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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.
RPL31 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
932.3
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
10370.2
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
2274.4
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
1705.3
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
1676.1
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
1606.3
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
1510.6
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
1471.5
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
1444.9
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
1338.8
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
1264.7
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
1262.9
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
1160.3
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
1159.4
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
1148.4
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
1070.9
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
1035.3
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
995.2
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
986.4
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
977.8
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
975.4
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
973.2
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
943.8
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
930.2
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
923.5
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
901.0
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
899.5
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
872.6
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
872.2
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
868.6
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
852.8
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
835.4
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
830.0
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
812.0
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
800.1
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
745.8
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
744.5
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
739.4
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
663.9
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
646.1
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
633.5
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
569.5
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
569.2
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
510.7
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
509.5
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
445.2
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
432.0
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
414.5
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
391.3
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
374.1
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
333.6
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
301.3
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
294.2
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
290.3
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
280.1
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
262.5
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
254.7
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
253.6
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
232.2
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
215.2
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
197.3
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
196.3
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
190.5
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
124.3
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 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.
RPL31 is potential prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
2584.8
Number of samples
521
Samples
Sample
Description
TPM
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
10145.5
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
6260.4
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
5722.3
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
5410.5
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
5402.1
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
5208.7
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
5184.5
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
5066.3
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
5061.1
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
4859.2
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
4858.2
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
4856.0
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
4844.4
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
4838.7
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
4752.8
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
4681.9
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
4637.0
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
4634.0
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
4594.4
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
4571.8
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
4512.5
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
4507.5
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
4460.8
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
4452.7
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
4400.7
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
4394.6
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
4368.3
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
4319.1
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
4277.1
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
4261.8
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
4258.1
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
4188.2
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
4179.8
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
4105.7
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
4100.2
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
4079.3
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
4055.9
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
3962.0
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
3950.4
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
3945.1
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
3922.5
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
3908.6
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
3899.4
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
3872.2
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
3861.7
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
3834.7
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
3792.7
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
3779.9
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
3777.3
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
3768.2
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
3761.5
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
3756.9
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
3737.8
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
3736.6
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
3717.4
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
3710.0
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
3684.2
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
3682.4
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
3663.8
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
3660.8
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
3650.5
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
3617.5
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
3613.4
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
3607.4
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
3596.0
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
3595.8
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
3571.7
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
3566.3
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
3556.7
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
3543.7
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
3542.7
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
3514.4
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
3488.0
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
3481.4
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
3476.1
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
3473.2
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
3468.2
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
3464.1
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
3452.3
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
3443.5
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
3435.5
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
3425.8
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
3419.6
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
3402.3
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
3400.9
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
3377.9
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
3359.6
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
3359.0
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
3347.2
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
3345.5
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
3326.8
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
3326.5
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
3324.0
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
3319.6
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
3316.9
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
3308.1
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
3306.0
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
3303.6
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
3294.2
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
3285.7
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
3283.4
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
3279.4
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
3262.2
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
3253.1
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
3252.8
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
3251.0
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
3250.8
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
3243.8
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
3239.0
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
3237.9
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
3222.5
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
3217.7
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
3213.2
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
3204.2
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
3199.1
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
3191.8
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
3178.5
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
3163.3
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
3158.8
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
3155.6
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
3147.1
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
3145.4
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
3130.4
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
3130.1
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
3130.1
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
3113.8
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
3109.5
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
3108.5
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
3103.1
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
3101.4
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
3095.1
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
3063.8
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
3062.8
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
3062.2
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
3038.5
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
3032.6
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
3025.4
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
3019.9
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
3011.4
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
3004.6
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
3004.2
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
2995.2
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
2990.2
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
2988.6
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
2981.0
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
2980.7
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
2975.6
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
2970.5
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
2969.8
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
2967.0
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
2955.5
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
2950.3
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
2943.6
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
2929.7
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
2924.3
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
2916.4
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
2914.1
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
2908.8
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
2905.8
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
2904.3
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
2903.8
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
2898.3
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
2894.3
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
2885.3
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
2882.3
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
2881.8
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
2855.6
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
2855.5
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
2854.1
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
2848.1
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
2842.7
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
2842.6
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
2836.1
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
2833.1
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
2816.1
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
2812.8
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
2810.0
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
2805.4
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
2804.8
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
2799.5
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
2786.3
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
2780.8
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
2775.4
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
2764.0
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
2757.1
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
