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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
15.9
Number of samples
438
Samples
Sample
Description
FPKM
TCGA-D5-5540-01A
73 years, male, white, stage:iia, alive, 1706 days
43.9
TCGA-AZ-4315-01A
61 years, male, white, stage:iia, alive, 1776 days
41.6
TCGA-AZ-4616-01A
82 years, female, white, stage:iv, dead, 156 days
36.8
TCGA-AA-3526-01A
57 years, male, stage:i, alive, 580 days
35.3
TCGA-AA-A01T-01A
63 years, female, stage:iii, alive, 1005 days
35.0
TCGA-CM-5341-01A
82 years, female, white, stage:iiia, alive, 884 days
33.6
TCGA-CM-4743-01A
69 years, male, white, stage:iia, alive, 701 days
32.8
TCGA-CA-5256-01A
54 years, female, asian, stage:iia, alive, 379 days
32.4
TCGA-AZ-4308-01A
47 years, female, white, stage:iiib, alive, 3324 days
32.2
TCGA-G4-6317-01A
51 years, female, white, stage:iiic, alive, 1095 days
30.8
TCGA-AY-5543-01A
65 years, female, black or african american, stage:iva, alive, 1004 days
30.4
TCGA-DM-A0XF-01A
68 years, female, white, stage:iiic, dead, 1162 days
29.4
TCGA-AA-3952-01A
68 years, male, stage:iiic, dead, 61 days
29.0
TCGA-F4-6808-01A
54 years, female, white, stage:i, alive, 1024 days
28.7
TCGA-DM-A28H-01A
50 years, male, white, stage:iiic, alive, 3561 days
28.6
TCGA-CM-4744-01A
69 years, male, white, stage:i, alive, 609 days
28.3
TCGA-AA-3848-01A
82 years, female, stage:iiic, dead, 306 days
27.2
TCGA-AA-3947-01A
60 years, female, stage:iib, alive, 1004 days
27.2
TCGA-AA-3955-01A
38 years, male, stage:iiib, alive, 638 days
27.2
TCGA-AA-A03J-01A
65 years, female, stage:i, alive, 1246 days
26.9
TCGA-AA-3950-01A
79 years, female, stage:iia, alive, 730 days
26.8
TCGA-RU-A8FL-01A
51 years, male, black or african american, stage:iiib, alive, 1177 days
26.4
TCGA-AZ-4682-01B
61 years, male, white, stage:iva, dead, 680 days
26.3
TCGA-AA-3524-01A
85 years, male, stage:ii, alive, 1096 days
26.1
TCGA-AA-3663-01A
42 years, male, stage:ii, alive, 212 days
25.9
TCGA-AA-3561-01A
72 years, male, stage:iia, alive, 424 days
25.8
TCGA-CK-4951-01A
79 years, female, white, stage:iia, dead, 2134 days
25.6
TCGA-A6-6650-01A
69 years, female, black or african american, stage:iia, alive, 627 days
25.3
TCGA-AA-3685-01A
69 years, male, stage:ii, alive, 1127 days
25.3
TCGA-CM-5344-01A
39 years, female, white, stage:iiib, alive, 670 days
24.7
TCGA-AD-6890-01A
65 years, male, white, alive, 746 days
24.6
TCGA-A6-5666-01A
78 years, male, white, stage:iic, alive, 995 days
24.4
TCGA-AA-3939-01A
83 years, male, stage:iia, alive, 395 days
24.4
TCGA-AA-A01S-01A
47 years, female, stage:iii, alive, 31 days
24.2
TCGA-AD-6548-01A
81 years, female, white, stage:i, alive, 650 days
24.1
TCGA-AA-3531-01A
75 years, female, stage:iia, alive, 1035 days
24.1
TCGA-A6-2685-01A
48 years, female, black or african american, stage:iia, alive, 1133 days
24.0
TCGA-AM-5820-01A
60 years, female, white, stage:iva, alive, 14 days
23.9
TCGA-AA-3553-01A
61 years, female, stage:i, alive, 730 days
23.7
TCGA-A6-2681-01A
73 years, female, white, stage:iia, alive, 1387 days
23.7
TCGA-G4-6626-01A
90 years, male, white, stage:iia, dead, 1422 days
23.7
TCGA-AA-3542-01A
69 years, male, stage:iiic, alive, 395 days
23.7
TCGA-AA-3519-01A
63 years, male, stage:iii, alive, 276 days
23.7
TCGA-AA-3715-01A
77 years, male, stage:ii, dead, 579 days
23.5
TCGA-A6-4107-01A
57 years, female, white, stage:iiib, alive, 987 days
23.4
TCGA-CM-4750-01A
34 years, female, white, stage:iiia, alive, 244 days
23.3
TCGA-DM-A28M-01A
63 years, male, white, stage:iia, alive, 2895 days
23.3
TCGA-AA-3844-01A
78 years, female, stage:iiic, alive, 454 days
23.2
TCGA-AA-3672-01A
90 years, female, stage:iii, alive, 28 days
22.9
TCGA-CM-6166-01A
48 years, female, white, stage:i, alive, 669 days
22.8
TCGA-AA-3977-01A
65 years, male, alive, 761 days
22.7
TCGA-AM-5821-01A
68 years, female, white, stage:iia, alive, 28 days
22.7
TCGA-G4-6315-01A
66 years, male, white, stage:iv, alive, 1883 days
22.5
TCGA-CK-4948-01B
45 years, female, white, stage:iii, alive, 4502 days
