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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
0.9
Number of samples
362
Samples
Sample
Description
TPM
TCGA-ED-A5KG-01A
0 years, female, asian, stage:Stage II, alive, 854 days
16.8
TCGA-CC-A3M9-01A
0 years, male, asian, stage:Stage IIIA, dead, 300 days
9.4
TCGA-K7-A5RG-01A
0 years, male, black or african american, stage:Stage I, alive, 519 days
6.1
TCGA-DD-A1EC-01A
0 years, female, white, stage:Stage I, alive, 602 days
5.9
TCGA-CC-A7IJ-01A
0 years, male, asian, stage:Stage II, alive, 382 days
5.3
TCGA-DD-AAVQ-01A
0 years, male, asian, stage:Stage I, alive, 2728 days
4.9
TCGA-DD-AACC-01A
0 years, male, asian, stage:Stage I, dead, 1685 days
4.8
TCGA-DD-A4NR-01A
0 years, female, white, stage:Stage I, dead, 9 days
4.6
TCGA-FV-A4ZQ-01A
0 years, male, white, stage:Stage I, alive, 12 days
4.0
TCGA-GJ-A3OU-01A
0 years, male, white, stage:Stage I, alive, 879 days
3.9
TCGA-CC-A1HT-01A
0 years, male, asian, stage:Stage IIIA, dead, 101 days
3.5
TCGA-DD-AAD1-01A
0 years, female, asian, stage:Stage I, alive, 564 days
3.5
TCGA-DD-A114-01A
0 years, male, black or african american, stage:Stage II, dead, 1149 days
3.4
TCGA-CC-5261-01A
0 years, male, asian, stage:Stage II, dead, 97 days
3.3
TCGA-ED-A627-01A
0 years, male, white, stage:Stage I, alive, 423 days
3.3
TCGA-BD-A3EP-01A
0 years, female, black or african american, stage:Stage I, alive, 409 days
3.1
TCGA-UB-A7MF-01A
0 years, male, white, stage:Stage IIIA, dead, 214 days
3.1
TCGA-DD-A4NS-01A
0 years, female, white, stage:Stage I, dead, 2456 days
3.0
TCGA-2Y-A9GY-01A
0 years, female, white, stage:Stage II, dead, 757 days
2.9
TCGA-RG-A7D4-01A
0 years, male, black or african american, stage:Stage II, alive, 1098 days
2.9
TCGA-KR-A7K8-01A
0 years, male, stage:Stage I, alive, 906 days
2.9
TCGA-G3-AAV3-01A
0 years, female, white, stage:Stage II, alive, 412 days
2.8
TCGA-DD-AACL-01A
0 years, female, asian, stage:Stage I, dead, 107 days
2.8
TCGA-EP-A3RK-01A
0 years, male, white, stage:Stage IIIA, alive, 363 days
2.7
TCGA-DD-A73F-01A
0 years, female, white, stage:Stage I, alive, 1085 days
2.7
TCGA-5C-AAPD-01A
0 years, male, asian, stage:Stage II, alive, 20 days
2.6
TCGA-DD-AACZ-01A
0 years, female, asian, stage:Stage I, dead, 171 days
2.6
TCGA-DD-AADB-01A
0 years, male, asian, stage:Stage I, alive, 1242 days
2.6
TCGA-BC-A8YO-01A
0 years, female, white, stage:Stage IIIC, alive, 562 days
2.5
TCGA-UB-A7ME-01A
0 years, male, asian, stage:Stage I, alive, 486 days
2.4
TCGA-DD-AAEK-01A
0 years, male, asian, stage:Stage II, alive, 1067 days
2.3
TCGA-2Y-A9GT-01A
0 years, male, white, stage:Stage I, dead, 1624 days
2.3
TCGA-DD-AAEH-01A
0 years, male, asian, stage:Stage I, alive, 784 days
2.3
TCGA-XR-A8TD-01A
0 years, female, white, stage:Stage IIIB, alive, 1030 days
2.2
TCGA-2Y-A9H3-01A
0 years, male, white, stage:Stage II, alive, 1516 days
2.2
TCGA-2Y-A9GX-01A
0 years, male, white, stage:Stage I, alive, 2442 days
2.1
TCGA-DD-AACB-01A
0 years, female, asian, stage:Stage I, alive, 2324 days
2.1
TCGA-DD-A3A6-01A
0 years, female, white, stage:Stage II, dead, 3258 days
2.0
TCGA-DD-AADI-01A
0 years, female, asian, stage:Stage I, alive, 1085 days
2.0
TCGA-DD-AAEA-01A
0 years, male, asian, stage:Stage I, alive, 575 days
1.8
TCGA-DD-A4ND-01A
0 years, female, white, stage:Stage I, alive, 2746 days
1.8
TCGA-CC-5260-01A
0 years, female, asian, stage:Stage IIIC, dead, 87 days
1.7
TCGA-YA-A8S7-01A
0 years, male, white, stage:Stage IIIA, dead, 412 days
1.7
TCGA-DD-AAVR-01A
0 years, male, asian, stage:Stage I, alive, 2513 days
1.7
TCGA-2Y-A9H8-01A
0 years, female, white, stage:'--, dead, 633 days
1.7
TCGA-CC-A7IE-01A
0 years, male, asian, stage:Stage IIIA, dead, 217 days
1.6
TCGA-DD-AAVV-01A
0 years, male, asian, stage:Stage II, alive, 2455 days
1.6
TCGA-KR-A7K7-01A
0 years, female, white, stage:Stage II, alive, 951 days
1.6
TCGA-2Y-A9H6-01A
0 years, female, white, stage:Stage I, alive, 357 days
1.6
TCGA-ZP-A9CZ-01A
0 years, male, asian, stage:'--, alive, 706 days
1.5
TCGA-DD-AACI-01A
0 years, male, asian, stage:Stage II, alive, 1618 days
1.5
TCGA-EP-A2KA-01A
0 years, female, white, stage:Stage IIIA, dead, 627 days
1.4
TCGA-G3-A5SJ-01A
0 years, male, white, stage:Stage I, alive, 698 days
1.4
TCGA-G3-A7M6-01A
0 years, female, white, stage:Stage I, alive, 632 days
1.4
TCGA-HP-A5MZ-01A
0 years, male, stage:Stage I, dead, 91 days
1.4
TCGA-FV-A3I1-01A
0 years, female, white, stage:Stage II, dead, 247 days
1.4
TCGA-DD-AAVW-01A
0 years, male, asian, stage:Stage I, alive, 2317 days
1.4
TCGA-2Y-A9HB-01A
0 years, male, stage:Stage I, alive, 260 days
1.4
TCGA-G3-A25V-01A
0 years, male, white, stage:Stage I, alive, 860 days
1.4
TCGA-BC-A216-01A
0 years, female, white, stage:Stage IIIA, alive, 1351 days
1.3
TCGA-DD-AADA-01A
0 years, female, asian, stage:Stage I, alive, 1233 days
1.3
TCGA-DD-A73A-01A
0 years, male, white, stage:Stage I, alive, 728 days
1.3
TCGA-DD-AAW0-01A
0 years, male, asian, stage:Stage I, alive, 2015 days
1.3
TCGA-DD-A1EF-01A
0 years, female, white, stage:Stage I, dead, 394 days
1.3
TCGA-FV-A495-01A
0 years, female, white, stage:Stage II, alive, 1 days
1.3
TCGA-DD-A1EG-01A
0 years, male, white, stage:Stage I, dead, 1372 days
1.2
TCGA-G3-A3CH-01A
0 years, male, asian, stage:Stage IIIA, alive, 780 days
1.2
TCGA-DD-A1EA-01A
0 years, male, asian, stage:Stage II, alive, 2415 days
1.2
TCGA-UB-A7MA-01A
0 years, female, white, stage:Stage II, alive, 848 days
1.2
TCGA-CC-A8HT-01A
0 years, male, asian, stage:Stage IIIA, dead, 140 days
1.2
TCGA-K7-A5RF-01A
