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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.
IMPA1 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
11.8
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
27.9
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
27.4
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
27.3
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
26.6
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
26.5
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
22.7
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
22.7
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
22.4
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
21.0
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
20.9
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
19.6
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
18.3
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
18.1
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
17.7
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
16.9
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
16.3
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
15.0
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
14.5
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
14.3
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
14.2
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
13.9
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
13.6
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
13.3
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
13.2
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
13.1
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
12.9
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
12.5
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
11.8
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
11.6
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
10.7
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
10.7
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
10.1
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
10.0
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
10.0
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
9.9
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
9.6
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
9.4
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
8.9
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
8.7
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
8.3
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
8.3
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
7.7
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
7.5
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
7.1
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
7.0
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
6.7
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
6.4
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
6.4
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
6.2
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
6.1
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
6.0
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
5.8
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
5.5
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
5.5
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
5.3
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
5.3
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
4.5
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
4.3
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
4.2
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
3.7
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
2.7
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
2.4
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
1.9
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 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.
IMPA1 is potential prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
11.0
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
64.8
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
40.7
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
28.7
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
25.4
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
25.2
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
24.2
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
23.9
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
23.9
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
23.1
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
22.4
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
22.3
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
22.2
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
21.5
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
21.1
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
20.7
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
20.3
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
20.0
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
19.8
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
19.8
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
19.6
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
19.5
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
19.5
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
19.4
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
18.9
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
18.8
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
18.7
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
18.6
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
18.5
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
18.5
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
18.5
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
18.4
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
18.3
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
18.3
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
18.2
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
18.0
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
17.8
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
17.8
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
17.5
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
17.5
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
17.0
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
16.9
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
16.9
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
16.8
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
16.7
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
16.6
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
16.6
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
16.6
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
16.4
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
16.4
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
16.4
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
16.4
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
16.4
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
16.4
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
16.4
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
16.4
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
16.3
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
16.3
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
16.1
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
16.1
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
16.1
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
15.9
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
15.8
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
15.7
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
15.7
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
15.7
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
15.6
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
15.5
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
15.5
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
15.4
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
15.4
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
15.3
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
15.2
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
15.2
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
15.2
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
15.1
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
15.1
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
15.1
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
15.1
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
15.0
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
15.0
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
15.0
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
14.9
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
14.9
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
14.9
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
14.9
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
14.8
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
14.8
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
14.8
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
14.7
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
14.7
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
14.6
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
14.6
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
14.6
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
14.5
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
14.5
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
14.5
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
14.5
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
14.4
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
14.4
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
14.4
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
14.3
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
14.3
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
14.3
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
14.2
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
14.2
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
14.1
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
14.1
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
14.1
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
14.1
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
14.1
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
14.1
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
14.1
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
14.0
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
14.0
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
14.0
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
14.0
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
14.0
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
14.0
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
14.0
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
14.0
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
13.9
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
13.9
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
13.9
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
13.9
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
13.8
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
13.7
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
13.7
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
13.7
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
13.7
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
13.7
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
13.6
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
13.6
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
13.5
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
13.5
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
13.5
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
13.5
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
13.4
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
13.4
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
13.4
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
13.4
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
13.3
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
13.3
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
13.3
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
13.3
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
13.3
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
13.3
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
13.2
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
13.2
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
13.2
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
13.1
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
13.1
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
13.1
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
13.0
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
13.0
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
13.0
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
13.0
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
13.0
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
12.9
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
12.9
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
12.9
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
12.9
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
12.9
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
12.9
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
12.9
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
12.8
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
12.7
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
12.7
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
12.7
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
12.7
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
12.7
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
12.6
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
12.6
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
12.6
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
12.6
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
12.6
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
12.6
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
12.6
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
12.6
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
12.6
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
12.6
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
12.6
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
12.5
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
12.5
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
12.5
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
12.5
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
12.4
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
12.4
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
12.4
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
12.4
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
12.4
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
12.3
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
12.3
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
12.3
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
12.2
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
12.2
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
12.2
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
12.1
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
12.1
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
12.1
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
12.1
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
12.1
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
12.1
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
12.1
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
12.0
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
12.0
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
12.0
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
12.0
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
12.0
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
11.9
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
11.9
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
11.9
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
11.9
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
11.9
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
11.8
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
11.8
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
11.8
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
11.7
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
11.7
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
11.6
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
11.6
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
11.6
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
11.6
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
11.6
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
11.6
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