22.5
TCGA-AA-3514-01A
81 years, female, stage:i, alive, 31 days
22.3
TCGA-DM-A28A-01A
78 years, male, white, stage:iiic, dead, 805 days
22.2
TCGA-AA-3860-01A
53 years, female, stage:iiib, alive, 945 days
22.2
TCGA-CM-6678-01A
63 years, female, white, stage:iva, alive, 335 days
22.1
TCGA-AD-A5EK-01A
51 years, male, black or african american, stage:i, alive, 500 days
22.0
TCGA-AA-3692-01A
47 years, female, stage:iv, dead, 1095 days
22.0
TCGA-G4-6586-01A
74 years, female, white, stage:iia, alive, 1089 days
22.0
TCGA-CM-5868-01A
59 years, female, white, stage:iva, alive, 518 days
21.9
TCGA-AZ-4313-01A
51 years, female, white, stage:i, alive, 2310 days
21.7
TCGA-A6-6780-01A
74 years, male, white, stage:iia, alive, 612 days
21.7
TCGA-AZ-6608-01A
55 years, female, white, stage:iiia, dead, 59 days
21.7
TCGA-T9-A92H-01A
82 years, male, black or african american, stage:iia, alive, 362 days
21.6
TCGA-AA-3667-01A
36 years, female, stage:i, alive, 426 days
21.5
TCGA-G4-6309-01A
40 years, female, black or african american, stage:iiib, alive, 2600 days
21.4
TCGA-A6-2682-01A
70 years, male, white, stage:iv, dead, 424 days
21.4
TCGA-DM-A0XD-01A
65 years, male, white, stage:iia, dead, 743 days
21.3
TCGA-CM-4748-01A
53 years, male, white, stage:iiib, alive, 792 days
21.2
TCGA-A6-2676-01A
75 years, female, white, stage:iib, dead, 1305 days
21.0
TCGA-DM-A282-01A
61 years, female, white, stage:iia, alive, 4233 days
21.0
TCGA-A6-2680-01A
72 years, female, black or african american, stage:ii, alive, 1068 days
20.6
TCGA-AY-A54L-01A
74 years, female, black or african american, stage:i, alive, 525 days
20.5
TCGA-G4-6628-01A
78 years, male, white, stage:i, alive, 2424 days
20.4
TCGA-AA-3866-01A
78 years, female, stage:i, alive, 518 days
20.4
TCGA-AZ-4615-01A
84 years, male, white, stage:iiib, alive, 1002 days
20.4
TCGA-DM-A1D0-01A
79 years, female, white, stage:iia, alive, 3974 days
20.3
TCGA-AA-3930-01A
66 years, male, stage:iv, dead, 61 days
20.3
TCGA-AA-3979-01A
84 years, male, stage:iia, alive, 730 days
20.3
TCGA-CM-6172-01A
70 years, female, white, stage:iiib, alive, 335 days
20.2
TCGA-DM-A1D6-01A
88 years, male, white, stage:iia, dead, 1518 days
20.2
TCGA-CM-6677-01A
75 years, female, white, stage:iia, alive, 337 days
20.2
TCGA-AA-3554-01A
62 years, female, stage:iia, alive, 546 days
20.1
TCGA-CK-5914-01A
81 years, male, white, stage:iiib, alive, 669 days
20.1
TCGA-AZ-6601-01A
68 years, male, white, stage:ii, dead, 3042 days
20.1
TCGA-AA-A01R-01A
47 years, male, stage:iii, alive, 1065 days
20.1
TCGA-AA-3812-01A
82 years, female, stage:iia, alive, 1066 days
20.0
TCGA-AD-6888-01A
73 years, male, white, stage:iiib, dead, 472 days
19.9
TCGA-D5-5537-01A
83 years, male, white, dead, 1381 days
19.8
TCGA-AA-3560-01A
72 years, female, stage:iiic, alive, 608 days
19.7
TCGA-AA-3520-01A
86 years, female, stage:ii, alive, 731 days
19.6
TCGA-AZ-5403-01A
43 years, male, white, stage:ii, dead, 1910 days
19.6
TCGA-D5-6532-01A
61 years, male, white, stage:iia, alive, 555 days
19.6
TCGA-QG-A5YX-01A
61 years, female, black or african american, stage:iia, alive, 1003 days
19.5
TCGA-DM-A1D9-01A
67 years, female, white, stage:iia, alive, 4270 days
19.5
TCGA-CM-6676-01A
82 years, male, white, stage:i, alive, 337 days
19.5
TCGA-D5-6537-01A
64 years, male, white, stage:iiib, dead, 146 days
19.4
TCGA-CM-5349-01A
68 years, female, white, stage:iia, alive, 915 days
19.3
TCGA-AA-3870-01A
71 years, female, stage:iv, alive, 912 days
19.3
TCGA-CM-4747-01A
47 years, male, white, stage:iva, alive, 761 days
19.3
TCGA-A6-2683-01A
57 years, female, white, stage:iv, dead, 504 days
19.3
TCGA-CM-5860-01A
44 years, male, white, stage:iia, alive, 974 days
19.3
TCGA-AZ-6598-01A
77 years, female, white, stage:ii, dead, 1503 days
19.3
TCGA-AA-A00Z-01A
70 years, male, stage:iia, alive, 669 days
19.2
TCGA-G4-6304-01A
66 years, female, white, stage:iib, alive, 1631 days
19.2
TCGA-AA-3982-01A
75 years, male, stage:iiib, alive, 822 days
19.1
TCGA-AA-3660-01A
