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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.
ASPG 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
2.2
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
27.0
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
14.8
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
12.0
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
10.2
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
7.4
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
7.1
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
6.9
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
6.6
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
6.0
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
5.8
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
5.2
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
3.8
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
3.3
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
3.0
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
2.3
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
2.3
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
2.2
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
1.8
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
1.8
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
1.7
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
1.6
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
1.4
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
1.2
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
1.2
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
1.1
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
1.0
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
1.0
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
0.9
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
0.8
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
0.7
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
0.7
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
0.7
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
0.5
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
0.3
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
0.2
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
0.2
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
0.1
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
0.1
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
0.1
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
0.1
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
0.1
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
0.1
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
0.1
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
0.1
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
0.0
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
0.0
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
0.0
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
0.0
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
0.0
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
0.0
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
0.0
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
0.0
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
0.0
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
0.0
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
0.0
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
0.0
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
0.0
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
0.0
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
0.0
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
0.0
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
0.0
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
0.0
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
0.0
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 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.
ASPG is validated 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
14.2
Number of samples
521
Samples
Sample
Description
TPM
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
170.4
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
107.0
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
99.8
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
97.9
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
96.5
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
85.6
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
83.8
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
83.0
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
79.4
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
69.3
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
66.6
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
65.5
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
63.6
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
63.6
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
63.5
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
63.4
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
61.8
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
61.7
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
60.8
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
58.6
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
58.5
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
58.2
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
56.3
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
56.1
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
54.3
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
53.1
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
51.8
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
51.3
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
51.2
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
50.8
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
49.9
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
49.8
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
48.6
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
48.2
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
47.6
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
46.4
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
45.4
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
45.3
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
44.6
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
44.5
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
44.0
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
43.7
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
43.6
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
43.2
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
43.1
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
42.4
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
41.8
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
41.3
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
41.2
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
40.5
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
40.2
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
39.7
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
39.4
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
38.6
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
38.2
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
37.3
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
37.1
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
36.9
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
36.3
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
36.1
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
35.5
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
35.3
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
35.1
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
34.9
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
34.6
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
34.5
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
34.3
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
34.0
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
34.0
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
33.9
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
33.9
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
33.2
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
32.6
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
32.4
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
32.1
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
32.1
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
32.1
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
31.1
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
30.7
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
30.6
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
30.6
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
30.4
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
30.3
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
30.0
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
29.8
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
29.8
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
29.6
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
28.6
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
28.4
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
28.4
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
28.3
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
28.3
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
28.2
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
28.2
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
28.2
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
28.1
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
28.0
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
27.7
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
27.1
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
26.9
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
26.7
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
26.5
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
26.4
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
26.2
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
26.0
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
26.0
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
25.8
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
25.3
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
25.1
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
25.1
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
24.6
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
24.5
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
24.3
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
24.0
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
23.9
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
23.6
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
23.3
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
23.0
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
22.5
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
22.2
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
22.2
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
22.0
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
21.8
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
21.7
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
21.6
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
21.5
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
21.4
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
21.2
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
21.2
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
21.2
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
21.0
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
20.8
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
20.7
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
20.7
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
20.0
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
19.9
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
19.7
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
19.5
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
19.5
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
19.3
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
19.2
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
19.2
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
18.7
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
18.7
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
18.5
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
18.2
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
18.1
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
18.1
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
17.9
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
17.8
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
17.8
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
17.7
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
17.7
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
17.7
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
17.5
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
17.3
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
16.9
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
16.8
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
16.8
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
16.8
