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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.
Survival analysis data not available.
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
0.4
Number of samples
362
Samples
Sample
Description
TPM
TCGA-ED-A5KG-01A
0 years, female, asian, stage:Stage II, alive, 854 days
10.3
TCGA-GJ-A3OU-01A
0 years, male, white, stage:Stage I, alive, 879 days
2.9
TCGA-K7-A5RG-01A
0 years, male, black or african american, stage:Stage I, alive, 519 days
2.6
TCGA-CC-A3M9-01A
0 years, male, asian, stage:Stage IIIA, dead, 300 days
2.5
TCGA-DD-AACZ-01A
0 years, female, asian, stage:Stage I, dead, 171 days
2.4
TCGA-YA-A8S7-01A
0 years, male, white, stage:Stage IIIA, dead, 412 days
2.2
TCGA-CC-5261-01A
0 years, male, asian, stage:Stage II, dead, 97 days
2.0
TCGA-DD-A114-01A
0 years, male, black or african american, stage:Stage II, dead, 1149 days
1.9
TCGA-CC-A1HT-01A
0 years, male, asian, stage:Stage IIIA, dead, 101 days
1.9
TCGA-FV-A4ZQ-01A
0 years, male, white, stage:Stage I, alive, 12 days
1.8
TCGA-DD-A4NR-01A
0 years, female, white, stage:Stage I, dead, 9 days
1.8
TCGA-CC-5263-01A
0 years, male, asian, stage:Stage IIIA, dead, 129 days
1.7
TCGA-ED-A66X-01A
0 years, male, asian, stage:Stage IIIA, alive, 406 days
1.6
TCGA-DD-A1EC-01A
0 years, female, white, stage:Stage I, alive, 602 days
1.6
TCGA-DD-AACL-01A
0 years, female, asian, stage:Stage I, dead, 107 days
1.6
TCGA-DD-AAD1-01A
0 years, female, asian, stage:Stage I, alive, 564 days
1.5
TCGA-BD-A3EP-01A
0 years, female, black or african american, stage:Stage I, alive, 409 days
1.5
TCGA-EP-A3RK-01A
0 years, male, white, stage:Stage IIIA, alive, 363 days
1.4
TCGA-2Y-A9GY-01A
0 years, female, white, stage:Stage II, dead, 757 days
1.4
TCGA-ED-A97K-01A
0 years, male, asian, stage:Stage IIIA, alive, 6 days
1.3
TCGA-BC-A112-01A
0 years, male, white, stage:'--, dead, 153 days
1.2
TCGA-K7-A5RF-01A
0 years, male, white, stage:Stage I, alive, 631 days
1.2
TCGA-G3-AAV7-01A
0 years, male, asian, stage:Stage II, alive, 361 days
1.2
TCGA-DD-AACC-01A
0 years, male, asian, stage:Stage I, dead, 1685 days
1.1
TCGA-RG-A7D4-01A
0 years, male, black or african american, stage:Stage II, alive, 1098 days
1.1
TCGA-DD-AAVQ-01A
0 years, male, asian, stage:Stage I, alive, 2728 days
1.1
TCGA-5R-AAAM-01A
0 years, female, white, stage:Stage II, dead, 46 days
1.1
TCGA-ED-A627-01A
0 years, male, white, stage:Stage I, alive, 423 days
1.0
TCGA-5C-AAPD-01A
0 years, male, asian, stage:Stage II, alive, 20 days
1.0
TCGA-CC-5258-01A
0 years, male, asian, stage:Stage II, dead, 129 days
1.0
TCGA-CC-A7IJ-01A
0 years, male, asian, stage:Stage II, alive, 382 days
1.0
TCGA-CC-5260-01A
0 years, female, asian, stage:Stage IIIC, dead, 87 days
1.0
TCGA-XR-A8TD-01A
0 years, female, white, stage:Stage IIIB, alive, 1030 days
1.0
TCGA-BC-A8YO-01A
0 years, female, white, stage:Stage IIIC, alive, 562 days
1.0
TCGA-DD-AACB-01A
0 years, female, asian, stage:Stage I, alive, 2324 days
0.9
TCGA-G3-AAV3-01A
0 years, female, white, stage:Stage II, alive, 412 days
0.9
TCGA-DD-A4NJ-01A
0 years, female, white, stage:Stage II, alive, 928 days
0.9
TCGA-ZP-A9D2-01A
0 years, male, white, stage:'--, dead, 765 days
0.9
TCGA-ED-A4XI-01A
0 years, male, asian, stage:Stage II, alive, 819 days
0.9
TCGA-DD-A1EA-01A
0 years, male, asian, stage:Stage II, alive, 2415 days
0.9
TCGA-2Y-A9GX-01A
0 years, male, white, stage:Stage I, alive, 2442 days
0.9
TCGA-DD-AAEK-01A
0 years, male, asian, stage:Stage II, alive, 1067 days
0.9
TCGA-DD-AADB-01A
0 years, male, asian, stage:Stage I, alive, 1242 days
0.9
TCGA-2Y-A9GV-01A
0 years, female, white, stage:Stage I, dead, 2532 days
0.9
TCGA-BC-A10S-01A
0 years, male, white, stage:'--, dead, 1423 days
0.9
TCGA-2Y-A9H3-01A
0 years, male, white, stage:Stage II, alive, 1516 days
0.8
TCGA-UB-A7MF-01A
0 years, male, white, stage:Stage IIIA, dead, 214 days
0.8
TCGA-DD-A4NA-01A
0 years, female, white, stage:Stage IIIC, alive, 1008 days
0.8
TCGA-DD-AAW0-01A
0 years, male, asian, stage:Stage I, alive, 2015 days
0.8
TCGA-2Y-A9GS-01A
0 years, male, white, stage:'--, dead, 724 days
0.8
TCGA-ZP-A9CZ-01A
0 years, male, asian, stage:'--, alive, 706 days
0.8
TCGA-DD-A1EF-01A
0 years, female, white, stage:Stage I, dead, 394 days
0.8
TCGA-ED-A7PX-01A
0 years, female, asian, stage:Stage II, alive, 6 days
0.8
TCGA-DD-AAVV-01A
0 years, male, asian, stage:Stage II, alive, 2455 days
0.8
TCGA-FV-A3I1-01A
0 years, female, white, stage:Stage II, dead, 247 days
0.7
TCGA-DD-A4ND-01A
0 years, female, white, stage:Stage I, alive, 2746 days
0.7
TCGA-ZP-A9CY-01A
0 years, female, white, stage:'--, alive, 782 days
0.7
TCGA-DD-AAE2-01A
0 years, male, asian, stage:Stage I, alive, 638 days
0.7
TCGA-DD-A1EJ-01A
0 years, female, white, stage:Stage IIIC, dead, 1005 days
0.7
TCGA-DD-A73F-01A
0 years, female, white, stage:Stage I, alive, 1085 days
0.7
TCGA-DD-A4NS-01A
0 years, female, white, stage:Stage I, dead, 2456 days
0.7
TCGA-BC-A10X-01A
0 years, female, white, stage:Stage IIIA, dead, 770 days
0.7
TCGA-DD-AACI-01A
0 years, male, asian, stage:Stage II, alive, 1618 days
0.7
TCGA-ED-A7XP-01A
0 years, female, asian, stage:Stage II, alive, 400 days
0.7
TCGA-DD-A1EL-01A
0 years, male, black or african american, stage:Stage II, dead, 415 days
0.6
TCGA-FV-A3R3-01A
0 years, female, white, stage:Stage I, dead, 366 days
0.6
TCGA-DD-AAD5-01A
0 years, male, asian, stage:Stage I, alive, 1345 days
0.6
TCGA-DD-A1EK-01A
0 years, female, white, stage:Stage IVB, dead, 558 days
0.6
TCGA-DD-AACH-01A
0 years, male, asian, stage:Stage II, dead, 195 days
0.6
