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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.
TKFC is not prognostic in Kidney Chromophobe (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
14.0
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
47.2
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
37.9
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
25.8
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
25.4
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
23.4
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
23.2
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
22.5
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
22.1
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
21.5
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
21.5
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
21.0
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
20.2
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
20.0
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
19.9
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
19.8
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
18.7
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
18.5
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
17.0
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
17.0
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
16.9
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
16.3
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
16.3
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
15.9
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
15.1
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
15.1
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
14.8
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
14.8
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
14.7
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
14.6
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
14.4
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
14.1
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
13.5
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
13.5
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
13.5
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
13.4
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
13.2
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
12.5
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
12.5
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
12.2
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
12.2
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
11.9
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
11.4
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
11.1
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
10.1
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
8.7
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
8.0
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
6.7
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
6.6
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
6.3
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
6.2
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
6.1
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
6.0
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
5.8
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
5.8
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
5.5
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
5.4
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
5.4
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
5.3
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
4.9
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
4.6
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
4.6
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
3.8
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
2.5
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
TKFC is potential prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
18.5
Number of samples
521
Samples
Sample
Description
TPM
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
70.5
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
61.9
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
58.9
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
57.7
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
50.3
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
49.7
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
48.2
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
44.8
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
44.2
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
43.9
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
42.7
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
42.3
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
42.0
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
41.9
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
41.6
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
39.9
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
39.8
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
39.6
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
39.0
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
38.9
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
38.6
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
38.3
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
37.5
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
37.5
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
37.3
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
36.3
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
36.0
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
35.9
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
35.2
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
35.2
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
33.8
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
33.7
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
33.6
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
33.3
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
33.2
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
33.0
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
33.0
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
32.9
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
32.7
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
32.7
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
32.2
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
31.8
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
31.7
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
31.3
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
31.0
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
30.9
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
30.7
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
30.6
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
30.3
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
30.1
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
30.0
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
29.8
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
29.7
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
29.6
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
29.6
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
29.6
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
29.1
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
29.1
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
29.1
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
28.8
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
28.3
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
28.3
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
28.3
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
28.3
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
28.2
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
27.9
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
27.9
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
27.8
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
27.8
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
27.8
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
27.7
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
27.7
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
27.6
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
27.6
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
27.5
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
27.4
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
27.4
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
27.3
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
27.2
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
27.2
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
27.2
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
27.1
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
27.1
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
27.0
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
27.0
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
26.8
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
26.7
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
26.6
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
26.6
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
26.5
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
26.5
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
26.2
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
26.2
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
26.0
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
26.0
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
25.7
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
25.6
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
25.6
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
25.5
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
25.5
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
25.5
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
25.4
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
25.4
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
25.4
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
25.4
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
25.2
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