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
16.6
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
16.5
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
16.5
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
16.4
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
16.2
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
16.2
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
16.1
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
15.5
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
15.5
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
15.4
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
15.4
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
15.2
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
15.1
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
15.0
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
15.0
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
14.8
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
14.6
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
14.6
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
14.4
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
14.3
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
14.0
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
13.9
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
13.9
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
13.6
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
13.6
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
13.6
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
13.5
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
13.1
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
12.9
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
12.9
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
12.8
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
12.7
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
12.6
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
12.5
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
12.2
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
12.0
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
11.9
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
11.8
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
11.5
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
11.3
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
11.2
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
11.1
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
11.0
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
10.9
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
10.8
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
10.6
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
10.5
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
10.5
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
10.4
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
10.3
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
10.3
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
10.2
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
10.1
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
10.0
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
10.0
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
10.0
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
9.9
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
9.8
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
9.7
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
9.6
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
9.6
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
9.5
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
9.4
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
9.3
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
9.3
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
9.1
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
9.0
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
8.8
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
8.7
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
8.7
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
8.6
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
8.6
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
8.6
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
8.5
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
8.5
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
8.5
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
8.3
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
8.2
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
8.0
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
8.0
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
7.9
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
7.9
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
7.9
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
7.8
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
7.8
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
7.8
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
7.7
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
7.5
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
7.5
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
7.5
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
7.5
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
7.4
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
7.4
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
7.4
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
7.2
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
7.0
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
6.9
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
6.6
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
6.6
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
6.4
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
6.3
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
6.3
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
6.2
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
6.1
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
6.0
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
5.8
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
5.6
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
5.5
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
5.5
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
5.4
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
5.4
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
5.4
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
5.4
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
5.4
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
5.4
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
5.3
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
5.3
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
5.1
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
5.1
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
5.1
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
5.1
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
5.0
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
5.0
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
4.9
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
4.7
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
4.7
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
4.7
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
4.7
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
4.7
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
4.6
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
4.5
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
4.5
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
4.3
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
4.3
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
4.3
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
4.2
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
4.2
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
4.2
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
4.1
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
4.1
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
4.1
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
4.0
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
3.8
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
3.8
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
3.7
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
3.7
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
3.6
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
3.5
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
3.5
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
3.5
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
3.4
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
3.3
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
3.3
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
3.2
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
3.2
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
3.2
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
3.1
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
3.1
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
3.1
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
3.1
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
3.0
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
2.8
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
2.8
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
2.7
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
2.7
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
2.6
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
2.6
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
2.6
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
2.6
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
2.5
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
2.5
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
2.4
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
2.4
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
2.4
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
2.3
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
2.2
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
2.2
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
2.1
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
2.0
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
2.0
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
1.9
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
1.9
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
1.9
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
1.9
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
1.8
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
1.8
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
1.8
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
1.8
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
1.7
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
1.7
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
1.7
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
1.7
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
1.7
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
1.6
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
1.6
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
1.6
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
1.6
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
1.5
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
1.5
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
1.5
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
1.5
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
1.5
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
1.5
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
1.4
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
1.4
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
1.3
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
1.3
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
1.2
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
1.2
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
1.2
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
1.2
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
1.2
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
1.2
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
1.2
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
1.1
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
1.1
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
1.1
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
1.0
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
1.0
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
1.0
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
1.0
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
1.0
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
1.0
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
1.0
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
1.0
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
0.9
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
0.9
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
0.9
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
0.8
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
0.8
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
0.8
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
0.8
