1
DO45233
0 years, male, NA, stage:3, alive, 900 days
33.0
DO45107
0 years, female, NA, stage:2, alive, 1710 days
32.2
DO45189
0 years, female, NA, stage:2, alive, 1200 days
31.9
DO23508
0 years, female, NA, stage:2, alive, 390 days
31.1
DO45215
0 years, male, NA, stage:2, alive, 1170 days
30.9
DO45149
0 years, female, NA, stage:2, alive, 1260 days
30.8
DO45103
0 years, male, NA, stage:3, alive, 450 days
29.8
DO23536
0 years, male, NA, stage:2, alive, 930 days
29.8
DO23527
0 years, male, NA, stage:1, alive, 1050 days
29.5
DO50793
0 years, male, NA, stage:4, alive, 540 days
28.9
DO48712
0 years, male, NA, stage:2, alive, 810 days
28.7
DO45197
0 years, male, NA, stage:2, alive, 1170 days
28.6
DO23533
0 years, male, NA, stage:2, alive, 900 days
28.6
DO50822
0 years, male, NA, stage:2, alive, 510 days
28.0
DO23543
0 years, male, NA, stage:2, alive, 1020 days
27.8
DO48672
0 years, male, NA, stage:2, alive, 450 days
27.6
DO50785
0 years, male, NA, stage:4, dead, 90 days
27.5
DO45167
0 years, male, NA, stage:2, dead, 1440 days
26.5
DO23538
0 years, male, NA, stage:2, alive, 450 days
26.4
DO50855
0 years, male, NA, stage:2, alive, 570 days
25.7
DO50817
0 years, male, NA, stage:2, alive, 390 days
25.5
DO45109
0 years, male, NA, stage:2, alive, 1590 days
25.0
DO45129
0 years, male, NA, stage:3, alive, 1470 days
24.9
DO48719
0 years, male, NA, stage:2, alive, 690 days
24.8
DO48677
0 years, male, NA, stage:3, alive, 1140 days
23.9
DO45099
0 years, male, NA, stage:3, alive, 1590 days
23.7
DO45257
0 years, male, NA, stage:3, alive, 810 days
23.6
DO48742
0 years, male, NA, stage:2, alive, 600 days
23.1
DO45141
0 years, male, NA, stage:2, alive, 1320 days
22.8
DO45265
0 years, male, NA, stage:3, alive, 1020 days
22.8
DO45287
0 years, male, NA, stage:1, alive, 390 days
22.7
DO50789
0 years, female, NA, stage:2, alive, 570 days
22.2
DO45105
0 years, male, NA, stage:1, alive, 1680 days
21.7
DO23545
0 years, male, NA, stage:2, dead, 570 days
21.7
DO50816
0 years, male, NA, stage:2, alive, 390 days
21.7
DO45169
0 years, male, NA, stage:3, alive, 1350 days
21.6
DO45187
0 years, female, NA, stage:1, alive, 1260 days
21.4
DO23550
0 years, male, NA, stage:1, alive, 990 days
21.2
DO23531
0 years, female, NA, stage:3, alive, 900 days
21.0
DO23534
0 years, male, NA, stage:2, alive, 840 days
20.5
DO23532
0 years, female, NA, stage:1, alive, 960 days
20.3
DO23549
0 years, male, NA, stage:3, alive, 990 days
19.4
DO227643
0 years, male, NA, stage:2, alive, 1260 days
19.0
DO48736
0 years, female, NA, stage:1, alive, 600 days