0 years, male, white, stage:Stage I, alive, 631 days
1.2
TCGA-MR-A8JO-01A
0 years, male, white, stage:Stage I, alive, 330 days
1.2
TCGA-DD-AADN-01A
0 years, male, asian, stage:Stage I, alive, 898 days
1.2
TCGA-ZP-A9CV-01A
0 years, male, white, stage:'--, dead, 1088 days
1.2
TCGA-G3-A25Y-01A
0 years, female, asian, stage:Stage I, dead, 452 days
1.2
TCGA-2Y-A9H0-01A
0 years, male, white, stage:Stage IIIA, alive, 3675 days
1.2
TCGA-ED-A4XI-01A
0 years, male, asian, stage:Stage II, alive, 819 days
1.2
TCGA-2Y-A9GW-01A
0 years, male, white, stage:Stage I, dead, 1271 days
1.1
TCGA-WX-AA44-01A
0 years, female, white, stage:Stage I, alive, 615 days
1.1
TCGA-EP-A3JL-01A
0 years, male, white, stage:Stage I, alive, 303 days
1.1
TCGA-UB-AA0U-01A
0 years, male, white, stage:Stage II, alive, 327 days
1.1
TCGA-BC-A217-01A
0 years, female, white, stage:Stage II, dead, 1397 days
1.1
TCGA-O8-A75V-01A
0 years, male, stage:Stage I, alive, 538 days
1.1
TCGA-MI-A75E-01A
0 years, male, white, stage:Stage IIIC, alive, 507 days
1.0
TCGA-DD-AAE2-01A
0 years, male, asian, stage:Stage I, alive, 638 days
1.0
TCGA-BC-A110-01A
0 years, female, black or african american, stage:'--, dead, 2116 days
1.0
TCGA-KR-A7K2-01A
0 years, male, white, stage:Stage I, alive, 829 days
1.0
TCGA-DD-A4NB-01A
0 years, male, white, stage:Stage I, alive, 989 days
1.0
TCGA-ED-A97K-01A
0 years, male, asian, stage:Stage IIIA, alive, 6 days
1.0
TCGA-2Y-A9H2-01A
0 years, female, white, stage:Stage I, alive, 1731 days
1.0
TCGA-DD-AADK-01A
0 years, female, asian, stage:Stage II, alive, 1049 days
1.0
TCGA-2Y-A9H7-01A
0 years, female, white, stage:Stage I, alive, 1168 days
1.0
TCGA-2Y-A9GV-01A
0 years, female, white, stage:Stage I, dead, 2532 days
1.0
TCGA-DD-AAD2-01A
0 years, male, asian, stage:Stage I, alive, 658 days
1.0
TCGA-3K-AAZ8-01A
0 years, male, black or african american, stage:Stage IIIB, alive, 396 days
1.0
TCGA-FV-A2QQ-01A
0 years, male, white, stage:Stage I, alive, 729 days
1.0
TCGA-MI-A75H-01A
0 years, male, white, stage:'--, alive, 747 days
1.0
TCGA-DD-A4NI-01A
0 years, male, white, stage:Stage II, alive, 816 days
1.0
TCGA-CC-5258-01A
0 years, male, asian, stage:Stage II, dead, 129 days
1.0
TCGA-ZP-A9D1-01A
0 years, female, white, stage:'--, alive, 21 days
1.0
TCGA-CC-5263-01A
0 years, male, asian, stage:Stage IIIA, dead, 129 days
1.0
TCGA-ED-A66X-01A
0 years, male, asian, stage:Stage IIIA, alive, 406 days
0.9
TCGA-DD-AAD3-01A
0 years, male, asian, stage:Stage I, alive, 1295 days
0.9
TCGA-RC-A7S9-01A
0 years, female, asian, stage:Stage I, alive, 640 days
0.9
TCGA-FV-A23B-01A
0 years, female, white, stage:Stage II, dead, 1852 days
0.9
TCGA-2Y-A9GS-01A
0 years, male, white, stage:'--, dead, 724 days
0.9
TCGA-QA-A7B7-01A
0 years, male, black or african american, stage:Stage II, alive, 94 days
0.9
TCGA-DD-AACN-01A
0 years, male, asian, stage:Stage I, alive, 1302 days
0.9
TCGA-DD-AACU-01A
0 years, male, asian, stage:Stage I, alive, 1567 days
0.9
TCGA-ED-A7XO-01A
0 years, male, asian, stage:Stage IIIA, alive, 427 days
0.9
TCGA-DD-A4NA-01A
0 years, female, white, stage:Stage IIIC, alive, 1008 days
0.9
TCGA-G3-A25X-01A
0 years, male, asian, stage:Stage II, alive, 1779 days
0.9
TCGA-DD-AACT-01A
0 years, female, asian, stage:Stage I, alive, 1562 days
0.9
TCGA-G3-A7M9-01A
0 years, male, white, stage:Stage IIIB, dead, 56 days
0.9
TCGA-CC-A8HS-01A
0 years, male, asian, stage:Stage IIIC, dead, 300 days
0.9
TCGA-DD-A1EI-01A
0 years, male, asian, stage:Stage I, alive, 183 days
0.8
TCGA-UB-A7MD-01A
0 years, male, black or african american, stage:Stage I, dead, 52 days
0.8
TCGA-DD-AAE7-01A
0 years, male, asian, stage:Stage I, alive, 644 days
0.8
TCGA-G3-AAV7-01A
0 years, male, asian, stage:Stage II, alive, 361 days
0.8
TCGA-GJ-A9DB-01A
0 years, male, white, stage:Stage I, dead, 67 days
0.8
TCGA-G3-AAUZ-01A
0 years, male, stage:Stage I, alive, 480 days
0.8
TCGA-CC-A9FW-01A
0 years, male, asian, stage:Stage IIIA, alive, 248 days
0.8
TCGA-BC-A10Y-01A
0 years, male, white, stage:'--, dead, 711 days
0.8
TCGA-CC-5262-01A
0 years, male, asian, stage:Stage IIIC, dead, 103 days
0.8
TCGA-DD-A4NK-01A
0 years, female, white, stage:Stage IIIA, dead, 1210 days
0.8
TCGA-DD-AAVS-01A
0 years, male, asian, stage:Stage I, alive, 1823 days
0.8
TCGA-BC-A69H-01A
0 years, male, white, stage:Stage II, alive, 444 days
0.8
TCGA-DD-AAC9-01A
0 years, male, asian, stage:Stage I, alive, 347 days
0.8
TCGA-K7-AAU7-01A
0 years, male, white, stage:Stage II, alive, 359 days
0.8
TCGA-2Y-A9H5-01A
0 years, female, white, stage:Stage I, dead, 555 days
0.8
TCGA-ED-A7XP-01A
0 years, female, asian, stage:Stage II, alive, 400 days
0.8
TCGA-5R-AAAM-01A
0 years, female, white, stage:Stage II, dead, 46 days
0.8
TCGA-BC-A10Q-01A
0 years, female, white, stage:'--, dead, 1135 days
0.8
TCGA-ZP-A9D2-01A
0 years, male, white, stage:'--, dead, 765 days
0.8
TCGA-DD-A4NJ-01A
0 years, female, white, stage:Stage II, alive, 928 days
0.8
TCGA-G3-A25T-01A
0 years, female, white, stage:Stage IIIA, alive, 1553 days
0.8
TCGA-DD-A4NH-01A
0 years, female, white, stage:Stage IIIB, alive, 917 days
0.8
TCGA-UB-AA0V-01A
0 years, female, white, stage:Stage I, alive, 314 days
0.7
TCGA-FV-A3R3-01A
0 years, female, white, stage:Stage I, dead, 366 days
0.7
TCGA-G3-A3CK-01A
0 years, male, asian, stage:Stage I, alive, 585 days
0.7
TCGA-DD-A113-01A
0 years, female, white, stage:Stage II, alive, 2425 days
0.7
TCGA-DD-AAE4-01A
0 years, female, asian, stage:Stage I, alive, 608 days
0.7
TCGA-DD-AADP-01A
0 years, male, asian, stage:Stage I, alive, 458 days
0.7
TCGA-DD-AACW-01A