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
0.8
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
0.8
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
0.7
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
0.7
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
0.7
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
0.6
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
0.6
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
0.6
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
0.6
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
0.6
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
0.6
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
0.6
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
0.6
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
0.6
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
0.5
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
0.5
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
0.5
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
0.5
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
0.5
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
0.5
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
0.5
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
0.4
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
0.4
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
0.4
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
0.4
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
0.4
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
0.4
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
0.4
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
0.4
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
0.4
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
0.4
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
0.4
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
0.3
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
0.3
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
0.3
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
0.3
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
0.3
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
0.3
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
0.3
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
0.3
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
0.3
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
0.3
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
0.2
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
0.2
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
0.2
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
0.2
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
0.2
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
0.2
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
0.2
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
0.2
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
0.2
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
0.2
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
0.2
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
0.2
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
0.1
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
0.1
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
0.1
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
0.1
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
0.1
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
0.1
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
0.1
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
0.1
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
0.1
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
0.1
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
0.1
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
0.1
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
0.1
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
0.1
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
0.1
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
0.1
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
0.1
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
0.1
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
0.1
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
0.1
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
0.1
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
0.1
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
0.1
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
0.1
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
0.1
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
0.1
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
0.1
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
0.1
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
0.1
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
0.1
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
0.1
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
0.1
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
0.1
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
0.1
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
0.1
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
0.1
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
0.1
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
0.1
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
0.1
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
0.1
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
0.0
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
0.0
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
0.0
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
0.0
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
0.0
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
0.0
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
0.0
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
0.0
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
0.0
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
0.0
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
0.0
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
0.0
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
0.0
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
0.0
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
0.0
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
0.0
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
0.0
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
0.0
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
0.0
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
0.0
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
0.0
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
0.0
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
0.0
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
0.0
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
0.0
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
0.0
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
0.0
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
0.0
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
0.0
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
0.0
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
0.0
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
0.0
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
0.0
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
0.0
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 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.
ASPG is validated prognostic, high expression is favorable 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
14.7
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
95.5
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
72.4
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
58.7
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
57.0
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
55.0
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
54.4
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
52.6
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
52.3
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
48.7
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
38.5
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
36.8
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
36.0
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
33.7
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
33.1
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
32.2
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
31.2
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
30.5
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
30.2
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
30.1
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
29.6
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
29.6
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
28.8
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
28.1
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
28.0
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
27.7
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
27.4
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
27.3
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
25.9
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
24.4
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
24.2
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
22.0
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
18.7
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
18.6
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
18.3
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
17.7
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
15.8
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
14.9
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
14.9
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
13.0
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
12.7
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
12.5
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
11.8
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
11.4
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
10.3
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
7.2
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
7.1
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
6.2
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
5.8
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
5.1
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
4.9
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
4.5
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
3.0
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
3.0
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
2.6
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
2.5
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
2.4
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
2.3
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
2.0
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
1.8
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
1.8
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
1.7
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
1.5
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
1.4
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
1.4
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
1.3
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
1.3
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
1.1
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
1.1
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
1.0
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
1.0
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
0.9
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
0.6
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
0.4
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
0.3
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
0.3
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
0.2
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
0.2
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
0.2
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
0.2
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
0.1
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
0.1
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
0.1
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
0.1
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
0.1
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
0.1
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
0.1
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
0.1
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
0.1
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
0.1
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
0.1
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
0.0
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
0.0
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
0.0
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
0.0
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
0.0
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
0.0
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
0.0
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
0.0
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
0.0
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 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.
