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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 median 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
22.9
Number of samples
438
Samples
Sample
Description
FPKM
TCGA-A6-5659-01A
82 years, male, white, stage:i, alive, 926 days
220.9
TCGA-G4-6294-01A
76 years, male, white, stage:iv, dead, 858 days
129.2
TCGA-CA-6715-01A
63 years, male, asian, stage:iiib, alive, 383 days
122.5
TCGA-CA-6716-01A
65 years, male, asian, stage:iia, alive, 371 days
117.9
TCGA-A6-5656-01B
74 years, male, white, stage:i, alive, 1001 days
111.8
TCGA-A6-2677-01B
68 years, female, white, stage:iiic, dead, 740 days
101.7
TCGA-DM-A282-01A
61 years, female, white, stage:iia, alive, 4233 days
95.7
TCGA-AA-3530-01A
80 years, male, stage:i, alive, 580 days
92.6
TCGA-AA-A01I-01A
76 years, male, stage:i, alive, 943 days
92.5
TCGA-CM-6163-01A
74 years, male, white, stage:i, alive, 90 days
87.4
TCGA-AZ-6603-01A
77 years, female, white, dead, 899 days
86.0
TCGA-AA-A02J-01A
70 years, female, stage:iv, dead, 153 days
78.9
TCGA-A6-3810-01A
63 years, male, white, stage:iia, alive, 1111 days
78.7
TCGA-CM-6166-01A
48 years, female, white, stage:i, alive, 669 days
71.0
TCGA-A6-2684-01C
75 years, female, white, stage:i, alive, 1127 days
70.9
TCGA-AA-3673-01A
53 years, female, stage:ii, alive, 1522 days
70.6
TCGA-AD-6901-01A
78 years, male, white, dead, 682 days
70.2
TCGA-3L-AA1B-01A
61 years, female, black or african american, stage:i, alive, 475 days
69.8
TCGA-AA-3973-01A
69 years, male, stage:iv, alive, 397 days
69.5
TCGA-CM-6165-01A
74 years, male, white, stage:iia, alive, 488 days
68.8
TCGA-AA-3675-01A
84 years, male, stage:ii, alive, 1431 days
68.2
TCGA-F4-6855-01A
70 years, female, white, stage:iia, alive, 1442 days
67.3
TCGA-AA-3976-01A
70 years, male, stage:iiia, alive, 791 days
66.7
TCGA-AA-A02W-01A
73 years, female, stage:i, alive, 1247 days
66.6
TCGA-A6-2675-01A
78 years, male, white, stage:iia, alive, 1321 days
65.1
TCGA-F4-6807-01A
51 years, female, white, stage:iiic, alive, 1309 days
64.4
TCGA-AA-3688-01A
80 years, male, stage:iv, alive, 578 days
64.2
TCGA-DM-A28C-01A
74 years, male, white, stage:iia, dead, 2475 days
63.9
TCGA-AA-3866-01A
78 years, female, stage:i, alive, 518 days
63.0
TCGA-CA-5256-01A
54 years, female, asian, stage:iia, alive, 379 days
61.9
TCGA-G4-6297-01A
55 years, female, white, stage:iv, alive, 2506 days
61.5
TCGA-AA-3696-01A
75 years, female, stage:iv, dead, 153 days
61.0
TCGA-CM-6678-01A
63 years, female, white, stage:iva, alive, 335 days
61.0
TCGA-AY-A69D-01A
55 years, female, black or african american, stage:iia, alive, 543 days
60.9
TCGA-CA-5797-01A
56 years, male, asian, stage:iia, alive, 383 days
60.3
TCGA-D5-5537-01A
83 years, male, white, dead, 1381 days
60.2
TCGA-G4-6626-01A
90 years, male, white, stage:iia, dead, 1422 days
58.7
TCGA-AA-3955-01A
38 years, male, stage:iiib, alive, 638 days
57.3
TCGA-AA-A00L-01A
66 years, male, stage:iia, alive, 1157 days
56.7
TCGA-D5-6538-01A
79 years, female, white, stage:iiib, alive, 521 days
55.0
TCGA-AA-3511-01A
64 years, male, stage:ii, alive, 212 days
53.4
TCGA-A6-2678-01A
43 years, female, white, stage:iiib, alive, 1286 days
51.4
TCGA-AA-3968-01A
55 years, female, stage:i, alive, 669 days
51.3
TCGA-5M-AATE-01A
76 years, male, black or african american, stage:iia, alive, 1200 days
50.8
TCGA-AA-3844-01A
78 years, female, stage:iiic, alive, 454 days
50.6
TCGA-DM-A0X9-01A
71 years, female, white, stage:iia, alive, 3641 days
50.4
TCGA-D5-6924-01A
68 years, male, white, stage:iia, alive, 435 days
50.3
TCGA-AA-3846-01A
74 years, female, stage:iia, alive, 518 days
50.0
TCGA-AA-3989-01A
84 years, male, stage:iv, dead, 242 days
49.8
TCGA-A6-6137-01A
55 years, male, white, stage:iiib, alive, 824 days
49.4
TCGA-AD-6899-01A
84 years, male, white, stage:iiic, dead, 176 days
49.4
TCGA-DM-A28G-01A
75 years, male, white, stage:iia, dead, 1849 days
48.4
TCGA-CM-4748-01A
53 years, male, white, stage:iiib, alive, 792 days
47.6
TCGA-AA-3837-01A