0 years, male, asian, stage:Stage I, alive, 1424 days
0.7
TCGA-MI-A75C-01A
0 years, male, white, stage:Stage I, alive, 291 days
0.7
TCGA-DD-AADO-01A
0 years, male, asian, stage:Stage I, alive, 453 days
0.7
TCGA-DD-A4NV-01A
0 years, male, white, stage:Stage IIIA, alive, 2398 days
0.7
TCGA-DD-AADC-01A
0 years, male, asian, stage:Stage I, dead, 425 days
0.7
TCGA-BC-A10S-01A
0 years, male, white, stage:'--, dead, 1423 days
0.7
TCGA-ZS-A9CF-01A
0 years, male, white, stage:Stage II, alive, 2412 days
0.7
TCGA-DD-AAVX-01A
0 years, male, asian, stage:Stage II, alive, 1718 days
0.7
TCGA-BD-A2L6-01A
0 years, male, white, stage:'--, alive, 1363 days
0.7
TCGA-DD-A3A9-01A
0 years, female, white, stage:Stage IVB, dead, 931 days
0.7
TCGA-ED-A82E-01A
0 years, female, asian, stage:Stage IIIA, alive, 408 days
0.7
TCGA-5R-AA1D-01A
0 years, female, white, stage:Stage IIIA, alive, 449 days
0.7
TCGA-DD-A39V-01A
0 years, male, white, stage:Stage II, dead, 643 days
0.7
TCGA-DD-AACH-01A
0 years, male, asian, stage:Stage II, dead, 195 days
0.7
TCGA-G3-A3CI-01A
0 years, male, white, stage:Stage I, alive, 180 days
0.7
TCGA-ED-A8O6-01A
0 years, female, asian, stage:Stage IIIA, dead, 56 days
0.6
TCGA-K7-A6G5-01A
0 years, male, white, stage:Stage I, alive, 512 days
0.6
TCGA-GJ-A6C0-01A
0 years, female, white, stage:Stage II, dead, 31 days
0.6
TCGA-DD-AAVZ-01A
0 years, male, asian, stage:Stage I, alive, 1900 days
0.6
TCGA-BC-A10W-01A
0 years, male, asian, stage:'--, dead, 91 days
0.6
TCGA-DD-AADF-01A
0 years, female, asian, stage:Stage I, dead, 115 days
0.6
TCGA-DD-A1ED-01A
0 years, male, white, stage:Stage I, alive, 2301 days
0.6
TCGA-2Y-A9H4-01A
0 years, male, black or african american, stage:Stage I, alive, 1452 days
0.6
TCGA-EP-A2KC-01A
0 years, male, black or african american, stage:Stage I, dead, 19 days
0.6
TCGA-FV-A3R2-01A
0 years, male, white, stage:Stage I, dead, 194 days
0.6
TCGA-5C-A9VH-01A
0 years, male, white, stage:Stage I, alive, 322 days
0.6
TCGA-DD-AAD5-01A
0 years, male, asian, stage:Stage I, alive, 1345 days
0.6
TCGA-G3-A5SM-01A
0 years, male, white, stage:Stage II, alive, 520 days
0.6
TCGA-DD-AAE1-01A
0 years, male, asian, stage:Stage I, alive, 552 days
0.6
TCGA-G3-A3CG-01A
0 years, male, white, stage:Stage I, alive, 673 days
0.6
TCGA-CC-5264-01A
0 years, male, asian, stage:Stage IIIA, dead, 102 days
0.6
TCGA-BD-A3ER-01A
0 years, male, white, stage:Stage II, alive, 1115 days
0.6
TCGA-LG-A9QD-01A
0 years, male, white, stage:Stage IIIA, alive, 366 days
0.6
TCGA-CC-A3MA-01A
0 years, male, asian, stage:Stage IIIA, dead, 303 days
0.6
TCGA-BW-A5NO-01A
0 years, male, black or african american, stage:Stage IIIA, alive, 20 days
0.6
TCGA-RC-A7SF-01A
0 years, male, asian, stage:Stage I, alive, 579 days
0.6
TCGA-DD-AA3A-01A
0 years, female, white, stage:Stage I, dead, 410 days
0.5
TCGA-DD-AADJ-01A
0 years, female, asian, stage:Stage I, alive, 1066 days
0.5
TCGA-DD-AADV-01A
0 years, male, asian, stage:Stage I, alive, 574 days
0.5
TCGA-DD-A115-01A
0 years, male, white, stage:Stage IIIA, dead, 2542 days
0.5
TCGA-DD-AADD-01A
0 years, male, asian, stage:Stage I, alive, 1231 days
0.5
TCGA-DD-AAED-01A
0 years, male, asian, stage:Stage I, alive, 763 days
0.5
TCGA-ED-A7PY-01A
0 years, female, asian, stage:Stage II, alive, 390 days
0.5
TCGA-FV-A3I0-01A
0 years, female, white, stage:Stage II, alive, 848 days
0.5
TCGA-CC-A9FS-01A
0 years, male, asian, stage:Stage II, alive, 211 days
0.5
TCGA-5C-A9VG-01A
0 years, male, white, stage:Stage II, alive, 328 days
0.5
TCGA-PD-A5DF-01A
0 years, female, white, stage:Stage IIIB, dead, 639 days
0.5
TCGA-HP-A5N0-01A
0 years, female, stage:'--, dead, 752 days
0.5
TCGA-CC-A5UC-01A
0 years, male, asian, stage:Stage IIIA, dead, 347 days
0.5
TCGA-EP-A12J-01A
0 years, male, black or african american, stage:Stage I, alive, 570 days
0.5
TCGA-DD-A1EH-01A
0 years, male, white, stage:Stage III, alive, 1495 days
0.5
TCGA-RC-A6M6-01A
0 years, male, white, stage:Stage II, alive, 9 days
0.5
TCGA-DD-A4NO-01A
0 years, male, white, stage:Stage I, alive, 2245 days
0.5
TCGA-CC-A3MB-01A
0 years, male, asian, stage:Stage IIIA, dead, 315 days
0.5
TCGA-DD-AAE0-01A
0 years, female, asian, stage:Stage IIIA, alive, 555 days
0.5
TCGA-DD-A3A1-01A
0 years, male, stage:Stage IIIA, dead, 233 days
0.5
TCGA-DD-A39W-01A
0 years, female, white, stage:Stage III, dead, 827 days
0.5
TCGA-CC-A7IF-01A
0 years, male, asian, stage:Stage IIIA, dead, 649 days
0.5
TCGA-DD-AACK-01A
0 years, male, asian, stage:Stage I, alive, 9 days
0.5
TCGA-DD-A1EJ-01A
0 years, female, white, stage:Stage IIIC, dead, 1005 days
0.5
TCGA-BC-A10X-01A
0 years, female, white, stage:Stage IIIA, dead, 770 days
0.5
TCGA-KR-A7K0-01A
0 years, male, white, stage:Stage I, dead, 65 days
0.5
TCGA-CC-A7IG-01A
0 years, male, asian, stage:Stage II, dead, 299 days
0.5
TCGA-WJ-A86L-01A
0 years, female, white, stage:Stage I, alive, 345 days
0.5
TCGA-WQ-A9G7-01A
0 years, female, white, stage:'--, alive, 30 days
0.5
TCGA-DD-A116-01A
0 years, male, asian, stage:Stage IIIA, dead, 1622 days
0.5
TCGA-DD-A73E-01A
0 years, male, white, stage:Stage I, alive, 44 days
0.4
TCGA-DD-AAD0-01A
0 years, female, asian, stage:Stage I, alive, 137 days
0.4
TCGA-DD-AACP-01A
0 years, male, asian, stage:Stage I, alive, 415 days
0.4
TCGA-DD-A11C-01A
0 years, male, white, stage:Stage I, alive, 662 days
0.4
TCGA-DD-A3A5-01A
0 years, female, white, stage:Stage III, dead, 3125 days
0.4
TCGA-DD-A1EL-01A
0 years, male, black or african american, stage:Stage II, dead, 415 days
0.4
TCGA-ZS-A9CG-01A
0 years, male, white, stage:Stage II, alive, 341 days