51 years, female, stage:ii, alive, 2375 days
19.1
TCGA-DM-A1D8-01A
50 years, female, white, dead, 383 days
19.0
TCGA-AA-A01C-01A
75 years, male, stage:iiia, alive, 457 days
19.0
TCGA-NH-A50T-01A
68 years, female, black or african american, stage:iia, alive, 553 days
18.8
TCGA-AA-3495-01A
79 years, male, stage:i, alive, 1127 days
18.8
TCGA-SS-A7HO-01A
44 years, female, black or african american, stage:iib, alive, 1829 days
18.8
TCGA-AA-3976-01A
70 years, male, stage:iiia, alive, 791 days
18.8
TCGA-AA-3494-01A
55 years, male, stage:iv, alive, 31 days
18.7
TCGA-CA-6717-01A
57 years, male, asian, stage:iia, alive, 388 days
18.7
TCGA-AA-A02J-01A
70 years, female, stage:iv, dead, 153 days
18.7
TCGA-A6-5667-01A
40 years, female, white, stage:iiib, alive, 887 days
18.7
TCGA-AA-3509-01A
54 years, female, stage:ii, alive, 1915 days
18.6
TCGA-AA-3544-01A
68 years, male, stage:i, alive, 426 days
18.5
TCGA-A6-5662-01A
46 years, male, white, stage:iva, alive, 718 days
18.4
TCGA-AA-A00R-01A
64 years, female, stage:i, alive, 30 days
18.4
TCGA-CM-5862-01A
80 years, male, white, stage:iva, dead, 153 days
18.3
TCGA-5M-AAT4-01A
74 years, male, black or african american, stage:iv, dead, 49 days
18.3
TCGA-DM-A1D7-01A
82 years, male, white, stage:iia, dead, 405 days
18.3
TCGA-AZ-6605-01A
78 years, male, white, stage:iiib, dead, 159 days
18.3
TCGA-CA-6715-01A
63 years, male, asian, stage:iiib, alive, 383 days
18.3
TCGA-DM-A1HA-01A
82 years, male, white, stage:iiic, alive, 4000 days
18.3
TCGA-CM-6674-01A
39 years, male, white, stage:iia, alive, 394 days
18.2
TCGA-A6-2678-01A
43 years, female, white, stage:iiib, alive, 1286 days
18.1
TCGA-G4-6627-01A
84 years, male, white, stage:iia, alive, 2275 days
18.0
TCGA-QG-A5YV-01A
64 years, female, black or african american, stage:iiic, alive, 1301 days
18.0
TCGA-A6-6140-01A
62 years, male, white, stage:iia, alive, 734 days
17.8
TCGA-AA-3875-01A
78 years, female, stage:i, alive, 549 days
17.8
TCGA-AA-3970-01A
65 years, male, stage:iia, alive, 1096 days
17.8
TCGA-CM-6163-01A
74 years, male, white, stage:i, alive, 90 days
17.8
TCGA-D5-6541-01A
49 years, male, white, stage:iia, alive, 474 days
17.8
TCGA-AA-3864-01A
71 years, male, stage:ii, alive, 1612 days
17.8
TCGA-5M-AAT6-01A
40 years, female, black or african american, stage:iv, dead, 290 days
17.7
TCGA-D5-6927-01A
34 years, male, white, stage:iia, alive, 287 days
17.6
TCGA-G4-6306-01A
71 years, male, white, alive, 1359 days
17.6
TCGA-AA-3556-01A
78 years, male, stage:i, alive, 700 days
17.5
TCGA-G4-6307-01A
37 years, female, white, stage:iiib, alive, 1674 days
17.4
TCGA-D5-6533-01A
68 years, female, white, alive, 775 days
17.4
TCGA-AA-3675-01A
84 years, male, stage:ii, alive, 1431 days
17.2
TCGA-CA-6718-01A
46 years, male, asian, stage:iia, dead, 306 days
17.2
TCGA-D5-6932-01A
69 years, male, white, stage:iia, alive, 346 days
17.1
TCGA-D5-5541-01A
63 years, male, white, stage:iiib, alive, 1701 days
17.1
TCGA-AU-3779-01A
80 years, female, white, stage:iia, alive, 441 days
17.1
TCGA-AA-3710-01A
80 years, female, stage:iia, alive, 821 days
17.0
TCGA-CA-5254-01A
42 years, female, asian, stage:iia, alive, 386 days
17.0
TCGA-AD-5900-01A
67 years, male, white, stage:i, alive, 370 days
17.0
TCGA-AZ-4684-01A
50 years, male, white, stage:iva, alive, 1977 days
17.0
TCGA-AA-3980-01A
89 years, female, stage:i, alive, 822 days
17.0
TCGA-CM-4746-01A
61 years, male, black or african american, stage:i, alive, 1126 days
16.9
TCGA-AA-3862-01A
82 years, male, stage:iia, alive, 914 days
16.8
TCGA-AD-6889-01A
male, asian, stage:iia, dead, 2532 days
16.8
TCGA-CM-6679-01A
58 years, male, white, stage:iia, alive, 306 days
16.7
TCGA-A6-5665-01A
84 years, female, white, stage:iia, alive, 671 days
16.6
TCGA-DM-A1HB-01A
75 years, male, white, stage:iiib, alive, 4126 days
16.6
TCGA-CM-4752-01A
58 years, male, black or african american, stage:iia, alive, 396 days
16.5
TCGA-CK-6751-01A
88 years, female, white, stage:i, alive, 3780 days
16.5
TCGA-A6-2679-01A
73 years, female, white, stage:iib, alive, 1366 days