18.8
DO23551
0 years, male, NA, stage:3, dead, 150 days
18.8
DO45121
0 years, male, NA, stage:3, alive, 1530 days
18.6
DO23518
0 years, male, NA, stage:2, alive, 1320 days
18.2
DO48717
0 years, male, NA, stage:4, dead, 180 days
18.1
DO45203
0 years, female, NA, stage:2, alive, 1170 days
17.5
DO23529
0 years, male, NA, stage:4, alive, 930 days
17.4
DO50820
0 years, female, NA, stage:3, alive, 510 days
16.9
DO45253
0 years, male, NA, stage:2, alive, 870 days
16.8
DO45235
0 years, female, NA, stage:1, alive, 900 days
16.3
DO50814
0 years, male, NA, stage:3, alive, 420 days
16.3
DO45193
0 years, female, NA, stage:4, dead, 120 days
16.0
DO45199
0 years, female, NA, stage:2, alive, 1350 days
16.0
DO48681
0 years, male, NA, stage:2, alive, 900 days
15.9
DO50859
0 years, male, NA, stage:2, alive, 180 days
15.9
DO48674
0 years, male, NA, stage:2, alive, 1260 days
15.4
DO23523
0 years, male, NA, stage:3, alive, 1080 days
14.9
DO50840
0 years, male, NA, stage:2, alive, 330 days
14.7
DO23513
0 years, male, NA, stage:3, alive, 1200 days
14.3
DO23528
0 years, female, NA, stage:2, alive, 1020 days
13.0
DO45091
0 years, male, NA, stage:2, dead, 1320 days
12.7
DO23516
0 years, male, NA, stage:3, dead, 20 days
12.2
DO50774
0 years, female, NA, stage:2, alive, 720 days
12.1
DO45125
0 years, male, NA, stage:3, alive, 1680 days
11.9
DO23514
0 years, male, NA, stage:2, alive, 1290 days
11.8
DO45115
0 years, male, NA, stage:2, alive, 840 days
11.2
DO45123
0 years, female, NA, stage:2, dead, 570 days
10.8
DO23537
0 years, male, NA, stage:2, dead, 900 days
10.8
DO45237
0 years, male, NA, stage:2, alive, 900 days
10.6
DO50799
0 years, female, NA, stage:2, alive, 540 days
10.0
DO45133
0 years, male, NA, stage:3, dead, 660 days
9.3
DO48716
0 years, male, NA, stage:2, alive, 720 days
9.1
DO45117
0 years, female, NA, stage:2, dead, 1110 days
9.0
DO23552
0 years, female, NA, stage:1, alive, 810 days
9.0
DO45247
0 years, female, NA, stage:2, alive, 210 days
8.7
DO45094
0 years, male, NA, stage:3, alive, 1650 days
8.6
DO48715
0 years, female, NA, stage:2, dead, 690 days
8.2
DO45191
0 years, female, NA, stage:2, alive, 1200 days
8.0
DO45171
0 years, male, NA, stage:3, alive, 600 days
6.0
DO50844
0 years, male, NA, stage:4, alive, 300 days
5.6
DO45127
0 years, male, NA, stage:3, dead, 420 days
4.8
DO50857
0 years, male, NA, stage:2, alive, 210 days
4.2
DO48721
0 years, female, NA, stage:1, alive, 900 days
4.1
DO45175
0 years, male, NA, stage:2, alive, 1140 days
3.7
DO48706
0 years, male, NA, stage:2, alive, 870 days
2.7
DO23509