0.4
TCGA-2Y-A9H1-01A
0 years, male, white, stage:Stage I, dead, 1229 days
0.4
TCGA-CC-A3MC-01A
0 years, male, asian, stage:Stage IIIA, alive, 363 days
0.4
TCGA-XR-A8TF-01A
0 years, male, white, stage:Stage I, dead, 693 days
0.4
TCGA-DD-AADR-01A
0 years, male, asian, stage:Stage I, alive, 2028 days
0.4
TCGA-DD-AAC8-01A
0 years, male, asian, stage:Stage I, dead, 16 days
0.4
TCGA-ZP-A9CY-01A
0 years, female, white, stage:'--, alive, 782 days
0.4
TCGA-ED-A8O5-01A
0 years, female, asian, stage:Stage IIIA, alive, 406 days
0.4
TCGA-DD-A73C-01A
0 years, female, white, stage:Stage IIIA, alive, 701 days
0.4
TCGA-DD-AAEI-01A
0 years, male, asian, stage:Stage I, alive, 1531 days
0.4
TCGA-MI-A75I-01A
0 years, male, black or african american, stage:'--, alive, 630 days
0.4
TCGA-CC-A5UE-01A
0 years, male, asian, stage:Stage IIIB, dead, 272 days
0.4
TCGA-DD-A4NG-01A
0 years, male, white, stage:Stage IIIA, dead, 802 days
0.4
TCGA-2Y-A9HA-01A
0 years, male, white, stage:Stage II, dead, 36 days
0.4
TCGA-ED-A7PX-01A
0 years, female, asian, stage:Stage II, alive, 6 days
0.4
TCGA-G3-A7M7-01A
0 years, male, white, stage:Stage I, alive, 361 days
0.4
TCGA-CC-A8HU-01A
0 years, female, asian, stage:Stage IIIA, dead, 344 days
0.4
TCGA-DD-AADM-01A
0 years, male, asian, stage:Stage II, dead, 12 days
0.4
TCGA-2Y-A9GU-01A
0 years, female, white, stage:Stage I, alive, 1939 days
0.4
TCGA-DD-AADW-01A
0 years, male, asian, stage:Stage I, alive, 587 days
0.4
TCGA-DD-A39X-01A
0 years, female, white, stage:Stage I, dead, 1694 days
0.4
TCGA-XR-A8TG-01A
0 years, male, white, stage:Stage I, alive, 898 days
0.4
TCGA-DD-AACF-01A
0 years, male, asian, stage:Stage I, dead, 365 days
0.4
TCGA-4R-AA8I-01A
0 years, male, white, stage:Stage II, dead, 262 days
0.4
TCGA-CC-A8HV-01A
0 years, female, asian, stage:Stage II, dead, 279 days
0.4
TCGA-G3-AAV6-01A
0 years, female, white, stage:Stage IIIA, dead, 65 days
0.4
TCGA-G3-A5SL-01A
0 years, male, white, stage:Stage II, alive, 621 days
0.4
TCGA-DD-AAEE-01A
0 years, male, asian, stage:Stage I, alive, 810 days
0.4
TCGA-BC-A3KG-01A
0 years, female, white, stage:Stage II, alive, 680 days
0.4
TCGA-DD-AACA-01A
0 years, male, asian, stage:Stage I, alive, 2301 days
0.4
TCGA-2Y-A9H9-01A
0 years, male, white, stage:Stage I, alive, 697 days
0.4
TCGA-BC-A10U-01A
0 years, male, white, stage:'--, dead, 837 days
0.4
TCGA-ZS-A9CD-01A
0 years, male, white, stage:Stage II, dead, 1386 days
0.4
TCGA-DD-AACQ-01A
0 years, male, asian, stage:Stage II, dead, 432 days
0.4
TCGA-NI-A8LF-01A
0 years, male, white, stage:Stage I, alive, 799 days
0.4
TCGA-XR-A8TC-01A
0 years, female, white, stage:Stage I, alive, 1339 days
0.4
TCGA-DD-A118-01A
0 years, female, white, stage:Stage II, alive, 3437 days
0.4
TCGA-DD-AAD8-01A
0 years, female, asian, stage:Stage I, alive, 1219 days
0.4
TCGA-DD-A4NL-01A
0 years, male, white, stage:Stage I, alive, 1711 days
0.4
TCGA-G3-AAV0-01A
0 years, male, asian, stage:Stage I, alive, 476 days
0.4
TCGA-RC-A7SH-01A
0 years, male, asian, stage:Stage II, alive, 468 days
0.4
TCGA-DD-AACY-01A
0 years, male, asian, stage:Stage I, alive, 1450 days
0.3
TCGA-RC-A7SB-01A
0 years, male, asian, stage:Stage II, alive, 588 days
0.3
TCGA-DD-A4NF-01A
0 years, male, white, stage:Stage I, alive, 942 days
0.3
TCGA-RC-A6M5-01A
0 years, female, white, stage:Stage IVA, alive, 15 days
0.3
TCGA-G3-AAV4-01A
0 years, female, white, stage:Stage I, dead, 27 days
0.3
TCGA-LG-A9QC-01A
0 years, male, white, stage:Stage I, alive, 425 days
0.3
TCGA-ES-A2HT-01A
0 years, male, black or african american, stage:Stage I, dead, 438 days
0.3
TCGA-CC-A5UD-01A
0 years, male, asian, stage:Stage IIIA, dead, 304 days
0.3
TCGA-G3-A7M5-01A
0 years, male, asian, stage:Stage I, alive, 447 days
0.3
TCGA-BC-A3KF-01A
0 years, female, white, stage:Stage I, alive, 8 days
0.3
TCGA-EP-A2KB-01A
0 years, female, white, stage:Stage I, dead, 596 days
0.3
TCGA-DD-A39Y-01A
0 years, male, asian, stage:Stage I, dead, 171 days
0.3
TCGA-BC-A112-01A
0 years, male, white, stage:'--, dead, 153 days
0.3
TCGA-DD-A4NN-01A
0 years, female, white, stage:Stage I, dead, 899 days
0.3
TCGA-FV-A2QR-01A
0 years, male, white, stage:Stage I, dead, 581 days
0.3
TCGA-RC-A7SK-01A
0 years, male, asian, stage:Stage I, alive, 472 days
0.3
TCGA-CC-A7IH-01A
0 years, male, asian, stage:Stage IIIA, alive, 365 days
0.3
TCGA-ED-A459-01A
0 years, male, asian, stage:Stage II, alive, 910 days
0.3
TCGA-DD-A73G-01A
0 years, female, white, stage:Stage I, alive, 3478 days
0.3
TCGA-G3-AAV5-01A
0 years, male, white, stage:Stage II, alive, 354 days
0.3
TCGA-DD-A11D-01A
0 years, female, white, stage:Stage I, dead, 1560 days
0.3
TCGA-XR-A8TE-01A
0 years, male, white, stage:Stage IIIA, alive, 925 days
0.3
TCGA-BC-A10T-01A
0 years, male, white, stage:'--, dead, 837 days
0.3
TCGA-DD-AACG-01A
0 years, male, asian, stage:Stage II, dead, 469 days
0.3
TCGA-G3-A5SK-01A
0 years, male, white, stage:Stage I, alive, 744 days
0.3
TCGA-G3-A25S-01A
0 years, male, white, stage:Stage I, dead, 416 days
0.3
TCGA-G3-AAV1-01A
0 years, male, asian, stage:Stage IIIC, dead, 359 days
0.3
TCGA-RC-A6M4-01A
0 years, female, white, stage:Stage IIIA, alive, 22 days
0.3
TCGA-ZP-A9D0-01A
0 years, female, black or african american, stage:'--, alive, 1091 days
0.3
TCGA-DD-A4NP-01A
0 years, male, white, stage:Stage I, alive, 3308 days
0.3
TCGA-G3-A6UC-01A
0 years, male, white, stage:Stage IIIB, alive, 671 days
0.3
TCGA-WX-AA46-01A
0 years, male, white, stage:Stage II, alive, 756 days
0.3
TCGA-G3-A25Z-01A
0 years, male, asian, stage:Stage I, alive, 655 days
0.3
TCGA-DD-AADQ-01A
