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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.
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 FPKM
1231.6
Number of samples
365
Samples
Sample
Description
FPKM
TCGA-DD-AACW-01A
43 years, male, asian, stage:i, alive, 1424 days
6961.5
TCGA-CC-A7IE-01A
57 years, male, asian, stage:iiia, dead, 217 days
6943.2
TCGA-CC-A9FW-01A
68 years, male, asian, stage:iiia, alive, 248 days
6899.9
TCGA-XR-A8TE-01A
16 years, male, white, stage:iiia, alive, 925 days
6581.9
TCGA-EP-A2KB-01A
46 years, female, white, stage:i, dead, 596 days
6541.4
TCGA-DD-A1EJ-01A
71 years, female, white, stage:iiic, dead, 1005 days
6191.2
TCGA-DD-A3A9-01A
64 years, female, white, stage:ivb, dead, 931 days
5239.7
TCGA-DD-A39W-01A
29 years, female, white, stage:iii, dead, 827 days
4711.9
TCGA-ED-A8O5-01A
59 years, female, asian, stage:iiia, alive, 406 days
4542.6
TCGA-DD-A1EF-01A
57 years, female, white, stage:i, dead, 394 days
4498.4
TCGA-CC-A5UC-01A
63 years, male, asian, stage:iiia, dead, 347 days
4150.4
TCGA-DD-AAE1-01A
52 years, male, asian, stage:i, alive, 552 days
4022.5
TCGA-2Y-A9H7-01A
81 years, female, white, stage:i, alive, 1168 days
3930.2
TCGA-DD-AAD0-01A
73 years, female, asian, stage:i, alive, 137 days
3644.4
TCGA-BC-A69H-01A
64 years, male, white, stage:ii, alive, 444 days
3550.8
TCGA-ES-A2HS-01A
80 years, male, white, stage:i, dead, 688 days
3490.2
TCGA-DD-AACL-01A
66 years, female, asian, stage:i, dead, 107 days
3264.6
TCGA-DD-AADO-01A
55 years, male, asian, stage:i, alive, 453 days
3147.9
TCGA-DD-AAVS-01A
56 years, male, asian, stage:i, alive, 1823 days
3134.4
TCGA-DD-A4NN-01A
56 years, female, white, stage:i, dead, 899 days
3030.9
TCGA-ED-A8O6-01A
50 years, female, asian, stage:iiia, dead, 56 days
3030.5
TCGA-2Y-A9H6-01A
68 years, female, white, stage:i, alive, 357 days
3012.3
TCGA-G3-AAV1-01A
51 years, male, asian, stage:iiic, dead, 359 days
2904.6
TCGA-DD-AADD-01A
51 years, male, asian, stage:i, alive, 1231 days
2899.7
TCGA-DD-AAE3-01A
50 years, male, asian, stage:i, alive, 566 days
2778.1
TCGA-FV-A23B-01A
70 years, female, white, stage:ii, dead, 1852 days
2726.2
TCGA-G3-AAV2-01A
50 years, male, white, stage:i, alive, 372 days
2702.8
TCGA-2Y-A9H3-01A
45 years, male, white, stage:ii, alive, 1516 days
2688.9
TCGA-DD-AACP-01A
65 years, male, asian, stage:i, alive, 415 days
2678.7
TCGA-DD-A4NF-01A
72 years, male, white, stage:i, alive, 942 days
2654.7
TCGA-DD-AACA-01A
65 years, male, asian, stage:i, alive, 2301 days
2627.1
TCGA-DD-AAVZ-01A
38 years, male, asian, stage:i, alive, 1900 days
2626.3
TCGA-DD-AADS-01A
63 years, male, asian, stage:i, alive, 474 days
2580.5
TCGA-CC-A123-01A
24 years, female, asian, stage:iiia, alive, 219 days
2551.3
TCGA-DD-AACC-01A
61 years, male, asian, stage:i, dead, 1685 days
2492.6
TCGA-ED-A66X-01A
35 years, male, asian, stage:iiia, alive, 406 days
2489.3
TCGA-BC-A10U-01A
69 years, male, white, dead, 837 days
2475.8
TCGA-DD-AADU-01A
60 years, male, asian, stage:ii, alive, 554 days
2427.5
TCGA-DD-AAW0-01A
54 years, male, asian, stage:i, alive, 2015 days
2414.0
TCGA-DD-A11B-01A
73 years, male, white, stage:i, dead, 14 days
2413.4
TCGA-RC-A7SK-01A
59 years, male, asian, stage:i, alive, 472 days
2412.1
TCGA-2Y-A9GU-01A
55 years, female, white, stage:i, alive, 1939 days
2411.2
TCGA-DD-AACU-01A
59 years, male, asian, stage:i, alive, 1567 days