67 years, male, stage:iia, alive, 1186 days
47.6
TCGA-CM-5341-01A
82 years, female, white, stage:iiia, alive, 884 days
47.6
TCGA-AZ-6599-01A
72 years, male, white, stage:i, dead, 206 days
47.1
TCGA-AU-3779-01A
80 years, female, white, stage:iia, alive, 441 days
47.1
TCGA-A6-2681-01A
73 years, female, white, stage:iia, alive, 1387 days
46.9
TCGA-AA-3818-01A
78 years, female, stage:iia, dead, 30 days
46.7
TCGA-CM-6679-01A
58 years, male, white, stage:iia, alive, 306 days
46.2
TCGA-AA-A01C-01A
75 years, male, stage:iiia, alive, 457 days
46.1
TCGA-D5-6922-01A
76 years, male, white, stage:iiia, alive, 308 days
45.8
TCGA-G4-6314-01A
76 years, female, white, stage:iv, alive, 1093 days
45.5
TCGA-D5-6926-01A
65 years, male, white, stage:iiib, alive, 275 days
45.5
TCGA-G4-6303-01A
54 years, female, white, stage:iv, dead, 2003 days
45.1
TCGA-A6-4107-01A
57 years, female, white, stage:iiib, alive, 987 days
45.1
TCGA-AA-3494-01A
55 years, male, stage:iv, alive, 31 days
45.1
TCGA-AA-3532-01A
63 years, male, stage:iia, alive, 882 days
44.8
TCGA-AA-3685-01A
69 years, male, stage:ii, alive, 1127 days
44.6
TCGA-AA-3971-01A
58 years, male, stage:iii, alive, 489 days
43.9
TCGA-AA-3982-01A
75 years, male, stage:iiib, alive, 822 days
43.5
TCGA-AY-A71X-01A
54 years, female, black or african american, stage:i, alive, 588 days
42.8
TCGA-CM-5868-01A
59 years, female, white, stage:iva, alive, 518 days
42.6
TCGA-AA-3956-01A
65 years, male, stage:iia, alive, 1035 days
42.6
TCGA-AA-3678-01A
60 years, female, stage:iii, alive, 1430 days
42.4
TCGA-A6-A567-01A
56 years, male, black or african american, stage:iv, dead, 1881 days
42.2
TCGA-AA-3851-01A
74 years, male, stage:iia, alive, 1006 days
42.1
TCGA-AY-A8YK-01A
44 years, male, black or african american, stage:iva, alive, 573 days
42.1
TCGA-CA-6719-01A
77 years, male, asian, stage:iia, alive, 435 days
41.7
TCGA-CM-6161-01A
36 years, female, white, stage:i, alive, 457 days
41.2
TCGA-AA-3522-01A
67 years, male, stage:iia, alive, 1127 days
40.8
TCGA-D5-6529-01A
69 years, male, white, stage:iia, alive, 614 days
40.8
TCGA-A6-6142-01A
56 years, female, white, stage:iva, alive, 763 days
39.8
TCGA-AA-3862-01A
82 years, male, stage:iia, alive, 914 days
39.8
TCGA-A6-A5ZU-01A
59 years, male, black or african american, stage:iiib, alive, 293 days
39.6
TCGA-AA-3520-01A
86 years, female, stage:ii, alive, 731 days
39.2
TCGA-CM-4747-01A
47 years, male, white, stage:iva, alive, 761 days
38.6
TCGA-D5-6929-01A
49 years, female, white, stage:iv, alive, 408 days
38.5
TCGA-G4-6323-01A
50 years, male, black or african american, stage:ia, alive, 419 days
38.1
TCGA-A6-6652-01A
59 years, male, black or african american, stage:iva, alive, 751 days
38.0
TCGA-AY-4071-01A
63 years, female, white, stage:i, dead, 29 days
37.6
TCGA-CM-4752-01A
58 years, male, black or african american, stage:iia, alive, 396 days
37.2
TCGA-AA-3861-01A
72 years, male, stage:iia, alive, 914 days
36.9
TCGA-AA-3939-01A
83 years, male, stage:iia, alive, 395 days
36.7
TCGA-AA-3509-01A
54 years, female, stage:ii, alive, 1915 days
36.6
TCGA-A6-6650-01A
69 years, female, black or african american, stage:iia, alive, 627 days
36.5
TCGA-A6-6782-01A
82 years, male, white, stage:iib, alive, 617 days
36.4
TCGA-QG-A5YV-01A
64 years, female, black or african american, stage:iiic, alive, 1301 days
35.9
TCGA-D5-5538-01A
60 years, female, white, stage:iiib, dead, 1661 days
35.8
TCGA-AA-A00Z-01A
70 years, male, stage:iia, alive, 669 days
35.7
TCGA-A6-A56B-01A
57 years, male, black or african american, stage:iiib, dead, 1711 days
35.7
TCGA-AA-3856-01A
59 years, male, stage:iia, alive, 30 days
35.4
TCGA-DM-A28F-01A
73 years, male, white, stage:iiib, dead, 1094 days
35.2
TCGA-AA-A017-01A
57 years, female, stage:iia, alive, 457 days
34.8
TCGA-AA-3858-01A
67 years, male, stage:i, alive, 945 days
34.5
TCGA-D5-7000-01A
79 years, female, white, stage:i, alive, 312 days
33.7
TCGA-CM-5864-01A
60 years, male, white, stage:i, alive, 457 days
33.6
TCGA-AA-A01G-01A