TCGA-UB-A7MD-01A
0 years, male, black or african american, stage:Stage I, dead, 52 days
0.6
TCGA-BC-A10W-01A
0 years, male, asian, stage:'--, dead, 91 days
0.6
TCGA-DD-AAD2-01A
0 years, male, asian, stage:Stage I, alive, 658 days
0.6
TCGA-HP-A5MZ-01A
0 years, male, stage:Stage I, dead, 91 days
0.6
TCGA-CC-5262-01A
0 years, male, asian, stage:Stage IIIC, dead, 103 days
0.6
TCGA-KR-A7K8-01A
0 years, male, stage:Stage I, alive, 906 days
0.6
TCGA-UB-AA0U-01A
0 years, male, white, stage:Stage II, alive, 327 days
0.6
TCGA-DD-AADK-01A
0 years, female, asian, stage:Stage II, alive, 1049 days
0.5
TCGA-G3-A5SJ-01A
0 years, male, white, stage:Stage I, alive, 698 days
0.5
TCGA-BC-A110-01A
0 years, female, black or african american, stage:'--, dead, 2116 days
0.5
TCGA-DD-A1EI-01A
0 years, male, asian, stage:Stage I, alive, 183 days
0.5
TCGA-DD-AADI-01A
0 years, female, asian, stage:Stage I, alive, 1085 days
0.5
TCGA-G3-A5SM-01A
0 years, male, white, stage:Stage II, alive, 520 days
0.5
TCGA-DD-A1EE-01A
0 years, male, white, stage:Stage IIIA, dead, 349 days
0.5
TCGA-DD-AAVW-01A
0 years, male, asian, stage:Stage I, alive, 2317 days
0.5
TCGA-PD-A5DF-01A
0 years, female, white, stage:Stage IIIB, dead, 639 days
0.5
TCGA-CC-A7IE-01A
0 years, male, asian, stage:Stage IIIA, dead, 217 days
0.5
TCGA-UB-A7ME-01A
0 years, male, asian, stage:Stage I, alive, 486 days
0.5
TCGA-DD-A4NQ-01A
0 years, male, white, stage:Stage II, dead, 373 days
0.5
TCGA-DD-A1ED-01A
0 years, male, white, stage:Stage I, alive, 2301 days
0.5
TCGA-DD-AAVR-01A
0 years, male, asian, stage:Stage I, alive, 2513 days
0.5
TCGA-DD-A11C-01A
0 years, male, white, stage:Stage I, alive, 662 days
0.5
TCGA-CC-A8HT-01A
0 years, male, asian, stage:Stage IIIA, dead, 140 days
0.5
TCGA-2Y-A9H8-01A
0 years, female, white, stage:'--, dead, 633 days
0.5
TCGA-CC-A5UC-01A
0 years, male, asian, stage:Stage IIIA, dead, 347 days
0.5
TCGA-DD-A73C-01A
0 years, female, white, stage:Stage IIIA, alive, 701 days
0.5
TCGA-DD-AACF-01A
0 years, male, asian, stage:Stage I, dead, 365 days
0.5
TCGA-K7-AAU7-01A
0 years, male, white, stage:Stage II, alive, 359 days
0.5
TCGA-DD-AADA-01A
0 years, female, asian, stage:Stage I, alive, 1233 days
0.5
TCGA-G3-A25X-01A
0 years, male, asian, stage:Stage II, alive, 1779 days
0.5
TCGA-DD-AACN-01A
0 years, male, asian, stage:Stage I, alive, 1302 days
0.5
TCGA-2Y-A9H6-01A
0 years, female, white, stage:Stage I, alive, 357 days
0.5
TCGA-BC-A10Q-01A
0 years, female, white, stage:'--, dead, 1135 days
0.5
TCGA-DD-AAE4-01A
0 years, female, asian, stage:Stage I, alive, 608 days
0.5
TCGA-DD-A4NB-01A
0 years, male, white, stage:Stage I, alive, 989 days
0.5
TCGA-5R-AA1D-01A
0 years, female, white, stage:Stage IIIA, alive, 449 days
0.5
TCGA-DD-A4NI-01A
0 years, male, white, stage:Stage II, alive, 816 days
0.4
TCGA-HP-A5N0-01A
0 years, female, stage:'--, dead, 752 days
0.4
TCGA-G3-A7M6-01A
0 years, female, white, stage:Stage I, alive, 632 days
0.4
TCGA-MR-A8JO-01A
0 years, male, white, stage:Stage I, alive, 330 days
0.4
TCGA-DD-AADD-01A
0 years, male, asian, stage:Stage I, alive, 1231 days
0.4
TCGA-G3-AAV1-01A
0 years, male, asian, stage:Stage IIIC, dead, 359 days
0.4
TCGA-DD-AAEI-01A
0 years, male, asian, stage:Stage I, alive, 1531 days
0.4
TCGA-CC-5264-01A
0 years, male, asian, stage:Stage IIIA, dead, 102 days
0.4
TCGA-2Y-A9GW-01A
0 years, male, white, stage:Stage I, dead, 1271 days
0.4
TCGA-DD-AADV-01A
0 years, male, asian, stage:Stage I, alive, 574 days
0.4
TCGA-CC-A5UD-01A
0 years, male, asian, stage:Stage IIIA, dead, 304 days
0.4
TCGA-G3-A7M8-01A
0 years, male, asian, stage:Stage I, alive, 430 days
0.4
TCGA-DD-AADN-01A
0 years, male, asian, stage:Stage I, alive, 898 days
0.4
TCGA-2Y-A9H0-01A
0 years, male, white, stage:Stage IIIA, alive, 3675 days
0.4
TCGA-2Y-A9GT-01A
0 years, male, white, stage:Stage I, dead, 1624 days
0.4
TCGA-2Y-A9HB-01A
0 years, male, stage:Stage I, alive, 260 days
0.4
TCGA-DD-A1EG-01A
0 years, male, white, stage:Stage I, dead, 1372 days
0.4
TCGA-ED-A7XO-01A
0 years, male, asian, stage:Stage IIIA, alive, 427 days
0.4
TCGA-DD-AAC8-01A
0 years, male, asian, stage:Stage I, dead, 16 days
0.4
TCGA-FV-A495-01A
0 years, female, white, stage:Stage II, alive, 1 days
0.4
TCGA-BC-A10Y-01A
0 years, male, white, stage:'--, dead, 711 days
0.4
TCGA-2Y-A9H7-01A
0 years, female, white, stage:Stage I, alive, 1168 days
0.4
TCGA-FV-A23B-01A
0 years, female, white, stage:Stage II, dead, 1852 days
0.4
TCGA-DD-AAC9-01A
0 years, male, asian, stage:Stage I, alive, 347 days
0.4
TCGA-DD-A39V-01A
0 years, male, white, stage:Stage II, dead, 643 days
0.4
TCGA-O8-A75V-01A
0 years, male, stage:Stage I, alive, 538 days
0.4
TCGA-G3-A7M9-01A
0 years, male, white, stage:Stage IIIB, dead, 56 days
0.4
TCGA-G3-A3CH-01A
0 years, male, asian, stage:Stage IIIA, alive, 780 days
0.4
TCGA-BC-A69H-01A
0 years, male, white, stage:Stage II, alive, 444 days
0.4
TCGA-DD-A4NH-01A
0 years, female, white, stage:Stage IIIB, alive, 917 days
0.4
TCGA-ED-A459-01A
0 years, male, asian, stage:Stage II, alive, 910 days
0.4
TCGA-4R-AA8I-01A
0 years, male, white, stage:Stage II, dead, 262 days
0.4
TCGA-DD-A4NK-01A
0 years, female, white, stage:Stage IIIA, dead, 1210 days
0.4
TCGA-FV-A2QR-01A
0 years, male, white, stage:Stage I, dead, 581 days
0.3
TCGA-G3-A25Y-01A
0 years, female, asian, stage:Stage I, dead, 452 days
0.3
TCGA-DD-AACW-01A
0 years, male, asian, stage:Stage I, alive, 1424 days
0.3
TCGA-G3-A3CK-01A
0 years, male, asian, stage:Stage I, alive, 585 days
0.3
TCGA-DD-AADP-01A
0 years, male, asian, stage:Stage I, alive, 458 days
0.3
TCGA-2Y-A9H5-01A