ASPG 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
2.3
Number of samples
282
Samples
Sample
Description
TPM
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
216.6
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
96.3
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
40.1
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
32.4
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
22.4
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
15.1
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
14.0
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
11.1
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
10.8
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
10.7
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
9.1
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
8.9
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
8.3
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
7.9
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
6.9
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
6.5
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
6.5
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
5.8
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
5.2
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
4.0
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
4.0
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
3.7
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
3.3
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
3.3
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
3.3
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
3.2
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
3.2
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
3.2
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
3.1
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
2.9
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
2.8
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
2.8
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
2.7
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
2.6
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
2.5
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
2.4
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
2.3
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
2.2
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
2.2
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
2.2
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
2.2
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
2.1
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
2.0
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
1.9
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
1.9
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
1.8
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
1.8
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
1.8
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
1.8
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
1.7
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
1.7
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
1.7
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
1.6
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
1.5
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
1.4
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
1.4
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
1.3
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
1.3
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
1.3
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
1.3
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
1.3
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
1.3
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
1.2
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
1.2
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
1.1
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
1.1
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
1.1
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
1.1
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
0.9
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
0.9
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
0.9
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
0.9
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
0.9
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
0.9
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
0.8
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
0.8
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
0.8
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
0.8
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
0.8
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
0.7
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
0.7
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
0.7
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
0.7
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
0.6
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
0.6
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
0.6
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
0.6
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
0.6
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
0.6
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
0.6
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
0.6
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
0.5
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
0.5
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
0.5
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
0.4
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
0.4
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
0.4
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
0.4
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
0.4
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
0.4
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
0.4
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
0.4
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
0.4
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
0.4
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
0.4
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
0.4
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
0.4
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
0.4
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
0.3
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
0.3
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
0.3
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
0.3
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
0.3
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
0.3
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
0.3
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
0.3
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
0.3
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
0.3
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
0.3
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
0.3
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