63 years, male, stage:iia, alive, 365 days
33.6
TCGA-AA-3975-01A
80 years, male, stage:i, alive, 1036 days
33.2
TCGA-AA-A02Y-01A
73 years, male, stage:i, alive, 1216 days
33.1
TCGA-AA-3977-01A
65 years, male, alive, 761 days
32.9
TCGA-AY-A54L-01A
74 years, female, black or african american, stage:i, alive, 525 days
32.9
TCGA-AA-3980-01A
89 years, female, stage:i, alive, 822 days
32.8
TCGA-F4-6463-01A
51 years, male, white, stage:iia, alive, 1087 days
32.6
TCGA-G4-6315-01A
66 years, male, white, stage:iv, alive, 1883 days
31.9
TCGA-G4-6627-01A
84 years, male, white, stage:iia, alive, 2275 days
31.7
TCGA-D5-6932-01A
69 years, male, white, stage:iia, alive, 346 days
31.7
TCGA-AA-3692-01A
47 years, female, stage:iv, dead, 1095 days
31.0
TCGA-AA-3489-01A
75 years, male, stage:ii, dead, 214 days
30.4
TCGA-AA-3875-01A
78 years, female, stage:i, alive, 549 days
30.4
TCGA-CM-6172-01A
70 years, female, white, stage:iiib, alive, 335 days
30.4
TCGA-CA-5796-01A
53 years, female, asian, stage:iia, alive, 377 days
30.1
TCGA-CM-5860-01A
44 years, male, white, stage:iia, alive, 974 days
29.8
TCGA-AA-3941-01A
84 years, female, stage:iva, alive, 730 days
28.8
TCGA-D5-6541-01A
49 years, male, white, stage:iia, alive, 474 days
28.7
TCGA-CK-6748-01A
45 years, female, white, stage:iv, alive, 61 days
28.7
TCGA-D5-5539-01A
60 years, male, white, stage:iiia, alive, 596 days
28.7
TCGA-AY-5543-01A
65 years, female, black or african american, stage:iva, alive, 1004 days
28.6
TCGA-A6-6138-01A
61 years, male, white, stage:i, alive, 685 days
28.5
TCGA-AA-A024-01A
81 years, male, stage:ii, dead, 1188 days
28.1
TCGA-CM-6164-01A
46 years, female, white, stage:iia, alive, 883 days
28.1
TCGA-AA-3680-01A
67 years, female, stage:iv, dead, 335 days
27.9
TCGA-AZ-4682-01B
61 years, male, white, stage:iva, dead, 680 days
27.7
TCGA-DM-A28M-01A
63 years, male, white, stage:iia, alive, 2895 days
27.7
TCGA-AA-3526-01A
57 years, male, stage:i, alive, 580 days
27.1
TCGA-A6-5664-01A
80 years, male, black or african american, stage:iiic, alive, 672 days
27.1
TCGA-A6-6141-01A
31 years, male, black or african american, stage:iia, alive, 255 days
27.0
TCGA-AA-3860-01A
53 years, female, stage:iiib, alive, 945 days
26.9
TCGA-AA-3869-01A
76 years, male, stage:iv, dead, 822 days
26.8
TCGA-CM-6680-01A
78 years, female, white, stage:iiib, alive, 366 days
26.7
TCGA-D5-6537-01A
64 years, male, white, stage:iiib, dead, 146 days
26.7
TCGA-DM-A28A-01A
78 years, male, white, stage:iiic, dead, 805 days
26.5
TCGA-D5-6533-01A
68 years, female, white, alive, 775 days
26.3
TCGA-T9-A92H-01A
82 years, male, black or african american, stage:iia, alive, 362 days
25.9
TCGA-5M-AAT4-01A
74 years, male, black or african american, stage:iv, dead, 49 days
25.6
TCGA-4N-A93T-01A
67 years, male, black or african american, stage:iiib, alive, 146 days
25.4
TCGA-QG-A5YX-01A
61 years, female, black or african american, stage:iia, alive, 1003 days
24.9
TCGA-AA-3979-01A
84 years, male, stage:iia, alive, 730 days
24.8
TCGA-AD-A5EK-01A
51 years, male, black or african american, stage:i, alive, 500 days
24.8
TCGA-AZ-5403-01A
43 years, male, white, stage:ii, dead, 1910 days
24.6
TCGA-QL-A97D-01A
84 years, female, black or african american, stage:i, alive, 666 days
24.5
TCGA-AA-3495-01A
79 years, male, stage:i, alive, 1127 days
23.9
TCGA-CM-6170-01A
73 years, female, white, stage:i, alive, 457 days
23.4
TCGA-NH-A6GC-01A
66 years, female, black or african american, stage:ivb, alive, 389 days
23.4
TCGA-AA-3534-01A
78 years, female, stage:iia, alive, 882 days
23.2
TCGA-DM-A1DB-01A
68 years, male, white, stage:iia, dead, 1348 days
23.2
TCGA-DM-A28E-01A
72 years, female, white, stage:iia, alive, 3648 days
23.1
TCGA-AA-3972-01A
72 years, male, stage:iv, alive, 1551 days
23.1
TCGA-D5-5540-01A
73 years, male, white, stage:iia, alive, 1706 days
22.8
TCGA-SS-A7HO-01A
44 years, female, black or african american, stage:iib, alive, 1829 days
22.8
TCGA-NH-A8F7-01A
53 years, female, black or african american, stage:iia, alive, 543 days
22.7