11.6
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
11.5
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
11.5
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
11.4
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
11.4
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
11.4
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
11.3
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
11.3
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
11.3
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
11.3
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
11.2
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
11.2
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
11.2
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
11.2
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
11.2
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
11.2
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
11.1
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
11.1
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
11.1
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
11.1
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
11.1
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
11.1
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
11.0
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
11.0
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
11.0
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
11.0
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
11.0
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
11.0
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
11.0
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
11.0
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
11.0
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
11.0
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
11.0
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
11.0
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
10.9
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
10.9
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
10.9
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
10.8
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
10.8
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
10.8
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
10.8
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
10.8
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
10.8
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
10.8
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
10.8
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
10.7
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
10.7
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
10.7
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
10.7
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
10.6
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
10.6
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
10.6
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
10.6
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
10.5
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
10.5
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
10.4
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
10.4
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
10.4
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
10.3
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
10.3
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
10.3
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
10.3
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
10.3
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
10.3
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
10.3
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
10.2
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
10.2
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
10.2
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
10.2
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
10.2
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
10.1
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
10.0
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
10.0
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
10.0
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
10.0
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
10.0
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
10.0
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
10.0
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
9.9
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
9.9
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
9.9
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
9.9
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
9.9
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
9.8
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
9.8
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
9.8
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
9.8
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
9.8
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
9.8
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
9.8
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
9.7
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
9.7
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
9.7
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
9.7
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
9.6
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
9.6
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
9.6
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
9.5
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
9.5
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
9.5
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
9.5
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
9.4
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
9.4
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
9.3
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
9.3
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
9.3
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
9.3
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
9.3
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
9.3
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
9.2
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
9.2
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
9.2
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
9.2
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
9.1
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
9.1
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
9.1
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
9.0
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
9.0
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
9.0
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
8.9
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
8.9
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
8.9
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
8.9
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
8.9
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
8.8
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
8.7
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
8.7
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
8.6
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
8.6
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
8.6
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
8.6
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
8.5
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
8.5
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
8.5
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
8.5
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
8.4
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
8.3
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
8.2
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
8.1
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
8.1
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
8.1
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
8.1
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
8.0
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
8.0
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
8.0
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
8.0
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
7.9
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
7.9
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
7.9
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
7.9
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
7.9
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
7.8
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
7.8
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
7.8
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
7.8
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
7.8
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
7.7
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
7.7
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
7.7
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
7.7
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
7.7
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
7.7
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
7.6
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
7.5
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
7.5
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
7.5
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
7.5
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
7.5
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
7.4
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
7.4
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
7.3
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
7.3
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
7.3
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
7.3
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
7.2
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
7.2
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
7.2
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
7.2
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
7.1
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
7.1
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
7.1
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
7.1
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
7.0
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
7.0
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
7.0
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
6.9
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
6.9
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
6.9
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
6.9
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
6.9
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
6.9
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
6.9
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
6.9
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
6.9
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
6.9
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
6.8
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
6.8
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
6.8
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
6.8
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
6.8
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
6.8
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
6.7
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
6.7
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
6.7
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
6.7
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
6.6
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
6.6
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
6.5
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
6.5
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
6.4
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
6.4
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
6.4
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
6.4
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
6.4
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
6.3
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
6.3
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
6.3
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
6.3
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
6.2
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
6.2
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
6.2
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
6.2
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
6.2
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
6.2
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
6.2
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
6.1
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
6.1
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
6.1
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
6.1
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
6.1
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
6.0
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
5.9
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
5.9
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
5.9
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
5.9
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
5.9
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
5.9
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
5.9
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
5.9
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
5.8
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
5.7
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
5.7
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
5.7
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
5.6
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
5.6
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
5.6
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
5.5
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
5.5
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
5.4
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
5.3
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
5.3
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
5.3
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
5.2
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
5.1
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
5.1
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
5.0
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
4.9
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
4.9
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
4.9
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
4.8
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
4.8
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
4.8
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
4.6
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
4.6
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
4.6
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
4.5
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
4.5
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
4.3
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
4.3
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
4.2
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
4.2
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
4.2
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
4.2
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
4.2
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
4.1
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
4.0
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
4.0
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
3.9
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
3.8
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
3.7
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
3.7
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
3.7
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
3.7
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
3.6
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
3.6
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
3.6
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
3.3
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
3.3
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
3.3
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
3.2
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
3.2
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
2.8
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
2.5
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
2.4
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
2.0
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
1.8
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 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.