0.2
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
0.2
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
0.2
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
0.2
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
0.2
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
0.2
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
0.2
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
0.2
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
0.2
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
0.2
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
0.2
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
0.2
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
0.2
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
0.2
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
0.2
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
0.2
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
0.2
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
0.2
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
0.2
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
0.2
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
0.2
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
0.2
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
0.2
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
0.2
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
0.2
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
0.2
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
0.1
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
0.1
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
0.1
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
0.1
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
0.1
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
0.1
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
0.1
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
0.1
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
0.1
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
0.1
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
0.1
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
0.1
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
0.1
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
0.1
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
0.1
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
0.1
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
0.1
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
0.1
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
0.1
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
0.1
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
0.1
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
0.1
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
0.1
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
0.1
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
0.1
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
0.1
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
0.1
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
0.1
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
0.1
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
0.1
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
0.1
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
0.1
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
0.1
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
0.1
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
0.1
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
0.0
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
0.0
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
0.0
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
0.0
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
0.0
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
0.0
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
0.0
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
0.0
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
0.0
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
0.0
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
0.0
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
0.0
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
0.0
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
0.0
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
0.0
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
0.0
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
0.0
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
0.0
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
0.0
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
0.0
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
0.0
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
0.0
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
0.0
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
0.0
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
0.0
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
0.0
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
0.0
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
0.0
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
0.0
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
0.0
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
0.0
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
0.0
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
0.0
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
0.0
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
0.0
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
0.0
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
0.0
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
0.0
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
0.0
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
0.0
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
0.0
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
0.0
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
0.0
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
0.0
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
0.0
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
0.0
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
0.0
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
0.0
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
0.0
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
0.0
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
0.0
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
0.0
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
0.0
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
0.0
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
0.0
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
0.0
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
0.0
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
0.0
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
0.0
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
0.0
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
0.0
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
0.0
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
0.0