25.0
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
24.9
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
24.7
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
24.7
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
24.5
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
24.5
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
24.4
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
24.4
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
24.4
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
24.3
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
24.3
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
24.2
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
24.1
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
24.1
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
24.0
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
23.7
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
23.6
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
23.6
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
23.6
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
23.5
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
23.5
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
23.5
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
23.4
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
23.4
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
23.3
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
23.3
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
23.3
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
23.3
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
23.2
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
23.2
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
23.1
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
23.0
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
22.9
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
22.9
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
22.8
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
22.7
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
22.7
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
22.7
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
22.6
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
22.5
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
22.5
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
22.4
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
22.4
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
22.4
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
22.3
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
22.2
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
22.2
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
22.1
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
22.1
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
21.9
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
21.9
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
21.9
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
21.7
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
21.7
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
21.7
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
21.7
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
21.5
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
21.5
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
21.5
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
21.5
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
21.5
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
21.5
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
21.4
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
21.3
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
21.2
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
21.1
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
21.1
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
21.1
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
21.1
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
21.1
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
21.1
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
21.0
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
21.0
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
21.0
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
20.9
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
20.9
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
20.8
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
20.8
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
20.8
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
20.7
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
20.7
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
20.7
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
20.7
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
20.6
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
20.6
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
20.6
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
20.5
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
20.4
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
20.4
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
20.4
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
20.2
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
20.1
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
20.1
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
19.9
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
19.8
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
19.8
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
19.7
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
19.7
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
19.7
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
19.6
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
19.6
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
19.6
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
19.5
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
19.4
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
19.4
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
19.4
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
19.3
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
19.3
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
19.2
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
19.1
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
19.0
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
19.0
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
19.0
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
18.9
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
18.9
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
18.9
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
18.8
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
18.6
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
18.5
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
18.5
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
18.5
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
18.5
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
18.4
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
18.4
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
18.3
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
18.3
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
18.3
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
18.3
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
18.2
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
18.2
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
18.2
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
18.2
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
18.2
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
18.1
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
18.1
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
18.0
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
18.0
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
18.0
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
17.8
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
17.8
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
17.7
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
17.7
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
17.7
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
17.6
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
17.5
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
17.5
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
17.5
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
17.4
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
17.4
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
17.3
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
17.3
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
17.3
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
17.3
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
17.3
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
17.2
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
17.2
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
17.2
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
17.2
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
17.1
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
17.1
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
17.0
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
17.0
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
17.0
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
17.0
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
16.9
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
16.8
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
16.8
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
16.8
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
16.7
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
16.7
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
16.7
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
16.6
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
16.5
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
16.5
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
16.5
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
16.5
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
16.5