2371.0
TCGA-DD-A39V-01A
77 years, male, white, stage:ii, dead, 643 days
2362.1
TCGA-DD-AACV-01A
53 years, male, asian, stage:i, alive, 1531 days
2332.0
TCGA-2Y-A9H4-01A
68 years, male, black or african american, stage:i, alive, 1452 days
2307.1
TCGA-DD-AAEE-01A
55 years, male, asian, stage:i, alive, 810 days
2288.0
TCGA-K7-A5RF-01A
64 years, male, white, stage:i, alive, 631 days
2259.0
TCGA-MI-A75I-01A
61 years, male, black or african american, alive, 630 days
2254.0
TCGA-G3-AAV6-01A
53 years, female, white, stage:iiia, dead, 65 days
2247.0
TCGA-ED-A7XO-01A
29 years, male, asian, stage:iiia, alive, 427 days
2246.2
TCGA-DD-AADJ-01A
70 years, female, asian, stage:i, alive, 1066 days
2234.8
TCGA-2Y-A9GY-01A
64 years, female, white, stage:ii, dead, 757 days
2223.7
TCGA-G3-A5SI-01A
44 years, male, asian, stage:ii, dead, 768 days
2219.2
TCGA-G3-AAV3-01A
58 years, female, white, stage:ii, alive, 412 days
2174.5
TCGA-DD-AADB-01A
51 years, male, asian, stage:i, alive, 1242 days
2173.3
TCGA-FV-A4ZQ-01A
52 years, male, white, stage:i, alive, 12 days
2172.8
TCGA-5C-A9VG-01A
58 years, male, white, stage:ii, alive, 328 days
2131.7
TCGA-CC-5262-01A
67 years, male, asian, stage:iiic, dead, 103 days
2069.4
TCGA-G3-AAV4-01A
83 years, female, white, stage:i, dead, 27 days
2028.1
TCGA-ED-A66Y-01A
51 years, female, asian, stage:iiia, dead, 296 days
2009.1
TCGA-DD-AADG-01A
70 years, male, asian, stage:iiia, alive, 1145 days
2001.6
TCGA-DD-A4ND-01A
56 years, female, white, stage:i, alive, 2746 days
1995.7
TCGA-ZP-A9D0-01A
67 years, female, black or african american, alive, 1091 days
1990.8
TCGA-RC-A7SF-01A
66 years, male, asian, stage:i, alive, 579 days
1989.8
TCGA-RG-A7D4-01A
69 years, male, black or african american, stage:ii, alive, 1098 days
1985.8
TCGA-2Y-A9H0-01A
49 years, male, white, stage:iiia, alive, 3675 days
1972.3
TCGA-T1-A6J8-01A
68 years, male, white, alive, 23 days
1956.2
TCGA-DD-AAD6-01A
66 years, male, asian, stage:iiia, alive, 672 days
1956.1
TCGA-ZP-A9CZ-01A
72 years, male, asian, alive, 706 days
1949.6
TCGA-DD-AADN-01A
59 years, male, asian, stage:i, alive, 898 days
1938.9
TCGA-DD-AAE4-01A
49 years, female, asian, stage:i, alive, 608 days
1932.6
TCGA-DD-A4NR-01A
85 years, female, white, stage:i, dead, 9 days
1918.7
TCGA-ZS-A9CF-01A
64 years, male, white, stage:ii, alive, 2412 days
1918.6
TCGA-BC-A69I-01A
69 years, male, white, stage:i, alive, 387 days
1917.7
TCGA-DD-A73F-01A
77 years, female, white, stage:i, alive, 1085 days
1913.6
TCGA-XR-A8TF-01A
74 years, male, white, stage:i, dead, 693 days
1898.0
TCGA-ED-A5KG-01A
60 years, female, asian, stage:ii, alive, 854 days
1872.5
TCGA-UB-AA0V-01A
69 years, female, white, stage:i, alive, 314 days
1860.1
TCGA-DD-AACX-01A
66 years, male, asian, stage:ii, alive, 170 days
1847.4
TCGA-DD-AADL-01A
58 years, male, asian, stage:i, alive, 636 days
1839.2
TCGA-WX-AA46-01A
62 years, male, white, stage:ii, alive, 756 days
1839.2
TCGA-DD-A3A8-01A
75 years, male, white, stage:ii, dead, 11 days
1821.5
TCGA-DD-AAE6-01A
59 years, female, asian, stage:i, alive, 141 days
1806.1
TCGA-EP-A26S-01A
70 years, male, white, stage:i, alive, 608 days
1786.9
TCGA-DD-A1EI-01A
46 years, male, asian, stage:i, alive, 183 days
1785.2
TCGA-DD-A73E-01A
66 years, male, white, stage:i, alive, 44 days
1778.5
TCGA-DD-AAD1-01A
51 years, female, asian, stage:i, alive, 564 days
1762.6
TCGA-DD-AACG-01A