16.5
TCGA-D5-6898-01A
51 years, female, white, stage:i, alive, 229 days
16.5
TCGA-AA-3841-01A
66 years, male, stage:iia, alive, 1124 days
16.4
TCGA-A6-4105-01A
79 years, male, white, stage:iia, dead, 442 days
16.4
TCGA-DM-A280-01A
70 years, female, white, stage:iia, dead, 236 days
16.3
TCGA-AA-3506-01A
77 years, male, stage:i, alive, 1765 days
16.3
TCGA-AA-3972-01A
72 years, male, stage:iv, alive, 1551 days
16.3
TCGA-A6-3810-01A
63 years, male, white, stage:iia, alive, 1111 days
16.2
TCGA-F4-6805-01A
58 years, female, white, stage:iia, alive, 1047 days
16.2
TCGA-NH-A6GB-01A
71 years, female, black or african american, stage:iiic, alive, 476 days
16.2
TCGA-DM-A285-01A
71 years, female, white, stage:iv, dead, 179 days
16.2
TCGA-AA-3511-01A
64 years, male, stage:ii, alive, 212 days
16.2
TCGA-DM-A28F-01A
73 years, male, white, stage:iiib, dead, 1094 days
16.2
TCGA-DM-A1DB-01A
68 years, male, white, stage:iia, dead, 1348 days
16.1
TCGA-AA-A01I-01A
76 years, male, stage:i, alive, 943 days
16.1
TCGA-AA-3549-01A
69 years, male, stage:i, alive, 639 days
16.0
TCGA-A6-2671-01A
85 years, male, white, stage:iv, dead, 1331 days
16.0
TCGA-AA-3679-01A
59 years, male, stage:iv, alive, 457 days
16.0
TCGA-AZ-6600-01A
64 years, male, black or african american, stage:iv, dead, 368 days
16.0
TCGA-AA-3666-01A
68 years, male, stage:iii, dead, 61 days
15.9
TCGA-A6-6138-01A
61 years, male, white, stage:i, alive, 685 days
15.8
TCGA-AZ-6606-01A
81 years, male, white, stage:iv, dead, 357 days
15.8
TCGA-AA-3877-01A
83 years, female, stage:i, alive, 943 days
15.8
TCGA-DM-A288-01A
68 years, male, white, stage:iiic, dead, 427 days
15.8
TCGA-D5-5539-01A
60 years, male, white, stage:iiia, alive, 596 days
15.8
TCGA-CK-6747-01A
87 years, female, white, stage:iia, alive, 2523 days
15.7
TCGA-CA-5255-01A
45 years, male, asian, stage:iia, alive, 376 days
15.6
TCGA-NH-A6GA-01A
58 years, male, black or african american, stage:iiic, dead, 302 days
15.6
TCGA-AY-4070-01A
51 years, female, black or african american, stage:iiic, dead, 496 days
15.5
TCGA-AD-6963-01A
58 years, male, white, alive, 834 days
15.5
TCGA-AA-A01X-01A
80 years, female, stage:iii, alive, 791 days
15.5
TCGA-AA-3971-01A
58 years, male, stage:iii, alive, 489 days
15.4
TCGA-D5-6920-01A
77 years, female, white, stage:iia, alive, 377 days
15.4
TCGA-AD-6964-01A
58 years, male, white, dead, 331 days
15.4
TCGA-AA-3941-01A
84 years, female, stage:iva, alive, 730 days
15.4
TCGA-AA-3819-01A
41 years, female, stage:iia, alive, 761 days
15.4
TCGA-G4-6322-01A
65 years, male, white, stage:iiib, alive, 792 days
15.3
TCGA-G4-6588-01A
58 years, female, white, stage:iia, alive, 796 days
15.3
TCGA-CM-6165-01A
74 years, male, white, stage:iia, alive, 488 days
15.3
TCGA-CK-4950-01A
68 years, female, black or african american, stage:iiib, alive, 2599 days
15.2
TCGA-AA-A00U-01A
50 years, male, stage:iiib, alive, 518 days
15.2
TCGA-AA-A02K-01A
50 years, male, stage:iv, dead, 426 days
15.2
TCGA-AA-A01K-01A
74 years, female, stage:iiic, alive, 943 days
15.2
TCGA-D5-6536-01A
73 years, male, white, stage:iia, alive, 543 days
15.2
TCGA-CM-5864-01A
60 years, male, white, stage:i, alive, 457 days
15.2
TCGA-DM-A1DA-01A
71 years, female, white, stage:iiic, dead, 228 days
15.2
TCGA-D5-6531-01A
75 years, male, white, stage:iia, alive, 540 days
15.1
TCGA-NH-A8F8-01A
79 years, male, black or african american, stage:iv, dead, 511 days
15.1
TCGA-CA-6716-01A
65 years, male, asian, stage:iia, alive, 371 days
15.1
TCGA-A6-6782-01A
82 years, male, white, stage:iib, alive, 617 days
15.1
TCGA-AA-3488-01A
58 years, male, stage:iv, dead, 153 days
15.0
TCGA-CA-5797-01A
56 years, male, asian, stage:iia, alive, 383 days
15.0
TCGA-AA-3548-01A
71 years, female, stage:iiic, alive, 1034 days
15.0
TCGA-AA-3681-01A
77 years, female, stage:iii, alive, 182 days
14.9
TCGA-F4-6806-01A
59 years, female, white, stage:i, alive, 1260 days
14.9
TCGA-F4-6569-01A
60 years, male, white, stage:i, alive, 1087 days
14.9
TCGA-F4-6809-01A