0 years, male, NA, stage:3, dead, 780 days
0.8
Show allShow less
LIVER HEPATOCELLULAR CARCINOMA - Protein relative expression (CPTAC)
Number of samples
330
Samples
Sample ID
Sample type
nRPX
471
Tumor
N/A
351
Tumor
N/A
472
Normal
N/A
231
Tumor
N/A
352
Normal
N/A
473
Tumor
N/A
111
Normal
N/A
232
Normal
N/A
353
Tumor
N/A
474
Normal
N/A
112
Tumor
N/A
354
Normal
N/A
113
Tumor
N/A
355
Tumor
N/A
114
Normal
N/A
356
Normal
N/A
477
Tumor
N/A
357
Tumor
N/A
478
Normal
N/A
358
Normal
N/A
911
Tumor
N/A
912
Normal
N/A
913
Tumor
N/A
914
Normal
N/A
915
Tumor
N/A
916
Normal
N/A
917
Tumor
N/A
918
Normal
N/A
481
Tumor
N/A
361
Tumor
N/A
482
Normal
N/A
362
Normal
N/A
483
Tumor
N/A
363
Tumor
N/A
484
Normal
N/A
364
Normal
N/A
123
Tumor
N/A
365
Tumor
N/A
124
Normal
N/A
366
Normal
N/A
487
Tumor
N/A
125
Tumor
N/A
367
Tumor
N/A
488
Normal
N/A
126
Normal
N/A
368
Normal
N/A
127
Tumor
N/A
128
Normal
N/A
921
Tumor
N/A
922
Normal
N/A
923
Tumor
N/A
924
Normal
N/A
925
Tumor
N/A
926
Normal
N/A
491
Tumor
N/A
492
Normal
N/A
493
Tumor
N/A
131
Tumor
N/A
494
Normal
N/A
132
Normal
N/A
375
Tumor
N/A
376
Normal
N/A
497
Tumor
N/A
135
Tumor
N/A
498
Normal
N/A
136
Normal
N/A
257
Tumor
N/A
137
Tumor
N/A
258
Normal
N/A
138
Normal
N/A
813
Tumor
N/A
814
Normal
N/A
815
Tumor
N/A
816
Normal
N/A
937
Tumor
N/A
817
Tumor
N/A
938
Normal
N/A
818
Normal
N/A
261
Tumor
N/A
141
Tumor
N/A
262
Normal
N/A
383
Tumor
N/A
142
Normal
N/A
384
Normal
N/A
385
Tumor
N/A
386
Normal
N/A
145
Tumor
N/A
387
Tumor
N/A
146
Normal
N/A
267
Tumor
N/A
388
Normal
N/A
147
Tumor
N/A
268
Normal
N/A
148
Normal
N/A
943
Tumor
N/A
823
Tumor
N/A
944
Normal
N/A
824
Normal
N/A
1022
Normal
N/A
1021
Tumor
N/A
391
Tumor
N/A
271
Tumor
N/A
392
Normal
N/A
272
Normal
N/A
393
Tumor
N/A
394
Normal
N/A
395
Tumor
N/A
396
Normal
N/A
277
Tumor
N/A
1016
Normal
N/A
278
Normal
N/A
1015
Tumor
N/A
1014
Normal
N/A
951
Tumor
N/A
1013
Tumor
N/A
952
Normal
N/A
953
Tumor
N/A
954
Normal
N/A
713
Tumor
N/A
955
Tumor
N/A
714
Normal
N/A
956
Normal
N/A
715
Tumor
N/A
957
Tumor
N/A
716
Normal
N/A
958
Normal
N/A
1032
Normal
N/A
1031
Tumor
N/A
161
Tumor
N/A
162
Normal
N/A
283
Tumor
N/A
284
Normal
N/A
285
Tumor
N/A
286
Normal
N/A
1028
Normal
N/A
1027
Tumor
N/A
1026
Normal
N/A
1025
Tumor
N/A
721
Tumor
N/A
963
Tumor
N/A
722
Normal
N/A
964
Normal
N/A
723
Tumor
N/A
965
Tumor
N/A
724
Normal
N/A
966
Normal
N/A
967
Tumor
N/A
968
Normal
N/A
727
Tumor
N/A
728
Normal
N/A
1044
Normal
N/A
1043
Tumor
N/A
1042
Normal
N/A
1041
Tumor
N/A
171
Tumor
N/A
172
Normal
N/A
297
Tumor
N/A
298
Normal
N/A
851
Tumor
N/A
852
Normal
N/A
975
Tumor