0 years, male, asian, stage:Stage II, alive, 436 days
0.3
TCGA-UB-A7MB-01A
0 years, male, white, stage:Stage II, alive, 601 days
0.3
TCGA-DD-AAVY-01A
0 years, male, asian, stage:Stage IIIA, alive, 1970 days
0.3
TCGA-DD-A11B-01A
0 years, male, white, stage:Stage I, dead, 14 days
0.3
TCGA-DD-A3A3-01A
0 years, male, asian, stage:Stage I, dead, 535 days
0.3
TCGA-DD-A4NQ-01A
0 years, male, white, stage:Stage II, dead, 373 days
0.3
TCGA-T1-A6J8-01A
0 years, male, white, stage:'--, alive, 23 days
0.3
TCGA-BC-A10R-01A
0 years, female, white, stage:'--, dead, 308 days
0.3
TCGA-DD-AADU-01A
0 years, male, asian, stage:Stage II, alive, 554 days
0.3
TCGA-2Y-A9GZ-01A
0 years, female, white, stage:Stage II, dead, 848 days
0.3
TCGA-G3-AAV2-01A
0 years, male, white, stage:Stage I, alive, 372 days
0.3
TCGA-MI-A75G-01A
0 years, male, white, stage:Stage II, alive, 698 days
0.3
TCGA-5R-AA1C-01A
0 years, male, white, stage:Stage II, alive, 520 days
0.3
TCGA-DD-AAD6-01A
0 years, male, asian, stage:Stage IIIA, alive, 672 days
0.3
TCGA-BC-A69I-01A
0 years, male, white, stage:Stage I, alive, 387 days
0.3
TCGA-DD-A39Z-01A
0 years, female, stage:Stage II, dead, 601 days
0.3
TCGA-DD-A3A2-01A
0 years, female, white, stage:Stage I, dead, 2131 days
0.2
TCGA-DD-AACS-01A
0 years, male, asian, stage:Stage I, alive, 1804 days
0.2
TCGA-G3-A25U-01A
0 years, female, asian, stage:Stage I, alive, 1636 days
0.2
TCGA-DD-A1EB-01A
0 years, female, stage:Stage I, alive, 2017 days
0.2
TCGA-EP-A26S-01A
0 years, male, white, stage:Stage I, alive, 608 days
0.2
TCGA-DD-AACX-01A
0 years, male, asian, stage:Stage II, alive, 170 days
0.2
TCGA-FV-A4ZP-01A
0 years, male, white, stage:Stage IIIA, dead, 2486 days
0.2
TCGA-WQ-AB4B-01A
0 years, male, white, stage:Stage II, alive, 395 days
0.2
TCGA-DD-AACO-01A
0 years, male, asian, stage:Stage I, alive, 1876 days
0.2
TCGA-DD-AADG-01A
0 years, male, asian, stage:Stage IIIA, alive, 1145 days
0.2
TCGA-UB-A7MC-01A
0 years, male, white, stage:Stage IIIA, alive, 500 days
0.2
TCGA-MR-A520-01A
0 years, male, white, stage:Stage I, alive, 229 days
0.2
TCGA-DD-A4NE-01A
0 years, female, white, stage:Stage IIIA, dead, 660 days
0.2
TCGA-DD-A119-01A
0 years, male, asian, stage:Stage IV, dead, 223 days
0.2
TCGA-CC-A7IK-01A
0 years, male, asian, stage:Stage IIIA, dead, 262 days
0.2
TCGA-G3-A7M8-01A
0 years, male, asian, stage:Stage I, alive, 430 days
0.2
TCGA-DD-AAE9-01A
0 years, male, asian, stage:Stage I, alive, 722 days
0.2
TCGA-DD-A3A7-01A
0 years, male, stage:Stage IIIB, dead, 419 days
0.2
TCGA-DD-AAVP-01A
0 years, male, asian, stage:Stage I, alive, 2752 days
0.2
TCGA-LG-A6GG-01A
0 years, female, white, stage:Stage II, alive, 387 days
0.2
TCGA-ZP-A9D4-01A
0 years, female, white, stage:'--, alive, 395 days
0.2
TCGA-DD-AACD-01A
0 years, male, asian, stage:Stage I, dead, 381 days
0.2
TCGA-DD-A1EE-01A
0 years, male, white, stage:Stage IIIA, dead, 349 days
0.2
TCGA-DD-AAEB-01A
0 years, male, asian, stage:Stage I, alive, 478 days
0.2
TCGA-DD-AADY-01A
0 years, female, asian, stage:Stage I, alive, 555 days
0.2
TCGA-DD-AADS-01A
0 years, male, asian, stage:Stage I, alive, 474 days
0.2
TCGA-CC-A7II-01A
0 years, male, asian, stage:Stage IIIA, alive, 399 days
0.2
TCGA-DD-AAE3-01A
0 years, male, asian, stage:Stage I, alive, 566 days
0.2
TCGA-DD-A1EK-01A
0 years, female, white, stage:Stage IVB, dead, 558 days
0.2
TCGA-DD-AACV-01A
0 years, male, asian, stage:Stage I, alive, 1531 days
0.2
TCGA-DD-AADL-01A
0 years, male, asian, stage:Stage I, alive, 636 days
0.2
TCGA-DD-AACE-01A
0 years, male, asian, stage:Stage I, alive, 2184 days
0.2
TCGA-DD-A3A8-01A
0 years, male, white, stage:Stage II, dead, 11 days
0.2
TCGA-DD-AAEG-01A
0 years, female, asian, stage:Stage I, alive, 719 days
0.2
TCGA-DD-AAVU-01A
0 years, male, asian, stage:Stage II, alive, 2202 days
0.2
TCGA-DD-AAW2-01A
0 years, male, asian, stage:Stage I, alive, 1855 days
0.2
TCGA-ED-A7PZ-01A
0 years, male, asian, stage:Stage II, alive, 6 days
0.2
TCGA-ZS-A9CE-01A
0 years, female, white, stage:Stage II, alive, 1241 days
0.2
TCGA-DD-AACJ-01A
0 years, male, asian, stage:Stage II, alive, 2102 days
0.2
TCGA-ED-A66Y-01A
0 years, female, asian, stage:Stage IIIA, dead, 296 days
0.2
TCGA-DD-AAE6-01A
0 years, female, asian, stage:Stage I, alive, 141 days
0.1
TCGA-DD-AAW1-01A
0 years, male, asian, stage:Stage IIIA, alive, 1989 days
0.1
TCGA-DD-AAW3-01A
0 years, male, asian, stage:Stage I, alive, 1633 days
0.1
TCGA-DD-A73D-01A
0 years, female, white, stage:Stage II, alive, 693 days
0.1
TCGA-WX-AA47-01A
0 years, female, white, stage:Stage IIIA, dead, 556 days
0.1
TCGA-BC-A10Z-01A
0 years, female, white, stage:Stage I, dead, 34 days
0.1
TCGA-G3-A3CJ-01A
0 years, male, american indian or alaska native, stage:Stage II, alive, 594 days
0.1
TCGA-CC-5259-01A
0 years, female, asian, stage:Stage IIIC, alive, 250 days
0.1
TCGA-NI-A4U2-01A
0 years, male, white, stage:Stage IIIA, dead, 1791 days
0.1
TCGA-FV-A496-01A
0 years, female, white, stage:Stage I, alive, 10 days
0.1
TCGA-DD-A3A4-01A
0 years, male, white, stage:Stage IIIA, dead, 612 days
0.1
TCGA-CC-A123-01A
0 years, female, asian, stage:Stage IIIA, alive, 219 days
0.1
TCGA-CC-A7IL-01A
0 years, male, asian, stage:Stage IIIA, dead, 278 days
0.1
TCGA-DD-A73B-01A
0 years, female, white, stage:Stage I, dead, 283 days
0.1
TCGA-ES-A2HS-01A
0 years, male, white, stage:Stage I, dead, 688 days
0.1
TCGA-G3-A5SI-01A
0 years, male, asian, stage:Stage II, dead, 768 days
0.1
TCGA-BC-A5W4-01A
0 years, male, white, stage:Stage IIIA, dead, 547 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.