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
0.0
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
0.0
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
0.0
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
0.0
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
0.0
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
0.0
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
0.0
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
0.0
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
0.0
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
0.0
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
0.0
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
0.0
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
0.0
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
0.0
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
0.0
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
0.0
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
0.0
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
0.0
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
0.0
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
0.0
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
0.0
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
0.0
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
0.0
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
0.0
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
0.0
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
0.0
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
0.0
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
0.0
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
0.0
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
0.0
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
0.0
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
0.0
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
0.0
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
0.0
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
0.0
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
0.0
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
0.0
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0012900004
Tumor
2.1
CPT0025230003
Tumor
2.0
CPT0007860003
Tumor
1.5
CPT0065930003
Tumor
1.5
CPT0079480003
Tumor
1.4
CPT0088780001
Normal
1.3
CPT0064370003
Tumor
1.2
CPT0024670003
Tumor
1.0
CPT0023360001
Normal
1.0
CPT0025290003
Tumor
1.0
CPT0078670001
Normal
0.9
CPT0086370003
Normal
0.9
CPT0025110003
Tumor
0.9
CPT0076350001
Normal
0.9
CPT0066470004
Tumor
0.8
CPT0009080003
Normal
0.8
CPT0009000003
Tumor
0.8
CPT0019990003
Tumor
0.8
CPT0064400001
Normal
0.8
CPT0088900003
Tumor
0.8
CPT0006630003
Tumor
0.8
CPT0019130003
Tumor
0.7
CPT0087040003
Tumor
0.7
CPT0088710001
Normal
0.7
CPT0014160003
Tumor
0.7
CPT0063640001
Normal
0.6
CPT0006950001
Normal
0.6
CPT0066480003
Tumor
0.6
CPT0092790003
Tumor
0.6
CPT0092160003
Tumor
0.6
CPT0006900003
Tumor
0.6
CPT0011240003
Tumor
0.6
CPT0000890001
Normal
0.6
CPT0025050003
Tumor
0.6
CPT0000780007
Tumor
0.6
CPT0079430001
Normal
0.6
CPT0065450001
Normal
0.6
CPT0012090003
Normal
0.6
CPT0009060003
Tumor
0.5
CPT0001350001
Normal
0.5
CPT0006730001
Normal
0.5
CPT0075170001
Normal
0.5
CPT0092290003
Tumor
0.5
CPT0065750003
Tumor
0.5
CPT0089020003
Tumor
0.5
CPT0024680001
Normal
0.5
CPT0001550001
Normal
0.5
CPT0025610001
Normal
0.4
CPT0086890003
Normal
0.4
CPT0079270003
Tumor
0.4
CPT0063320003
Tumor
0.4
CPT0066520001
Normal
0.4
CPT0086970003
Normal
0.4
CPT0001190001
Normal
0.4
CPT0023690003
Tumor
0.4
CPT0001260009
Tumor
0.3
CPT0065690003
Tumor
0.3
CPT0069010001
Normal
0.3
CPT0012370003
Tumor
0.3
CPT0087050003
Normal
0.3
CPT0015910003
Tumor
0.3
CPT0088760003
Tumor
0.3
CPT0077140001
Normal
0.2
CPT0025170003
Tumor
0.2
CPT0007870001
Normal
0.2
CPT0084590001
Normal
0.2
CPT0088570001
Normal
0.2
CPT0079380003
Tumor
0.2
CPT0020020001
Normal
0.2
CPT0088630003
Tumor
0.1
CPT0006530001
Normal
0.1
CPT0012080003
Tumor
0.1
CPT0089040001
Normal
0.1
CPT0089460004
Tumor
0.1
CPT0078530001
Normal
0.1
CPT0086820003
Tumor
0.1
CPT0000790001
Normal
0.1
CPT0078510003
Tumor
0.0
CPT0000660001
Normal
0.0
CPT0012570003
Normal
0.0
CPT0006440003
Tumor
0.0
CPT0013790003
Normal
0.0
CPT0079000001
Normal
0.0
CPT0012770003
Normal
0.0
CPT0078840001
Normal
0.0
CPT0092800003
Normal
0.0
CPT0001540009
Tumor
0.0
CPT0086830003
Normal
0.0
CPT0088920001
Normal
0.0
CPT0075720003
Tumor
0.0
CPT0077490003
Tumor
0.0
CPT0001270001
Normal
-0.1
CPT0023710001
Normal
-0.1
CPT0014350001
Normal
-0.1
CPT0088500001
Normal
-0.1
CPT0014450004
Tumor
-0.1
CPT0082010001
Normal
-0.1
CPT0017450001
Normal
-0.1
CPT0066430001
Normal
-0.1
CPT0009020003
Normal
-0.1
CPT0075560003
Tumor
-0.1
CPT0065820001
Normal
-0.1
CPT0012920003
Normal
-0.1
CPT0077310003
Tumor
-0.2
CPT0020130001
Normal
-0.2
CPT0078940001
Normal
-0.2
CPT0010170001
Normal
-0.2
CPT0069190001
Normal
-0.2
CPT0081620001
Normal
-0.2
CPT0026420001
Normal
-0.3
CPT0078830003
Tumor
-0.3
CPT0075570001
Normal
-0.3
CPT0025350003
Tumor
-0.3
CPT0086360003
Tumor
-0.3
CPT0001500009
Tumor
-0.3
CPT0010160003
Tumor
-0.3
CPT0001220008
Tumor
-0.3
CPT0019160001
Normal
-0.3
CPT0092740003
Normal
-0.3
CPT0079510001
Normal
-0.3
CPT0076330003
Tumor
-0.4
CPT0092190003
Normal
-0.4
CPT0014470001
Normal
-0.4
CPT0077500001
Normal
-0.4
CPT0014130001
Normal
-0.4
CPT0065870003
Tumor
-0.4
CPT0089480003
Normal
-0.4
CPT0025920001
Normal
-0.4
CPT0000640003
Tumor
-0.4
CPT0012550003
Tumor
-0.4
CPT0088640003
Normal
-0.5
CPT0092310003
Normal
-0.5
CPT0012290003
Normal
-0.5
CPT0018250001
Normal
-0.5
CPT0000870016
Tumor
-0.5
CPT0065810003
Tumor
-0.6
CPT0063330001
Normal
-0.6
CPT0077320001
Normal
-0.6
CPT0025060001
Normal
-0.6
CPT0081880003
Tumor
-0.6
CPT0007470001
Normal
-0.6
CPT0086950003
Tumor
-0.6
CPT0014370004
Tumor
-0.6
CPT0063630003
Tumor
-0.6
CPT0079300001
Normal
-0.6
CPT0078930003
Tumor
-0.6
CPT0025580004
Tumor
-0.7
CPT0079230003
Tumor
-0.7
CPT0081990003
Tumor
-0.7
CPT0077110003
Tumor
-0.7
CPT0001180009
Tumor
-0.7
CPT0065430003
Tumor
-0.7
CPT0001510001
Normal
-0.7
CPT0079180003
Tumor
-0.7
CPT0020120003
Tumor
-0.8
CPT0086030003
Tumor
-0.8
CPT0015730003
Tumor
-0.8
CPT0010120001
Normal
-0.8
CPT0002270011
Tumor
-0.8
CPT0002350011
Tumor
-0.9
CPT0012640003
Normal
-0.9
CPT0069000003
Tumor
-0.9
CPT0079410003
Tumor
-1.0
CPT0002370001
Normal
-1.0
CPT0088970003
Tumor
-1.0
CPT0088550004
Tumor
-1.0
CPT0025880003
Tumor
-1.0
CPT0081600003
Tumor
-1.0
CPT0088480003
Tumor
-1.0
CPT0026410003
Tumor
-1.0
CPT0086870003
Tumor
-1.0
CPT0012280003
Tumor
-1.0
CPT0021240003
Tumor
-1.1
CPT0088690003
Tumor
-1.1
CPT0011410003
Tumor
-1.1
CPT0092730003
Tumor
-1.1
CPT0015810003
Tumor
-1.1
CPT0007320003
Tumor
-1.1
CPT0012670003
Tumor
-1.2
CPT0071150004
Tumor
-1.2
CPT0017410003
Tumor
-1.2
CPT0078990003
Tumor
-1.3
CPT0001230001
Normal
-1.3
CPT0069160003
Tumor
-1.3
CPT0023350003
Tumor
-1.3
CPT0010110003
Tumor
-1.4
CPT0085670003
Tumor
-1.5
CPT0012180003
Tumor
-1.5
CPT0084560003
Tumor
-1.5
CPT0017850003
Tumor
-1.5
CPT0078800003
Tumor
-1.5
CPT0001340003
Tumor
-1.6
CPT0075130003
Tumor
-1.8
CPT0078660003
Tumor
-1.9
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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