0 years, female, white, stage:Stage I, dead, 555 days
0.3
TCGA-DD-AACG-01A
0 years, male, asian, stage:Stage II, dead, 469 days
0.3
TCGA-5C-A9VG-01A
0 years, male, white, stage:Stage II, alive, 328 days
0.3
TCGA-BC-A10T-01A
0 years, male, white, stage:'--, dead, 837 days
0.3
TCGA-2Y-A9HA-01A
0 years, male, white, stage:Stage II, dead, 36 days
0.3
TCGA-DD-AACU-01A
0 years, male, asian, stage:Stage I, alive, 1567 days
0.3
TCGA-UB-AA0V-01A
0 years, female, white, stage:Stage I, alive, 314 days
0.3
TCGA-GJ-A6C0-01A
0 years, female, white, stage:Stage II, dead, 31 days
0.3
TCGA-DD-A113-01A
0 years, female, white, stage:Stage II, alive, 2425 days
0.3
TCGA-DD-AADC-01A
0 years, male, asian, stage:Stage I, dead, 425 days
0.3
TCGA-DD-AAVX-01A
0 years, male, asian, stage:Stage II, alive, 1718 days
0.3
TCGA-KR-A7K7-01A
0 years, female, white, stage:Stage II, alive, 951 days
0.3
TCGA-GJ-A9DB-01A
0 years, male, white, stage:Stage I, dead, 67 days
0.3
TCGA-CC-A7II-01A
0 years, male, asian, stage:Stage IIIA, alive, 399 days
0.3
TCGA-G3-A3CI-01A
0 years, male, white, stage:Stage I, alive, 180 days
0.3
TCGA-EP-A3JL-01A
0 years, male, white, stage:Stage I, alive, 303 days
0.3
TCGA-DD-A73G-01A
0 years, female, white, stage:Stage I, alive, 3478 days
0.3
TCGA-CC-A3MA-01A
0 years, male, asian, stage:Stage IIIA, dead, 303 days
0.3
TCGA-DD-A116-01A
0 years, male, asian, stage:Stage IIIA, dead, 1622 days
0.3
TCGA-G3-A25T-01A
0 years, female, white, stage:Stage IIIA, alive, 1553 days
0.3
TCGA-DD-A118-01A
0 years, female, white, stage:Stage II, alive, 3437 days
0.3
TCGA-BC-A217-01A
0 years, female, white, stage:Stage II, dead, 1397 days
0.3
TCGA-G3-AAUZ-01A
0 years, male, stage:Stage I, alive, 480 days
0.3
TCGA-DD-A73A-01A
0 years, male, white, stage:Stage I, alive, 728 days
0.3
TCGA-G3-AAV4-01A
0 years, female, white, stage:Stage I, dead, 27 days
0.3
TCGA-FV-A3I0-01A
0 years, female, white, stage:Stage II, alive, 848 days
0.3
TCGA-BD-A3ER-01A
0 years, male, white, stage:Stage II, alive, 1115 days
0.3
TCGA-DD-AACT-01A
0 years, female, asian, stage:Stage I, alive, 1562 days
0.3
TCGA-EP-A2KC-01A
0 years, male, black or african american, stage:Stage I, dead, 19 days
0.3
TCGA-DD-AADS-01A
0 years, male, asian, stage:Stage I, alive, 474 days
0.3
TCGA-CC-A9FW-01A
0 years, male, asian, stage:Stage IIIA, alive, 248 days
0.3
TCGA-DD-AAE7-01A
0 years, male, asian, stage:Stage I, alive, 644 days
0.3
TCGA-BC-A69I-01A
0 years, male, white, stage:Stage I, alive, 387 days
0.3
TCGA-XR-A8TG-01A
0 years, male, white, stage:Stage I, alive, 898 days
0.3
TCGA-ED-A82E-01A
0 years, female, asian, stage:Stage IIIA, alive, 408 days
0.3
TCGA-BW-A5NO-01A
0 years, male, black or african american, stage:Stage IIIA, alive, 20 days
0.3
TCGA-ZS-A9CF-01A
0 years, male, white, stage:Stage II, alive, 2412 days
0.3
TCGA-DD-A1EH-01A
0 years, male, white, stage:Stage III, alive, 1495 days
0.3
TCGA-G3-A25V-01A
0 years, male, white, stage:Stage I, alive, 860 days
0.3
TCGA-XR-A8TE-01A
0 years, male, white, stage:Stage IIIA, alive, 925 days
0.3
TCGA-DD-AACD-01A
0 years, male, asian, stage:Stage I, dead, 381 days
0.3
TCGA-DD-AAE0-01A
0 years, female, asian, stage:Stage IIIA, alive, 555 days
0.3
TCGA-EP-A26S-01A
0 years, male, white, stage:Stage I, alive, 608 days
0.3
TCGA-DD-A39W-01A
0 years, female, white, stage:Stage III, dead, 827 days
0.3
TCGA-DD-A39Y-01A
0 years, male, asian, stage:Stage I, dead, 171 days
0.3
TCGA-MI-A75E-01A
0 years, male, white, stage:Stage IIIC, alive, 507 days
0.3
TCGA-EP-A2KA-01A
0 years, female, white, stage:Stage IIIA, dead, 627 days
0.3
TCGA-ZP-A9D4-01A
0 years, female, white, stage:'--, alive, 395 days
0.3
TCGA-WX-AA46-01A
0 years, male, white, stage:Stage II, alive, 756 days
0.3
TCGA-DD-AADR-01A
0 years, male, asian, stage:Stage I, alive, 2028 days
0.3
TCGA-CC-A5UE-01A
0 years, male, asian, stage:Stage IIIB, dead, 272 days
0.3
TCGA-ZP-A9D1-01A
0 years, female, white, stage:'--, alive, 21 days
0.3
TCGA-K7-A6G5-01A
0 years, male, white, stage:Stage I, alive, 512 days
0.3
TCGA-ZP-A9CV-01A
0 years, male, white, stage:'--, dead, 1088 days
0.3
TCGA-WX-AA44-01A
0 years, female, white, stage:Stage I, alive, 615 days
0.3
TCGA-DD-AAD3-01A
0 years, male, asian, stage:Stage I, alive, 1295 days
0.3
TCGA-CC-A7IK-01A
0 years, male, asian, stage:Stage IIIA, dead, 262 days
0.3
TCGA-FV-A3R2-01A
0 years, male, white, stage:Stage I, dead, 194 days
0.3
TCGA-2Y-A9GU-01A
0 years, female, white, stage:Stage I, alive, 1939 days
0.3
TCGA-DD-A4NV-01A
0 years, male, white, stage:Stage IIIA, alive, 2398 days
0.3
TCGA-2Y-A9H2-01A
0 years, female, white, stage:Stage I, alive, 1731 days
0.3
TCGA-DD-A3A2-01A
0 years, female, white, stage:Stage I, dead, 2131 days
0.3
TCGA-2Y-A9H9-01A
0 years, male, white, stage:Stage I, alive, 697 days
0.2
TCGA-CC-A9FS-01A
0 years, male, asian, stage:Stage II, alive, 211 days
0.2
TCGA-DD-AAD0-01A
0 years, female, asian, stage:Stage I, alive, 137 days
0.2
TCGA-ZS-A9CG-01A
0 years, male, white, stage:Stage II, alive, 341 days
0.2
TCGA-DD-AAVS-01A
0 years, male, asian, stage:Stage I, alive, 1823 days
0.2
TCGA-FV-A4ZP-01A
0 years, male, white, stage:Stage IIIA, dead, 2486 days
0.2
TCGA-DD-AADW-01A
0 years, male, asian, stage:Stage I, alive, 587 days
0.2
TCGA-ZP-A9D0-01A
0 years, female, black or african american, stage:'--, alive, 1091 days
0.2
TCGA-FV-A2QQ-01A
0 years, male, white, stage:Stage I, alive, 729 days
0.2
TCGA-EP-A12J-01A
0 years, male, black or african american, stage:Stage I, alive, 570 days
0.2
TCGA-XR-A8TF-01A
0 years, male, white, stage:Stage I, dead, 693 days
0.2