52 years, female, white, stage:iva, dead, 403 days
14.8
TCGA-CK-6748-01A
45 years, female, white, stage:iv, alive, 61 days
14.8
TCGA-F4-6460-01A
51 years, female, white, stage:iiib, dead, 972 days
14.8
TCGA-AY-6386-01A
66 years, female, black or african american, stage:iiib, alive, 542 days
14.8
TCGA-D5-6923-01A
57 years, male, white, stage:i, alive, 378 days
14.7
TCGA-CM-6167-01A
57 years, female, black or african american, stage:iiic, alive, 456 days
14.7
TCGA-AA-3949-01A
87 years, female, stage:iiib, alive, 791 days
14.7
TCGA-AA-3815-01A
65 years, female, stage:iia, alive, 1005 days
14.7
TCGA-A6-5660-01A
73 years, male, black or african american, stage:iiic, alive, 888 days
14.7
TCGA-AD-6895-01A
84 years, male, white, stage:iiib, alive, 763 days
14.7
TCGA-AA-3678-01A
60 years, female, stage:iii, alive, 1430 days
14.7
TCGA-D5-5538-01A
60 years, female, white, stage:iiib, dead, 1661 days
14.6
TCGA-G4-6310-01A
69 years, male, white, stage:iiib, alive, 1935 days
14.6
TCGA-AA-3842-01A
51 years, male, stage:iiia, alive, 1126 days
14.6
TCGA-G4-6295-01A
70 years, female, white, stage:ii, alive, 254 days
14.6
TCGA-AA-3555-01A
81 years, female, stage:iia, alive, 911 days
14.5
TCGA-F4-6856-01A
45 years, male, white, stage:i, alive, 1074 days
14.4
TCGA-AA-A00W-01A
80 years, male, stage:i, alive, 456 days
14.4
TCGA-AZ-5407-01A
51 years, female, white, stage:i, alive, 2683 days
14.3
TCGA-A6-3808-01A
73 years, male, white, stage:iia, alive, 1014 days
14.3
TCGA-AA-3532-01A
63 years, male, stage:iia, alive, 882 days
14.3
TCGA-AA-3966-01A
89 years, female, stage:iia, alive, 61 days
14.2
TCGA-D5-6538-01A
79 years, female, white, stage:iiib, alive, 521 days
14.2
TCGA-G4-6311-01A
80 years, male, white, stage:iii, alive, 1199 days
14.1
TCGA-AA-3655-01A
68 years, male, stage:ii, alive, 1856 days
14.1
TCGA-G4-6314-01A
76 years, female, white, stage:iv, alive, 1093 days
14.1
TCGA-AA-3522-01A
67 years, male, stage:iia, alive, 1127 days
14.1
TCGA-F4-6854-01A
77 years, female, white, stage:iia, alive, 16 days
14.0
TCGA-D5-6929-01A
49 years, female, white, stage:iv, alive, 408 days
14.0
TCGA-NH-A50U-01A
42 years, male, black or african american, stage:iva, dead, 334 days
14.0
TCGA-A6-A566-01A
55 years, female, black or african american, stage:iiib, dead, 758 days
14.0
TCGA-AA-3713-01A
68 years, male, stage:iv, alive, 579 days
14.0
TCGA-CM-6170-01A
73 years, female, white, stage:i, alive, 457 days
14.0
TCGA-AA-3489-01A
75 years, male, stage:ii, dead, 214 days
14.0
TCGA-AZ-6603-01A
77 years, female, white, dead, 899 days
13.9
TCGA-AA-A00K-01A
79 years, male, stage:iia, alive, 549 days
13.9
TCGA-F4-6704-01A
60 years, male, american indian or alaska native, stage:iiic, alive, 47 days
13.9
TCGA-AA-A00L-01A
66 years, male, stage:iia, alive, 1157 days
13.8
TCGA-CM-6675-01A
35 years, male, black or african american, stage:ivb, alive, 397 days
13.8
TCGA-AA-3492-01A
90 years, female, stage:ii, dead, 92 days
13.8
TCGA-AY-A8YK-01A
44 years, male, black or african american, stage:iva, alive, 573 days
13.7
TCGA-CM-4751-01A
62 years, male, white, stage:iiib, alive, 822 days
13.7
TCGA-NH-A5IV-01A
90 years, female, black or african american, stage:iia, alive, 588 days
13.7
TCGA-A6-3809-01A
71 years, female, white, stage:iib, alive, 996 days
13.7
TCGA-AA-A02Y-01A
73 years, male, stage:i, alive, 1216 days
13.7
TCGA-AA-A02W-01A
73 years, female, stage:i, alive, 1247 days
13.6
TCGA-D5-6540-01A
66 years, male, white, stage:i, alive, 491 days
13.6
TCGA-AD-6965-01A
62 years, male, white, stage:iiic, alive, 805 days
13.6
TCGA-CK-4947-01B
46 years, female, white, stage:iiib, alive, 534 days
13.6
TCGA-AA-3989-01A
84 years, male, stage:iv, dead, 242 days
13.6
TCGA-CK-5916-01A
71 years, female, white, stage:i, dead, 643 days
13.6
TCGA-DM-A1D4-01A
80 years, male, white, stage:iia, dead, 2821 days
13.5
TCGA-AA-3510-01A
70 years, male, stage:ii, alive, 1946 days
13.5
TCGA-AA-3697-01A
77 years, male, stage:ii, alive, 2587 days
13.5
TCGA-G4-6299-01A
69 years, male, white, stage:iiic, alive, 2268 days