52 years, male, asian, stage:ii, dead, 469 days
1755.9
TCGA-DD-A4NI-01A
67 years, male, white, stage:ii, alive, 816 days
1743.4
TCGA-ZP-A9CY-01A
66 years, female, white, alive, 782 days
1722.3
TCGA-DD-A73A-01A
71 years, male, white, stage:i, alive, 728 days
1711.1
TCGA-DD-A3A5-01A
66 years, female, white, stage:iii, dead, 3125 days
1704.8
TCGA-BC-A3KF-01A
66 years, female, white, stage:i, alive, 8 days
1693.3
TCGA-DD-AACB-01A
74 years, female, asian, stage:i, alive, 2324 days
1635.1
TCGA-DD-A11C-01A
69 years, male, white, stage:i, alive, 662 days
1607.3
TCGA-3K-AAZ8-01A
65 years, male, black or african american, stage:iiib, alive, 396 days
1605.6
TCGA-BC-A10T-01A
76 years, male, white, dead, 837 days
1596.9
TCGA-DD-AAD3-01A
43 years, male, asian, stage:i, alive, 1295 days
1590.3
TCGA-DD-AAW3-01A
69 years, male, asian, stage:i, alive, 1633 days
1584.6
TCGA-DD-AACZ-01A
63 years, female, asian, stage:i, dead, 171 days
1582.9
TCGA-G3-AAV5-01A
67 years, male, white, stage:ii, alive, 354 days
1575.9
TCGA-MI-A75G-01A
63 years, male, white, stage:ii, alive, 698 days
1569.6
TCGA-DD-A1EH-01A
23 years, male, white, stage:iii, alive, 1495 days
1549.7
TCGA-DD-AAVP-01A
48 years, male, asian, stage:i, alive, 2752 days
1540.6
TCGA-DD-A116-01A
68 years, male, asian, stage:iiia, dead, 1622 days
1536.2
TCGA-CC-5258-01A
48 years, male, asian, stage:ii, dead, 129 days
1533.6
TCGA-DD-AACO-01A
40 years, male, asian, stage:i, alive, 1876 days
1528.4
TCGA-DD-AAEK-01A
51 years, male, asian, stage:ii, alive, 1067 days
1522.2
TCGA-LG-A6GG-01A
79 years, female, white, stage:ii, alive, 387 days
1517.2
TCGA-CC-A5UE-01A
48 years, male, asian, stage:iiib, dead, 272 days
1513.8
TCGA-BW-A5NO-01A
50 years, male, black or african american, stage:iiia, alive, 20 days
1509.4
TCGA-DD-AACK-01A
70 years, male, asian, stage:i, alive, 9 days
1499.2
TCGA-G3-AAV0-01A
58 years, male, asian, stage:i, alive, 476 days
1469.9
TCGA-CC-A8HU-01A
39 years, female, asian, stage:iiia, dead, 344 days
1444.3
TCGA-FV-A3R2-01A
75 years, male, white, stage:i, dead, 194 days
1426.6
TCGA-G3-AAUZ-01A
48 years, male, stage:i, alive, 480 days
1391.2
TCGA-DD-AAE7-01A
72 years, male, asian, stage:i, alive, 644 days
1382.6
TCGA-5R-AA1C-01A
57 years, male, white, stage:ii, alive, 520 days
1371.7
TCGA-BC-A217-01A
75 years, female, white, stage:ii, dead, 1397 days
1368.0
TCGA-K7-A5RG-01A
66 years, male, black or african american, stage:i, alive, 519 days
1366.1
TCGA-2Y-A9H5-01A
59 years, female, white, stage:i, dead, 555 days
1359.8
TCGA-BC-A10X-01A
52 years, female, white, stage:iiia, dead, 770 days
1344.7
TCGA-DD-A39Z-01A
43 years, female, stage:ii, dead, 601 days
1334.9
TCGA-DD-AADP-01A
45 years, male, asian, stage:i, alive, 458 days
1312.9
TCGA-DD-AAED-01A
51 years, male, asian, stage:i, alive, 763 days
1307.8
TCGA-FV-A3R3-01A
38 years, female, white, stage:i, dead, 366 days
1304.7
TCGA-DD-A1EL-01A
23 years, male, black or african american, stage:ii, dead, 415 days
1297.9
TCGA-BC-A5W4-01A
69 years, male, white, stage:iiia, dead, 547 days
1279.5
TCGA-G3-A3CG-01A
80 years, male, white, stage:i, alive, 673 days
1266.0
TCGA-G3-A25U-01A
63 years, female, asian, stage:i, alive, 1636 days
1247.3
TCGA-2Y-A9GZ-01A
82 years, female, white, stage:ii, dead, 848 days
1243.6
TCGA-DD-A3A1-01A
65 years, male, stage:iiia, dead, 233 days
1242.0
TCGA-BC-A10Z-01A