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
16.5
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
16.5
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
16.5
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
16.5
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
16.5
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
16.4
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
16.4
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
16.4
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
16.3
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
16.3
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
16.2
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
16.1
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
16.0
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
16.0
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
16.0
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
16.0
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
16.0
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
15.9
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
15.9
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
15.8
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
15.8
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
15.8
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
15.7
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
15.7
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
15.7
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
15.6
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
15.5
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
15.4
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
15.2
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
15.2
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
15.2
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
15.1
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
15.1
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
15.0
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
15.0
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
15.0
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
14.8
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
14.7
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
14.7
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
14.7
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
14.7
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
14.6
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
14.6
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
14.6
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
14.6
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
14.5
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
14.5
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
14.4
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
14.4
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
14.4
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
14.4
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
14.4
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
14.3
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
14.3
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
14.2
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
14.2
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
14.2
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
14.0
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
14.0
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
14.0
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
13.9
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
13.9
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
13.9
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
13.9
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
13.9
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
13.8
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
13.8
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
13.6
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
13.6
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
13.6
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
13.6
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
13.6
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
13.6
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
13.6
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
13.5
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
13.5
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
13.5
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
13.5
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
13.4
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
13.3
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
13.3
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
13.2
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
13.2
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
13.2
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
13.1
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
13.1
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
13.1
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
13.0
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
13.0
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
12.9
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
12.8
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
12.8
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
12.8
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
12.6
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
12.6
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
12.6
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
12.4
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
12.3
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
12.3
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
12.2
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
12.2
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
12.2
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
12.1
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
12.0
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
12.0
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
11.8
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
11.8
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
11.7
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
11.7
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
11.7
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
11.7
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
11.6
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
11.6
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
11.5
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
11.5
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
11.5
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
11.5
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
11.4
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
11.4
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
11.3
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
11.3
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
11.3
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
11.3
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
11.3
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
11.2
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
11.2
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
11.1
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
11.0
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
11.0
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
10.9
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
10.9
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
10.9
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
10.8
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
10.8
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
10.8
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
10.7
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
10.7
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
10.7
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
10.5
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
10.4
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
10.2
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
10.2
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
10.1
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
10.0
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
9.9
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
9.8
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
9.8
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
9.7
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
9.7
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
9.7
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
9.7
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
9.6
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
9.6
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
9.5
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
9.4
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
9.4
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
9.3
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
9.3
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
9.1
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
9.1
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
9.1
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
9.0
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
9.0
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
8.9
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
8.9
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
8.9
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
8.8
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
8.8
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
8.7
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
8.7
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
8.7
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
8.6
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
8.6
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
8.6
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
8.5
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
8.5
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
8.5
