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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.
RPRD2 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
6.5
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
21.2
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
16.4
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
15.2
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
14.5
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
14.5
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
13.8
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
13.8
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
12.1
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
11.0
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
10.9
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
10.4
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
9.7
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
9.5
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
9.0
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
8.3
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
8.2
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
8.0
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
7.9
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
7.9
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
7.8
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
7.3
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
7.3
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
7.1
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
6.8
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
6.6
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
6.4
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
6.3
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
6.3
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
5.8
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
5.8
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
5.7
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
5.5
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
5.5
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
5.4
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
5.1
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
5.0
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
4.9
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
4.7
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
4.4
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
4.2
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
4.2
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
4.1
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
4.0
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
3.9
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
3.6
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
3.4
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
3.4
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
3.4
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
3.4
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
3.2
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
3.2
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
3.1
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
2.9
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
2.8
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
2.7
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
2.7
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
2.5
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
2.3
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
2.3
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
2.2
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
2.2
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
2.0
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
2.0
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
RPRD2 is validated prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
15.5
Number of samples
521
Samples
Sample
Description
TPM
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
50.4
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
42.2
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
41.4
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
37.8
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
37.2
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
37.0
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
35.0
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
34.9
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
34.8
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
34.7
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
34.5
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
32.1
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
32.1
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
31.7
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
31.6
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
31.5
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
30.9
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
30.8
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
30.8
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
30.7
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
30.3
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
30.2
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
30.1
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
30.1
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
29.9
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
29.1
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
29.1
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
29.0
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
28.6
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
28.5
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
28.3
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
27.9
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
27.9
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
27.8
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
27.7
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
27.6
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
27.4
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
27.1
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
26.9
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
26.9
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
26.7
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
26.4
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
26.1
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
26.0
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
25.9
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
25.9
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
25.8
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
25.7
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
25.7
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
25.7
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
25.6
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
25.4
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
25.2
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
25.2
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
25.1
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
24.9
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
24.8
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
24.8
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
24.6
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
24.5
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
24.5
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
24.4
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
24.4
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
24.4
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
24.3
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
24.3
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
24.1
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
24.1
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
24.1
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
24.0
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
24.0
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
23.9
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
23.9
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
23.8
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
23.8
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
23.7
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
23.5
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
23.4
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
23.3
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
23.3
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
23.3
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
23.2
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
23.2
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
23.1
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
23.1
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
23.1
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
22.9
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
22.8
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
22.7
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
22.7
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
22.6
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
22.5
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
22.5
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
22.5
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
22.4
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
22.2
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
22.2
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
22.1
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
22.0
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
21.9
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
21.8
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
21.8
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
21.7
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
21.6
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
21.3
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
21.1
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
21.0
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
21.0
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
20.9
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
20.9
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
20.9
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
20.8
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
20.7
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
20.7
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
20.6
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
20.5
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
20.5
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
20.5
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
20.5
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
20.4
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
20.4
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
20.4
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
20.4
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
20.3
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
20.3
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
20.2
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
20.2
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
20.2
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
20.2
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
20.2
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
20.1
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
20.1
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
20.1
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
20.1
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
20.1
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
20.1
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
20.0
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
19.9
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
19.9
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
19.9
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
19.8
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
19.8
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
19.7
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
19.7
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
19.7
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
19.6
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
19.5
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
19.5
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
19.5
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
19.4
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
19.4
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
19.4
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
19.4
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
19.4
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
19.3
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
19.3
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
19.3
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
19.3
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
19.2
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
19.2
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
19.1
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
19.1
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
19.0
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
18.9
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
18.9
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
18.7
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
18.7
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
18.7
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
18.6
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
18.6
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
18.6
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
18.5
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
18.5
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
18.5
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
18.5
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
18.4
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
18.4
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
18.3
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
18.3
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
18.3
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
18.3
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
18.3
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
18.3
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
18.2
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
18.2
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
18.1
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
18.1
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
18.1
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
18.1
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
18.1
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
18.1
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
18.0
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
18.0
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
17.9
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
17.9
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
17.9
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
17.8
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
17.7
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
17.7
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
17.5
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
17.5
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
17.4
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
17.4
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
17.4
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
17.3
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
17.3
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
17.2
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
17.2
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
17.1
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
17.0
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
16.9
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
16.9
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
16.9
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
16.7
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
16.7
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
16.7
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
16.7
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
16.6
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
16.6
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
16.5
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
16.4
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
16.4
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
16.3
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
16.2
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
16.2
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
