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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.
QTRT1 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
28.5
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
101.4
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
94.8
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
85.9
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
70.7
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
59.8
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
50.9
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
48.5
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
46.3
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
41.0
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
39.8
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
39.8
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
39.8
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
37.4
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
37.0
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
33.4
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
33.1
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
32.6
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
32.5
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
32.2
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
31.7
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
31.5
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
28.7
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
28.3
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
28.0
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
27.6
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
27.1
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
27.0
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
25.6
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
25.1
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
25.0
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
24.9
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
24.8
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
24.6
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
23.2
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
22.1
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
21.9
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
21.5
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
20.7
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
20.7
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
20.6
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
20.4
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
20.2
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
20.0
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
20.0
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
19.2
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
17.4
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
17.2
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
17.0
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
16.8
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
16.5
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
16.4
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
14.4
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
14.2
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
13.8
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
13.5
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
13.4
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
13.2
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
11.4
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
11.0
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
8.9
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
8.8
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
8.2
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
7.4
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 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.
QTRT1 is not prognostic 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
17.4
Number of samples
521
Samples
Sample
Description
TPM
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
44.9
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
42.1
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
38.9
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
37.5
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
37.5
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
37.3
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
36.4
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
36.3
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
36.2
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
36.1
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
35.2
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
34.5
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
34.0
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
33.6
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
33.5
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
33.4
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
33.4
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
32.8
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
32.6
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
32.5
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
32.4
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
32.0
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
31.4
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
31.2
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
31.1
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
31.0
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
30.7
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
30.6
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
30.1
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
29.6
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
29.6
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
29.5
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
29.4
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
29.4
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
29.4
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
29.1
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
29.0
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
28.8
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
28.4
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
28.3
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
28.3
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
28.2
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
28.1
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
28.0
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
27.7
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
27.6
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
27.6
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
27.3
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
27.3
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
27.2
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
27.2
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
27.1
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
27.1
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
27.1
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
27.0
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
26.5
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
26.5
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
26.5
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
26.2
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
26.0
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
25.9
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
25.8
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
25.8
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
25.6
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
25.6
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
25.4
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
25.3
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
25.3
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
25.1
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
25.0
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
25.0
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
25.0
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
25.0
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
24.7
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
24.7
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
24.6
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
24.6
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
24.5
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
24.5
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
24.5
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
24.5
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
24.4
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
24.3
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
24.1
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
24.0
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
23.9
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
23.8
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
23.6
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
23.6
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
23.5
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
23.5
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
23.4
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
23.3
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
23.2
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
23.2
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
23.2
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
23.2
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
23.1
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
23.1
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
23.0
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
23.0
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
23.0
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
22.9
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
22.8
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
22.8
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
22.8
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
22.8
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
22.6
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
22.6
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
22.5
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
22.5
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
22.4
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
22.4
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
22.4
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
22.4
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
22.3
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
22.3
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
22.2
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
22.1
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
22.0
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
21.8
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
21.7
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
21.7
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
21.6
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
21.6
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
21.5
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
21.4
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
21.4
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
21.3
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
21.3
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
21.3
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
21.3
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
21.3
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
21.2
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
21.2
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
21.0
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
20.9
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
20.9
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
20.9
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
20.9
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
20.8
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
20.8
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
20.7
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
20.7
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
20.6
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
20.6
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
20.6
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
20.5
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
20.5
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
20.4
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
20.3
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
20.3
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
20.3
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
20.2
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
20.2
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
20.2
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
20.1
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
20.1
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
20.0
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
20.0
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
19.9
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
19.8
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
19.8
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
19.7
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
19.7
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
19.6
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
19.6
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
19.6
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
19.5
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
19.5
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
19.5
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
19.5
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
19.5
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
19.4
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
19.4
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
19.3
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
19.3
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
19.3
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
19.3
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
19.2
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
19.2
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
19.1
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
19.1
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
19.1
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
19.0
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
18.9
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
18.9
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
18.9
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
18.9
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
18.8
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
18.8
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
18.8
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
18.8
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
18.7
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
18.7
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
18.7
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
18.6
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
18.6
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
18.6
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
18.5
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
18.5
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
18.3
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
18.3
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
18.2
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
18.2
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
18.2
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
18.2
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
18.2
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
18.2
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
18.1
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
18.1
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
18.1
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
18.1
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
18.1
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
18.0
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
18.0
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
18.0
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
18.0
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
17.9
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
17.9
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
17.9
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
17.8
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
17.8
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
17.8
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
17.8