TCGA-AA-3556-01A
78 years, male, stage:i, alive, 700 days
22.7
TCGA-CA-5255-01A
45 years, male, asian, stage:iia, alive, 376 days
22.5
TCGA-A6-5660-01A
73 years, male, black or african american, stage:iiic, alive, 888 days
22.4
TCGA-AA-A00A-01A
80 years, male, stage:iia, alive, 1157 days
22.3
TCGA-G4-6310-01A
69 years, male, white, stage:iiib, alive, 1935 days
22.3
TCGA-AM-5820-01A
60 years, female, white, stage:iva, alive, 14 days
22.1
TCGA-D5-6532-01A
61 years, male, white, stage:iia, alive, 555 days
21.8
TCGA-CK-5914-01A
81 years, male, white, stage:iiib, alive, 669 days
21.4
TCGA-F4-6854-01A
77 years, female, white, stage:iia, alive, 16 days
21.3
TCGA-G4-6307-01A
37 years, female, white, stage:iiib, alive, 1674 days
21.2
TCGA-AA-3655-01A
68 years, male, stage:ii, alive, 1856 days
21.1
TCGA-AA-3562-01A
82 years, male, stage:iiic, alive, 608 days
21.1
TCGA-D5-6539-01A
45 years, female, white, alive, 380 days
21.1
TCGA-AA-A00N-01A
75 years, male, stage:iib, dead, 122 days
21.0
TCGA-AZ-5407-01A
51 years, female, white, stage:i, alive, 2683 days
20.7
TCGA-A6-5667-01A
40 years, female, white, stage:iiib, alive, 887 days
20.6
TCGA-CM-5349-01A
68 years, female, white, stage:iia, alive, 915 days
20.5
TCGA-CA-5254-01A
42 years, female, asian, stage:iia, alive, 386 days
20.4
TCGA-G4-6311-01A
80 years, male, white, stage:iii, alive, 1199 days
20.4
TCGA-AA-3561-01A
72 years, male, stage:iia, alive, 424 days
20.4
TCGA-D5-6535-01A
80 years, female, white, stage:iiib, alive, 460 days
20.3
TCGA-AA-A00Q-01A
66 years, female, stage:iiib, alive, 1278 days
20.3
TCGA-DM-A1D9-01A
67 years, female, white, stage:iia, alive, 4270 days
20.2
TCGA-A6-3807-01A
53 years, female, white, stage:iiic, alive, 1054 days
20.1
TCGA-AA-3502-01A
73 years, male, stage:i, alive, 1065 days
20.1
TCGA-NH-A50T-01A
68 years, female, black or african american, stage:iia, alive, 553 days
20.1
TCGA-AA-A00W-01A
80 years, male, stage:i, alive, 456 days
19.7
TCGA-AA-A02O-01A
82 years, male, stage:ii, alive, 28 days
19.6
TCGA-F4-6806-01A
59 years, female, white, stage:i, alive, 1260 days
19.4
TCGA-NH-A50U-01A
42 years, male, black or african american, stage:iva, dead, 334 days
19.0
TCGA-CM-5344-01A
39 years, female, white, stage:iiib, alive, 670 days
18.8
TCGA-AD-6888-01A
73 years, male, white, stage:iiib, dead, 472 days
18.6
TCGA-AA-3548-01A
71 years, female, stage:iiic, alive, 1034 days
18.6
TCGA-A6-2683-01A
57 years, female, white, stage:iv, dead, 504 days
18.5
TCGA-AA-3549-01A
69 years, male, stage:i, alive, 639 days
18.5
TCGA-AA-3488-01A
58 years, male, stage:iv, dead, 153 days
18.2
TCGA-G4-6625-01A
77 years, female, white, stage:iia, alive, 2792 days
17.5
TCGA-A6-5666-01A
78 years, male, white, stage:iic, alive, 995 days
17.5
TCGA-NH-A8F8-01A
79 years, male, black or african american, stage:iv, dead, 511 days
17.2
TCGA-AA-A01V-01A
59 years, male, stage:i, alive, 31 days
16.7
TCGA-G4-6298-01A
90 years, male, black or african american, stage:iiib, dead, 715 days
16.7
TCGA-G4-6322-01A
65 years, male, white, stage:iiib, alive, 792 days
16.7
TCGA-AA-A00U-01A
50 years, male, stage:iiib, alive, 518 days
16.5
TCGA-AA-3697-01A
77 years, male, stage:ii, alive, 2587 days
16.4
TCGA-AA-A01S-01A
47 years, female, stage:iii, alive, 31 days
16.3
TCGA-AD-6963-01A
58 years, male, white, alive, 834 days
16.2
TCGA-CK-4950-01A
68 years, female, black or african american, stage:iiib, alive, 2599 days
16.1
TCGA-AA-3970-01A
65 years, male, stage:iia, alive, 1096 days
16.1
TCGA-AA-A02F-01A
68 years, female, stage:iv, alive, 1216 days
16.0
TCGA-AZ-6598-01A
77 years, female, white, stage:ii, dead, 1503 days
16.0
TCGA-A6-5657-01A
65 years, male, black or african american, stage:iiib, alive, 962 days
15.9
TCGA-A6-6140-01A
62 years, male, white, stage:iia, alive, 734 days
15.7
TCGA-D5-6898-01A
51 years, female, white, stage:i, alive, 229 days
15.6
TCGA-AA-A01F-01A
72 years, male, stage:iiib, alive, 974 days
15.3
TCGA-F4-6459-01A
61 years, female, white, stage:iiib, dead, 262 days
15.3