16.2
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
16.2
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
16.2
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
16.1
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
16.1
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
16.0
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
15.9
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
15.8
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
15.8
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
15.7
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
15.7
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
15.7
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
15.6
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
15.6
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
15.6
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
15.5
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
15.5
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
15.4
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
15.3
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
15.3
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
15.3
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
15.3
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
15.2
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
15.2
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
15.1
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
15.1
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
15.1
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
15.0
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
15.0
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
14.9
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
14.9
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
14.9
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
14.9
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
14.8
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
14.8
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
14.7
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
14.6
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
14.6
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
14.5
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
14.5
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
14.5
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
14.4
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
14.4
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
14.4
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
14.3
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
14.3
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
14.3
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
14.3
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
14.2
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
14.1
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
14.0
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
14.0
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
14.0
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
13.9
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
13.9
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
13.9
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
13.9
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
13.9
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
13.8
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
13.7
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
13.6
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
13.6
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
13.6
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
13.5
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
13.5
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
13.4
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
13.4
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
13.3
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
13.3
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
13.3
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
13.3
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
13.2
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
13.2
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
13.2
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
13.2
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
13.1
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
13.1
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
13.1
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
13.1
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
13.1
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
13.0
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
13.0
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
13.0
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
13.0
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
12.9
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
12.9
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
12.9
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
12.9
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
12.9
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
12.8
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
12.8
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
12.8
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
12.6
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
12.6
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
12.6
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
12.4
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
12.4
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
12.4
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
12.4
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
12.3
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
12.3
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
12.3
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
12.2
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
12.2
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
12.1
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
12.1
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
12.1
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
12.1
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
12.0
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
11.9
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
11.9
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
11.9
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
11.9
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
11.9
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
11.9
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
11.8
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
11.8
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
11.7
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
11.7
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
11.6
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
11.6
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
11.6
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
11.6
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
11.5
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
11.5
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
11.4
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
11.4
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
11.3
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
11.3
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
11.2
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
11.2
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
11.2
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
11.1
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
11.1
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
11.1
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
11.1
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
11.0
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
11.0
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
10.9
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
10.9
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
10.9
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
10.9
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
10.9
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
10.8
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
10.8
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
10.7
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
10.4
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
10.4
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
10.3
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
10.3
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
10.3
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
10.3
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
10.3
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
10.3
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
10.3
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
10.2
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
10.2
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
10.1
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
10.1
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
10.1
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
10.1
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
10.1
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
10.0
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
10.0
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
9.9
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
9.9
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
9.8
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
9.8
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
9.8
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
9.7
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
9.7
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
9.6
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
9.6
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
9.5
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
9.5
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
9.5
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
9.4
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
9.4
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
9.4
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
9.3
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
9.3
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
9.3
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
9.3
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
9.3
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
9.3
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
9.2
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
9.1
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
9.1
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
9.1
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
9.0
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
8.9
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
8.9
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
8.9
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
8.9
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
8.9
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
8.9
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
8.9
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
8.9
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
8.8
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
8.8
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
8.8
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
8.8
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
8.7
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
8.7
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
8.5
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
8.5
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
8.5
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
8.3
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
8.2
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
8.0
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
8.0
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
7.8
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
7.7
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
7.6
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
7.5
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
7.5
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
7.5
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
7.4
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
7.4
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
7.3
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
7.3
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
7.3
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
7.3
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
7.3
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
7.2
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
7.2
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
7.1
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
7.1
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
7.0
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
7.0
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
6.9
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
6.8
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
6.7
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
6.6
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
6.6
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
6.5
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
6.5
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
6.5
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
6.4
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
6.3
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
6.3
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
6.3
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
6.2
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
6.1
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
6.1
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
6.0
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
5.9
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
5.9
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
5.9
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
5.8
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
5.8
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
5.8
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
5.7
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
5.6
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
5.5
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
5.4
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
5.3
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
5.3
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
5.1
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
5.1
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
5.1
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
5.0
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
5.0
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
4.8
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
4.6
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
4.6
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
4.6
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
4.6
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
4.6
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
4.6
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
4.5
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
4.5
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
4.3
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
4.2
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
4.1
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
3.9
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
3.9
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
3.8
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
3.8
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
3.8
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
3.8
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
3.8
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
3.7
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
3.7
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
3.6
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
3.4
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
3.2
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
3.2
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
2.8
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
2.7
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
2.3
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
2.1
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
1.5
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
1.0
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
1.0
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 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.