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
8.5
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
8.4
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
8.4
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
8.3
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
8.3
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
8.3
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
8.1
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
8.1
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
8.1
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
8.0
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
8.0
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
8.0
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
8.0
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
8.0
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
8.0
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
7.8
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
7.8
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
7.7
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
7.6
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
7.4
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
7.4
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
7.3
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
7.3
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
7.2
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
7.1
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
7.1
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
7.1
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
7.0
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
6.9
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
6.9
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
6.3
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
6.2
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
6.2
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
6.1
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
6.0
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
6.0
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
5.9
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
5.9
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
5.9
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
5.8
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
5.6
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
5.6
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
5.4
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
5.3
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
5.2
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
5.2
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
5.1
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
5.1
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
5.0
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
4.9
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
4.8
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
4.6
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
3.6
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
3.5
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
3.3
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
3.1
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
2.9
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
2.7
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
2.2
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
1.3
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
TKFC is not prognostic in Kidney Renal Clear Cell Carcinoma (validation)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
20.3
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
51.9
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
46.7
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
44.5
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
39.9
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
39.6
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
36.5
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
35.7
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
34.1
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
33.5
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
33.4
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
32.6
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
32.2
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
32.0
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
31.3
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
30.4
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
30.2
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
30.2
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
30.0
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
27.5
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
27.1
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
26.4
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
25.7
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
25.2
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
25.1
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
24.6
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
24.0
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
23.0
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
22.7
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
22.6
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
22.1
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
22.0
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
21.9
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
21.8
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
21.8
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
21.6
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
21.6
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
21.5
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
21.5
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
21.2
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
20.8
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
20.8
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
20.8
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
20.6
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
20.4
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
20.3
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
20.2
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
20.1
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
20.0
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
20.0
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
19.9
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
19.8
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
19.5
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
19.3
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
19.0
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
19.0
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
18.6
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
18.4
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
18.0
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
17.9
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
17.9
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
17.6
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
17.5
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
17.4
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
17.1
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
16.4
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
16.4
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
16.2
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
16.1
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
15.5
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
15.2
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
15.1
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
14.6
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
14.3
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
14.0
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
13.9
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
13.7
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
13.6
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
13.4
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
13.1
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
12.9
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
12.6
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
12.5
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
12.2
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
11.5
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
11.0
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
11.0
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
10.9
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
10.6
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
10.1
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
9.8
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
9.4
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
9.2
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
8.5
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
6.8
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
6.6
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
6.4
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
6.3
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
6.0
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
5.8
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
TKFC is not prognostic in Kidney Renal Papillary Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
26.7
Number of samples
282
Samples
Sample
Description
TPM
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
131.1
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
125.8
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
110.4
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
100.6
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
76.5
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
72.9
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
63.9
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
63.2
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
62.7
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
57.9
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
56.6
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
52.1