IMPA1 is not prognostic in Kidney Renal Clear Cell Carcinoma (validation)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
14.5
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
25.5
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
24.9
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
24.8
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
24.6
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
23.1
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
22.5
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
22.0
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
21.4
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
20.9
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
20.9
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
20.8
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
20.8
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
20.4
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
20.0
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
19.8
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
19.5
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
19.1
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
19.1
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
18.8
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
18.4
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
17.9
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
17.8
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
17.6
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
17.5
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
17.2
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
16.9
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
16.9
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
16.8
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
16.8
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
16.6
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
16.6
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
16.3
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
16.1
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
16.1
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
15.8
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
15.8
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
15.7
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
15.5
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
15.5
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
15.4
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
15.2
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
15.1
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
15.0
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
15.0
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
14.8
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
14.8
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
14.8
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
14.7
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
14.6
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
14.3
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
14.3
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
14.2
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
13.9
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
13.6
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
13.5
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
13.5
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
13.4
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
13.4
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
13.1
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
13.1
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
13.0
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
12.8
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
12.7
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
12.6
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
12.5
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
12.4
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
12.4
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
12.3
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
12.3
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
12.2
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
12.1
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
11.9
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
11.8
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
11.8
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
11.8
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
11.1
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
11.1
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
11.0
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
11.0
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
10.9
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
10.7
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
10.7
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
10.5
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
10.4
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
10.2
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
10.2
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
10.1
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
9.9
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
9.8
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
9.4
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
8.9
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
8.7
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
8.2
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
7.5
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
7.2
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
7.1
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
7.1
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
6.8
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
6.8
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 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.
IMPA1 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
8.9
Number of samples
282
Samples
Sample
Description
TPM
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
46.6
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
31.6
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
26.0
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
24.7
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
22.8
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
22.5
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
22.5
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
20.3
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
19.4
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
19.1
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
18.4
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
18.4
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
18.3
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
18.1
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
18.0
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
18.0
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
17.8
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
17.8
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
17.5
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
17.5
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
17.2
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
17.0
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
16.9
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
16.9
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
16.8
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
16.2
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
16.0
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
15.7
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
15.6
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
15.5
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
15.5
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
15.1
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
14.7
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
14.5
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
14.4
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
14.2
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
14.1
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
14.1
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
13.8
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
13.8
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
13.6
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
13.6
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
13.6
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
13.6
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
13.3
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
13.3
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
13.3
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
13.2
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
12.9
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
12.9
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