TCGA-AA-3506-01A
77 years, male, stage:i, alive, 1765 days
15.3
TCGA-AA-3821-01A
81 years, female, stage:i, alive, 31 days
15.2
TCGA-CM-4750-01A
34 years, female, white, stage:iiia, alive, 244 days
15.2
TCGA-G4-6317-01A
51 years, female, white, stage:iiic, alive, 1095 days
15.0
TCGA-CM-5863-01A
60 years, female, white, stage:iiib, alive, 457 days
15.0
TCGA-A6-4105-01A
79 years, male, white, stage:iia, dead, 442 days
14.9
TCGA-AA-3538-01A
54 years, female, stage:i, alive, 791 days
14.8
TCGA-AA-3854-01A
71 years, female, stage:i, alive, 1096 days
14.5
TCGA-D5-5541-01A
63 years, male, white, stage:iiib, alive, 1701 days
14.4
TCGA-CM-6676-01A
82 years, male, white, stage:i, alive, 337 days
14.3
TCGA-AA-3531-01A
75 years, female, stage:iia, alive, 1035 days
14.2
TCGA-RU-A8FL-01A
51 years, male, black or african american, stage:iiib, alive, 1177 days
14.1
TCGA-A6-2679-01A
73 years, female, white, stage:iib, alive, 1366 days
14.1
TCGA-A6-6651-01A
55 years, female, white, stage:iiib, alive, 662 days
14.1
TCGA-CM-6677-01A
75 years, female, white, stage:iia, alive, 337 days
13.6
TCGA-F4-6808-01A
54 years, female, white, stage:i, alive, 1024 days
13.5
TCGA-F4-6809-01A
52 years, female, white, stage:iva, dead, 403 days
13.4
TCGA-AA-3848-01A
82 years, female, stage:iiic, dead, 306 days
13.1
TCGA-AA-3679-01A
59 years, male, stage:iv, alive, 457 days
13.0
TCGA-AA-3519-01A
63 years, male, stage:iii, alive, 276 days
12.9
TCGA-G4-6293-01A
49 years, female, white, stage:iii, alive, 4051 days
12.8
TCGA-AZ-4616-01A
82 years, female, white, stage:iv, dead, 156 days
12.8
TCGA-CK-5916-01A
71 years, female, white, stage:i, dead, 643 days
12.4
TCGA-AA-A02K-01A
50 years, male, stage:iv, dead, 426 days
12.2
TCGA-AA-3560-01A
72 years, female, stage:iiic, alive, 608 days
12.1
TCGA-AA-3553-01A
61 years, female, stage:i, alive, 730 days
12.1
TCGA-AA-3842-01A
51 years, male, stage:iiia, alive, 1126 days
11.9
TCGA-A6-6648-01A
56 years, male, white, stage:iva, alive, 766 days
11.8
TCGA-F4-6460-01A
51 years, female, white, stage:iiib, dead, 972 days
11.7
TCGA-CM-6168-01A
84 years, female, black or african american, stage:iia, alive, 395 days
11.5
TCGA-A6-2680-01A
72 years, female, black or african american, stage:ii, alive, 1068 days
11.5
TCGA-NH-A50V-01A
69 years, male, black or african american, stage:iiib, alive, 588 days
11.5
TCGA-CM-6162-01A
48 years, female, white, stage:iiib, alive, 365 days
11.4
TCGA-AD-6964-01A
58 years, male, white, dead, 331 days
11.3
TCGA-A6-6649-01A
66 years, male, white, stage:iiib, alive, 735 days
11.3
TCGA-A6-2671-01A
85 years, male, white, stage:iv, dead, 1331 days
11.3
TCGA-AA-3664-01A
74 years, female, stage:ii, alive, 1643 days
11.3
TCGA-AA-A01X-01A
80 years, female, stage:iii, alive, 791 days
11.1
TCGA-4T-AA8H-01A
42 years, female, black or african american, stage:iia, alive, 385 days
11.1
TCGA-QG-A5YW-01A
55 years, female, black or african american, stage:iiic, alive, 896 days
11.1
TCGA-AA-3867-01A
74 years, male, stage:iv, alive, 731 days
11.0
TCGA-F4-6856-01A
45 years, male, white, stage:i, alive, 1074 days
11.0
TCGA-QG-A5Z1-01A
71 years, male, black or african american, stage:iiib, dead, 256 days
10.7
TCGA-A6-A565-01A
34 years, female, black or african american, stage:iiic, dead, 494 days
10.6
TCGA-CK-5913-01A
58 years, female, white, stage:iia, alive, 1561 days
10.5
TCGA-CM-5862-01A
80 years, male, white, stage:iva, dead, 153 days
10.4
TCGA-AA-3552-01A
85 years, male, stage:iiic, dead, 396 days
10.3
TCGA-CK-4952-01A
48 years, female, white, stage:iiic, alive, 475 days
10.3
TCGA-AA-3555-01A
81 years, female, stage:iia, alive, 911 days
10.2
TCGA-AA-A01T-01A
63 years, female, stage:iii, alive, 1005 days
10.1
TCGA-DM-A0XF-01A
68 years, female, white, stage:iiic, dead, 1162 days
10.1
TCGA-F4-6805-01A
58 years, female, white, stage:iia, alive, 1047 days
10.0
TCGA-D5-6923-01A
57 years, male, white, stage:i, alive, 378 days
10.0
TCGA-D5-6536-01A
73 years, male, white, stage:iia, alive, 543 days
10.0
TCGA-G4-6320-01A