62 years, female, white, stage:i, dead, 34 days
1240.9
TCGA-ED-A4XI-01A
58 years, male, asian, stage:ii, alive, 819 days
1211.1
TCGA-G3-A7M5-01A
76 years, male, asian, stage:i, alive, 447 days
1205.2
TCGA-2Y-A9H8-01A
85 years, female, white, dead, 633 days
1198.0
TCGA-G3-A5SK-01A
58 years, male, white, stage:i, alive, 744 days
1191.4
TCGA-DD-AACF-01A
68 years, male, asian, stage:i, dead, 365 days
1187.3
TCGA-CC-A7IH-01A
58 years, male, asian, stage:iiia, alive, 365 days
1185.3
TCGA-DD-AAVW-01A
35 years, male, asian, stage:i, alive, 2317 days
1184.0
TCGA-UB-A7ME-01A
51 years, male, asian, stage:i, alive, 486 days
1180.5
TCGA-K7-A6G5-01A
66 years, male, white, stage:i, alive, 512 days
1176.0
TCGA-UB-A7MB-01A
24 years, male, white, stage:ii, alive, 601 days
1173.2
TCGA-DD-AAW2-01A
69 years, male, asian, stage:i, alive, 1855 days
1172.9
TCGA-MI-A75H-01A
77 years, male, white, alive, 747 days
1170.0
TCGA-DD-A4NP-01A
32 years, male, white, stage:i, alive, 3308 days
1165.2
TCGA-DD-A4NV-01A
61 years, male, white, stage:iiia, alive, 2398 days
1165.0
TCGA-MI-A75E-01A
61 years, male, white, stage:iiic, alive, 507 days
1164.1
TCGA-DD-AADA-01A
66 years, female, asian, stage:i, alive, 1233 days
1162.8
TCGA-G3-A6UC-01A
65 years, male, white, stage:iiib, alive, 671 days
1161.8
TCGA-GJ-A6C0-01A
75 years, female, white, stage:ii, dead, 31 days
1157.9
TCGA-G3-A3CH-01A
53 years, male, asian, stage:iiia, alive, 780 days
1156.9
TCGA-BC-A10S-01A
81 years, male, white, dead, 1423 days
1146.9
TCGA-XR-A8TC-01A
43 years, female, white, stage:i, alive, 1339 days
1146.3
TCGA-DD-AAEB-01A
60 years, male, asian, stage:i, alive, 478 days
1141.2
TCGA-HP-A5N0-01A
88 years, female, dead, 1147 days
1141.0
TCGA-BC-A10Y-01A
76 years, male, white, dead, 711 days
1131.8
TCGA-FV-A496-01A
84 years, female, white, stage:i, alive, 10 days
1127.4
TCGA-DD-AAE2-01A
51 years, male, asian, stage:i, alive, 638 days
1125.0
TCGA-DD-A3A2-01A
76 years, female, white, stage:i, dead, 2131 days
1119.2
TCGA-DD-A11A-01A
67 years, male, black or african american, stage:i, alive, 79 days
1116.6
TCGA-ZS-A9CG-01A
55 years, male, white, stage:ii, alive, 341 days
1115.5
TCGA-2Y-A9H9-01A
70 years, male, white, stage:i, alive, 697 days
1112.1
TCGA-DD-A73G-01A
73 years, female, white, stage:i, alive, 3478 days
1109.6
TCGA-MI-A75C-01A
64 years, male, white, stage:i, alive, 291 days
1105.4
TCGA-CC-A7IK-01A
59 years, male, asian, stage:iiia, dead, 262 days
1103.9
TCGA-KR-A7K8-01A
57 years, male, stage:i, alive, 906 days
1103.2
TCGA-DD-A4NS-01A
62 years, female, white, stage:i, dead, 2456 days
1091.9
TCGA-DD-AADC-01A
53 years, male, asian, stage:i, dead, 425 days
1056.8
TCGA-DD-AAVU-01A
46 years, male, asian, stage:ii, alive, 2202 days
1051.6
TCGA-DD-A73B-01A
72 years, female, white, stage:i, dead, 283 days
1046.9
TCGA-DD-AAVR-01A
44 years, male, asian, stage:i, alive, 2513 days
1027.8
TCGA-ED-A627-01A
74 years, male, white, stage:i, alive, 423 days
1026.7
TCGA-ZP-A9D4-01A
64 years, female, white, alive, 395 days
1010.6
TCGA-FV-A495-01A
51 years, female, white, stage:ii, alive, 1 days
1004.1
TCGA-DD-AADR-01A
58 years, male, asian, stage:i, alive, 2028 days
992.3
TCGA-DD-A1EB-01A
72 years, female, stage:i, alive, 2017 days
991.2
TCGA-DD-A4NL-01A
46 years, male, white, stage:i, alive, 1711 days
985.6
TCGA-BC-A110-01A
51 years, female, black or african american, dead, 2116 days
985.1
TCGA-2Y-A9GT-01A