MAP4K1 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
2.9
Number of samples
231
Samples
Sample
Description
TPM
DO23549
0 years, male, NA, stage:3, alive, 990 days
34.0
DO45287
0 years, male, NA, stage:1, alive, 390 days
21.4
DO23547
0 years, male, NA, stage:1, alive, 1020 days
20.7
DO45141
0 years, male, NA, stage:2, alive, 1320 days
15.2
DO23530
0 years, male, NA, stage:4, dead, 180 days
14.7
DO23523
0 years, male, NA, stage:3, alive, 1080 days
14.6
DO48747
0 years, male, NA, stage:3, alive, 540 days
13.3
DO45277
0 years, male, NA, stage:3, alive, 600 days
11.7
DO45095
0 years, male, NA, stage:2, alive, 1620 days
11.1
DO50819
0 years, female, NA, stage:2, alive, 510 days
11.0
DO45249
0 years, male, NA, stage:1, alive, 630 days
10.5
DO48728
0 years, female, NA, stage:2, alive, 150 days
10.3
DO48693
0 years, male, NA, stage:2, alive, 900 days
10.0
DO45241
0 years, male, NA, stage:1, alive, 1080 days
9.8
DO23546
0 years, male, NA, stage:2, alive, 1050 days
9.3
DO45181
0 years, female, NA, stage:2, alive, 1200 days
8.9
DO23548
0 years, female, NA, stage:1, alive, 840 days
7.7
DO45307
0 years, female, NA, stage:4, dead, 240 days
7.6
DO50845
0 years, male, NA, stage:3, alive, 210 days
7.1
DO48697
0 years, female, NA, stage:2, dead, 810 days
7.0
DO48736
0 years, female, NA, stage:1, alive, 600 days
7.0
DO45145
0 years, male, NA, stage:3, dead, 60 days
6.8
DO50778
0 years, male, NA, stage:4, alive, 630 days
6.5
DO23543
0 years, male, NA, stage:2, alive, 1020 days
6.4
DO50787
0 years, male, NA, stage:3, alive, 480 days
6.1
DO45157
0 years, male, NA, stage:2, alive, 1980 days
5.8
DO23514
0 years, male, NA, stage:2, alive, 1290 days
5.8
DO50815
0 years, male, NA, stage:3, alive, 150 days
5.5
DO45273
0 years, male, NA, stage:2, alive, 480 days
5.5
DO50803
0 years, female, NA, stage:1, alive, 540 days
5.4
DO23532
0 years, female, NA, stage:1, alive, 960 days
5.3
DO23540
0 years, male, NA, stage:1, alive, 750 days
5.3
DO48720
0 years, female, NA, stage:2, alive, 570 days
5.2
DO50799
0 years, female, NA, stage:2, alive, 540 days
5.1
DO45283
0 years, male, NA, stage:3, alive, 510 days
5.0
DO50829
0 years, male, NA, stage:3, alive, 570 days
4.9
DO45251
0 years, female, NA, stage:2, alive, 900 days
4.8
DO45115
0 years, male, NA, stage:2, alive, 840 days
4.7
DO45153
0 years, female, NA, stage:2, alive, 1380 days
4.5
DO50816
0 years, male, NA, stage:2, alive, 390 days
4.5
DO48715
0 years, female, NA, stage:2, dead, 690 days
4.4
DO50791
0 years, female, NA, stage:1, dead, 480 days
4.4
DO45225
0 years, male, NA, stage:1, alive, 1050 days
4.3
DO48700
0 years, female, NA, stage:2, alive, 810 days
3.9
DO45103
0 years, male, NA, stage:3, alive, 450 days
3.9
DO45159
0 years, male, NA, stage:3, alive, 1470 days
3.8
DO48730
0 years, female, NA, stage:2, alive, 630 days
3.8
DO45139
0 years, male, NA, stage:3, alive, 1320 days
3.8
DO50800
0 years, male, NA, stage:2, alive, 510 days
3.7
DO45127
0 years, male, NA, stage:3, dead, 420 days
3.7
DO50855
0 years, male, NA, stage:2, alive, 570 days
3.7
DO48733
0 years, male, NA, stage:2, alive, 600 days
3.6
DO23531
0 years, female, NA, stage:3, alive, 900 days
3.6
DO45149
0 years, female, NA, stage:2, alive, 1260 days
3.6
DO45265
0 years, male, NA, stage:3, alive, 1020 days
3.5
DO23515
0 years, male, NA, stage:2, alive, 1230 days
3.5
DO50806
0 years, male, NA, stage:4, alive, 540 days
3.4
DO45101
0 years, male, NA, stage:2, alive, 1680 days
3.4
DO23526
0 years, male, NA, stage:3, alive, 1050 days
3.3
DO45301
0 years, male, NA, stage:2, dead, 1440 days
3.3
DO45233
0 years, male, NA, stage:3, alive, 900 days
3.3
DO45243
0 years, female, NA, stage:3, alive, 930 days
3.2
DO48743
0 years, female, NA, stage:2, alive, 570 days
3.2
DO45285
0 years, male, NA, stage:3, alive, 480 days
3.2
DO45209
0 years, male, NA, stage:4, alive, 1350 days
3.1
DO48725
0 years, male, NA, stage:1, alive, 780 days
3.1
DO50805
0 years, male, NA, stage:2, alive, 690 days
3.1
DO45121
0 years, male, NA, stage:3, alive, 1530 days
3.1
DO227801
0 years, female, NA, stage:1, alive, 660 days
3.0
DO45117
0 years, female, NA, stage:2, dead, 1110 days
3.0
DO45109
0 years, male, NA, stage:2, alive, 1590 days
2.9
DO23536
0 years, male, NA, stage:2, alive, 930 days
2.9
DO48732
0 years, male, NA, stage:3, alive, 630 days
2.9
DO45275
0 years, male, NA, stage:3, dead, 10 days
2.9
DO45135
0 years, male, NA, stage:1, alive, 1410 days
2.9
DO50818
0 years, male, NA, stage:2, alive, 510 days
2.8
DO45223
0 years, male, NA, stage:4, alive, 1020 days
2.7
DO45211
0 years, male, NA, stage:3, alive, 240 days
2.6
DO48712
0 years, male, NA, stage:2, alive, 810 days
2.6
DO45105
0 years, male, NA, stage:1, alive, 1680 days
2.6
DO45231
0 years, male, NA, stage:2, alive, 930 days
2.6
DO45235
0 years, female, NA, stage:1, alive, 900 days
2.6
DO45217
0 years, female, NA, stage:3, dead, 270 days
2.6
DO23527
0 years, male, NA, stage:1, alive, 1050 days
2.5
DO45203
0 years, female, NA, stage:2, alive, 1170 days
2.5
DO45261
0 years, male, NA, stage:3, alive, 990 days
2.5
DO48679
0 years, male, NA, stage:2, alive, 1200 days
2.4
DO23550
0 years, male, NA, stage:1, alive, 990 days
2.4
DO23541
0 years, male, NA, stage:2, alive, 930 days
2.4
DO45279
0 years, male, NA, stage:3, alive, 1290 days
2.4
DO50814
0 years, male, NA, stage:3, alive, 420 days
2.3
DO45229
0 years, male, NA, stage:1, alive, 990 days
2.2
DO45305
0 years, male, NA, stage:4, alive, 300 days
2.2
DO45237
0 years, male, NA, stage:2, alive, 900 days
2.2
DO48717
0 years, male, NA, stage:4, dead, 180 days
2.2
DO45239
0 years, male, NA, stage:2, alive, 870 days
2.2
DO23535
0 years, male, NA, stage:1, alive, 960 days
2.1
DO45161
0 years, male, NA, stage:2, dead, 540 days
2.1
DO45255
0 years, male, NA, stage:3, alive, 720 days
2.1
DO45215
0 years, male, NA, stage:2, alive, 1170 days
2.0
DO45107
0 years, female, NA, stage:2, alive, 1710 days
2.0
DO48716
0 years, male, NA, stage:2, alive, 720 days
1.9
DO45094
0 years, male, NA, stage:3, alive, 1650 days
1.9
DO23542
0 years, male, NA, stage:3, alive, 960 days
1.9
DO23509
0 years, male, NA, stage:3, dead, 780 days
1.8
DO23539