13.4
TCGA-CM-5348-01A
72 years, male, white, stage:iiib, alive, 699 days
13.4
TCGA-AA-3516-01A
74 years, female, stage:iii, dead, 396 days
13.4
TCGA-AA-3664-01A
74 years, female, stage:ii, alive, 1643 days
13.4
TCGA-F4-6807-01A
51 years, female, white, stage:iiic, alive, 1309 days
13.4
TCGA-AA-3496-01A
83 years, female, stage:ii, alive, 31 days
13.4
TCGA-NH-A6GC-01A
66 years, female, black or african american, stage:ivb, alive, 389 days
13.3
TCGA-AZ-4614-01A
71 years, female, white, stage:iva, dead, 172 days
13.3
TCGA-4N-A93T-01A
67 years, male, black or african american, stage:iiib, alive, 146 days
13.3
TCGA-CM-6161-01A
36 years, female, white, stage:i, alive, 457 days
13.3
TCGA-AD-6899-01A
84 years, male, white, stage:iiic, dead, 176 days
13.3
TCGA-AA-3855-01A
72 years, male, stage:i, alive, 975 days
13.3
TCGA-D5-6529-01A
69 years, male, white, stage:iia, alive, 614 days
13.3
TCGA-AA-A02F-01A
68 years, female, stage:iv, alive, 1216 days
13.2
TCGA-G4-6323-01A
50 years, male, black or african american, stage:ia, alive, 419 days
13.2
TCGA-CM-6168-01A
84 years, female, black or african american, stage:iia, alive, 395 days
13.1
TCGA-A6-5659-01A
82 years, male, white, stage:i, alive, 926 days
13.1
TCGA-AA-3869-01A
76 years, male, stage:iv, dead, 822 days
13.1
TCGA-AA-3831-01A
66 years, male, stage:iia, alive, 547 days
13.1
TCGA-G4-6293-01A
49 years, female, white, stage:iii, alive, 4051 days
13.1
TCGA-AA-3811-01A
84 years, female, stage:iii, dead, 306 days
13.0
TCGA-A6-2675-01A
78 years, male, white, stage:iia, alive, 1321 days
13.0
TCGA-D5-7000-01A
79 years, female, white, stage:i, alive, 312 days
12.9
TCGA-AY-A71X-01A
54 years, female, black or african american, stage:i, alive, 588 days
12.9
TCGA-A6-5661-01A
80 years, female, black or african american, stage:iia, alive, 1020 days
12.9
TCGA-AA-3562-01A
82 years, male, stage:iiic, alive, 608 days
12.8
TCGA-AA-3518-01A
81 years, female, stage:iia, alive, 31 days
12.8
TCGA-QG-A5YW-01A
55 years, female, black or african american, stage:iiic, alive, 896 days
12.8
TCGA-AA-3688-01A
80 years, male, stage:iv, alive, 578 days
12.8
TCGA-AA-3818-01A
78 years, female, stage:iia, dead, 30 days
12.7
TCGA-AA-3673-01A
53 years, female, stage:ii, alive, 1522 days
12.7
TCGA-AA-A00D-01A
70 years, male, stage:i, alive, 578 days
12.7
TCGA-G4-6298-01A
90 years, male, black or african american, stage:iiib, dead, 715 days
12.6
TCGA-G4-6303-01A
54 years, female, white, stage:iv, dead, 2003 days
12.6
TCGA-AA-3858-01A
67 years, male, stage:i, alive, 945 days
12.6
TCGA-AA-3517-01A
60 years, male, stage:iia, alive, 1186 days
12.6
TCGA-CM-5861-01A
63 years, female, white, stage:iia, alive, 457 days
12.5
TCGA-5M-AATE-01A
76 years, male, black or african american, stage:iia, alive, 1200 days
12.5
TCGA-DM-A28K-01A
75 years, male, white, stage:iia, alive, 2988 days
12.4
TCGA-AA-3543-01A
84 years, male, stage:i, alive, 30 days
12.4
TCGA-D5-6924-01A
68 years, male, white, stage:iia, alive, 435 days
12.4
TCGA-AA-3662-01A
80 years, female, stage:iv, alive, 184 days
12.4
TCGA-3L-AA1B-01A
61 years, female, black or african american, stage:i, alive, 475 days
12.4
TCGA-A6-6141-01A
31 years, male, black or african american, stage:iia, alive, 255 days
12.4
TCGA-CA-6719-01A
77 years, male, asian, stage:iia, alive, 435 days
12.4
TCGA-A6-2674-01A
72 years, male, white, stage:iv, alive, 1331 days
12.4
TCGA-G4-6625-01A
77 years, female, white, stage:iia, alive, 2792 days
12.3
TCGA-A6-5664-01A
80 years, male, black or african american, stage:iiic, alive, 672 days
12.3
TCGA-AY-6197-01A
60 years, male, white, stage:iia, alive, 652 days
12.3
TCGA-AZ-4323-01A
37 years, male, white, stage:iv, dead, 43 days
12.3
TCGA-AA-3846-01A
74 years, female, stage:iia, alive, 518 days
12.3
TCGA-NH-A8F7-01A
53 years, female, black or african american, stage:iia, alive, 543 days
12.3
TCGA-D5-6535-01A
80 years, female, white, stage:iiib, alive, 460 days
12.3
TCGA-AA-A017-01A
57 years, female, stage:iia, alive, 457 days