TCGA-G3-A5SK-01A
0 years, male, white, stage:Stage I, alive, 744 days
0.2
TCGA-DD-AACO-01A
0 years, male, asian, stage:Stage I, alive, 1876 days
0.2
TCGA-CC-A8HU-01A
0 years, female, asian, stage:Stage IIIA, dead, 344 days
0.2
TCGA-CC-A3MB-01A
0 years, male, asian, stage:Stage IIIA, dead, 315 days
0.2
TCGA-DD-AACA-01A
0 years, male, asian, stage:Stage I, alive, 2301 days
0.2
TCGA-WQ-AB4B-01A
0 years, male, white, stage:Stage II, alive, 395 days
0.2
TCGA-DD-AAE3-01A
0 years, male, asian, stage:Stage I, alive, 566 days
0.2
TCGA-DD-AAD8-01A
0 years, female, asian, stage:Stage I, alive, 1219 days
0.2
TCGA-MI-A75H-01A
0 years, male, white, stage:'--, alive, 747 days
0.2
TCGA-DD-AAEH-01A
0 years, male, asian, stage:Stage I, alive, 784 days
0.2
TCGA-DD-A39X-01A
0 years, female, white, stage:Stage I, dead, 1694 days
0.2
TCGA-DD-AAE9-01A
0 years, male, asian, stage:Stage I, alive, 722 days
0.2
TCGA-5R-AA1C-01A
0 years, male, white, stage:Stage II, alive, 520 days
0.2
TCGA-DD-A115-01A
0 years, male, white, stage:Stage IIIA, dead, 2542 days
0.2
TCGA-DD-A11B-01A
0 years, male, white, stage:Stage I, dead, 14 days
0.2
TCGA-DD-AAE1-01A
0 years, male, asian, stage:Stage I, alive, 552 days
0.2
TCGA-RC-A7S9-01A
0 years, female, asian, stage:Stage I, alive, 640 days
0.2
TCGA-G3-A25S-01A
0 years, male, white, stage:Stage I, dead, 416 days
0.2
TCGA-RC-A6M6-01A
0 years, male, white, stage:Stage II, alive, 9 days
0.2
TCGA-DD-AAVZ-01A
0 years, male, asian, stage:Stage I, alive, 1900 days
0.2
TCGA-DD-A4NP-01A
0 years, male, white, stage:Stage I, alive, 3308 days
0.2
TCGA-DD-AADL-01A
0 years, male, asian, stage:Stage I, alive, 636 days
0.2
TCGA-DD-AAW1-01A
0 years, male, asian, stage:Stage IIIA, alive, 1989 days
0.2
TCGA-DD-AAEA-01A
0 years, male, asian, stage:Stage I, alive, 575 days
0.2
TCGA-ED-A8O6-01A
0 years, female, asian, stage:Stage IIIA, dead, 56 days
0.2
TCGA-QA-A7B7-01A
0 years, male, black or african american, stage:Stage II, alive, 94 days
0.2
TCGA-DD-AAVY-01A
0 years, male, asian, stage:Stage IIIA, alive, 1970 days
0.2
TCGA-G3-A25U-01A
0 years, female, asian, stage:Stage I, alive, 1636 days
0.2
TCGA-BC-A3KG-01A
0 years, female, white, stage:Stage II, alive, 680 days
0.2
TCGA-G3-AAV5-01A
0 years, male, white, stage:Stage II, alive, 354 days
0.2
TCGA-BC-A216-01A
0 years, female, white, stage:Stage IIIA, alive, 1351 days
0.2
TCGA-UB-A7MC-01A
0 years, male, white, stage:Stage IIIA, alive, 500 days
0.2
TCGA-DD-AADY-01A
0 years, female, asian, stage:Stage I, alive, 555 days
0.2
TCGA-DD-AADO-01A
0 years, male, asian, stage:Stage I, alive, 453 days
0.2
TCGA-G3-AAV2-01A
0 years, male, white, stage:Stage I, alive, 372 days
0.2
TCGA-DD-A4NN-01A
0 years, female, white, stage:Stage I, dead, 899 days
0.2
TCGA-DD-AAVU-01A
0 years, male, asian, stage:Stage II, alive, 2202 days
0.2
TCGA-BC-A10U-01A
0 years, male, white, stage:'--, dead, 837 days
0.2
TCGA-2Y-A9GZ-01A
0 years, female, white, stage:Stage II, dead, 848 days
0.2
TCGA-DD-AACX-01A
0 years, male, asian, stage:Stage II, alive, 170 days
0.2
TCGA-DD-AACK-01A
0 years, male, asian, stage:Stage I, alive, 9 days
0.2
TCGA-DD-A4NL-01A
0 years, male, white, stage:Stage I, alive, 1711 days
0.2
TCGA-DD-A3A1-01A
0 years, male, stage:Stage IIIA, dead, 233 days
0.2
TCGA-UB-A7MA-01A
0 years, female, white, stage:Stage II, alive, 848 days
0.2
TCGA-DD-A4NF-01A
0 years, male, white, stage:Stage I, alive, 942 days
0.2
TCGA-RC-A6M5-01A
0 years, female, white, stage:Stage IVA, alive, 15 days
0.2
TCGA-CC-A7IG-01A
0 years, male, asian, stage:Stage II, dead, 299 days
0.2
TCGA-KR-A7K0-01A
0 years, male, white, stage:Stage I, dead, 65 days
0.2
TCGA-ES-A2HT-01A
0 years, male, black or african american, stage:Stage I, dead, 438 days
0.2
TCGA-2Y-A9H4-01A
0 years, male, black or african american, stage:Stage I, alive, 1452 days
0.2
TCGA-DD-A1EB-01A
0 years, female, stage:Stage I, alive, 2017 days
0.2
TCGA-EP-A2KB-01A
0 years, female, white, stage:Stage I, dead, 596 days
0.2
TCGA-DD-AADF-01A
0 years, female, asian, stage:Stage I, dead, 115 days
0.2
TCGA-2Y-A9H1-01A
0 years, male, white, stage:Stage I, dead, 1229 days
0.2
TCGA-DD-A3A9-01A
0 years, female, white, stage:Stage IVB, dead, 931 days
0.2
TCGA-DD-AACE-01A
0 years, male, asian, stage:Stage I, alive, 2184 days
0.2
TCGA-G3-A3CJ-01A
0 years, male, american indian or alaska native, stage:Stage II, alive, 594 days
0.2
TCGA-G3-A25Z-01A
0 years, male, asian, stage:Stage I, alive, 655 days
0.2
TCGA-DD-AAD6-01A
0 years, male, asian, stage:Stage IIIA, alive, 672 days
0.1
TCGA-ZS-A9CD-01A
0 years, male, white, stage:Stage II, dead, 1386 days
0.1
TCGA-CC-A7IH-01A
0 years, male, asian, stage:Stage IIIA, alive, 365 days
0.1
TCGA-CC-A3MC-01A
0 years, male, asian, stage:Stage IIIA, alive, 363 days
0.1
TCGA-DD-AADM-01A
0 years, male, asian, stage:Stage II, dead, 12 days
0.1
TCGA-WJ-A86L-01A
0 years, female, white, stage:Stage I, alive, 345 days
0.1
TCGA-BC-A10R-01A
0 years, female, white, stage:'--, dead, 308 days
0.1
TCGA-ED-A66Y-01A
0 years, female, asian, stage:Stage IIIA, dead, 296 days
0.1
TCGA-CC-A123-01A
0 years, female, asian, stage:Stage IIIA, alive, 219 days
0.1
TCGA-DD-AACP-01A
0 years, male, asian, stage:Stage I, alive, 415 days
0.1
TCGA-DD-A4NG-01A
0 years, male, white, stage:Stage IIIA, dead, 802 days
0.1
TCGA-ED-A7PZ-01A
0 years, male, asian, stage:Stage II, alive, 6 days
0.1
TCGA-DD-AAEE-01A
0 years, male, asian, stage:Stage I, alive, 810 days
0.1
TCGA-G3-A6UC-01A
0 years, male, white, stage:Stage IIIB, alive, 671 days
0.1
TCGA-KR-A7K2-01A
0 years, male, white, stage:Stage I, alive, 829 days