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
17.8
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
17.7
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
17.6
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
17.6
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
17.5
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
17.4
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
17.4
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
17.4
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
17.3
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
17.3
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
17.2
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
17.2
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
17.2
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
17.2
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
17.1
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
17.1
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
17.1
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
17.1
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
17.1
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
17.1
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
17.0
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
17.0
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
16.9
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
16.9
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
16.9
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
16.9
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
16.8
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
16.8
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
16.8
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
16.8
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
16.7
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
16.7
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
16.7
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
16.7
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
16.7
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
16.6
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
16.6
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
16.6
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
16.6
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
16.5
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
16.4
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
16.4
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
16.3
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
16.3
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
16.3
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
16.3
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
16.2
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
16.2
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
16.1
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
16.1
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
16.1
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
16.0
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
16.0
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
16.0
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
16.0
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
15.8
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
15.8
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
15.8
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
15.7
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
15.7
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
15.7
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
15.7
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
15.6
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
15.6
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
15.5
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
15.4
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
15.4
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
15.4
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
15.4
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
15.4
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
15.4
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
15.4
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
15.3
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
15.3
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
15.2
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
15.2
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
15.2
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
15.2
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
15.2
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
15.1
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
15.1
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
15.1
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
15.1
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
15.0
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
15.0
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
15.0
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
14.9
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
14.9
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
14.9
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
14.9
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
14.8
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
14.8
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
14.8
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
14.8
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
14.8
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
14.6
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
14.6
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
14.6
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
14.5
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
14.4
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
14.4
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
14.4
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
14.3
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
14.3
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
14.3
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
14.2
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
14.2
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
14.2
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
14.2
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
14.1
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
14.1
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
14.1
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
14.1
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
14.0
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
13.9
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
13.9
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
13.8
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
13.8
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
13.7
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
13.7
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
13.6
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
13.6
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
13.6
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
13.6
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
13.6
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
13.6
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
13.5
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
13.5
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
13.5
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
13.5
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
13.5
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
13.5
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
13.4
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
13.4
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
13.4
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
13.4
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
13.4
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
13.4
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
13.4
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
13.3
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
13.3
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
13.2
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
13.1
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
13.1
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
13.0
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
13.0
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
13.0
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
12.9
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
12.9
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
12.9
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
12.8
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
12.8
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
12.8
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
12.8
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
12.7
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
12.6
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
12.6
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
12.6
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
12.6
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
12.5
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
12.5
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
12.5
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
12.4
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
12.4
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
12.4
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
12.4
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
12.4
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
12.3
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
12.3
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
12.3
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
12.3
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
12.3
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
12.3
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
12.2
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
12.2
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
12.1
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
12.1
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
12.1
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
12.1
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
12.0
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
12.0
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
12.0
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
11.9
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
11.9
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
11.9
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
11.9
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
11.8
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
11.7
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
11.6
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
11.6
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
11.6
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
11.5
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
11.5
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
11.4
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
11.4
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
11.4
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
11.4
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
11.3
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
11.3
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
11.3
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
11.3
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
11.2
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
11.2
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
11.2
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
11.2
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
11.2
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
11.1
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
11.1
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
11.1
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
11.0
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
10.9
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
10.9
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
10.9
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
10.8
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
10.7
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
10.6
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
10.6
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
10.6
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
10.5
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
10.5
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
10.5
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
10.5
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
10.5
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
10.3
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
10.2
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
10.2
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
10.2
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
10.2
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
10.1
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
10.1
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
10.0
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
10.0
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
9.9
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
9.9
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
9.9
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
9.9
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
9.8
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
9.8
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
9.8
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
9.8
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
9.7
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
9.7
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
9.7
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
9.7
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
9.7
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
9.6
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
9.5
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
9.5
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
9.4
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
9.4
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
9.4
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
9.4
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
9.3
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
9.3
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
9.3
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
9.2
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
9.0
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
9.0
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
8.9
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
8.7
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
8.6
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
8.6
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
8.6
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
8.5
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
8.5
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
8.5
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
8.5
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
8.4
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
8.3
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
8.2
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
8.2
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
8.2
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
8.0
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
8.0
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
7.8
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
7.8
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
7.7
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
7.7
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
7.6
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
7.5
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
7.5
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
7.3
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
7.3
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
7.3
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
7.2
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
6.9
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
6.9
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
6.9
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
6.2
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
6.1
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
5.8
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
5.8
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
5.7
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
4.0
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
1.8
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 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.