12.8
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
12.7
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
12.7
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
12.7
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
12.6
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
12.5
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
12.4
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
12.4
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
12.3
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
12.3
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
12.3
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
12.3
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
12.2
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
12.1
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
12.0
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
11.8
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
11.7
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
11.7
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
11.6
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
11.6
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
11.4
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
11.3
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
11.3
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
11.2
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
11.2
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
11.2
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
11.2
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
11.1
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
11.1
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
10.9
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
10.9
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
10.8
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
10.8
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
10.7
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
10.7
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
10.6
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
10.5
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
10.4
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
10.4
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
10.4
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
10.3
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
10.2
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
10.2
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
10.2
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
10.1
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
10.1
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
9.9
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
9.9
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
9.8
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
9.8
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
9.8
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
9.7
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
9.6
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
9.6
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
9.6
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
9.6
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
9.5
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
9.5
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
9.5
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
9.3
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
9.3
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
9.2
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
9.1
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
9.0
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
9.0
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
8.9
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
8.8
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
8.8
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
8.8
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
8.7
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
8.6
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
8.6
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
8.6
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
8.6
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
8.5
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
8.5
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
8.5
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
8.5
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
8.4
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
8.4
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
8.3
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
8.3
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
8.2
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
8.2
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
8.2
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
8.0
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
8.0
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
8.0
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
8.0
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
8.0
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
7.9
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
7.8
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
7.7
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
7.7
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
7.7
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
7.7
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
7.7
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
7.6
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
7.6
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
7.6
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
7.5
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
7.5
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
7.5
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
7.4
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
7.4
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
7.3
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
7.1
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
7.1
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
7.1
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
7.1
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
7.1
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
7.1
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
7.1
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
7.0
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
7.0
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
6.9
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
6.9
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
6.8
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
6.8
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
6.8
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
6.8
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
6.7
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
6.7
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
6.6
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
6.6
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
6.6
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
6.6
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
6.6
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
6.5
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
6.4
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
6.4
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
6.3
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
6.3
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
6.3
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
6.2
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
6.2
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
6.2
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
6.2
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
6.1
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
6.1
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
6.0
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
6.0
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
6.0
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
6.0
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
6.0
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
5.9
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
5.9
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
5.8
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
5.8
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
5.8
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
5.6
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
5.6
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
5.5
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
5.5
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
5.5
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
5.5
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
5.5
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
5.5