0.1
TCGA-DD-AADG-01A
0 years, male, asian, stage:Stage IIIA, alive, 1145 days
0.1
TCGA-LG-A9QD-01A
0 years, male, white, stage:Stage IIIA, alive, 366 days
0.1
TCGA-G3-A3CG-01A
0 years, male, white, stage:Stage I, alive, 673 days
0.1
TCGA-DD-AAW2-01A
0 years, male, asian, stage:Stage I, alive, 1855 days
0.1
TCGA-NI-A8LF-01A
0 years, male, white, stage:Stage I, alive, 799 days
0.1
TCGA-DD-AAED-01A
0 years, male, asian, stage:Stage I, alive, 763 days
0.1
TCGA-DD-A11D-01A
0 years, female, white, stage:Stage I, dead, 1560 days
0.1
TCGA-3K-AAZ8-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 396 days
0.1
TCGA-G3-A5SL-01A
0 years, male, white, stage:Stage II, alive, 621 days
0.1
TCGA-DD-A3A3-01A
0 years, male, asian, stage:Stage I, dead, 535 days
0.1
TCGA-DD-AACV-01A
0 years, male, asian, stage:Stage I, alive, 1531 days
0.1
TCGA-BC-A3KF-01A
0 years, female, white, stage:Stage I, alive, 8 days
0.1
TCGA-ED-A8O5-01A
0 years, female, asian, stage:Stage IIIA, alive, 406 days
0.1
TCGA-DD-AADJ-01A
0 years, female, asian, stage:Stage I, alive, 1066 days
0.1
TCGA-CC-A7IF-01A
0 years, male, asian, stage:Stage IIIA, dead, 649 days
0.1
TCGA-G3-AAV0-01A
0 years, male, asian, stage:Stage I, alive, 476 days
0.1
TCGA-DD-AACJ-01A
0 years, male, asian, stage:Stage II, alive, 2102 days
0.1
TCGA-LG-A6GG-01A
0 years, female, white, stage:Stage II, alive, 387 days
0.1
TCGA-DD-AACY-01A
0 years, male, asian, stage:Stage I, alive, 1450 days
0.1
TCGA-DD-AAEB-01A
0 years, male, asian, stage:Stage I, alive, 478 days
0.1
TCGA-RC-A7SB-01A
0 years, male, asian, stage:Stage II, alive, 588 days
0.1
TCGA-DD-AAW3-01A
0 years, male, asian, stage:Stage I, alive, 1633 days
0.1
TCGA-5C-A9VH-01A
0 years, male, white, stage:Stage I, alive, 322 days
0.1
TCGA-RC-A7SF-01A
0 years, male, asian, stage:Stage I, alive, 579 days
0.1
TCGA-MI-A75C-01A
0 years, male, white, stage:Stage I, alive, 291 days
0.1
TCGA-XR-A8TC-01A
0 years, female, white, stage:Stage I, alive, 1339 days
0.1
TCGA-RC-A7SK-01A
0 years, male, asian, stage:Stage I, alive, 472 days
0.1
TCGA-DD-AADQ-01A
0 years, male, asian, stage:Stage II, alive, 436 days
0.1
TCGA-DD-AADU-01A
0 years, male, asian, stage:Stage II, alive, 554 days
0.1
TCGA-RC-A6M4-01A
0 years, female, white, stage:Stage IIIA, alive, 22 days
0.1
TCGA-DD-A73B-01A
0 years, female, white, stage:Stage I, dead, 283 days
0.1
TCGA-DD-A3A6-01A
0 years, female, white, stage:Stage II, dead, 3258 days
0.1
TCGA-G3-A7M7-01A
0 years, male, white, stage:Stage I, alive, 361 days
0.1
TCGA-DD-AA3A-01A
0 years, female, white, stage:Stage I, dead, 410 days
0.1
TCGA-DD-AAVP-01A
0 years, male, asian, stage:Stage I, alive, 2752 days
0.1
TCGA-T1-A6J8-01A
0 years, male, white, stage:'--, alive, 23 days
0.1
TCGA-DD-A119-01A
0 years, male, asian, stage:Stage IV, dead, 223 days
0.1
TCGA-WQ-A9G7-01A
0 years, female, white, stage:'--, alive, 30 days
0.1
TCGA-G3-AAV6-01A
0 years, female, white, stage:Stage IIIA, dead, 65 days
0.1
TCGA-MI-A75I-01A
0 years, male, black or african american, stage:'--, alive, 630 days
0.1
TCGA-DD-A73E-01A
0 years, male, white, stage:Stage I, alive, 44 days
0.1
TCGA-ES-A2HS-01A
0 years, male, white, stage:Stage I, dead, 688 days
0.1
TCGA-RC-A7SH-01A
0 years, male, asian, stage:Stage II, alive, 468 days
0.1
TCGA-BD-A2L6-01A
0 years, male, white, stage:'--, alive, 1363 days
0.1
TCGA-ED-A7PY-01A
0 years, female, asian, stage:Stage II, alive, 390 days
0.1
TCGA-CC-A8HS-01A
0 years, male, asian, stage:Stage IIIC, dead, 300 days
0.1
TCGA-G3-A5SI-01A
0 years, male, asian, stage:Stage II, dead, 768 days
0.1
TCGA-DD-AACQ-01A
0 years, male, asian, stage:Stage II, dead, 432 days
0.1
TCGA-MR-A520-01A
0 years, male, white, stage:Stage I, alive, 229 days
0.1
TCGA-DD-A3A7-01A
0 years, male, stage:Stage IIIB, dead, 419 days
0.1
TCGA-LG-A9QC-01A
0 years, male, white, stage:Stage I, alive, 425 days
0.1
TCGA-DD-A4NO-01A
0 years, male, white, stage:Stage I, alive, 2245 days
0.1
TCGA-BC-A5W4-01A
0 years, male, white, stage:Stage IIIA, dead, 547 days
0.1
TCGA-UB-A7MB-01A
0 years, male, white, stage:Stage II, alive, 601 days
0.1
TCGA-DD-A3A4-01A
0 years, male, white, stage:Stage IIIA, dead, 612 days
0.1
TCGA-NI-A4U2-01A
0 years, male, white, stage:Stage IIIA, dead, 1791 days
0.1
TCGA-DD-A4NE-01A
0 years, female, white, stage:Stage IIIA, dead, 660 days
0.1
TCGA-MI-A75G-01A
0 years, male, white, stage:Stage II, alive, 698 days
0.1
TCGA-CC-5259-01A
0 years, female, asian, stage:Stage IIIC, alive, 250 days
0.1
TCGA-DD-AAEG-01A
0 years, female, asian, stage:Stage I, alive, 719 days
0.1
TCGA-G3-A7M5-01A
0 years, male, asian, stage:Stage I, alive, 447 days
0.1
TCGA-DD-A39Z-01A
0 years, female, stage:Stage II, dead, 601 days
0.1
TCGA-BC-A10Z-01A
0 years, female, white, stage:Stage I, dead, 34 days
0.1
TCGA-CC-A7IL-01A
0 years, male, asian, stage:Stage IIIA, dead, 278 days
0.1
TCGA-DD-A3A8-01A
0 years, male, white, stage:Stage II, dead, 11 days
0.0
TCGA-CC-A8HV-01A
0 years, female, asian, stage:Stage II, dead, 279 days
0.0
TCGA-FV-A496-01A
0 years, female, white, stage:Stage I, alive, 10 days
0.0
TCGA-DD-A3A5-01A
0 years, female, white, stage:Stage III, dead, 3125 days
0.0
TCGA-DD-A73D-01A
0 years, female, white, stage:Stage II, alive, 693 days
0.0
TCGA-ZS-A9CE-01A
0 years, female, white, stage:Stage II, alive, 1241 days
0.0
TCGA-DD-AACS-01A
0 years, male, asian, stage:Stage I, alive, 1804 days
0.0
TCGA-DD-AAE6-01A
0 years, female, asian, stage:Stage I, alive, 141 days
0.0
TCGA-WX-AA47-01A
0 years, female, white, stage:Stage IIIA, dead, 556 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.