51 years, male, white, stage:i, dead, 1624 days
985.1
TCGA-ED-A7XP-01A
53 years, female, asian, stage:ii, alive, 400 days
982.2
TCGA-FV-A2QQ-01A
80 years, male, white, stage:i, alive, 729 days
973.5
TCGA-G3-A25S-01A
64 years, male, white, stage:i, dead, 416 days
964.8
TCGA-DD-A73C-01A
65 years, female, white, stage:iiia, alive, 701 days
956.6
TCGA-DD-AACS-01A
39 years, male, asian, stage:i, alive, 1804 days
936.0
TCGA-DD-AAW1-01A
55 years, male, asian, stage:iiia, alive, 1989 days
936.0
TCGA-DD-AADY-01A
55 years, female, asian, stage:i, alive, 555 days
920.0
TCGA-G3-A25Z-01A
58 years, male, asian, stage:i, alive, 655 days
918.4
TCGA-ED-A7PZ-01A
61 years, male, asian, stage:ii, alive, 6 days
912.2
TCGA-DD-A39Y-01A
67 years, male, asian, stage:i, dead, 171 days
910.0
TCGA-DD-AAD2-01A
66 years, male, asian, stage:i, alive, 658 days
909.5
TCGA-4R-AA8I-01A
66 years, male, white, stage:ii, dead, 262 days
901.8
TCGA-2Y-A9HB-01A
66 years, male, stage:i, alive, 260 days
900.9
TCGA-DD-AAEH-01A
73 years, male, asian, stage:i, alive, 784 days
900.7
TCGA-EP-A12J-01A
63 years, male, black or african american, stage:i, alive, 570 days
893.0
TCGA-GJ-A9DB-01A
68 years, male, white, stage:i, dead, 67 days
885.0
TCGA-DD-A119-01A
40 years, male, asian, stage:iv, dead, 223 days
882.1
TCGA-XR-A8TG-01A
59 years, male, white, stage:i, alive, 898 days
881.4
TCGA-ED-A7PY-01A
20 years, female, asian, stage:ii, alive, 390 days
875.4
TCGA-DD-AAD8-01A
73 years, female, asian, stage:i, alive, 1219 days
872.2
TCGA-WX-AA44-01A
64 years, female, white, stage:i, alive, 615 days
871.8
TCGA-DD-A4NO-01A
66 years, male, white, stage:i, alive, 2245 days
864.2
TCGA-WJ-A86L-01A
68 years, female, white, stage:i, alive, 345 days
853.2
TCGA-DD-A1ED-01A
68 years, male, white, stage:i, alive, 2301 days
844.6
TCGA-G3-A7M8-01A
31 years, male, asian, stage:i, alive, 430 days
843.7
TCGA-DD-AAEA-01A
65 years, male, asian, stage:i, alive, 575 days
841.2
TCGA-DD-A3A3-01A
45 years, male, asian, stage:i, dead, 535 days
831.9
TCGA-DD-AAC9-01A
51 years, male, asian, stage:i, alive, 347 days
831.9
TCGA-DD-A4NE-01A
75 years, female, white, stage:iiia, dead, 660 days
818.6
TCGA-DD-A1EA-01A
68 years, male, asian, stage:ii, alive, 2415 days
810.6
TCGA-DD-AAVY-01A
56 years, male, asian, stage:iiia, alive, 1970 days
808.4
TCGA-DD-A4NK-01A
80 years, female, white, stage:iiia, dead, 1210 days
806.0
TCGA-KR-A7K0-01A
65 years, male, white, stage:i, dead, 65 days
798.7
TCGA-UB-A7MF-01A
57 years, male, white, stage:iiia, dead, 214 days
791.8
TCGA-MR-A520-01A
58 years, male, white, stage:i, alive, 229 days
767.0
TCGA-DD-AAEI-01A
72 years, male, asian, stage:i, alive, 1531 days
762.6
TCGA-FV-A3I1-01A
female, white, stage:ii, dead, 247 days
760.8
TCGA-UB-A7MC-01A
59 years, male, white, stage:iiia, alive, 500 days
758.8
TCGA-G3-A5SM-01A
58 years, male, white, stage:ii, alive, 520 days
750.4
TCGA-DD-A3A4-01A
37 years, male, white, stage:iiia, dead, 612 days
742.2
TCGA-O8-A75V-01A
54 years, male, stage:i, alive, 538 days
740.0
TCGA-RC-A6M4-01A
74 years, female, white, stage:iiia, alive, 22 days
739.9
TCGA-DD-AAVQ-01A
38 years, male, asian, stage:i, alive, 2728 days
735.6
TCGA-DD-A11D-01A
57 years, female, white, stage:i, dead, 1560 days
729.5
TCGA-2Y-A9HA-01A
70 years, male, white, stage:ii, dead, 36 days
729.1
TCGA-DD-AACQ-01A
50 years, male, asian, stage:ii, dead, 432 days