QTRT1 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
21.8
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
53.2
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
51.6
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
37.8
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
37.4
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
34.0
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
33.7
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
33.2
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
31.5
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
31.1
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
31.0
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
29.0
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
28.5
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
28.4
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
28.2
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
28.1
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
28.0
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
27.9
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
27.1
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
26.8
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
26.7
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
26.6
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
26.3
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
26.3
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
26.1
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
25.9
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
25.7
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
25.5
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
25.4
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
25.3
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
25.3
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
25.2
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
25.1
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
24.2
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
24.0
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
23.6
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
23.4
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
23.2
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
23.1
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
23.1
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
23.0
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
23.0
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
22.9
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
22.1
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
21.8
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
21.8
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
21.5
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
21.5
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
21.4
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
21.3
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
21.1
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
21.1
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
21.1
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
21.1
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
21.0
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
20.6
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
20.3
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
20.1
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
20.0
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
19.7
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
19.6
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
19.6
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
19.6
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
19.5
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
19.5
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
19.3
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
18.5
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
18.5
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
18.4
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
18.1
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
18.1
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
17.7
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
17.3
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
17.3
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
17.0
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
17.0
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
16.7
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
16.6
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
16.5
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
16.4
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
15.6
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
15.5
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
15.4
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
15.3
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
15.2
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
15.1
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
14.8
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
14.7
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
14.5
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
14.3
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
13.5
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
13.3
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
13.2
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
12.7
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
12.4
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
12.1
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
10.1
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
9.4
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
9.0
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
7.3
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 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.
QTRT1 is potential prognostic, high expression is unfavorable 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
21.5
Number of samples
282
Samples
Sample
Description
TPM
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
88.4
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
75.8
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
63.0
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
61.1
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
60.4
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
56.4
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
52.2
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
50.8
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
50.5
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
48.9
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
48.4
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
48.3
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
47.7
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
44.3
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
43.2
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
42.4
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
41.7
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
41.5
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
40.7
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
39.8
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
38.6
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
38.3
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
38.1
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
38.1
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
37.6
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
36.8
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
36.6
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
36.0
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
35.3
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
34.8
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
33.5
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
33.1
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
33.0
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
32.9
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
32.8
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
31.8
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
31.2
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
31.2
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
31.1
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
30.7
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
30.6
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
30.1
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
29.8
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
29.8
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
29.5
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
29.4
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
29.0
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
28.9
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
28.8
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
28.5
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
28.3
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