CD180 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
1.4
Number of samples
231
Samples
Sample
Description
TPM
DO48720
0 years, female, NA, stage:2, alive, 570 days
11.8
DO50778
0 years, male, NA, stage:4, alive, 630 days
8.5
DO23535
0 years, male, NA, stage:1, alive, 960 days
8.5
DO48747
0 years, male, NA, stage:3, alive, 540 days
8.0
DO48728
0 years, female, NA, stage:2, alive, 150 days
7.1
DO23530
0 years, male, NA, stage:4, dead, 180 days
6.8
DO45307
0 years, female, NA, stage:4, dead, 240 days
6.5
DO50819
0 years, female, NA, stage:2, alive, 510 days
6.2
DO45135
0 years, male, NA, stage:1, alive, 1410 days
5.8
DO45277
0 years, male, NA, stage:3, alive, 600 days
5.6
DO23547
0 years, male, NA, stage:1, alive, 1020 days
5.3
DO50829
0 years, male, NA, stage:3, alive, 570 days
5.3
DO23523
0 years, male, NA, stage:3, alive, 1080 days
5.1
DO45155
0 years, male, NA, stage:2, alive, 2160 days
4.3
DO45157
0 years, male, NA, stage:2, alive, 1980 days
4.2
DO45287
0 years, male, NA, stage:1, alive, 390 days
4.2
DO50800
0 years, male, NA, stage:2, alive, 510 days
4.0
DO45139
0 years, male, NA, stage:3, alive, 1320 days
3.9
DO45141
0 years, male, NA, stage:2, alive, 1320 days
3.9
DO50787
0 years, male, NA, stage:3, alive, 480 days
3.5
DO45165
0 years, male, NA, stage:2, alive, 690 days
3.5
DO50803
0 years, female, NA, stage:1, alive, 540 days
3.2
DO45261
0 years, male, NA, stage:3, alive, 990 days
3.1
DO45153
0 years, female, NA, stage:2, alive, 1380 days
3.1
DO23531
0 years, female, NA, stage:3, alive, 900 days
3.0
DO45275
0 years, male, NA, stage:3, dead, 10 days
3.0
DO45177
0 years, female, NA, stage:3, alive, 1260 days
2.9
DO48730
0 years, female, NA, stage:2, alive, 630 days
2.9
DO23527
0 years, male, NA, stage:1, alive, 1050 days
2.8
DO23549
0 years, male, NA, stage:3, alive, 990 days
2.8
DO45119
0 years, male, NA, stage:3, dead, 510 days
2.8
DO23551
0 years, male, NA, stage:3, dead, 150 days
2.7
DO45221
0 years, female, NA, stage:4, dead, 390 days
2.6
DO45223
0 years, male, NA, stage:4, alive, 1020 days
2.5
DO48700
0 years, female, NA, stage:2, alive, 810 days
2.5
DO23519
0 years, male, NA, stage:3, alive, 630 days
2.5
DO45231
0 years, male, NA, stage:2, alive, 930 days
2.5
DO45201
0 years, male, NA, stage:1, alive, 900 days
2.5
DO45225
0 years, male, NA, stage:1, alive, 1050 days
2.4
DO45131
0 years, male, NA, stage:4, dead, 360 days
2.4
DO45145
0 years, male, NA, stage:3, dead, 60 days
2.3
DO45233
0 years, male, NA, stage:3, alive, 900 days
2.3
DO48743
0 years, female, NA, stage:2, alive, 570 days
2.3
DO48679
0 years, male, NA, stage:2, alive, 1200 days
2.2
DO23536
0 years, male, NA, stage:2, alive, 930 days
2.2
DO45303
0 years, female, NA, stage:3, alive, 990 days
2.2
DO48725
0 years, male, NA, stage:1, alive, 780 days
2.1
DO48732
0 years, male, NA, stage:3, alive, 630 days
2.1
DO45181
0 years, female, NA, stage:2, alive, 1200 days
2.1
DO45161
0 years, male, NA, stage:2, dead, 540 days
2.1
DO23525
0 years, male, NA, stage:4, alive, 1050 days
2.1
DO45285
0 years, male, NA, stage:3, alive, 480 days
2.0
DO50809
0 years, male, NA, stage:3, dead, 720 days
2.0
DO45197
0 years, male, NA, stage:2, alive, 1170 days
2.0
DO45273
0 years, male, NA, stage:2, alive, 480 days
1.9
DO45115
0 years, male, NA, stage:2, alive, 840 days
1.9
DO45265
0 years, male, NA, stage:3, alive, 1020 days
1.9
DO48716
0 years, male, NA, stage:2, alive, 720 days
1.9
DO50805
0 years, male, NA, stage:2, alive, 690 days
1.8
DO23550
0 years, male, NA, stage:1, alive, 990 days
1.8
DO50818
0 years, male, NA, stage:2, alive, 510 days
1.8
DO48736
0 years, female, NA, stage:1, alive, 600 days
1.8
DO23542
0 years, male, NA, stage:3, alive, 960 days
1.8
DO23515
0 years, male, NA, stage:2, alive, 1230 days
1.8
DO45095
0 years, male, NA, stage:2, alive, 1620 days
1.8
DO45235
0 years, female, NA, stage:1, alive, 900 days
1.7
DO48733
0 years, male, NA, stage:2, alive, 600 days
1.7
DO23514
0 years, male, NA, stage:2, alive, 1290 days
1.6
DO48697
0 years, female, NA, stage:2, dead, 810 days
1.6
DO45301
0 years, male, NA, stage:2, dead, 1440 days
1.6
DO45117
0 years, female, NA, stage:2, dead, 1110 days
1.6
DO48672
0 years, male, NA, stage:2, alive, 450 days
1.5
DO45103
0 years, male, NA, stage:3, alive, 450 days
1.5
DO23524
0 years, female, NA, stage:2, alive, 1050 days
1.5
DO48715
0 years, female, NA, stage:2, dead, 690 days
1.5
DO45203
0 years, female, NA, stage:2, alive, 1170 days
1.5
DO45229
0 years, male, NA, stage:1, alive, 990 days
1.4
DO48761
0 years, male, NA, stage:2, alive, 870 days
1.4
DO45113
0 years, male, NA, stage:3, alive, 1560 days
1.4
DO50822
0 years, male, NA, stage:2, alive, 510 days
1.4
DO48760
0 years, female, NA, stage:2, alive, 690 days
1.4
DO45159
0 years, male, NA, stage:3, alive, 1470 days
1.4
DO23508
0 years, female, NA, stage:2, alive, 390 days
1.4
DO45249
0 years, male, NA, stage:1, alive, 630 days
1.3
DO45094
0 years, male, NA, stage:3, alive, 1650 days
1.3
DO48759
0 years, male, NA, stage:3, alive, 720 days
1.3
DO45283
0 years, male, NA, stage:3, alive, 510 days
1.3
DO45279
0 years, male, NA, stage:3, alive, 1290 days
1.3
DO50799
0 years, female, NA, stage:2, alive, 540 days
1.3
DO23537
0 years, male, NA, stage:2, dead, 900 days
1.2
DO45127
0 years, male, NA, stage:3, dead, 420 days
1.2
DO50850
0 years, male, NA, stage:3, alive, 720 days
1.2
DO45143
0 years, male, NA, stage:3, alive, 1290 days
1.2
DO50806
0 years, male, NA, stage:4, alive, 540 days
1.2
DO45207
0 years, male, NA, stage:1, alive, 1050 days
1.2
DO50807
0 years, male, NA, stage:1, alive, 540 days
1.2
DO50774
0 years, female, NA, stage:2, alive, 720 days
1.1
DO45257
0 years, male, NA, stage:3, alive, 810 days
1.1
DO23548
0 years, female, NA, stage:1, alive, 840 days
1.1
DO23538
0 years, male, NA, stage:2, alive, 450 days
1.1
DO50815
0 years, male, NA, stage:3, alive, 150 days
1.0
DO227801
0 years, female, NA, stage:1, alive, 660 days
1.0
DO45239
0 years, male, NA, stage:2, alive, 870 days
1.0
DO45199
0 years, female, NA, stage:2, alive, 1350 days
1.0
DO45267
0 years, male, NA, stage:3, dead, 570 days
1.0
DO23541
0 years, male, NA, stage:2, alive, 930 days
0.9
DO45281