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
5.4
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
5.4
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
5.4
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
5.4
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
5.3
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
5.3
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
5.3
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
5.3
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
5.2
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
5.0
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
5.0
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
4.9
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
4.9
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
4.8
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
4.8
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
4.8
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
4.8
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
4.7
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
4.7
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
4.7
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
4.7
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
4.6
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
4.5
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
4.3
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
4.3
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
4.3
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
4.3
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
4.2
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
4.2
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
4.2
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
4.2
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
4.1
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
4.1
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
4.1
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
4.1
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
4.1
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
4.0
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
3.9
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
3.8
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
3.8
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
3.8
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
3.6
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
3.6
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
3.5
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
3.5
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
3.5
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
3.4
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
3.3
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
3.3
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
3.3
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
3.2
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
3.2
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
3.1
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
3.1
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
3.0
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
3.0
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
2.8
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
2.7
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
2.6
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
2.6
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
2.6
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
2.6
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
2.4
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
2.3
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
2.3
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
2.3
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
2.3
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
2.0
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
1.9
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
1.6
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
1.6
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
1.0
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
0.0
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0001180009
Tumor
1.2
CPT0000640003
Tumor
1.0
CPT0002270011
Tumor
0.8
CPT0079180003
Tumor
0.8
CPT0025110003
Tumor
0.8
CPT0088970003
Tumor
0.7
CPT0077110003
Tumor
0.7
CPT0014450004
Tumor
0.7
CPT0002350011
Tumor
0.6
CPT0012670003
Tumor
0.6
CPT0012550003
Tumor
0.6
CPT0079270003
Tumor
0.5
CPT0023350003
Tumor
0.5
CPT0021240003
Tumor
0.5
CPT0077490003
Tumor
0.5
CPT0024670003
Tumor
0.5
CPT0012080003
Tumor
0.5
CPT0009000003
Tumor
0.5
CPT0026410003
Tumor
0.5
CPT0019130003
Tumor
0.4
CPT0025050003
Tumor
0.4
CPT0025880003
Tumor
0.4
CPT0065930003
Tumor
0.4
CPT0088630003
Tumor
0.4
CPT0078660003
Tumor
0.3
CPT0079480003
Tumor
0.3
CPT0025580004
Tumor
0.3
CPT0069000003
Tumor
0.3
CPT0088550004
Tumor
0.3
CPT0010110003
Tumor
0.3
CPT0088900003
Tumor
0.3
CPT0014370004
Tumor
0.3
CPT0001540009
Tumor
0.3
CPT0011240003
Tumor
0.3
CPT0025230003
Tumor
0.3
CPT0078990003
Tumor
0.3
CPT0018250001
Normal
0.3
CPT0065690003
Tumor
0.3
CPT0025350003
Tumor
0.2
CPT0086820003
Tumor
0.2
CPT0079430001
Normal
0.2
CPT0012370003
Tumor
0.2
CPT0012640003
Normal
0.2
CPT0017410003
Tumor
0.2
CPT0009020003
Normal
0.2
CPT0000870016
Tumor
0.2
CPT0079300001
Normal
0.2
CPT0025610001
Normal
0.2
CPT0078800003
Tumor
0.2
CPT0088760003
Tumor
0.2
CPT0079410003
Tumor
0.2
CPT0088480003
Tumor
0.2
CPT0012570003
Normal
0.2
CPT0064370003
Tumor
0.2
CPT0086360003
Tumor
0.2
CPT0086870003
Tumor
0.2
CPT0012900004
Tumor
0.2
CPT0025920001
Normal
0.2
CPT0006630003
Tumor
0.2
CPT0000660001
Normal
0.2
CPT0019990003
Tumor
0.2
CPT0001230001
Normal
0.2
CPT0025060001
Normal
0.2
CPT0088500001
Normal
0.1
CPT0079000001
Normal
0.1
CPT0075570001
Normal
0.1
CPT0063320003
Tumor
0.1
CPT0015810003
Tumor
0.1
CPT0063330001
Normal
0.1
CPT0002370001
Normal
0.1
CPT0077310003
Tumor
0.1
CPT0019160001
Normal
0.1
CPT0071150004
Tumor
0.1
CPT0066430001
Normal
0.1
CPT0075560003
Tumor
0.1
CPT0001220008
Tumor
0.1
CPT0064400001
Normal
0.1
CPT0092160003
Tumor
0.1
CPT0006440003
Tumor
0.1
CPT0086370003
Normal
0.1
CPT0010160003
Tumor
0.1
CPT0065810003
Tumor
0.1
CPT0000780007
Tumor
0.1
CPT0014130001
Normal
0.1
CPT0023360001
Normal
0.1
CPT0001550001
Normal
0.1
CPT0086890003
Normal
0.1
CPT0024680001
Normal
0.1
CPT0001260009
Tumor
0.1
CPT0007870001
Normal
0.1
CPT0092740003
Normal
0.1
CPT0079510001
Normal
0.1
CPT0006730001
Normal
0.1
CPT0025290003
Tumor
0.1
CPT0088640003
Normal
0.0
CPT0075130003
Tumor
0.0
CPT0088570001
Normal
0.0
CPT0066470004
Tumor
0.0
CPT0086030003
Tumor
0.0
CPT0012770003
Normal
0.0
CPT0001510001
Normal
0.0
CPT0075720003
Tumor
0.0
CPT0007470001
Normal
0.0
CPT0086830003
Normal
0.0
CPT0017850003
Tumor
0.0
CPT0065870003
Tumor
0.0
CPT0066520001
Normal
0.0
CPT0015910003
Tumor
0.0
CPT0000790001
Normal
0.0
CPT0066480003
Tumor
0.0
CPT0078670001
Normal
0.0
CPT0078830003
Tumor
0.0
CPT0001500009
Tumor
0.0
CPT0006900003
Tumor
0.0
CPT0087040003
Tumor
0.0
CPT0014470001
Normal
0.0
CPT0065450001
Normal
0.0
CPT0089460004
Tumor
0.0
CPT0088780001
Normal
0.0
CPT0087050003
Normal
0.0
CPT0092800003
Normal
0.0
CPT0007320003
Tumor
0.0
CPT0010120001
Normal
0.0
CPT0065750003
Tumor
0.0
CPT0086970003
Normal
0.0
CPT0012280003
Tumor
0.0
CPT0077500001
Normal
0.0
CPT0089480003
Normal
0.0
CPT0012180003
Tumor
0.0
CPT0084560003
Tumor
0.0
CPT0092190003
Normal
0.0
CPT0079380003
Tumor
0.0
CPT0088920001
Normal
-0.1
CPT0076350001
Normal
-0.1
CPT0077140001
Normal
-0.1
CPT0025170003
Tumor
-0.1
CPT0007860003
Tumor
-0.1
CPT0014160003
Tumor
-0.1
CPT0012920003
Normal
-0.1
CPT0081880003
Tumor
-0.1
CPT0063640001
Normal
-0.1
CPT0078940001
Normal
-0.1
CPT0014350001
Normal
-0.1
CPT0065430003
Tumor
-0.1
CPT0082010001
Normal
-0.1
CPT0088710001
Normal
-0.1
CPT0020130001
Normal
-0.1
CPT0081620001
Normal
-0.1
CPT0088690003
Tumor
-0.1
CPT0092730003
Tumor
-0.1
CPT0092790003
Tumor
-0.1
CPT0075170001
Normal
-0.1
CPT0092310003
Normal
-0.1
CPT0013790003
Normal
-0.1
CPT0001190001
Normal
-0.1
CPT0006950001
Normal
-0.1
CPT0065820001
Normal
-0.1
CPT0009080003
Normal
-0.1
CPT0078930003
Tumor
-0.1
CPT0089040001
Normal
-0.2
CPT0077320001
Normal
-0.2
CPT0069010001
Normal
-0.2
CPT0001350001
Normal
-0.2
CPT0063630003
Tumor
-0.2
CPT0015730003
Tumor
-0.2
CPT0012290003
Normal
-0.2
CPT0089020003
Tumor
-0.2
CPT0026420001
Normal
-0.2
CPT0078840001
Normal
-0.2
CPT0001270001
Normal
-0.2
CPT0084590001
Normal
-0.2
CPT0000890001
Normal
-0.2
CPT0010170001
Normal
-0.2
CPT0017450001
Normal
-0.2
CPT0012090003
Normal
-0.2
CPT0079230003
Tumor
-0.3
CPT0069190001
Normal
-0.3
CPT0006530001
Normal
-0.3
CPT0023710001
Normal
-0.3
CPT0023690003
Tumor
-0.3
CPT0020120003
Tumor
-0.3
CPT0020020001
Normal
-0.3
CPT0078530001
Normal
-0.3
CPT0011410003
Tumor
-0.4
CPT0076330003
Tumor
-0.4
CPT0001340003
Tumor
-0.4
CPT0009060003
Tumor
-0.4
CPT0086950003
Tumor
-0.4
CPT0092290003
Tumor
-0.5
CPT0078510003
Tumor
-0.5
CPT0081600003
Tumor
-0.5
CPT0081990003
Tumor
-0.5
CPT0069160003
Tumor
-0.7
CPT0085670003
Tumor
-0.7
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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.