0 years, male, NA, stage:1, alive, 1110 days
1.8
DO23524
0 years, female, NA, stage:2, alive, 1050 days
1.8
DO23518
0 years, male, NA, stage:2, alive, 1320 days
1.8
DO45201
0 years, male, NA, stage:1, alive, 900 days
1.8
DO48737
0 years, male, NA, stage:1, alive, 720 days
1.7
DO45303
0 years, female, NA, stage:3, alive, 990 days
1.7
DO48701
0 years, male, NA, stage:2, alive, 780 days
1.7
DO45177
0 years, female, NA, stage:3, alive, 1260 days
1.7
DO45125
0 years, male, NA, stage:3, alive, 1680 days
1.7
DO227643
0 years, male, NA, stage:2, alive, 1260 days
1.7
DO23512
0 years, male, NA, stage:1, alive, 1260 days
1.7
DO45131
0 years, male, NA, stage:4, dead, 360 days
1.6
DO23544
0 years, male, NA, stage:2, alive, 960 days
1.6
DO48742
0 years, male, NA, stage:2, alive, 600 days
1.6
DO50809
0 years, male, NA, stage:3, dead, 720 days
1.6
DO23525
0 years, male, NA, stage:4, alive, 1050 days
1.6
DO23510
0 years, female, NA, stage:2, alive, 870 days
1.6
DO45093
0 years, male, NA, stage:2, dead, 720 days
1.6
DO50822
0 years, male, NA, stage:2, alive, 510 days
1.6
DO45155
0 years, male, NA, stage:2, alive, 2160 days
1.6
DO50774
0 years, female, NA, stage:2, alive, 720 days
1.5
DO50817
0 years, male, NA, stage:2, alive, 390 days
1.5
DO45099
0 years, male, NA, stage:3, alive, 1590 days
1.5
DO50776
0 years, male, NA, stage:1, alive, 690 days
1.5
DO48761
0 years, male, NA, stage:2, alive, 870 days
1.5
DO45165
0 years, male, NA, stage:2, alive, 690 days
1.4
DO23519
0 years, male, NA, stage:3, alive, 630 days
1.4
DO45219
0 years, male, NA, stage:2, alive, 1080 days
1.4
DO45199
0 years, female, NA, stage:2, alive, 1350 days
1.4
DO23551
0 years, male, NA, stage:3, dead, 150 days
1.3
DO45213
0 years, male, NA, stage:1, alive, 1200 days
1.3
DO45253
0 years, male, NA, stage:2, alive, 870 days
1.3
DO45263
0 years, male, NA, stage:3, dead, 270 days
1.3
DO23517
0 years, male, NA, stage:2, alive, 1200 days
1.3
DO45092
0 years, male, NA, stage:4, dead, 1200 days
1.3
DO50850
0 years, male, NA, stage:3, alive, 720 days
1.3
DO45281
0 years, male, NA, stage:4, alive, 750 days
1.2
DO48704
0 years, female, NA, stage:3, alive, 750 days
1.2
DO45257
0 years, male, NA, stage:3, alive, 810 days
1.2
DO50857
0 years, male, NA, stage:2, alive, 210 days
1.2
DO23534
0 years, male, NA, stage:2, alive, 840 days
1.2
DO45207
0 years, male, NA, stage:1, alive, 1050 days
1.2
DO45269
0 years, male, NA, stage:3, alive, 750 days
1.2
DO45221
0 years, female, NA, stage:4, dead, 390 days
1.2
DO45091
0 years, male, NA, stage:2, dead, 1320 days
1.1
DO45143
0 years, male, NA, stage:3, alive, 1290 days
1.1
DO23513
0 years, male, NA, stage:3, alive, 1200 days
1.1
DO45123
0 years, female, NA, stage:2, dead, 570 days
1.1
DO45185
0 years, male, NA, stage:2, alive, 600 days
1.1
DO23521
0 years, male, NA, stage:3, alive, 1110 days
1.1
DO48741
0 years, male, NA, stage:3, alive, 240 days
1.1
DO23545
0 years, male, NA, stage:2, dead, 570 days
1.1
DO50798
0 years, male, NA, stage:3, dead, 30 days
1.1
DO48719
0 years, male, NA, stage:2, alive, 690 days
1.1
DO50793
0 years, male, NA, stage:4, alive, 540 days
1.1
DO45183
0 years, female, NA, stage:2, dead, 570 days
1.1
DO50820
0 years, female, NA, stage:3, alive, 510 days
1.1
DO50808
0 years, male, NA, stage:2, alive, 570 days
1.0
DO45299
0 years, female, NA, stage:1, alive, 1440 days
1.0
DO50813
0 years, male, NA, stage:2, alive, 420 days
1.0
DO45297
0 years, female, NA, stage:4, dead, 1260 days
1.0
DO50844
0 years, male, NA, stage:4, alive, 300 days
1.0
DO48759
0 years, male, NA, stage:3, alive, 720 days
1.0
DO50840
0 years, male, NA, stage:2, alive, 330 days
1.0
DO45173
0 years, male, NA, stage:3, alive, 1170 days
1.0
DO45267
0 years, male, NA, stage:3, dead, 570 days
0.9
DO23508
0 years, female, NA, stage:2, alive, 390 days
0.9
DO48760
0 years, female, NA, stage:2, alive, 690 days
0.9
DO45137
0 years, male, NA, stage:1, alive, 1320 days
0.9
DO50789
0 years, female, NA, stage:2, alive, 570 days
0.9
DO45169
0 years, male, NA, stage:3, alive, 1350 days
0.9
DO48674
0 years, male, NA, stage:2, alive, 1260 days
0.8
DO50807
0 years, male, NA, stage:1, alive, 540 days
0.8
DO45187
0 years, female, NA, stage:1, alive, 1260 days
0.8
DO45113
0 years, male, NA, stage:3, alive, 1560 days
0.8
DO23537
0 years, male, NA, stage:2, dead, 900 days
0.8
DO48672
0 years, male, NA, stage:2, alive, 450 days
0.8
DO50839
0 years, female, NA, stage:3, alive, 330 days
0.8
DO45171
0 years, male, NA, stage:3, alive, 600 days
0.8
DO45133
0 years, male, NA, stage:3, dead, 660 days
0.8
DO45167
0 years, male, NA, stage:2, dead, 1440 days
0.8
DO50785
0 years, male, NA, stage:4, dead, 90 days
0.8
DO45247
0 years, female, NA, stage:2, alive, 210 days
0.7
DO50825
0 years, male, NA, stage:2, alive, 390 days
0.7
DO45193
0 years, female, NA, stage:4, dead, 120 days
0.7
DO45195
0 years, male, NA, stage:1, alive, 390 days
0.7
DO23538
0 years, male, NA, stage:2, alive, 450 days
0.7
DO45197
0 years, male, NA, stage:2, alive, 1170 days
0.7
DO45205
0 years, female, NA, stage:2, dead, 90 days
0.7
DO50811
0 years, male, NA, stage:1, alive, 450 days
0.7
DO23552
0 years, female, NA, stage:1, alive, 810 days
0.7
DO45289
0 years, female, NA, stage:3, alive, 360 days
0.6
DO50804
0 years, male, NA, stage:2, alive, 720 days
0.6
DO45096
0 years, male, NA, stage:2, dead, 1290 days
0.6
DO48721
0 years, female, NA, stage:1, alive, 900 days
0.6
DO50832
0 years, male, NA, stage:3, alive, 90 days
0.6
DO45245
0 years, female, NA, stage:2, dead, 240 days
0.6
DO23529
0 years, male, NA, stage:4, alive, 930 days
0.6
DO48727
0 years, female, NA, stage:2, dead, 390 days
0.6
DO45189
0 years, female, NA, stage:2, alive, 1200 days
0.5
DO48682
0 years, female, NA, stage:3, dead, 120 days
0.5
DO23528
0 years, female, NA, stage:2, alive, 1020 days
0.5
DO48695
0 years, male, NA, stage:2, alive, 720 days
0.5
DO45111
0 years, male, NA, stage:2, alive, 1590 days
0.5
DO48746
0 years, male, NA, stage:3, alive, 570 days
0.5
DO45179
0 years, female, NA, stage:2, alive, 600 days
0.5
DO23533
0 years, male, NA, stage:2, alive, 900 days
0.5
DO48723
0 years, male, NA, stage:1, alive, 600 days
0.5
DO45119