722.7
TCGA-CC-A7IL-01A
61 years, male, asian, stage:iiia, dead, 278 days
720.8
TCGA-2Y-A9GX-01A
68 years, male, white, stage:i, alive, 2442 days
717.6
TCGA-UB-A7MD-01A
67 years, male, black or african american, stage:i, dead, 52 days
715.8
TCGA-RC-A7SH-01A
42 years, male, asian, stage:ii, alive, 468 days
702.1
TCGA-RC-A7S9-01A
47 years, female, asian, stage:i, alive, 640 days
696.4
TCGA-LG-A9QD-01A
68 years, male, white, stage:iiia, alive, 366 days
684.2
TCGA-2Y-A9GV-01A
54 years, female, white, stage:i, dead, 2532 days
683.9
TCGA-ES-A2HT-01A
54 years, male, black or african american, stage:i, dead, 438 days
681.5
TCGA-CC-A8HV-01A
51 years, female, asian, stage:ii, dead, 279 days
668.9
TCGA-G3-A25V-01A
68 years, male, white, stage:i, alive, 860 days
667.8
TCGA-EP-A3RK-01A
73 years, male, white, stage:iiia, alive, 363 days
667.4
TCGA-G3-A3CK-01A
61 years, male, asian, stage:i, alive, 585 days
666.3
TCGA-2Y-A9GS-01A
58 years, male, white, dead, 724 days
662.6
TCGA-DD-AADV-01A
50 years, male, asian, stage:i, alive, 574 days
661.1
TCGA-KR-A7K7-01A
61 years, female, white, stage:ii, alive, 951 days
652.2
TCGA-UB-AA0U-01A
60 years, male, white, stage:ii, alive, 327 days
648.5
TCGA-5R-AAAM-01A
65 years, female, white, stage:ii, dead, 46 days
637.8
TCGA-RC-A7SB-01A
53 years, male, asian, stage:ii, alive, 588 days
620.8
TCGA-CC-5259-01A
60 years, female, asian, stage:iiic, alive, 250 days
618.6
TCGA-DD-AADF-01A
64 years, female, asian, stage:i, dead, 115 days
610.5
TCGA-NI-A4U2-01A
71 years, male, white, stage:iiia, dead, 1791 days
604.3
TCGA-ZS-A9CD-01A
73 years, male, white, stage:ii, dead, 1386 days
595.5
TCGA-DD-AACE-01A
62 years, male, asian, stage:i, alive, 2184 days
586.2
TCGA-BD-A3ER-01A
62 years, male, white, stage:ii, alive, 1115 days
582.1
TCGA-DD-AACN-01A
32 years, male, asian, stage:i, alive, 1302 days
573.3
TCGA-CC-A3MB-01A
36 years, male, asian, stage:iiia, dead, 315 days
570.8
TCGA-DD-A115-01A
53 years, male, white, stage:iiia, dead, 2542 days
565.9
TCGA-DD-AACJ-01A
75 years, male, asian, stage:ii, alive, 2102 days
548.6
TCGA-BD-A3EP-01A
76 years, female, black or african american, stage:i, alive, 409 days
545.6
TCGA-ZS-A9CE-01A
79 years, female, white, stage:ii, alive, 1241 days
542.7
TCGA-CC-5264-01A
71 years, male, asian, stage:iiia, dead, 102 days
542.3
TCGA-DD-AAVX-01A
38 years, male, asian, stage:ii, alive, 1570 days
539.7
TCGA-QA-A7B7-01A
48 years, male, black or african american, stage:ii, alive, 94 days
539.5
TCGA-EP-A2KC-01A
62 years, male, black or african american, stage:i, dead, 19 days
536.1
TCGA-DD-A73D-01A
68 years, female, white, stage:ii, alive, 693 days
535.0
TCGA-DD-AADK-01A
68 years, female, asian, stage:ii, alive, 1049 days
534.1
TCGA-XR-A8TD-01A
49 years, female, white, stage:iiib, alive, 1030 days
525.8
TCGA-G3-A5SL-01A
70 years, male, white, stage:ii, alive, 621 days
518.7
TCGA-G3-A7M9-01A
70 years, male, white, stage:iiib, dead, 56 days
514.4
TCGA-DD-A4NG-01A
77 years, male, white, stage:iiia, dead, 802 days
505.8
TCGA-5C-AAPD-01A
61 years, male, asian, stage:ii, alive, 20 days
503.3
TCGA-CC-A8HT-01A
74 years, male, asian, stage:iiia, dead, 140 days
493.7
TCGA-5C-A9VH-01A
70 years, male, white, stage:i, alive, 322 days
492.4
TCGA-RC-A6M6-01A
75 years, male, white, stage:ii, alive, 9 days
489.0
TCGA-BD-A2L6-01A
69 years, male, white, alive, 1363 days
488.1
TCGA-HP-A5MZ-01A