73 years, male, white, stage:iii, alive, 804 days
10.0
TCGA-AA-3544-01A
68 years, male, stage:i, alive, 426 days
9.9
TCGA-DM-A1D8-01A
50 years, female, white, dead, 383 days
9.9
TCGA-AA-3877-01A
83 years, female, stage:i, alive, 943 days
9.8
TCGA-AA-3819-01A
41 years, female, stage:iia, alive, 761 days
9.8
TCGA-A6-3808-01A
73 years, male, white, stage:iia, alive, 1014 days
9.8
TCGA-AA-A010-01A
46 years, female, stage:iib, alive, 1064 days
9.8
TCGA-AZ-6608-01A
55 years, female, white, stage:iiia, dead, 59 days
9.8
TCGA-AY-6196-01A
47 years, male, white, stage:iiic, alive, 6 days
9.6
TCGA-CM-6675-01A
35 years, male, black or african american, stage:ivb, alive, 397 days
9.5
TCGA-D5-6530-01A
53 years, male, white, stage:i, alive, 621 days
9.5
TCGA-AA-3667-01A
36 years, female, stage:i, alive, 426 days
9.4
TCGA-AA-A00K-01A
79 years, male, stage:iia, alive, 549 days
9.4
TCGA-AA-A01Z-01A
68 years, male, stage:ii, alive, 1126 days
9.3
TCGA-CM-6167-01A
57 years, female, black or african american, stage:iiic, alive, 456 days
9.3
TCGA-AA-3517-01A
60 years, male, stage:iia, alive, 1186 days
9.2
TCGA-AA-3986-01A
73 years, male, stage:i, alive, 580 days
9.2
TCGA-AA-A01Q-01A
48 years, female, stage:ii, alive, 31 days
9.1
TCGA-AA-3994-01A
69 years, male, stage:iiib, alive, 822 days
8.9
TCGA-NH-A5IV-01A
90 years, female, black or african american, stage:iia, alive, 588 days
8.9
TCGA-DM-A1D0-01A
79 years, female, white, stage:iia, alive, 3974 days
8.8
TCGA-AA-3713-01A
68 years, male, stage:iv, alive, 579 days
8.8
TCGA-AA-A02H-01A
74 years, female, stage:iv, dead, 61 days
8.8
TCGA-QG-A5Z2-01A
61 years, male, black or african american, stage:i, alive, 952 days
8.7
TCGA-F4-6704-01A
60 years, male, american indian or alaska native, stage:iiic, alive, 47 days
8.5
TCGA-AY-6386-01A
66 years, female, black or african american, stage:iiib, alive, 542 days
8.4
TCGA-G4-6628-01A
78 years, male, white, stage:i, alive, 2424 days
8.4
TCGA-A6-6654-01A
65 years, female, white, stage:iiib, alive, 726 days
8.4
TCGA-F4-6461-01A
41 years, female, white, stage:iiic, dead, 338 days
8.2
TCGA-AA-3660-01A
51 years, female, stage:ii, alive, 2375 days
8.1
TCGA-D5-6920-01A
77 years, female, white, stage:iia, alive, 377 days
8.1
TCGA-CK-5912-01A
82 years, male, white, stage:i, dead, 1493 days
8.1
TCGA-D5-6928-01A
80 years, male, white, stage:iia, alive, 354 days
7.9
TCGA-D5-6931-01A
77 years, male, white, stage:iiic, alive, 365 days
7.9
TCGA-AA-3864-01A
71 years, male, stage:ii, alive, 1612 days
7.8
TCGA-AA-3662-01A
80 years, female, stage:iv, alive, 184 days
7.6
TCGA-AA-3947-01A
60 years, female, stage:iib, alive, 1004 days
7.5
TCGA-AA-3666-01A
68 years, male, stage:iii, dead, 61 days
7.4
TCGA-AD-6965-01A
62 years, male, white, stage:iiic, alive, 805 days
7.3
TCGA-DM-A0XD-01A
65 years, male, white, stage:iia, dead, 743 days
7.3
TCGA-D5-6930-01A
67 years, male, white, stage:iia, alive, 406 days
7.3
TCGA-AA-3518-01A
81 years, female, stage:iia, alive, 31 days
7.2
TCGA-A6-2682-01A
70 years, male, white, stage:iv, dead, 424 days
7.2
TCGA-AA-3525-01A
90 years, male, stage:iiib, alive, 245 days
7.1
TCGA-AZ-4615-01A
84 years, male, white, stage:iiib, alive, 1002 days
7.1
TCGA-A6-A566-01A
55 years, female, black or african american, stage:iiib, dead, 758 days
7.0
TCGA-CK-6747-01A
87 years, female, white, stage:iia, alive, 2523 days
7.0
TCGA-CM-6171-01A
77 years, female, white, stage:i, alive, 427 days
6.9
TCGA-AA-3952-01A
68 years, male, stage:iiic, dead, 61 days
6.9
TCGA-AA-3663-01A
42 years, male, stage:ii, alive, 212 days
6.8
TCGA-A6-6780-01A
74 years, male, white, stage:iia, alive, 612 days
6.7
TCGA-AA-A03J-01A
65 years, female, stage:i, alive, 1246 days
6.7
TCGA-A6-2685-01A
48 years, female, black or african american, stage:iia, alive, 1133 days
6.7
TCGA-AA-3833-01A
63 years, female, stage:iia, alive, 485 days
6.5
TCGA-AA-3831-01A
66 years, male, stage:iia, alive, 547 days
6.5
TCGA-AD-6890-01A
65 years, male, white, alive, 746 days
6.4
TCGA-CM-6674-01A
39 years, male, white, stage:iia, alive, 394 days