0 years, male, NA, stage:4, alive, 750 days
0.9
DO45109
0 years, male, NA, stage:2, alive, 1590 days
0.9
DO45137
0 years, male, NA, stage:1, alive, 1320 days
0.9
DO45183
0 years, female, NA, stage:2, dead, 570 days
0.9
DO45173
0 years, male, NA, stage:3, alive, 1170 days
0.9
DO45205
0 years, female, NA, stage:2, dead, 90 days
0.9
DO50820
0 years, female, NA, stage:3, alive, 510 days
0.9
DO48742
0 years, male, NA, stage:2, alive, 600 days
0.8
DO45237
0 years, male, NA, stage:2, alive, 900 days
0.8
DO45227
0 years, female, NA, stage:2, alive, 1020 days
0.8
DO45217
0 years, female, NA, stage:3, dead, 270 days
0.8
DO23510
0 years, female, NA, stage:2, alive, 870 days
0.8
DO45121
0 years, male, NA, stage:3, alive, 1530 days
0.8
DO48723
0 years, male, NA, stage:1, alive, 600 days
0.8
DO45092
0 years, male, NA, stage:4, dead, 1200 days
0.8
DO50813
0 years, male, NA, stage:2, alive, 420 days
0.7
DO23543
0 years, male, NA, stage:2, alive, 1020 days
0.7
DO45251
0 years, female, NA, stage:2, alive, 900 days
0.7
DO23518
0 years, male, NA, stage:2, alive, 1320 days
0.7
DO45247
0 years, female, NA, stage:2, alive, 210 days
0.7
DO23552
0 years, female, NA, stage:1, alive, 810 days
0.7
DO48737
0 years, male, NA, stage:1, alive, 720 days
0.7
DO50791
0 years, female, NA, stage:1, dead, 480 days
0.7
DO48704
0 years, female, NA, stage:3, alive, 750 days
0.7
DO50814
0 years, male, NA, stage:3, alive, 420 days
0.7
DO45263
0 years, male, NA, stage:3, dead, 270 days
0.7
DO45179
0 years, female, NA, stage:2, alive, 600 days
0.7
DO50855
0 years, male, NA, stage:2, alive, 570 days
0.6
DO50825
0 years, male, NA, stage:2, alive, 390 days
0.6
DO45241
0 years, male, NA, stage:1, alive, 1080 days
0.6
DO45259
0 years, male, NA, stage:3, alive, 330 days
0.6
DO45305
0 years, male, NA, stage:4, alive, 300 days
0.6
DO45187
0 years, female, NA, stage:1, alive, 1260 days
0.6
DO48712
0 years, male, NA, stage:2, alive, 810 days
0.6
DO50808
0 years, male, NA, stage:2, alive, 570 days
0.6
DO23544
0 years, male, NA, stage:2, alive, 960 days
0.6
DO48719
0 years, male, NA, stage:2, alive, 690 days
0.6
DO45289
0 years, female, NA, stage:3, alive, 360 days
0.6
DO50776
0 years, male, NA, stage:1, alive, 690 days
0.6
DO45269
0 years, male, NA, stage:3, alive, 750 days
0.6
DO23532
0 years, female, NA, stage:1, alive, 960 days
0.5
DO50804
0 years, male, NA, stage:2, alive, 720 days
0.5
DO48693
0 years, male, NA, stage:2, alive, 900 days
0.5
DO45193
0 years, female, NA, stage:4, dead, 120 days
0.5
DO45093
0 years, male, NA, stage:2, dead, 720 days
0.5
DO48717
0 years, male, NA, stage:4, dead, 180 days
0.5
DO23521
0 years, male, NA, stage:3, alive, 1110 days
0.5
DO45167
0 years, male, NA, stage:2, dead, 1440 days
0.5
DO50840
0 years, male, NA, stage:2, alive, 330 days
0.5
DO45111
0 years, male, NA, stage:2, alive, 1590 days
0.5
DO50785
0 years, male, NA, stage:4, dead, 90 days
0.5
DO45255
0 years, male, NA, stage:3, alive, 720 days
0.5
DO227643
0 years, male, NA, stage:2, alive, 1260 days
0.5
DO23546
0 years, male, NA, stage:2, alive, 1050 days
0.5
DO50857
0 years, male, NA, stage:2, alive, 210 days
0.5
DO23545
0 years, male, NA, stage:2, dead, 570 days
0.5
DO23513
0 years, male, NA, stage:3, alive, 1200 days
0.5
DO48695
0 years, male, NA, stage:2, alive, 720 days
0.4
DO45096
0 years, male, NA, stage:2, dead, 1290 days
0.4
DO45129
0 years, male, NA, stage:3, alive, 1470 days
0.4
DO48674
0 years, male, NA, stage:2, alive, 1260 days
0.4
DO45299
0 years, female, NA, stage:1, alive, 1440 days
0.4
DO45091
0 years, male, NA, stage:2, dead, 1320 days
0.4
DO45297
0 years, female, NA, stage:4, dead, 1260 days
0.4
DO45211
0 years, male, NA, stage:3, alive, 240 days
0.4
DO23526
0 years, male, NA, stage:3, alive, 1050 days
0.4
DO50845
0 years, male, NA, stage:3, alive, 210 days
0.4
DO50802
0 years, male, NA, stage:2, alive, 930 days
0.4
DO48757
0 years, female, NA, stage:3, alive, 480 days
0.4
DO45171
0 years, male, NA, stage:3, alive, 600 days
0.4
DO45107
0 years, female, NA, stage:2, alive, 1710 days
0.4
DO45253
0 years, male, NA, stage:2, alive, 870 days
0.4
DO45191
0 years, female, NA, stage:2, alive, 1200 days
0.4
DO50839
0 years, female, NA, stage:3, alive, 330 days
0.4
DO45101
0 years, male, NA, stage:2, alive, 1680 days
0.4
DO45243
0 years, female, NA, stage:3, alive, 930 days
0.4
DO45189
0 years, female, NA, stage:2, alive, 1200 days
0.4
DO23512
0 years, male, NA, stage:1, alive, 1260 days
0.4
DO45209
0 years, male, NA, stage:4, alive, 1350 days
0.4
DO45099
0 years, male, NA, stage:3, alive, 1590 days
0.4
DO48741
0 years, male, NA, stage:3, alive, 240 days
0.4
DO48701
0 years, male, NA, stage:2, alive, 780 days
0.4
DO23529
0 years, male, NA, stage:4, alive, 930 days
0.4
DO50783
0 years, male, NA, stage:3, alive, 480 days
0.4
DO45163
0 years, male, NA, stage:2, alive, 960 days
0.3
DO48706
0 years, male, NA, stage:2, alive, 870 days
0.3
DO48681
0 years, male, NA, stage:2, alive, 900 days
0.3
DO45195
0 years, male, NA, stage:1, alive, 390 days
0.3
DO45175
0 years, male, NA, stage:2, alive, 1140 days
0.3
DO45133
0 years, male, NA, stage:3, dead, 660 days
0.3
DO45213
0 years, male, NA, stage:1, alive, 1200 days
0.3
DO23528
0 years, female, NA, stage:2, alive, 1020 days
0.3
DO45123
0 years, female, NA, stage:2, dead, 570 days
0.3
DO45215
0 years, male, NA, stage:2, alive, 1170 days
0.3
DO23539
0 years, male, NA, stage:1, alive, 1110 days
0.3
DO50789
0 years, female, NA, stage:2, alive, 570 days
0.3
DO45185
0 years, male, NA, stage:2, alive, 600 days
0.3
DO50798
0 years, male, NA, stage:3, dead, 30 days
0.3
DO45125
0 years, male, NA, stage:3, alive, 1680 days
0.3
DO50816
0 years, male, NA, stage:2, alive, 390 days
0.3
DO48727
0 years, female, NA, stage:2, dead, 390 days
0.2
DO48746
0 years, male, NA, stage:3, alive, 570 days
0.2
DO23517
0 years, male, NA, stage:2, alive, 1200 days
0.2
DO45219
0 years, male, NA, stage:2, alive, 1080 days
0.2
DO23540
0 years, male, NA, stage:1, alive, 750 days
0.2
DO45097
0 years, male, NA, stage:3, alive, 1620 days
0.2
DO45245
0 years, female, NA, stage:2, dead, 240 days
0.2
DO50832
0 years, male, NA, stage:3, alive, 90 days
0.2
DO45105
0 years, male, NA, stage:1, alive, 1680 days