62 years, male, stage:i, dead, 91 days
486.7
TCGA-WQ-AB4B-01A
62 years, male, white, stage:ii, alive, 395 days
486.2
TCGA-FV-A2QR-01A
male, white, stage:i, dead, 581 days
484.8
TCGA-G3-A3CJ-01A
52 years, male, american indian or alaska native, stage:ii, alive, 594 days
482.8
TCGA-DD-A4NJ-01A
54 years, female, white, stage:ii, alive, 928 days
482.6
TCGA-CC-A7IF-01A
59 years, male, asian, stage:iiia, dead, 649 days
470.8
TCGA-BC-4073-01B
73 years, male, white, stage:iiia, alive, 849 days
452.4
TCGA-NI-A8LF-01A
74 years, male, white, stage:i, alive, 799 days
452.0
TCGA-DD-A39X-01A
78 years, female, white, stage:i, dead, 1694 days
447.8
TCGA-DD-AAE9-01A
69 years, male, asian, stage:i, alive, 722 days
444.1
TCGA-DD-AAC8-01A
72 years, male, asian, stage:i, dead, 16 days
440.0
TCGA-BC-A8YO-01A
66 years, female, white, stage:iiic, alive, 562 days
437.4
TCGA-CC-A3MC-01A
54 years, male, asian, stage:iiia, alive, 363 days
435.2
TCGA-BC-A216-01A
62 years, female, white, stage:iiia, alive, 1351 days
434.2
TCGA-ZP-A9CV-01A
59 years, male, white, dead, 1088 days
427.9
TCGA-DD-A4NH-01A
65 years, female, white, stage:iiib, alive, 917 days
412.5
TCGA-ED-A459-01A
47 years, male, asian, stage:ii, alive, 910 days
406.9
TCGA-DD-AACY-01A
61 years, male, asian, stage:i, alive, 1450 days
404.6
TCGA-DD-A1EG-01A
77 years, male, white, stage:i, dead, 1372 days
402.7
TCGA-PD-A5DF-01A
58 years, female, white, stage:iiib, dead, 639 days
397.2
TCGA-DD-AADQ-01A
59 years, male, asian, stage:ii, alive, 436 days
386.0
TCGA-DD-A1EK-01A
64 years, female, white, stage:ivb, dead, 558 days
385.9
TCGA-KR-A7K2-01A
64 years, male, white, stage:i, alive, 829 days
373.5
TCGA-DD-AACT-01A
69 years, female, asian, stage:i, alive, 1562 days
368.1
TCGA-ZP-A9D1-01A
56 years, female, white, alive, 21 days
364.5
TCGA-EP-A3JL-01A
76 years, male, white, stage:i, alive, 303 days
355.6
TCGA-DD-AADI-01A
43 years, female, asian, stage:i, alive, 1085 days
322.5
TCGA-G3-A3CI-01A
71 years, male, white, stage:i, alive, 180 days
320.6
TCGA-DD-AADM-01A
58 years, male, asian, stage:ii, dead, 12 days
311.1
TCGA-G3-A25Y-01A
52 years, female, asian, stage:i, dead, 452 days
280.7
TCGA-2Y-A9GW-01A
64 years, male, white, stage:i, dead, 1271 days
273.0
TCGA-2Y-A9H1-01A
58 years, male, white, stage:i, dead, 1229 days
271.3
TCGA-DD-AACD-01A
48 years, male, asian, stage:i, dead, 381 days
263.6
TCGA-CC-5261-01A
44 years, male, asian, stage:ii, dead, 97 days
247.7
TCGA-CC-A8HS-01A
18 years, male, asian, stage:iiic, dead, 300 days
220.5
TCGA-ED-A97K-01A
54 years, male, asian, stage:iiia, alive, 6 days
215.6
TCGA-CC-A7IG-01A
47 years, male, asian, stage:ii, dead, 299 days
204.0
TCGA-G3-A7M6-01A
60 years, female, white, stage:i, alive, 632 days
196.9
TCGA-DD-AADW-01A
48 years, male, asian, stage:i, alive, 587 days
188.5
TCGA-BC-A3KG-01A
68 years, female, white, stage:ii, alive, 680 days
181.6
TCGA-LG-A9QC-01A
48 years, male, white, stage:i, alive, 425 days
179.7
TCGA-G3-A7M7-01A
65 years, male, white, stage:i, alive, 361 days
168.3
TCGA-DD-AAEG-01A
59 years, female, asian, stage:i, alive, 719 days
160.2
TCGA-DD-A113-01A
55 years, female, white, stage:ii, alive, 2425 days
155.6
TCGA-WQ-A9G7-01A
female, white, alive, 30 days
143.7
TCGA-G3-A5SJ-01A
59 years, male, white, stage:i, alive, 698 days
142.3
TCGA-2Y-A9H2-01A
64 years, female, white, stage:i, alive, 1731 days
133.7
TCGA-K7-AAU7-01A