6.3
TCGA-AZ-6600-01A
64 years, male, black or african american, stage:iv, dead, 368 days
6.2
TCGA-CM-6169-01A
67 years, male, black or african american, stage:iia, alive, 396 days
6.2
TCGA-DM-A28H-01A
50 years, male, white, stage:iiic, alive, 3561 days
6.1
TCGA-DM-A1D6-01A
88 years, male, white, stage:iia, dead, 1518 days
6.1
TCGA-CK-4947-01B
46 years, female, white, stage:iiib, alive, 534 days
5.9
TCGA-AZ-4323-01A
37 years, male, white, stage:iv, dead, 43 days
5.9
TCGA-AA-A00J-01A
80 years, male, stage:iiib, alive, 549 days
5.9
TCGA-DM-A28K-01A
75 years, male, white, stage:iia, alive, 2988 days
5.8
TCGA-AA-3812-01A
82 years, female, stage:iia, alive, 1066 days
5.8
TCGA-A6-5662-01A
46 years, male, white, stage:iva, alive, 718 days
5.5
TCGA-AD-6889-01A
male, asian, stage:iia, dead, 2532 days
5.5
TCGA-AZ-6606-01A
81 years, male, white, stage:iv, dead, 357 days
5.5
TCGA-DM-A1D7-01A
82 years, male, white, stage:iia, dead, 405 days
5.4
TCGA-AD-5900-01A
67 years, male, white, stage:i, alive, 370 days
5.4
TCGA-AA-3870-01A
71 years, female, stage:iv, alive, 912 days
5.4
TCGA-AA-A00E-01A
65 years, male, stage:iia, alive, 913 days
5.3
TCGA-CM-5348-01A
72 years, male, white, stage:iiib, alive, 699 days
5.3
TCGA-AA-A03F-01A
90 years, female, stage:iii, dead, 549 days
5.2
TCGA-D5-6927-01A
34 years, male, white, stage:iia, alive, 287 days
5.2
TCGA-CK-6751-01A
88 years, female, white, stage:i, alive, 3780 days
5.2
TCGA-A6-6781-01B
43 years, male, white, stage:iiic, alive, 598 days
5.2
TCGA-G4-6309-01A
40 years, female, black or african american, stage:iiib, alive, 2600 days
5.2
TCGA-AA-A02E-01A
82 years, female, stage:iv, dead, 90 days
5.1
TCGA-AA-A01K-01A
74 years, female, stage:iiic, alive, 943 days
5.1
TCGA-AU-6004-01A
69 years, female, white, stage:i, alive, 824 days
5.0
TCGA-A6-5661-01A
80 years, female, black or african american, stage:iia, alive, 1020 days
4.9
TCGA-CK-4951-01A
79 years, female, white, stage:iia, dead, 2134 days
4.9
TCGA-CM-5861-01A
63 years, female, white, stage:iia, alive, 457 days
4.9
TCGA-AZ-6605-01A
78 years, male, white, stage:iiib, dead, 159 days
4.8
TCGA-AA-3841-01A
66 years, male, stage:iia, alive, 1124 days
4.8
TCGA-G4-6588-01A
58 years, female, white, stage:iia, alive, 796 days
4.8
TCGA-AZ-4315-01A
61 years, male, white, stage:iia, alive, 1776 days
4.8
TCGA-5M-AAT6-01A
40 years, female, black or african american, stage:iv, dead, 290 days
4.7
TCGA-A6-5665-01A
84 years, female, white, stage:iia, alive, 671 days
4.6
TCGA-DM-A288-01A
68 years, male, white, stage:iiic, dead, 427 days
4.6
TCGA-DM-A1D4-01A
80 years, male, white, stage:iia, dead, 2821 days
4.5
TCGA-G4-6306-01A
71 years, male, white, alive, 1359 days
4.4
TCGA-AA-A01D-01A
47 years, female, stage:iiic, dead, 334 days
4.3
TCGA-AA-A00F-01A
66 years, male, stage:iiic, alive, 1035 days
4.3
TCGA-AA-3496-01A
83 years, female, stage:ii, alive, 31 days
4.2
TCGA-AA-3681-01A
77 years, female, stage:iii, alive, 182 days
4.2
TCGA-AA-3510-01A
70 years, male, stage:ii, alive, 1946 days
4.2
TCGA-G4-6321-01A
60 years, female, white, stage:iii, alive, 672 days
4.2
TCGA-AD-6548-01A
81 years, female, white, stage:i, alive, 650 days
4.0
TCGA-CM-4746-01A
61 years, male, black or african american, stage:i, alive, 1126 days
4.0
TCGA-G4-6295-01A
70 years, female, white, stage:ii, alive, 254 days
4.0
TCGA-DM-A1HB-01A
75 years, male, white, stage:iiib, alive, 4126 days
3.7
TCGA-AA-A02R-01A
84 years, female, stage:iia, dead, 670 days
3.6
TCGA-AA-3950-01A
79 years, female, stage:iia, alive, 730 days
3.5
TCGA-G4-6304-01A
66 years, female, white, stage:iib, alive, 1631 days
3.5
TCGA-D5-6540-01A
66 years, male, white, stage:i, alive, 491 days
3.5
TCGA-AA-3543-01A
84 years, male, stage:i, alive, 30 days
3.5
TCGA-DM-A1DA-01A
71 years, female, white, stage:iiic, dead, 228 days
3.4
TCGA-AZ-4313-01A
51 years, female, white, stage:i, alive, 2310 days
3.4
TCGA-CM-4751-01A
62 years, male, white, stage:iiib, alive, 822 days
3.4
TCGA-AA-3855-01A