RPRD2 is validated prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (validation)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
17.6
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
44.8
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
42.6
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
36.0
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
33.8
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
32.0
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
29.2
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
28.8
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
28.2
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
27.0
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
26.7
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
26.0
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
25.6
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
25.4
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
24.7
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
24.2
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
24.2
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
23.8
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
23.8
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
23.5
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
23.0
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
22.9
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
22.8
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
22.7
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
22.4
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
21.9
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
21.5
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
21.3
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
21.3
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
21.1
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
21.1
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
20.9
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
20.9
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
20.4
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
20.2
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
20.2
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
20.0
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
19.9
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
19.9
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
19.8
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
19.7
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
19.4
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
19.3
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
18.8
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
18.1
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
17.9
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
17.7
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
17.5
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
17.4
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
17.3
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
17.0
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
16.7
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
16.5
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
16.5
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
16.3
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
15.9
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
15.5
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
15.1
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
14.8
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
14.7
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
14.7
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
14.6
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
14.4
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
14.3
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
14.3
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
14.3
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
14.2
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
14.1
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
13.8
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
13.5
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
13.5
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
13.2
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
13.1
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
13.0
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
12.9
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
12.7
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
11.9
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
11.8
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
11.5
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
11.2
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
11.1
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
11.0
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
11.0
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
10.9
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
10.5
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
10.2
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
10.0
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
10.0
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
9.8
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
9.6
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
9.4
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
9.2
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
9.2
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
9.1
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
9.1
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
8.5
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
7.7
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
5.9
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
4.1
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
3.8
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 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.
RPRD2 is not prognostic in Kidney Renal Papillary Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
15.7
Number of samples
282
Samples
Sample
Description
TPM
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
82.1
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
67.1
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
49.4
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
46.0
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
45.1
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
44.0
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
42.7
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
42.6
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
40.0
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
38.5
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
38.5
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
37.4
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
37.2
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
37.0
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
36.0
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
35.1
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
34.9
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
34.8
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
34.2
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
33.2
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
33.2
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
32.4
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
32.3
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
31.6
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
31.3
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
31.2
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
30.6
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
29.6
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
29.3
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
29.2
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
28.7
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
28.1
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
28.1
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
28.0
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
27.7
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
27.2
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
26.6
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
26.4
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
26.3
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
26.1
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
26.0
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
25.7
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
25.4
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
25.4
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
25.4
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
25.4
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
25.3
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
25.0
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
24.2
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
24.1