N/A
976
Normal
N/A
977
Tumor
N/A
615
Tumor
N/A
857
Tumor
N/A
978
Normal
N/A
616
Normal
N/A
737
Tumor
N/A
858
Normal
N/A
617
Tumor
N/A
738
Normal
N/A
618
Normal
N/A
185
Tumor
N/A
186
Normal
N/A
187
Tumor
N/A
188
Normal
N/A
981
Tumor
N/A
861
Tumor
N/A
982
Normal
N/A
741
Tumor
N/A
862
Normal
N/A
983
Tumor
N/A
742
Normal
N/A
863
Tumor
N/A
984
Normal
N/A
1046
Normal
N/A
743
Tumor
N/A
864
Normal
N/A
1045
Tumor
N/A
744
Normal
N/A
865
Tumor
N/A
745
Tumor
N/A
866
Normal
N/A
746
Normal
N/A
867
Tumor
N/A
868
Normal
N/A
627
Tumor
N/A
628
Normal
N/A
191
Tumor
N/A
192
Normal
N/A
195
Tumor
N/A
196
Normal
N/A
873
Tumor
N/A
874
Normal
N/A
513
Tumor
N/A
755
Tumor
N/A
514
Normal
N/A
635
Tumor
N/A
756
Normal
N/A
877
Tumor
N/A
515
Tumor
N/A
636
Normal
N/A
878
Normal
N/A
516
Normal
N/A
517
Tumor
N/A
518
Normal
N/A
881
Tumor
N/A
882
Normal
N/A
641
Tumor
N/A
883
Tumor
N/A
642
Normal
N/A
884
Normal
N/A
523
Tumor
N/A
524
Normal
N/A
525
Tumor
N/A
526
Normal
N/A
647
Tumor
N/A
527
Tumor
N/A
648
Normal
N/A
528
Normal
N/A
411
Tumor
N/A
412
Normal
N/A
533
Tumor
N/A
413
Tumor
N/A
534
Normal
N/A
414
Normal
N/A
535
Tumor
N/A
777
Tumor
N/A
415
Tumor
N/A
536
Normal
N/A
778
Normal
N/A
416
Normal
N/A
537
Tumor
N/A
538
Normal
N/A
661
Tumor
N/A
662
Normal
N/A
421
Tumor
N/A
663
Tumor
N/A
422
Normal
N/A
664
Normal
N/A
785
Tumor
N/A
423
Tumor
N/A
665
Tumor
N/A
786
Normal
N/A
424
Normal
N/A
545
Tumor
N/A
666
Normal
N/A
425
Tumor
N/A
546
Normal
N/A
426
Normal
N/A
427
Tumor
N/A
428
Normal
N/A
671
Tumor
N/A
672
Normal
N/A
431
Tumor
N/A
311
Tumor
N/A
432
Normal
N/A
553
Tumor
N/A
312
Normal
N/A
433
Tumor
N/A
554
Normal
N/A
313
Tumor
N/A
434
Normal
N/A
314
Normal
N/A
435
Tumor
N/A
436
Normal
N/A
557
Tumor
N/A
558
Normal
N/A
563
Tumor
N/A
443
Tumor
N/A
564
Normal
N/A
685
Tumor
N/A
444
Normal
N/A
686
Normal
N/A
445
Tumor
N/A
446
Normal
N/A
567
Tumor
N/A
447
Tumor
N/A
568
Normal
N/A
327
Tumor
N/A
448
Normal
N/A
328
Normal
N/A
571
Tumor
N/A
451
Tumor
N/A
572
Normal
N/A
331
Tumor
N/A
452
Normal
N/A
573
Tumor
N/A
211
Tumor
N/A
332
Normal
N/A
574
Normal
N/A
695
Tumor
N/A
212
Normal
N/A
696
Normal
N/A
213
Tumor
N/A
455
Tumor
N/A
697
Tumor
N/A
214
Normal
N/A
456
Normal
N/A
698
Normal
N/A
217
Tumor
N/A
218
Normal
N/A
461
Tumor
N/A
341
Tumor
N/A
462
Normal
N/A
221
Tumor
N/A
342
Normal
N/A
463
Tumor
N/A
222
Normal
N/A
343
Tumor
N/A
464
Normal
N/A
223
Tumor
N/A
344
Normal
N/A
465
Tumor
N/A
224
Normal
N/A
466
Normal
N/A
467
Tumor
N/A
468
Normal
N/A
227
Tumor
N/A
228
Normal
N/A
Show allShow less
LIVER CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