28.2
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
28.0
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
27.8
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
27.7
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
27.7
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
27.5
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
27.3
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
27.2
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
27.1
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
26.5
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
26.5
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
26.4
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
26.4
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
26.3
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
26.3
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
26.2
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
25.9
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
25.6
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
25.6
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
25.5
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
25.4
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
25.4
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
25.4
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
25.3
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
25.3
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
25.2
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
25.1
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
25.1
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
25.0
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
25.0
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
24.9
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
24.7
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
24.5
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
24.5
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
24.4
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
24.4
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
24.3
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
24.2
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
24.0
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
23.8
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
23.8
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
23.7
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
23.7
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
23.7
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
23.6
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
23.5
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
23.4
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
23.4
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
23.2
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
23.2
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
23.2
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
23.2
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
23.0
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
22.8
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
22.7
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
22.5
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
22.5
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
22.3
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
22.3
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
22.0
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
21.9
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
21.7
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
21.5
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
21.5
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
21.5
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
21.4
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
21.4
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
21.3
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
21.2
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
21.1
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
20.9
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
20.9
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
20.9
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
20.8
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
20.6
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
20.6
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
20.6
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
20.4
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
20.4
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
20.3
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
20.1
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
20.1
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
19.9
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
19.7
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
19.3
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
19.2
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
19.0
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
18.9
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
18.9
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
18.8
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
18.7
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
18.7
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
18.7
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
18.5
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
18.5
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
18.4
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
18.4
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
18.3
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
18.3
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
18.3
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
18.3
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
18.3
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
18.3
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
18.2
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
18.2
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
18.2
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
18.1
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
18.1
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
18.0
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
18.0
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
18.0
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
17.9
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
17.9
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
17.8
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
17.7
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
17.5
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
17.5
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
17.5
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
17.5
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
17.5
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
17.4
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
17.3
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
17.3
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
17.3
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
17.2
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
17.2
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
17.2
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
17.2
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
17.1
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
17.1
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
17.0
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
17.0
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
16.9
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
16.8
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
16.8
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
16.7
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
16.7
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
16.7
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
16.6
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
16.6
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
16.5
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
16.5
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
16.4
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
16.3
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
16.2
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
16.1
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
16.0
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
15.7
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
15.6
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
15.6
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
15.6
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
15.6
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
15.5
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
15.4
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
15.3
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
15.3
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
15.2