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
23.8
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
23.7
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
23.3
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
23.2
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
22.8
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
22.6
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
22.4
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
22.3
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
22.2
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
22.1
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
22.0
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
21.9
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
21.8
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
21.8
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
21.6
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
21.4
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
21.0
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
20.9
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
20.8
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
20.1
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
20.1
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
19.7
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
19.5
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
19.5
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
19.3
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
19.2
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
19.2
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
19.0
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
19.0
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
18.8
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
18.8
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
18.7
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
18.2
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
18.2
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
18.0
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
18.0
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
17.9
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
17.7
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
17.6
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
17.6
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
17.6
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
17.2
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
17.1
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
17.1
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
17.0
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
16.9
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
16.8
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
16.8
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
16.7
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
16.6
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
16.5
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
16.0
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
15.8
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
15.8
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
15.8
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
15.7
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
15.7
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
15.5
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
15.4
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
15.4
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
15.3
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
15.3
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
15.2
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
15.1
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
15.1
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
14.9
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
14.8
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
14.8
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
14.8
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
14.7
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
14.5
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
14.5
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
14.4
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
14.4
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
14.2
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
14.2
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
14.2
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
14.1
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
14.1
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
14.1
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
14.1
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
13.9
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
13.8
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
13.8
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
13.7
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
13.7
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
13.5
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
13.4
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
13.2
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
13.1
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
13.0
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
12.9
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
12.9
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
12.8
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
12.8
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
12.7
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
12.7
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
12.7
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
12.6
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
12.6
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
12.6
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
12.6
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
12.6
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
12.3
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
12.2
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
12.1
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
12.0
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
12.0
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
11.7
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
11.7
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
11.5
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
11.5
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
11.4
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
11.4
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
11.4
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
11.3
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
11.2
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
11.2
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
11.1
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
11.1
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
11.0
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
11.0
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
10.9
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
10.8
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
10.8
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
10.7
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
10.7
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
10.6
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
10.5
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
10.5
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
10.4
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
10.2
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
10.2
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
10.2
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
10.2
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
10.1
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
9.9
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
9.8
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
9.8
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
9.8
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
9.7
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
9.7
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
9.6
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
9.6
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
9.6
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
9.6
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
9.6
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
9.5
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
9.3
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
9.2
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
9.1
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
9.1
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
9.0
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
9.0
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
9.0
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
9.0
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
8.9