12.2
TCGA-CM-6164-01A
46 years, female, white, stage:iia, alive, 883 days
12.2
TCGA-A6-6654-01A
65 years, female, white, stage:iiib, alive, 726 days
12.1
TCGA-AA-A02O-01A
82 years, male, stage:ii, alive, 28 days
12.1
TCGA-AA-3530-01A
80 years, male, stage:i, alive, 580 days
12.1
TCGA-AA-3986-01A
73 years, male, stage:i, alive, 580 days
12.0
TCGA-G4-6297-01A
55 years, female, white, stage:iv, alive, 2506 days
12.0
TCGA-F4-6463-01A
51 years, male, white, stage:iia, alive, 1087 days
12.0
TCGA-A6-A567-01A
56 years, male, black or african american, stage:iv, dead, 1881 days
12.0
TCGA-AY-A69D-01A
55 years, female, black or african american, stage:iia, alive, 543 days
11.9
TCGA-AA-3696-01A
75 years, female, stage:iv, dead, 153 days
11.9
TCGA-A6-6137-01A
55 years, male, white, stage:iiib, alive, 824 days
11.9
TCGA-AA-3968-01A
55 years, female, stage:i, alive, 669 days
11.9
TCGA-AA-3534-01A
78 years, female, stage:iia, alive, 882 days
11.9
TCGA-CK-5912-01A
82 years, male, white, stage:i, dead, 1493 days
11.8
TCGA-D5-6930-01A
67 years, male, white, stage:iia, alive, 406 days
11.8
TCGA-CM-6171-01A
77 years, female, white, stage:i, alive, 427 days
11.8
TCGA-A6-A56B-01A
57 years, male, black or african american, stage:iiib, dead, 1711 days
11.8
TCGA-A6-6653-01A
82 years, male, white, stage:i, alive, 742 days
11.8
TCGA-A6-6142-01A
56 years, female, white, stage:iva, alive, 763 days
11.7
TCGA-AA-3994-01A
69 years, male, stage:iiib, alive, 822 days
11.7
TCGA-AA-A01G-01A
63 years, male, stage:iia, alive, 365 days
11.7
TCGA-AA-3525-01A
90 years, male, stage:iiib, alive, 245 days
11.6
TCGA-AA-3538-01A
54 years, female, stage:i, alive, 791 days
11.6
TCGA-F4-6703-01A
64 years, male, white, stage:iia, alive, 1456 days
11.6
TCGA-AZ-6607-01A
69 years, male, white, stage:iv, dead, 97 days
11.6
TCGA-G4-6294-01A
76 years, male, white, stage:iv, dead, 858 days
11.6
TCGA-AA-3502-01A
73 years, male, stage:i, alive, 1065 days
11.5
TCGA-A6-5657-01A
65 years, male, black or african american, stage:iiib, alive, 962 days
11.5
TCGA-AA-A01V-01A
59 years, male, stage:i, alive, 31 days
11.5
TCGA-AA-A03F-01A
90 years, female, stage:iii, dead, 549 days
11.5
TCGA-A6-6651-01A
55 years, female, white, stage:iiib, alive, 662 days
11.5
TCGA-AA-3856-01A
59 years, male, stage:iia, alive, 30 days
11.4
TCGA-AA-A01F-01A
72 years, male, stage:iiib, alive, 974 days
11.2
TCGA-DM-A28E-01A
72 years, female, white, stage:iia, alive, 3648 days
11.1
TCGA-F4-6461-01A
41 years, female, white, stage:iiic, dead, 338 days
11.1
TCGA-F4-6459-01A
61 years, female, white, stage:iiib, dead, 262 days
11.1
TCGA-AA-3837-01A
67 years, male, stage:iia, alive, 1186 days
11.1
TCGA-AY-4071-01A
63 years, female, white, stage:i, dead, 29 days
11.1
TCGA-AA-A02R-01A
84 years, female, stage:iia, dead, 670 days
11.0
TCGA-AD-6901-01A
78 years, male, white, dead, 682 days
11.0
TCGA-QL-A97D-01A
84 years, female, black or african american, stage:i, alive, 666 days
11.0
TCGA-D5-6539-01A
45 years, female, white, alive, 380 days
10.9
TCGA-AA-3552-01A
85 years, male, stage:iiic, dead, 396 days
10.9
TCGA-4T-AA8H-01A
42 years, female, black or african american, stage:iia, alive, 385 days
10.8
TCGA-A6-3807-01A
53 years, female, white, stage:iiic, alive, 1054 days
10.8
TCGA-D5-6530-01A
53 years, male, white, stage:i, alive, 621 days
10.8
TCGA-DM-A0X9-01A
71 years, female, white, stage:iia, alive, 3641 days
10.8
TCGA-QG-A5Z2-01A
61 years, male, black or african american, stage:i, alive, 952 days
10.7
TCGA-AA-3833-01A
63 years, female, stage:iia, alive, 485 days
10.7
TCGA-CK-5913-01A
58 years, female, white, stage:iia, alive, 1561 days
10.7
TCGA-DM-A28G-01A
75 years, male, white, stage:iia, dead, 1849 days
10.6
TCGA-D5-6931-01A
77 years, male, white, stage:iiic, alive, 365 days
10.6
TCGA-AA-A01P-01A
80 years, female, stage:iii, dead, 1158 days
10.6
TCGA-AA-3851-01A
74 years, male, stage:iia, alive, 1006 days
10.6
TCGA-CA-5796-01A
53 years, female, asian, stage:iia, alive, 377 days
10.6
TCGA-CK-4952-01A