0.2
DO45149
0 years, female, NA, stage:2, alive, 1260 days
0.2
DO50817
0 years, male, NA, stage:2, alive, 390 days
0.1
DO50811
0 years, male, NA, stage:1, alive, 450 days
0.1
DO23511
0 years, female, NA, stage:3, dead, 180 days
0.1
DO45169
0 years, male, NA, stage:3, alive, 1350 days
0.1
DO50793
0 years, male, NA, stage:4, alive, 540 days
0.1
DO23533
0 years, male, NA, stage:2, alive, 900 days
0.1
DO50859
0 years, male, NA, stage:2, alive, 180 days
0.1
DO48677
0 years, male, NA, stage:3, alive, 1140 days
0.1
DO23509
0 years, male, NA, stage:3, dead, 780 days
0.1
DO48682
0 years, female, NA, stage:3, dead, 120 days
0.1
DO23516
0 years, male, NA, stage:3, dead, 20 days
0.1
DO48751
0 years, male, NA, stage:2, dead, 480 days
0.1
DO48721
0 years, female, NA, stage:1, alive, 900 days
0.1
DO50844
0 years, male, NA, stage:4, alive, 300 days
0.1
DO23534
0 years, male, NA, stage:2, alive, 840 days
0.1
Show allShow less
LIVER HEPATOCELLULAR CARCINOMA - Protein relative expression (CPTAC)
Number of samples
330
Samples
Sample ID
Sample type
nRPX
343
Tumor
0.8
363
Tumor
0.7
744
Normal
0.7
661
Tumor
0.6
966
Normal
0.6
434
Normal
0.6
358
Normal
0.5
286
Normal
0.5
1028
Normal
0.5
311
Tumor
0.5
956
Normal
0.5
713
Tumor
0.5
124
Normal
0.5
224
Normal
0.4
778
Normal
0.4
498
Normal
0.4
354
Normal
0.4
554
Normal
0.4
491
Tumor
0.4
494
Normal
0.4
342
Normal
0.4
368
Normal
0.4
114
Normal
0.4
262
Normal
0.4
851
Tumor
0.4
344
Normal
0.4
538
Normal
0.4
272
Normal
0.4
721
Tumor
0.4
1046
Normal
0.3
546
Normal
0.3
223
Tumor
0.3
536
Normal
0.3
478
Normal
0.3
672
Normal
0.3
111
Normal
0.3
268
Normal
0.3
138
Normal
0.3
573
Tumor
0.3
352
Normal
0.3
914
Normal
0.3
283
Tumor
0.3
126
Normal
0.3
492
Normal
0.3
952
Normal
0.3
943
Tumor
0.3
428
Normal
0.3
524
Normal
0.3
456
Normal
0.3
738
Normal
0.3
874
Normal
0.3
446
Normal
0.3
146
Normal
0.3
125
Tumor
0.3
412
Normal
0.2
493
Tumor
0.2
1016
Normal
0.2
391
Tumor
0.2
722
Normal
0.2
696
Normal
0.2
662
Normal
0.2
618
Normal
0.2
261
Tumor
0.2
1026
Normal
0.2
574
Normal
0.2
714
Normal
0.2
525
Tumor
0.2
557
Tumor
0.2
955
Tumor
0.2
518
Normal
0.2
857
Tumor
0.2
954
Normal
0.2
881
Tumor
0.2
815
Tumor
0.2
468
Normal
0.2
467
Tumor
0.2
878
Normal
0.2
742
Normal
0.2
976
Normal
0.2
526
Normal
0.2
447
Tumor
0.2
452
Normal
0.2
916
Normal
0.2
664
Normal
0.2
882
Normal
0.2
627
Tumor
0.2
375
Tumor
0.1
727
Tumor
0.1
716
Normal
0.1
474
Normal
0.1
1022
Normal
0.1
617
Tumor
0.1
944
Normal
0.1
913
Tumor
0.1
136
Normal
0.1
231
Tumor
0.1
534
Normal
0.1
628
Normal
0.1
364
Normal
0.1
912
Normal
0.1
356
Normal
0.1
367
Tumor
0.1
416
Normal
0.1
938
Normal
0.1
698
Normal
0.1
421
Tumor
0.1
488
Normal
0.1
816
Normal
0.1
978
Normal
0.1
648
Normal
0.1
686
Normal
0.1
545
Tumor
0.1
728
Normal
0.1
868
Normal
0.1
415
Tumor
0.1
516
Normal
0.1
616
Normal
0.1
162
Normal
0.1
148
Normal
0.1
461
Tumor
0.1
636
Normal
0.1
128
Normal
0.1
823
Tumor
0.1
864
Normal
0.1
671
Tumor
0.0
376
Normal
0.0
186
Normal
0.0
228
Normal
0.0
188
Normal
0.0
1027
Tumor
0.0
484
Normal
0.0
362
Normal
0.0
366
Normal
0.0
862
Normal
0.0
817
Tumor
0.0
212
Normal
0.0
341
Tumor
0.0
258
Normal
0.0
172
Normal
0.0
867
Tumor
0.0
528
Normal
0.0
353
Tumor
0.0
975
Tumor
0.0
145
Tumor
0.0
642
Normal
0.0
918
Normal
0.0
1014
Normal
0.0
537
Tumor
0.0
873
Tumor
0.0
746
Normal
0.0
384
Normal
0.0
482
Normal
0.0
211
Tumor
0.0
723
Tumor
0.0
297
Tumor
0.0
433
Tumor
0.0
395
Tumor
0.0
615
Tumor
0.0
917
Tumor
0.0
396
Normal
0.0
351
Tumor
0.0
1025
Tumor
-0.1
444
Normal
-0.1
436
Normal
-0.1
383
Tumor
-0.1
142
Normal
-0.1
423
Tumor
-0.1
218
Normal
-0.1
386
Normal
-0.1
481
Tumor
-0.1
257
Tumor
-0.1
141
Tumor
-0.1
472
Normal
-0.1
1031
Tumor
-0.1
427
Tumor
-0.1
553
Tumor
-0.1
448
Normal
-0.1
953
Tumor
-0.1
462
Normal
-0.1
964
Normal
-0.1
213
Tumor
-0.1
432
Normal
-0.1
394
Normal
-0.1
514
Normal
-0.1
563
Tumor
-0.1
984
Normal
-0.1
113
Tumor
-0.1
866
Normal
-0.1
422
Normal
-0.1
968
Normal
-0.1
387
Tumor
-0.1
558
Normal
-0.1
858
Normal
-0.1
232
Normal
-0.1
214
Normal
-0.1
132
Normal
-0.1
665
Tumor
-0.1
756
Normal
-0.1
697
Tumor
-0.1
185
Tumor
-0.1
564
Normal
-0.1
355
Tumor
-0.1
983
Tumor
-0.1
414
Normal
-0.1
385
Tumor
-0.1
365
Tumor
-0.1
572
Normal
-0.2
884
Normal
-0.2
685
Tumor
-0.2
571
Tumor
-0.2
195
Tumor
-0.2
1042
Normal
-0.2
466
Normal
-0.2
217
Tumor
-0.2
328
Normal
-0.2
137
Tumor
-0.2
814
Normal
-0.2
455
Tumor
-0.2
852
Normal
-0.2
312
Normal
-0.2
284
Normal
-0.2
135
Tumor
-0.2
1045
Tumor
-0.2
285
Tumor
-0.2
535
Tumor
-0.2
483
Tumor
-0.2
464
Normal
-0.2
877
Tumor
-0.2
1032
Normal
-0.2
924
Normal
-0.2
388
Normal
-0.2
965
Tumor
-0.2
187
Tumor
-0.2
724
Normal
-0.2
392
Normal
-0.2
497
Tumor
-0.2
568
Normal
-0.2
982
Normal
-0.2
357
Tumor
-0.3
161
Tumor
-0.3
271
Tumor
-0.3
192
Normal
-0.3
755
Tumor
-0.3
487
Tumor
-0.3
267
Tumor
-0.3
951
Tumor
-0.3
278
Normal
-0.3
411
Tumor
-0.3
426
Normal
-0.3
863
Tumor
-0.3
527
Tumor
-0.3
327
Tumor
-0.3
451
Tumor
-0.3
963
Tumor
-0.3
785
Tumor
-0.3
463
Tumor
-0.3
424
Normal
-0.3
663
Tumor
-0.3
861
Tumor
-0.3
222
Normal
-0.3
1015
Tumor
-0.3
922
Normal
-0.3
635
Tumor
-0.3
1021
Tumor
-0.3
786
Normal
-0.4
517
Tumor
-0.4
277
Tumor
-0.4
473
Tumor
-0.4
298
Normal
-0.4
477
Tumor
-0.4
361
Tumor
-0.4
921
Tumor
-0.4
813
Tumor
-0.4
227
Tumor
-0.4
523
Tumor
-0.4
981
Tumor
-0.4
471
Tumor
-0.4
431
Tumor
-0.4
533
Tumor
-0.4
413
Tumor
-0.4
666
Normal
-0.4
331
Tumor
-0.4
443
Tumor
-0.4
332
Normal
-0.5
715
Tumor
-0.5
196
Normal
-0.5
127
Tumor
-0.5
923
Tumor
-0.5
967
Tumor
-0.5
818
Normal
-0.5
513
Tumor
-0.5
925
Tumor
-0.5
865
Tumor
-0.5
937
Tumor
-0.5
777
Tumor
-0.5
465
Tumor
-0.5
112
Tumor
-0.5
147
Tumor
-0.5
567
Tumor
-0.5
515
Tumor
-0.5
926
Normal
-0.5
1043
Tumor
-0.5
647
Tumor
-0.6
911
Tumor
-0.6
824
Normal
-0.6
915
Tumor
-0.6
641
Tumor
-0.6
737
Tumor
-0.6
445
Tumor
-0.6
171
Tumor
-0.6
977
Tumor
-0.6
958
Normal
-0.7
393
Tumor
-0.7
883
Tumor
-0.7
695
Tumor
-0.7
1044
Normal
-0.7
131
Tumor
-0.7
313
Tumor
-0.7
123
Tumor
-0.8
435
Tumor
-0.8
745
Tumor
-0.8
191
Tumor
-0.9
425
Tumor
-1.0
314
Normal
-1.0
1013
Tumor
-1.0
221
Tumor
-1.1
743
Tumor
-1.1
1041
Tumor
-1.1
741
Tumor
-1.1
957
Tumor
-1.2
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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