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
50.9
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
50.3
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
49.6
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
48.7
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
48.1
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
47.8
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
46.2
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
45.4
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
44.9
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
44.9
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
44.5
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
44.3
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
44.0
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
44.0
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
43.8
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
43.4
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
43.3
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
42.3
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
42.1
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
41.5
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
41.3
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
41.2
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
41.2
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
40.8
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
40.8
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
40.6
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
40.4
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
40.2
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
40.0
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
39.9
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
39.8
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
39.7
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
39.3
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
38.6
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
38.5
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
38.4
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
38.3
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
38.2
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
38.1
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
37.9
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
37.9
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
37.7
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
37.6
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
37.4
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
37.0
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
36.5
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
36.5
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
36.3
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
36.2
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
35.7
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
35.4
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
35.0
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
34.9
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
34.7
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
34.5
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
34.1
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
33.8
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
33.8
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
33.3
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
33.1
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
33.1
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
33.0
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
32.9
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
32.8
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
32.8
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
32.5
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
31.9
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
31.8
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
31.8
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
31.5
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
31.4
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
31.4
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
31.3
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
31.3
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
31.3
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
31.2
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
31.2
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
31.1
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
30.7
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
30.5
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
30.4
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
30.3
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
30.3
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
30.3
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
30.0
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
30.0
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
29.9
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
29.9
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
29.8
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
29.5
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
29.5
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
29.4
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
29.2
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
29.1
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
28.9
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
28.6
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
28.5
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
28.0
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
27.6
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
27.1
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
27.1
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
26.9
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
26.7
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
26.7
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
26.6
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
26.6
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
26.2
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
26.1
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
25.9
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
25.8
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
25.8
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
25.8
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
25.7
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
25.7
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
25.5
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
25.4
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
25.3
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
25.1
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
25.0
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
24.9
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
24.7
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
24.6
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
24.6
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
24.4
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
24.4
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
24.1
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
24.1
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
23.9
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
23.8
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
23.7
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
23.6
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
23.6
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
23.5
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
23.5
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
23.5
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
23.4
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
23.4
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
23.2
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
23.1
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
23.1
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
23.0
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
22.7
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
22.6
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
22.5
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
22.5
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
22.4
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
22.4
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
22.2
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
22.2
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
22.1
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
22.1
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
21.8
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
21.7
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
21.6
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
21.5
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
20.9
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
20.7
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
20.6
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
20.5
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
20.4
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
20.4
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
20.1
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
20.1
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
20.0
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
20.0
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
20.0
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
19.8
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
19.6
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
19.4
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
19.4
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
19.3
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
19.3
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
19.3
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
19.1
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
19.1
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
18.8