48 years, female, white, stage:iiic, alive, 475 days
10.6
TCGA-A6-6652-01A
59 years, male, black or african american, stage:iva, alive, 751 days
10.6
TCGA-DM-A28C-01A
74 years, male, white, stage:iia, dead, 2475 days
10.6
TCGA-D5-6922-01A
76 years, male, white, stage:iiia, alive, 308 days
10.5
TCGA-CM-6680-01A
78 years, female, white, stage:iiib, alive, 366 days
10.5
TCGA-AA-A00N-01A
75 years, male, stage:iib, dead, 122 days
10.5
TCGA-A6-A565-01A
34 years, female, black or african american, stage:iiic, dead, 494 days
10.3
TCGA-G4-6302-01A
90 years, female, white, stage:iia, dead, 2047 days
10.3
TCGA-F4-6570-01A
78 years, female, white, stage:iia, dead, 188 days
10.2
TCGA-AA-A00E-01A
65 years, male, stage:iia, alive, 913 days
10.2
TCGA-AA-A029-01A
67 years, male, stage:ii, alive, 1581 days
10.1
TCGA-AA-A010-01A
46 years, female, stage:iib, alive, 1064 days
10.0
TCGA-F4-6855-01A
70 years, female, white, stage:iia, alive, 1442 days
10.0
TCGA-A6-2686-01A
81 years, female, white, stage:iia, dead, 1126 days
10.0
TCGA-AA-3973-01A
69 years, male, stage:iv, alive, 397 days
9.9
TCGA-D5-6534-01A
62 years, female, white, stage:iia, alive, 1316 days
9.9
TCGA-AA-A024-01A
81 years, male, stage:ii, dead, 1188 days
9.8
TCGA-AA-A01Q-01A
48 years, female, stage:ii, alive, 31 days
9.7
TCGA-AA-A00A-01A
80 years, male, stage:iia, alive, 1157 days
9.6
TCGA-NH-A50V-01A
69 years, male, black or african american, stage:iiib, alive, 588 days
9.4
TCGA-CM-6169-01A
67 years, male, black or african american, stage:iia, alive, 396 days
9.3
TCGA-G4-6320-01A
73 years, male, white, stage:iii, alive, 804 days
9.3
TCGA-AA-3680-01A
67 years, female, stage:iv, dead, 335 days
9.3
TCGA-CM-6162-01A
48 years, female, white, stage:iiib, alive, 365 days
9.2
TCGA-D5-6926-01A
65 years, male, white, stage:iiib, alive, 275 days
9.0
TCGA-CM-5863-01A
60 years, female, white, stage:iiib, alive, 457 days
9.0
TCGA-AA-A02H-01A
74 years, female, stage:iv, dead, 61 days
8.9
TCGA-AU-6004-01A
69 years, female, white, stage:i, alive, 824 days
8.9
TCGA-A6-6649-01A
66 years, male, white, stage:iiib, alive, 735 days
8.9
TCGA-AA-3975-01A
80 years, male, stage:i, alive, 1036 days
8.8
TCGA-AZ-6599-01A
72 years, male, white, stage:i, dead, 206 days
8.7
TCGA-AA-A00F-01A
66 years, male, stage:iiic, alive, 1035 days
8.7
TCGA-A6-6648-01A
56 years, male, white, stage:iva, alive, 766 days
8.7
TCGA-AY-6196-01A
47 years, male, white, stage:iiic, alive, 6 days
8.6
TCGA-AA-3821-01A
81 years, female, stage:i, alive, 31 days
8.5
TCGA-AA-3861-01A
72 years, male, stage:iia, alive, 914 days
8.5
TCGA-WS-AB45-01A
female, black or african american, stage:iia, alive, 2130 days
8.4
TCGA-AA-3956-01A
65 years, male, stage:iia, alive, 1035 days
8.1
TCGA-AA-3854-01A
71 years, female, stage:i, alive, 1096 days
8.0
TCGA-AA-A004-01A
76 years, male, stage:iia, alive, 424 days
8.0
TCGA-AA-A01Z-01A
68 years, male, stage:ii, alive, 1126 days
7.8
TCGA-D5-6928-01A
80 years, male, white, stage:iia, alive, 354 days
7.8
TCGA-AA-A00Q-01A
66 years, female, stage:iiib, alive, 1278 days
7.8
TCGA-AA-3867-01A
74 years, male, stage:iv, alive, 731 days
7.6
TCGA-AA-A02E-01A
82 years, female, stage:iv, dead, 90 days
7.2
TCGA-AA-A01D-01A
47 years, female, stage:iiic, dead, 334 days
7.0
TCGA-A6-2677-01B
68 years, female, white, stage:iiic, dead, 740 days
6.5
TCGA-AA-A00J-01A
80 years, male, stage:iiib, alive, 549 days
6.3
TCGA-A6-A5ZU-01A
59 years, male, black or african american, stage:iiib, alive, 293 days
6.0
TCGA-QG-A5Z1-01A
71 years, male, black or african american, stage:iiib, dead, 256 days
5.8
TCGA-G4-6321-01A
60 years, female, white, stage:iii, alive, 672 days
5.5
TCGA-A6-2672-01B
82 years, female, white, stage:iiib, alive, 1419 days
5.3
TCGA-A6-2684-01C
75 years, female, white, stage:i, alive, 1127 days
4.9
TCGA-AA-A00O-01A
83 years, female, stage:iiic, alive, 822 days
4.7
TCGA-A6-6781-01B
43 years, male, white, stage:iiic, alive, 598 days
The Human Protein Atlas project is funded
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