72 years, male, stage:i, alive, 975 days
3.4
TCGA-AA-3516-01A
74 years, female, stage:iii, dead, 396 days
3.3
TCGA-CK-4948-01B
45 years, female, white, stage:iii, alive, 4502 days
3.3
TCGA-AA-3949-01A
87 years, female, stage:iiib, alive, 791 days
3.2
TCGA-D5-6531-01A
75 years, male, white, stage:iia, alive, 540 days
3.2
TCGA-AA-3811-01A
84 years, female, stage:iii, dead, 306 days
3.0
TCGA-AZ-4308-01A
47 years, female, white, stage:iiib, alive, 3324 days
3.0
TCGA-A6-6653-01A
82 years, male, white, stage:i, alive, 742 days
2.8
TCGA-CA-6717-01A
57 years, male, asian, stage:iia, alive, 388 days
2.8
TCGA-AA-A01R-01A
47 years, male, stage:iii, alive, 1065 days
2.8
TCGA-AA-3710-01A
80 years, female, stage:iia, alive, 821 days
2.7
TCGA-AZ-4684-01A
50 years, male, white, stage:iva, alive, 1977 days
2.6
TCGA-CM-4743-01A
69 years, male, white, stage:iia, alive, 701 days
2.6
TCGA-D5-6534-01A
62 years, female, white, stage:iia, alive, 1316 days
2.6
TCGA-AZ-6607-01A
69 years, male, white, stage:iv, dead, 97 days
2.5
TCGA-AA-3524-01A
85 years, male, stage:ii, alive, 1096 days
2.5
TCGA-AA-A004-01A
76 years, male, stage:iia, alive, 424 days
2.4
TCGA-AY-4070-01A
51 years, female, black or african american, stage:iiic, dead, 496 days
2.3
TCGA-A6-2674-01A
72 years, male, white, stage:iv, alive, 1331 days
2.3
TCGA-DM-A285-01A
71 years, female, white, stage:iv, dead, 179 days
2.1
TCGA-AZ-4614-01A
71 years, female, white, stage:iva, dead, 172 days
2.1
TCGA-AD-6895-01A
84 years, male, white, stage:iiib, alive, 763 days
1.9
TCGA-AA-3815-01A
65 years, female, stage:iia, alive, 1005 days
1.9
TCGA-WS-AB45-01A
female, black or african american, stage:iia, alive, 2130 days
1.7
TCGA-NH-A6GA-01A
58 years, male, black or african american, stage:iiic, dead, 302 days
1.6
TCGA-AA-3672-01A
90 years, female, stage:iii, alive, 28 days
1.6
TCGA-NH-A6GB-01A
71 years, female, black or african american, stage:iiic, alive, 476 days
1.6
TCGA-G4-6302-01A
90 years, female, white, stage:iia, dead, 2047 days
1.5
TCGA-AA-A00O-01A
83 years, female, stage:iiic, alive, 822 days
1.5
TCGA-AA-3492-01A
90 years, female, stage:ii, dead, 92 days
1.5
TCGA-CA-6718-01A
46 years, male, asian, stage:iia, dead, 306 days
1.5
TCGA-AA-3542-01A
69 years, male, stage:iiic, alive, 395 days
1.2
TCGA-AA-3930-01A
66 years, male, stage:iv, dead, 61 days
1.2
TCGA-A6-2686-01A
81 years, female, white, stage:iia, dead, 1126 days
1.2
TCGA-AA-3715-01A
77 years, male, stage:ii, dead, 579 days
1.2
TCGA-A6-2672-01B
82 years, female, white, stage:iiib, alive, 1419 days
1.1
TCGA-AA-3554-01A
62 years, female, stage:iia, alive, 546 days
1.1
TCGA-G4-6299-01A
69 years, male, white, stage:iiic, alive, 2268 days
1.0
TCGA-AA-A00D-01A
70 years, male, stage:i, alive, 578 days
1.0
TCGA-F4-6703-01A
64 years, male, white, stage:iia, alive, 1456 days
0.9
TCGA-AA-3514-01A
81 years, female, stage:i, alive, 31 days
0.9
TCGA-G4-6586-01A
74 years, female, white, stage:iia, alive, 1089 days
0.9
TCGA-AY-6197-01A
60 years, male, white, stage:iia, alive, 652 days
0.8
TCGA-DM-A280-01A
70 years, female, white, stage:iia, dead, 236 days
0.7
TCGA-CM-4744-01A
69 years, male, white, stage:i, alive, 609 days
0.6
TCGA-F4-6570-01A
78 years, female, white, stage:iia, dead, 188 days
0.6
TCGA-A6-2676-01A
75 years, female, white, stage:iib, dead, 1305 days
0.6
TCGA-AA-A01P-01A
80 years, female, stage:iii, dead, 1158 days
0.6
TCGA-AZ-6601-01A
68 years, male, white, stage:ii, dead, 3042 days
0.6
TCGA-A6-3809-01A
71 years, female, white, stage:iib, alive, 996 days
0.5
TCGA-F4-6569-01A
60 years, male, white, stage:i, alive, 1087 days
0.4
TCGA-AM-5821-01A
68 years, female, white, stage:iia, alive, 28 days
0.4
TCGA-AA-3966-01A
89 years, female, stage:iia, alive, 61 days
0.4
TCGA-AA-A029-01A
67 years, male, stage:ii, alive, 1581 days
0.2
TCGA-AA-A00R-01A
64 years, female, stage:i, alive, 30 days
0.1
TCGA-DM-A1HA-01A
82 years, male, white, stage:iiic, alive, 4000 days
The Human Protein Atlas project is funded
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