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
18.7
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
18.7
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
18.6
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
18.5
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
18.5
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
18.4
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
18.2
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
18.0
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
17.9
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
17.9
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
17.8
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
17.6
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
17.6
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
17.5
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
17.5
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
17.4
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
17.4
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
17.1
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
17.0
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
16.8
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
16.8
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
16.7
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
16.7
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
16.6
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
16.5
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
16.4
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
16.3
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
16.3
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
16.1
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
16.1
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
16.0
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
15.9
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
15.8
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
15.6
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
15.6
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
15.5
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
15.5
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
15.4
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
15.3
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
15.2
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
14.9
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
14.7
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
14.4
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
13.7
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
13.7
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
13.3
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
13.3
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
13.2
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
13.0
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
12.9
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
12.9
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
12.8
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
12.7
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
12.5
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
12.3
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
12.2
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
11.8
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
11.7
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
11.1
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
11.1
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
11.0
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
10.4
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
10.4
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
10.4
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
10.2
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
10.1
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
10.1
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
10.0
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
9.9
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
9.8
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
9.5
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
9.4
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
9.2
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
8.8
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
8.7
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
8.6
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
8.3
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
8.1
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
7.3
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
7.3
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
6.6
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
6.2
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
6.2
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
6.2
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
5.8
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
5.5
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
5.1
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
4.8
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
4.5
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
4.5
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
3.1
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
2.9
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
1.5
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0006950001
Normal
1.4
CPT0023710001
Normal
1.3
CPT0092740003
Normal
1.2
CPT0066430001
Normal
1.2
CPT0025610001
Normal
1.1
CPT0014350001
Normal
1.1
CPT0065450001
Normal
1.0
CPT0089480003
Normal
1.0
CPT0087050003
Normal
1.0
CPT0064400001
Normal
1.0
CPT0078670001
Normal
1.0
CPT0009080003
Normal
1.0
CPT0012570003
Normal
1.0
CPT0092310003
Normal
1.0
CPT0078840001
Normal
0.9
CPT0026420001
Normal
0.9
CPT0010170001
Normal
0.9
CPT0000790001
Normal
0.9
CPT0023360001
Normal
0.9
CPT0092800003
Normal
0.9
CPT0081620001
Normal
0.9
CPT0012770003
Normal
0.9
CPT0088920001
Normal
0.8
CPT0077140001
Normal
0.8
CPT0007870001
Normal
0.8
CPT0088780001
Normal
0.8
CPT0069010001
Normal
0.8
CPT0000890001
Normal
0.8
CPT0006730001
Normal
0.8
CPT0012090003
Normal
0.7
CPT0007470001
Normal
0.7
CPT0086890003
Normal
0.7
CPT0013790003
Normal
0.7
CPT0025060001
Normal
0.7
CPT0079430001
Normal
0.7
CPT0078940001
Normal
0.6
CPT0077500001
Normal
0.6
CPT0020020001
Normal
0.6
CPT0014470001
Normal
0.6
CPT0079000001
Normal
0.6
CPT0086370003
Normal
0.6
CPT0088710001
Normal
0.6
CPT0082010001
Normal
0.6
CPT0012290003
Normal
0.6
CPT0076350001
Normal
0.6
CPT0075570001
Normal
0.5
CPT0086970003
Normal
0.5
CPT0089040001
Normal
0.5
CPT0001350001
Normal
0.5
CPT0012900004
Tumor
0.5
CPT0086830003
Normal
0.5
CPT0063640001
Normal
0.5
CPT0017450001
Normal
0.5
CPT0001230001
Normal
0.4
CPT0088640003
Normal
0.4
CPT0014130001
Normal
0.4
CPT0066520001
Normal
0.4
CPT0019160001
Normal
0.4
CPT0024680001
Normal
0.4
CPT0018250001
Normal
0.4
CPT0065820001
Normal
0.3
CPT0012920003
Normal
0.3
CPT0001510001
Normal
0.3
CPT0009020003
Normal
0.3
CPT0025920001
Normal
0.3
CPT0000660001
Normal
0.3
CPT0088570001
Normal
0.3
CPT0020130001
Normal
0.2
CPT0088500001
Normal
0.2
CPT0001550001
Normal
0.2
CPT0002370001
Normal
0.1
CPT0078530001
Normal
0.1
CPT0063330001
Normal
0.1
CPT0006530001
Normal
-0.2
CPT0012640003
Normal
-0.2
CPT0001190001
Normal
-0.3
CPT0088690003
Tumor
-0.3
CPT0069190001
Normal
-0.3
CPT0064370003
Tumor
-0.3
CPT0089460004
Tumor
-0.4
CPT0001500009
Tumor
-0.4
CPT0025170003
Tumor
-0.4
CPT0079300001
Normal
-0.4
CPT0075170001
Normal
-0.5
CPT0065810003
Tumor
-0.5
CPT0014160003
Tumor
-0.5
CPT0023690003
Tumor
-0.5
CPT0066470004
Tumor
-0.5
CPT0010120001
Normal
-0.5
CPT0078830003
Tumor
-0.6
CPT0001270001
Normal
-0.6
CPT0077310003
Tumor
-0.6
CPT0092290003
Tumor
-0.6
CPT0078930003
Tumor
-0.6
CPT0092790003
Tumor
-0.6
CPT0075560003
Tumor
-0.7
CPT0006630003
Tumor
-0.7
CPT0075720003
Tumor
-0.7
CPT0078510003
Tumor
-0.7
CPT0066480003
Tumor
-0.7
CPT0002270011
Tumor
-0.7
CPT0069160003
Tumor
-0.7
CPT0021240003
Tumor
-0.7
CPT0079510001
Normal
-0.8
CPT0001220008
Tumor
-0.8
CPT0007860003
Tumor
-0.8
CPT0006900003
Tumor
-0.8
CPT0017410003
Tumor
-0.8
CPT0063320003
Tumor
-0.8
CPT0011240003
Tumor
-0.8
CPT0071150004
Tumor
-0.8
CPT0000780007
Tumor
-0.9
CPT0019990003
Tumor
-0.9
CPT0000870016
Tumor
-0.9
CPT0077490003
Tumor
-0.9
CPT0006440003
Tumor
-0.9
CPT0025110003
Tumor
-0.9
CPT0025880003
Tumor
-0.9
CPT0087040003
Tumor
-0.9
CPT0019130003
Tumor
-0.9
CPT0086360003
Tumor
-0.9
CPT0025580004
Tumor
-1.0
CPT0079480003
Tumor
-1.0
CPT0076330003
Tumor
-1.0
CPT0088480003
Tumor
-1.0
CPT0001540009
Tumor
-1.0
CPT0026410003
Tumor
-1.0
CPT0014370004
Tumor
-1.0
CPT0020120003
Tumor
-1.0
CPT0077320001
Normal
-1.0
CPT0012080003
Tumor
-1.0
CPT0079180003
Tumor
-1.0
CPT0079270003
Tumor
-1.1
CPT0012370003
Tumor
-1.1
CPT0010160003
Tumor
-1.1
CPT0077110003
Tumor
-1.1
CPT0025050003
Tumor
-1.1
CPT0081990003
Tumor
-1.1
CPT0078800003
Tumor
-1.1
CPT0092190003
Normal
-1.1
CPT0009000003
Tumor
-1.1
CPT0015910003
Tumor
-1.1
CPT0092730003
Tumor
-1.1
CPT0015730003
Tumor
-1.2
CPT0024670003
Tumor
-1.2
CPT0012550003
Tumor
-1.2
CPT0088630003
Tumor
-1.2
CPT0069000003
Tumor
-1.2
CPT0010110003
Tumor
-1.2
CPT0007320003
Tumor
-1.2
CPT0081600003
Tumor
-1.2
CPT0000640003
Tumor
-1.2
CPT0065430003
Tumor
-1.2
CPT0088760003
Tumor
-1.2
CPT0012670003
Tumor
-1.3
CPT0012280003
Tumor
-1.3
CPT0065870003
Tumor
-1.3
CPT0086870003
Tumor
-1.3
CPT0089020003
Tumor
-1.3
CPT0009060003
Tumor
-1.3
CPT0065930003
Tumor
-1.3
CPT0063630003
Tumor
-1.3
CPT0088970003
Tumor
-1.3
CPT0025350003
Tumor
-1.3
CPT0025290003
Tumor
-1.3
CPT0084590001
Normal
-1.4
CPT0014450004
Tumor
-1.4
CPT0092160003
Tumor
-1.4
CPT0002350011
Tumor
-1.4
CPT0084560003
Tumor
-1.4
CPT0078990003
Tumor
-1.4
CPT0065690003
Tumor
-1.4
CPT0086030003
Tumor
-1.4
CPT0088900003
Tumor
-1.5
CPT0001180009
Tumor
-1.5
CPT0001260009
Tumor
-1.5
CPT0065750003
Tumor
-1.5
CPT0017850003
Tumor
-1.5
CPT0011410003
Tumor
-1.5
CPT0012180003
Tumor
-1.5
CPT0086950003
Tumor
-1.5
CPT0079410003
Tumor
-1.5
CPT0015810003
Tumor
-1.5
CPT0023350003
Tumor
-1.6
CPT0025230003
Tumor
-1.6
CPT0086820003
Tumor
-1.6
CPT0075130003
Tumor
-1.8
CPT0078660003
Tumor
-1.8
CPT0081880003
Tumor
-1.8
CPT0088550004
Tumor
-1.8
CPT0079380003
Tumor
-1.9
CPT0079230003
Tumor
-1.9
CPT0085670003
Tumor
-2.0
CPT0001340003
Tumor
-2.1
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