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
8.8
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
8.6
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
8.5
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
8.5
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
8.5
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
8.4
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
8.4
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
8.2
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
8.1
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
8.1
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
8.1
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
8.1
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
8.0
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
7.8
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
7.7
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
7.7
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
7.5
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
7.5
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
7.5
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
7.4
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
7.3
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
7.3
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
7.2
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
7.1
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
7.0
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
6.9
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
6.8
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
6.6
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
6.6
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
6.5
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
6.3
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
6.3
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
6.3
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
6.3
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
6.3
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
6.1
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
6.1
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
6.1
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
6.0
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
5.9
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
5.7
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
5.4
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
5.3
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
5.2
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
5.0
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
4.8
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
4.8
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
4.8
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
4.7
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
4.7
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
4.7
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
4.5
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
4.4
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
4.4
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
4.3
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
4.3
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
4.3
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
4.2
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
4.1
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
4.0
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
4.0
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
3.8
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
3.7
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
3.6
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
3.6
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
3.6
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
3.6
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
3.4
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
3.3
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
3.3
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
3.1
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
3.1
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
2.9
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
2.1
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
2.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0086820003
Tumor
0.7
CPT0012900004
Tumor
0.6
CPT0009060003
Tumor
0.6
CPT0017410003
Tumor
0.5
CPT0015730003
Tumor
0.3
CPT0007320003
Tumor
0.3
CPT0077320001
Normal
0.3
CPT0012180003
Tumor
0.3
CPT0017450001
Normal
0.3
CPT0085670003
Tumor
0.3
CPT0092190003
Normal
0.3
CPT0086950003
Tumor
0.2
CPT0065750003
Tumor
0.2
CPT0084590001
Normal
0.2
CPT0006630003
Tumor
0.2
CPT0006900003
Tumor
0.2
CPT0065430003
Tumor
0.2
CPT0078530001
Normal
0.2
CPT0092790003
Tumor
0.2
CPT0089460004
Tumor
0.2
CPT0010110003
Tumor
0.2
CPT0000870016
Tumor
0.2
CPT0078990003
Tumor
0.2
CPT0075170001
Normal
0.2
CPT0020120003
Tumor
0.2
CPT0025170003
Tumor
0.2
CPT0025610001
Normal
0.2
CPT0009080003
Normal
0.2
CPT0001180009
Tumor
0.2
CPT0006440003
Tumor
0.2
CPT0025580004
Tumor
0.2
CPT0065810003
Tumor
0.2
CPT0071150004
Tumor
0.2
CPT0006530001
Normal
0.2
CPT0086870003
Tumor
0.2
CPT0012640003
Normal
0.2
CPT0014370004
Tumor
0.2
CPT0088550004
Tumor
0.2
CPT0086360003
Tumor
0.1
CPT0065870003
Tumor
0.1
CPT0014350001
Normal
0.1
CPT0001270001
Normal
0.1
CPT0066470004
Tumor
0.1
CPT0078930003
Tumor
0.1
CPT0078830003
Tumor
0.1
CPT0079510001
Normal
0.1
CPT0079430001
Normal
0.1
CPT0076350001
Normal
0.1
CPT0012370003
Tumor
0.1
CPT0078800003
Tumor
0.1
CPT0009000003
Tumor
0.1
CPT0001350001
Normal
0.1
CPT0012920003
Normal
0.1
CPT0077110003
Tumor
0.1
CPT0001340003
Tumor
0.1
CPT0086830003
Normal
0.1
CPT0025290003
Tumor
0.1
CPT0019990003
Tumor
0.1
CPT0092160003
Tumor
0.1
CPT0001230001
Normal
0.1
CPT0007870001
Normal
0.1
CPT0009020003
Normal
0.1
CPT0012080003
Tumor
0.1
CPT0066430001
Normal
0.1
CPT0002350011
Tumor
0.1
CPT0010160003
Tumor
0.1
CPT0079300001
Normal
0.1
CPT0001220008
Tumor
0.1
CPT0063320003
Tumor
0.1
CPT0063640001
Normal
0.1
CPT0023710001
Normal
0.1
CPT0007470001
Normal
0.1
CPT0082010001
Normal
0.1
CPT0010120001
Normal
0.1
CPT0006730001
Normal
0.1
CPT0088900003
Tumor
0.1
CPT0025350003
Tumor
0.1
CPT0018250001
Normal
0.1
CPT0086890003
Normal
0.1
CPT0015910003
Tumor
0.1
CPT0063330001
Normal
0.1
CPT0020020001
Normal
0.1
CPT0000890001
Normal
0.1
CPT0092730003
Tumor
0.1
CPT0065450001
Normal
0.1
CPT0023360001
Normal
0.1
CPT0075560003
Tumor
0.1
CPT0012770003
Normal
0.1
CPT0023690003
Tumor
0.1
CPT0026410003
Tumor
0.1
CPT0079000001
Normal
0.1
CPT0088760003
Tumor
0.1
CPT0024680001
Normal
0.1
CPT0088630003
Tumor
0.0
CPT0014130001
Normal
0.0
CPT0086370003
Normal
0.0
CPT0079410003
Tumor
0.0
CPT0017850003
Tumor
0.0
CPT0013790003
Normal
0.0
CPT0000790001
Normal
0.0
CPT0087040003
Tumor
0.0
CPT0001190001
Normal
0.0
CPT0014160003
Tumor
0.0
CPT0066520001
Normal
0.0
CPT0081620001
Normal
0.0
CPT0078940001
Normal
0.0
CPT0019160001
Normal
0.0
CPT0002370001
Normal
0.0
CPT0024670003
Tumor
0.0
CPT0065690003
Tumor
0.0
CPT0092740003
Normal
0.0
CPT0089040001
Normal
0.0
CPT0075570001
Normal
0.0
CPT0079270003
Tumor
0.0
CPT0069010001
Normal
0.0
CPT0069160003
Tumor
0.0
CPT0007860003
Tumor
0.0
CPT0079230003
Tumor
0.0
CPT0064400001
Normal
0.0
CPT0025920001
Normal
0.0
CPT0077490003
Tumor
0.0
CPT0012570003
Normal
0.0
CPT0088480003
Tumor
0.0
CPT0025880003
Tumor
0.0
CPT0088640003
Normal
0.0
CPT0065820001
Normal
0.0
CPT0000660001
Normal
0.0
CPT0012280003
Tumor
0.0
CPT0010170001
Normal
0.0
CPT0079480003
Tumor
0.0
CPT0075720003
Tumor
0.0
CPT0020130001
Normal
0.0
CPT0088970003
Tumor
0.0
CPT0012090003
Normal
0.0
CPT0001510001
Normal
0.0
CPT0025060001
Normal
0.0
CPT0001540009
Tumor
0.0
CPT0087050003
Normal
0.0
CPT0088710001
Normal
0.0
CPT0089480003
Normal
0.0
CPT0088500001
Normal
0.0
CPT0069000003
Tumor
0.0
CPT0078670001
Normal
0.0
CPT0081880003
Tumor
0.0
CPT0079380003
Tumor
0.0
CPT0088570001
Normal
0.0
CPT0077500001
Normal
0.0
CPT0001500009
Tumor
0.0
CPT0000780007
Tumor
0.0
CPT0088780001
Normal
0.0
CPT0092800003
Normal
0.0
CPT0006950001
Normal
0.0
CPT0077310003
Tumor
0.0
CPT0011240003
Tumor
0.0
CPT0075130003
Tumor
0.0
CPT0026420001
Normal
0.0
CPT0012290003
Normal
0.0
CPT0086030003
Tumor
-0.1
CPT0081600003
Tumor
-0.1
CPT0064370003
Tumor
-0.1
CPT0069190001
Normal
-0.1
CPT0001550001
Normal
-0.1
CPT0065930003
Tumor
-0.1
CPT0092310003
Normal
-0.1
CPT0025050003
Tumor
-0.1
CPT0001260009
Tumor
-0.1
CPT0077140001
Normal
-0.1
CPT0012670003
Tumor
-0.1
CPT0000640003
Tumor
-0.1
CPT0015810003
Tumor
-0.1
CPT0092290003
Tumor
-0.1
CPT0014470001
Normal
-0.1
CPT0088690003
Tumor
-0.1
CPT0086970003
Normal
-0.1
CPT0081990003
Tumor
-0.1
CPT0066480003
Tumor
-0.1
CPT0021240003
Tumor
-0.1
CPT0023350003
Tumor
-0.1
CPT0088920001
Normal
-0.1
CPT0078840001
Normal
-0.1
CPT0019130003
Tumor
-0.1
CPT0063630003
Tumor
-0.1
CPT0089020003
Tumor
-0.2
CPT0014450004
Tumor
-0.2
CPT0076330003
Tumor
-0.2
CPT0084560003
Tumor
-0.2
CPT0025110003
Tumor
-0.2
CPT0012550003
Tumor
-0.3
CPT0078510003
Tumor
-0.3
CPT0011410003
Tumor
-0.4
CPT0025230003
Tumor
-0.4
CPT0002270011
Tumor
-0.5
CPT0079180003
Tumor
-0.6
CPT0078660003
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