0 years, male, NA, stage:3, dead, 510 days
0.5
DO23511
0 years, female, NA, stage:3, dead, 180 days
0.4
DO48681
0 years, male, NA, stage:2, alive, 900 days
0.4
DO45259
0 years, male, NA, stage:3, alive, 330 days
0.4
DO45097
0 years, male, NA, stage:3, alive, 1620 days
0.4
DO45191
0 years, female, NA, stage:2, alive, 1200 days
0.4
DO48751
0 years, male, NA, stage:2, dead, 480 days
0.4
DO50802
0 years, male, NA, stage:2, alive, 930 days
0.4
DO50783
0 years, male, NA, stage:3, alive, 480 days
0.4
DO45227
0 years, female, NA, stage:2, alive, 1020 days
0.4
DO48757
0 years, female, NA, stage:3, alive, 480 days
0.3
DO48677
0 years, male, NA, stage:3, alive, 1140 days
0.3
DO23516
0 years, male, NA, stage:3, dead, 20 days
0.3
DO45163
0 years, male, NA, stage:2, alive, 960 days
0.3
DO45129
0 years, male, NA, stage:3, alive, 1470 days
0.3
DO48706
0 years, male, NA, stage:2, alive, 870 days
0.2
DO45175
0 years, male, NA, stage:2, alive, 1140 days
0.2
DO50859
0 years, male, NA, stage:2, alive, 180 days
0.2
Show allShow less
LIVER HEPATOCELLULAR CARCINOMA - Protein relative expression (CPTAC)
Number of samples
330
Samples
Sample ID
Sample type
nRPX
126
Normal
2.2
627
Tumor
1.5
114
Normal
1.4
434
Normal
1.0
111
Normal
1.0
124
Normal
1.0
128
Normal
1.0
571
Tumor
1.0
1031
Tumor
0.9
213
Tumor
0.9
724
Normal
0.9
192
Normal
0.9
721
Tumor
0.9
814
Normal
0.8
564
Normal
0.8
444
Normal
0.8
917
Tumor
0.7
366
Normal
0.7
536
Normal
0.7
211
Tumor
0.7
966
Normal
0.6
975
Tumor
0.6
943
Tumor
0.6
113
Tumor
0.6
716
Normal
0.6
415
Tumor
0.6
615
Tumor
0.6
416
Normal
0.6
412
Normal
0.5
672
Normal
0.5
616
Normal
0.5
384
Normal
0.5
978
Normal
0.5
686
Normal
0.5
217
Tumor
0.5
362
Normal
0.5
1028
Normal
0.5
1043
Tumor
0.5
447
Tumor
0.5
492
Normal
0.5
386
Normal
0.5
881
Tumor
0.5
383
Tumor
0.5
818
Normal
0.5
364
Normal
0.5
224
Normal
0.5
327
Tumor
0.5
355
Tumor
0.4
356
Normal
0.4
1042
Normal
0.4
884
Normal
0.4
912
Normal
0.4
635
Tumor
0.4
535
Tumor
0.4
574
Normal
0.4
956
Normal
0.4
328
Normal
0.4
666
Normal
0.4
456
Normal
0.4
1044
Normal
0.4
212
Normal
0.4
195
Tumor
0.4
223
Tumor
0.4
146
Normal
0.4
1032
Normal
0.4
662
Normal
0.4
452
Normal
0.4
455
Tumor
0.4
882
Normal
0.4
636
Normal
0.4
127
Tumor
0.4
944
Normal
0.4
357
Tumor
0.4
976
Normal
0.4
874
Normal
0.3
388
Normal
0.3
916
Normal
0.3
914
Normal
0.3
661
Tumor
0.3
852
Normal
0.3
138
Normal
0.3
353
Tumor
0.3
186
Normal
0.3
572
Normal
0.3
421
Tumor
0.3
142
Normal
0.3
467
Tumor
0.3
172
Normal
0.3
396
Normal
0.3
664
Normal
0.3
963
Tumor
0.3
188
Normal
0.3
494
Normal
0.3
162
Normal
0.3
648
Normal
0.3
728
Normal
0.3
446
Normal
0.3
468
Normal
0.3
187
Tumor
0.3
432
Normal
0.3
558
Normal
0.3
147
Tumor
0.2
498
Normal
0.2
858
Normal
0.2
1016
Normal
0.2
563
Tumor
0.2
954
Normal
0.2
394
Normal
0.2
136
Normal
0.2
413
Tumor
0.2
742
Normal
0.2
297
Tumor
0.2
351
Tumor
0.2
857
Tumor
0.2
744
Normal
0.2
311
Tumor
0.2
463
Tumor
0.2
392
Normal
0.2
363
Tumor
0.2
816
Normal
0.2
461
Tumor
0.2
132
Normal
0.2
191
Tumor
0.2
284
Normal
0.2
365
Tumor
0.2
883
Tumor
0.2
424
Normal
0.2
618
Normal
0.2
926
Normal
0.2
628
Normal
0.2
125
Tumor
0.2
342
Normal
0.2
815
Tumor
0.2
278
Normal
0.2
466
Normal
0.2
375
Tumor
0.2
493
Tumor
0.2
738
Normal
0.2
451
Tumor
0.2
671
Tumor
0.2
218
Normal
0.2
918
Normal
0.1
214
Normal
0.1
257
Tumor
0.1
488
Normal
0.1
464
Normal
0.1
385
Tumor
0.1
1026
Normal
0.1
824
Normal
0.1
877
Tumor
0.1
148
Normal
0.1
952
Normal
0.1
938
Normal
0.1
573
Tumor
0.1
368
Normal
0.1
261
Tumor
0.1
271
Tumor
0.1
411
Tumor
0.1
713
Tumor
0.1
861
Tumor
0.1
344
Normal
0.1
1022
Normal
0.1
1015
Tumor
0.1
185
Tumor
0.1
422
Normal
0.1
312
Normal
0.1
642
Normal
0.1
228
Normal
0.1
352
Normal
0.1
528
Normal
0.1
817
Tumor
0.1
568
Normal
0.1
516
Normal
0.0
968
Normal
0.0
723
Tumor
0.0
232
Normal
0.0
298
Normal
0.0
955
Tumor
0.0
145
Tumor
0.0
286
Normal
0.0
436
Normal
0.0
491
Tumor
0.0
867
Tumor
0.0
913
Tumor
0.0
524
Normal
0.0
823
Tumor
0.0
1046
Normal
0.0
698
Normal
0.0
376
Normal
0.0
196
Normal
0.0
332
Normal
0.0
545
Tumor
0.0
937
Tumor
0.0
756
Normal
0.0
428
Normal
0.0
697
Tumor
0.0
161
Tumor
0.0
958
Normal
0.0
387
Tumor
0.0
514
Normal
0.0
171
Tumor
0.0
221
Tumor
0.0
1045
Tumor
0.0
538
Normal
0.0
484
Normal
-0.1
851
Tumor
-0.1
367
Tumor
-0.1
665
Tumor
-0.1
722
Normal
-0.1
343
Tumor
-0.1
813
Tumor
-0.1
866
Normal
-0.1
864
Normal
-0.1
924
Normal
-0.1
878
Normal
-0.1
922
Normal
-0.1
727
Tumor
-0.1
272
Normal
-0.1
391
Tumor
-0.1
534
Normal
-0.1
448
Normal
-0.1
483
Tumor
-0.1
341
Tumor
-0.1
546
Normal
-0.1
141
Tumor
-0.1
268
Normal
-0.1
426
Normal
-0.1
984
Normal
-0.1
714
Normal
-0.1
526
Normal
-0.1
696
Normal
-0.1
283
Tumor
-0.1
663
Tumor
-0.1
786
Normal
-0.1
567
Tumor
-0.1
527
Tumor
-0.1
553
Tumor
-0.1
137
Tumor
-0.1
285
Tumor
-0.1
487
Tumor
-0.2
557
Tumor
-0.2
354
Normal
-0.2
431
Tumor
-0.2
112
Tumor
-0.2
427
Tumor
-0.2
474
Normal
-0.2
462
Normal
-0.2
443
Tumor
-0.2
755
Tumor
-0.2
982
Normal
-0.2
953
Tumor
-0.2
925
Tumor
-0.2
414
Normal
-0.2
964
Normal
-0.2
1014
Normal
-0.2
277
Tumor
-0.2
222
Normal
-0.2
471
Tumor
-0.2
537
Tumor
-0.2
868
Normal
-0.2
983
Tumor
-0.2
862
Normal
-0.3
433
Tumor
-0.3
361
Tumor
-0.3
393
Tumor
-0.3
135
Tumor
-0.3
1025
Tumor
-0.3
518
Normal
-0.3
395
Tumor
-0.3
227
Tumor
-0.3
445
Tumor
-0.3
131
Tumor
-0.3
478
Normal
-0.3
472
Normal
-0.3
267
Tumor
-0.3
258
Normal
-0.3
785
Tumor
-0.3
497
Tumor
-0.3
358
Normal
-0.3
647
Tumor
-0.3
425
Tumor
-0.3
423
Tumor
-0.3
951
Tumor
-0.3
778
Normal
-0.3
554
Normal
-0.3
262
Normal
-0.4
313
Tumor
-0.4
1021
Tumor
-0.4
331
Tumor
-0.4
1041
Tumor
-0.4
967
Tumor
-0.4
741
Tumor
-0.4
525
Tumor
-0.4
915
Tumor
-0.4
746
Normal
-0.5
977
Tumor
-0.5
911
Tumor
-0.5
865
Tumor
-0.5
482
Normal
-0.5
1027
Tumor
-0.5
923
Tumor
-0.5
465
Tumor
-0.6
737
Tumor
-0.6
517
Tumor
-0.6
231
Tumor
-0.6
685
Tumor
-0.6
921
Tumor
-0.6
873
Tumor
-0.6
513
Tumor
-0.7
477
Tumor
-0.7
863
Tumor
-0.7
314
Normal
-0.7
695
Tumor
-0.7
515
Tumor
-0.7
715
Tumor
-0.7
743
Tumor
-0.8
533
Tumor
-0.8
481
Tumor
-0.8
435
Tumor
-0.8
123
Tumor
-0.9
523
Tumor
-0.9
745
Tumor
-0.9
981
Tumor
-0.9
777
Tumor
-0.9
617
Tumor
-0.9
1013
Tumor
-0.9
641
Tumor
-1.0
473
Tumor
-1.0
965
Tumor
-1.0
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