61 years, male, white, stage:ii, alive, 359 days
132.6
TCGA-GJ-A3OU-01A
59 years, male, white, stage:i, alive, 879 days
132.4
TCGA-DD-A3A7-01A
67 years, male, stage:iiib, dead, 419 days
130.9
TCGA-DD-A114-01A
42 years, male, black or african american, stage:ii, dead, 1149 days
117.6
TCGA-DD-AAE0-01A
45 years, female, asian, stage:iiia, alive, 555 days
116.2
TCGA-G3-A25T-01A
45 years, female, white, stage:iiia, alive, 1553 days
99.4
TCGA-DD-AAVV-01A
56 years, male, asian, stage:ii, alive, 2455 days
99.0
TCGA-CC-A3MA-01A
61 years, male, asian, stage:iiia, dead, 303 days
97.4
TCGA-RC-A6M5-01A
20 years, female, white, stage:iva, alive, 15 days
97.0
TCGA-ZP-A9D2-01A
51 years, male, white, dead, 765 days
93.4
TCGA-DD-A4NQ-01A
60 years, male, white, stage:ii, dead, 373 days
86.1
TCGA-5R-AA1D-01A
17 years, female, white, stage:iiia, alive, 449 days
77.9
TCGA-FV-A4ZP-01A
78 years, male, white, stage:iiia, dead, 2486 days
77.1
TCGA-BC-A10R-01A
66 years, female, white, dead, 308 days
76.4
TCGA-DD-A1EE-01A
73 years, male, white, stage:iiia, dead, 349 days
75.3
TCGA-DD-A4NB-01A
25 years, male, white, stage:i, alive, 989 days
60.8
TCGA-CC-A5UD-01A
45 years, male, asian, stage:iiia, dead, 304 days
52.2
TCGA-YA-A8S7-01A
69 years, male, white, stage:iiia, dead, 412 days
39.8
TCGA-CC-A9FS-01A
55 years, male, asian, stage:ii, alive, 211 days
37.8
TCGA-CC-5263-01A
35 years, male, asian, stage:iiia, dead, 129 days
36.4
TCGA-BC-4072-01B
74 years, female, white, stage:iiia, dead, 1490 days
32.2
TCGA-ED-A7PX-01A
48 years, female, asian, stage:ii, alive, 6 days
27.7
TCGA-EP-A2KA-01A
52 years, female, white, stage:iiia, dead, 627 days
24.8
TCGA-G3-AAV7-01A
38 years, male, asian, stage:ii, alive, 361 days
20.2
TCGA-DD-A118-01A
77 years, female, white, stage:ii, alive, 3437 days
12.9
TCGA-BC-A10W-01A
50 years, male, asian, dead, 91 days
8.4
TCGA-DD-AA3A-01A
81 years, female, white, stage:i, dead, 410 days
7.5
TCGA-DD-AACI-01A
69 years, male, asian, stage:ii, alive, 1618 days
7.1
TCGA-DD-AACH-01A
69 years, male, asian, stage:ii, dead, 195 days
6.9
TCGA-G3-A25X-01A
73 years, male, asian, stage:ii, alive, 1779 days
5.1
TCGA-DD-AAD5-01A
54 years, male, asian, stage:i, alive, 1345 days
4.3
TCGA-CC-A7II-01A
55 years, male, asian, stage:iiia, alive, 399 days
3.7
TCGA-UB-A7MA-01A
62 years, female, white, stage:ii, alive, 848 days
2.8
TCGA-MR-A8JO-01A
34 years, male, white, stage:i, alive, 330 days
2.8
TCGA-BC-A10Q-01A
72 years, female, white, dead, 1135 days
2.6
TCGA-CC-5260-01A
61 years, female, asian, stage:iiic, dead, 87 days
2.4
TCGA-DD-A3A6-01A
72 years, female, white, stage:ii, dead, 3258 days
2.1
TCGA-CC-A7IJ-01A
56 years, male, asian, stage:ii, alive, 382 days
1.7
TCGA-CC-A1HT-01A
50 years, male, asian, stage:iiia, dead, 101 days
1.6
TCGA-BC-A112-01A
80 years, male, white, dead, 153 days
1.4
TCGA-FV-A3I0-01A
76 years, female, white, stage:ii, alive, 848 days
1.2
TCGA-ED-A82E-01A
60 years, female, asian, stage:iiia, alive, 408 days
0.8
TCGA-WX-AA47-01A
33 years, female, white, stage:iiia, dead, 556 days
0.8
TCGA-DD-A4NA-01A
67 years, female, white, stage:iiic, alive, 1008 days
0.7
TCGA-CC-A3M9-01A
45 years, male, asian, stage:iiia, dead, 300 days
0.2
TCGA-DD-A1EC-01A
20 years, female, white, stage:i, alive, 602 days
0.1
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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.