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
15.2
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
15.2
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
15.1
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
15.1
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
15.1
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
15.0
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
15.0
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
14.9
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
14.9
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
14.8
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
14.8
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
14.8
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
14.7
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
14.5
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
14.5
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
14.4
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
14.3
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
14.2
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
14.1
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
14.1
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
14.1
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
13.7
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
13.7
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
13.6
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
13.5
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
13.5
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
13.4
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
13.4
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
13.3
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
13.3
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
13.0
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
12.9
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
12.7
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
12.4
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
12.4
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
12.2
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
11.9
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
11.8
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
11.7
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
11.5
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
11.4
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
11.4
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
11.3
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
10.8
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
10.5
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
10.5
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
10.4
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
10.0
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
9.9
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
9.7
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
9.1
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
8.7
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
8.3
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
8.2
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
8.0
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
7.3
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
6.1
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
5.7
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
5.6
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
5.4
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
4.8
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
4.6
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
4.4
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
2.4
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
0.2
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
0.0
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
0.0
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
0.0
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
0.0
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
0.0
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
0.0
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
0.0
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
0.0
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0088690003
Tumor
1.1
CPT0001340003
Tumor
1.0
CPT0078660003
Tumor
0.7
CPT0077110003
Tumor
0.6
CPT0026410003
Tumor
0.6
CPT0079180003
Tumor
0.5
CPT0069000003
Tumor
0.5
CPT0012770003
Normal
0.5
CPT0025050003
Tumor
0.4
CPT0024670003
Tumor
0.4
CPT0014450004
Tumor
0.4
CPT0012670003
Tumor
0.4
CPT0012080003
Tumor
0.4
CPT0012570003
Normal
0.3
CPT0023350003
Tumor
0.3
CPT0092740003
Normal
0.3
CPT0009080003
Normal
0.3
CPT0071150004
Tumor
0.3
CPT0006440003
Tumor
0.3
CPT0025610001
Normal
0.3
CPT0088500001
Normal
0.3
CPT0088780001
Normal
0.3
CPT0079000001
Normal
0.3
CPT0078670001
Normal
0.2
CPT0082010001
Normal
0.2
CPT0000790001
Normal
0.2
CPT0069160003
Tumor
0.2
CPT0065450001
Normal
0.2
CPT0063640001
Normal
0.2
CPT0009000003
Tumor
0.2
CPT0006950001
Normal
0.2
CPT0012090003
Normal
0.2
CPT0017450001
Normal
0.2
CPT0014350001
Normal
0.2
CPT0001540009
Tumor
0.2
CPT0089480003
Normal
0.2
CPT0081620001
Normal
0.2
CPT0086370003
Normal
0.2
CPT0086950003
Tumor
0.2
CPT0078940001
Normal
0.2
CPT0092310003
Normal
0.2
CPT0092800003
Normal
0.2
CPT0012370003
Tumor
0.2
CPT0088920001
Normal
0.2
CPT0000640003
Tumor
0.2
CPT0025230003
Tumor
0.2
CPT0000890001
Normal
0.2
CPT0020020001
Normal
0.2
CPT0088970003
Tumor
0.2
CPT0075130003
Tumor
0.2
CPT0001350001
Normal
0.2
CPT0011240003
Tumor
0.2
CPT0023360001
Normal
0.2
CPT0013790003
Normal
0.2
CPT0025060001
Normal
0.2
CPT0069010001
Normal
0.2
CPT0000870016
Tumor
0.2
CPT0077500001
Normal
0.1
CPT0066430001
Normal
0.1
CPT0086830003
Normal
0.1
CPT0010170001
Normal
0.1
CPT0088710001
Normal
0.1
CPT0064400001
Normal
0.1
CPT0010160003
Tumor
0.1
CPT0087050003
Normal
0.1
CPT0078840001
Normal
0.1
CPT0063330001
Normal
0.1
CPT0019130003
Tumor
0.1
CPT0019990003
Tumor
0.1
CPT0014130001
Normal
0.1
CPT0001260009
Tumor
0.1
CPT0077490003
Tumor
0.1
CPT0079430001
Normal
0.1
CPT0025350003
Tumor
0.1
CPT0076350001
Normal
0.1
CPT0026420001
Normal
0.1
CPT0086820003
Tumor
0.1
CPT0014370004
Tumor
0.1
CPT0023710001
Normal
0.1
CPT0014470001
Normal
0.1
CPT0012920003
Normal
0.1
CPT0086890003
Normal
0.1
CPT0007470001
Normal
0.1
CPT0012640003
Normal
0.1
CPT0002350011
Tumor
0.1
CPT0025580004
Tumor
0.1
CPT0025880003
Tumor
0.1
CPT0019160001
Normal
0.1
CPT0075570001
Normal
0.1
CPT0075720003
Tumor
0.1
CPT0006730001
Normal
0.1
CPT0088570001
Normal
0.1
CPT0065820001
Normal
0.1
CPT0024680001
Normal
0.1
CPT0077140001
Normal
0.1
CPT0012290003
Normal
0.0
CPT0020130001
Normal
0.0
CPT0089040001
Normal
0.0
CPT0078990003
Tumor
0.0
CPT0086870003
Tumor
0.0
CPT0007870001
Normal
0.0
CPT0000660001
Normal
0.0
CPT0018250001
Normal
0.0
CPT0088640003
Normal
0.0
CPT0025110003
Tumor
0.0
CPT0081600003
Tumor
0.0
CPT0078530001
Normal
0.0
CPT0012900004
Tumor
0.0
CPT0001510001
Normal
0.0
CPT0089460004
Tumor
0.0
CPT0010110003
Tumor
0.0
CPT0001230001
Normal
0.0
CPT0021240003
Tumor
0.0
CPT0000780007
Tumor
0.0
CPT0006530001
Normal
0.0
CPT0002370001
Normal
0.0
CPT0012550003
Tumor
0.0
CPT0086970003
Normal
0.0
CPT0001550001
Normal
0.0
CPT0079270003
Tumor
0.0
CPT0064370003
Tumor
0.0
CPT0017850003
Tumor
0.0
CPT0015810003
Tumor
0.0
CPT0025920001
Normal
0.0
CPT0077320001
Normal
0.0
CPT0069190001
Normal
0.0
CPT0010120001
Normal
-0.1
CPT0081990003
Tumor
-0.1
CPT0084590001
Normal
-0.1
CPT0066520001
Normal
-0.1
CPT0081880003
Tumor
-0.1
CPT0079480003
Tumor
-0.1
CPT0009060003
Tumor
-0.1
CPT0063320003
Tumor
-0.1
CPT0012180003
Tumor
-0.1
CPT0007860003
Tumor
-0.1
CPT0002270011
Tumor
-0.1
CPT0066470004
Tumor
-0.1
CPT0015730003
Tumor
-0.1
CPT0075170001
Normal
-0.1
CPT0001270001
Normal
-0.1
CPT0086030003
Tumor
-0.1
CPT0009020003
Normal
-0.1
CPT0076330003
Tumor
-0.1
CPT0088760003
Tumor
-0.1
CPT0088900003
Tumor
-0.1
CPT0065690003
Tumor
-0.1
CPT0078830003
Tumor
-0.1
CPT0063630003
Tumor
-0.1
CPT0079300001
Normal
-0.1
CPT0023690003
Tumor
-0.1
CPT0011410003
Tumor
-0.1
CPT0088480003
Tumor
-0.2
CPT0001180009
Tumor
-0.2
CPT0065810003
Tumor
-0.2
CPT0001500009
Tumor
-0.2
CPT0065930003
Tumor
-0.2
CPT0017410003
Tumor
-0.2
CPT0087040003
Tumor
-0.2
CPT0079410003
Tumor
-0.2
CPT0086360003
Tumor
-0.2
CPT0077310003
Tumor
-0.2
CPT0078930003
Tumor
-0.2
CPT0014160003
Tumor
-0.2
CPT0084560003
Tumor
-0.2
CPT0092190003
Normal
-0.2
CPT0079230003
Tumor
-0.2
CPT0001220008
Tumor
-0.3
CPT0006900003
Tumor
-0.3
CPT0092790003
Tumor
-0.3
CPT0089020003
Tumor
-0.3
CPT0085670003
Tumor
-0.3
CPT0075560003
Tumor
-0.3
CPT0088630003
Tumor
-0.3
CPT0001190001
Normal
-0.3
CPT0066480003
Tumor
-0.3
CPT0012280003
Tumor
-0.3
CPT0088550004
Tumor
-0.3
CPT0065430003
Tumor
-0.3
CPT0092160003
Tumor
-0.3
CPT0015910003
Tumor
-0.3
CPT0065870003
Tumor
-0.4
CPT0006630003
Tumor
-0.4
CPT0065750003
Tumor
-0.4
CPT0092730003
Tumor
-0.4
CPT0020120003
Tumor
-0.4
CPT0079380003
Tumor
-0.4
CPT0078510003
Tumor
-0.4
CPT0079510001
Normal
-0.4
CPT0007320003
Tumor
-0.5
CPT0025170003
Tumor
-0.5
CPT0025290003
Tumor
-0.5
CPT0092290003
Tumor
-0.7
CPT0078800003
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.
The Human Protein Atlas project is funded