2757.0
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
2753.4
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
2752.1
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
2749.5
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
2740.4
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
2738.1
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
2732.7
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
2731.9
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
2725.3
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
2722.5
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
2718.0
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
2711.2
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
2711.0
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
2707.2
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
2693.7
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
2691.7
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
2690.2
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
2687.9
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
2683.8
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
2681.8
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
2677.2
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
2677.1
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
2676.7
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
2669.7
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
2665.7
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
2662.3
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
2659.7
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
2656.0
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
2647.5
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
2645.3
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
2644.4
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
2641.4
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
2636.9
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
2630.2
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
2625.5
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
2622.6
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
2619.8
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
2616.1
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
2614.6
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
2611.8
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
2601.9
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
2599.4
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
2589.3
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
2587.0
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
2585.2
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
2582.4
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
2582.1
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
2577.8
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
2573.7
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
2572.0
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
2571.6
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
2570.3
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
2564.7
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
2557.4
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
2555.6
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
2555.1
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
2554.1
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
2552.6
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
2547.5
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
2545.3
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
2540.1
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
2539.3
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
2536.7
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
2528.4
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
2528.1
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
2522.0
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
2517.3
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
2515.7
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
2513.6
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
2512.0
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
2508.1
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
2503.2
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
2501.7
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
2501.6
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
2491.7
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
2488.5
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
2485.0
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
2478.3
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
2474.0
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
2473.7
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
2472.0
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
2463.3
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
2458.6
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
2448.9
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
2437.6
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
2432.9
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
2422.7
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
2413.4
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
2406.4
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
2405.6
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
2404.4
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
2398.7
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
2398.1
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
2395.4
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
2392.0
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
2389.6
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
2385.4
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
2382.6
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
2377.9
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
2372.8
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
2370.0
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
2369.9
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
2368.3
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
2367.1
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
2365.5
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
2358.7
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
2354.8
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
2349.3
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
2345.2
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
2339.7
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
2330.7
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
2329.1
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
2326.5
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
2324.3
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
2324.2
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
2321.0
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
2317.7
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
2300.3
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
2299.8
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
2295.8
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
2293.0
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
2292.9
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
2288.7
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
2282.7
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
2277.0
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
2276.2
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
2270.0
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
2268.5
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
2266.8
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
2261.3
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
2260.4
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
2260.1
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
2256.9
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
2256.7
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
2254.0
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
2250.7
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
2248.5
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
2242.5
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
2240.2
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
2238.7
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
2238.1
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
2235.2
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
2233.4
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
2230.4
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
2228.8
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
2223.4
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
2223.1
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
2221.8
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
2210.1
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
2208.2
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
2206.7
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
2206.3
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
2202.6
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
2202.2
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
2201.1
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
2200.1
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
2194.4
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
2193.8
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
2190.6
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
2186.7
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
2180.3
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
2172.5
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
2164.9
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
2157.5
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
2153.5
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
2153.0
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
2147.9
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
2141.7
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
2131.0
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
2120.8
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
2109.7
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
2109.6
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
2104.4
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
2100.0
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
2086.3
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
2085.0
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
2074.0
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
2069.1
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
2068.1
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
2066.5
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
2065.3
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
2054.7
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
2048.4
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
2047.4
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
2040.6
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
2035.5
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
2033.8
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
2029.4
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
2024.8
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
2021.8
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
2014.5
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
2010.9
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
2005.2
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
2002.6
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
1997.1
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
1996.5
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
1994.0
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
1991.1
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
1988.8
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
1988.4
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
1986.2
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
1967.3
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
1966.7
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
1963.7
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
1962.6
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
1955.8
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
1955.6
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
1954.6
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
1954.4
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
1950.3
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
1946.0
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
1938.3
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
1936.4
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
1931.9
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
1927.2
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
1926.2
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
1925.7
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
1921.4
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
1920.7
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
1911.7
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
1911.0
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
1907.5
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
1901.7
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
1901.6
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
1900.5
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
1898.2
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
1897.5
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
1894.6
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
1875.3
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
1839.3
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
1830.3
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
1818.0
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
1817.8
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
1814.1
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
1813.0
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
1811.4
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
1810.8
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
1809.2
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
1808.8
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
1783.2
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
1770.7
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
1769.3
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
1762.1
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
1756.7
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
1756.0
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
1754.8
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
1752.7
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
1747.2
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
1743.2
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
1735.9
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
1733.7
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
1732.6
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
1732.0
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
1711.1
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
1705.7
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
1701.5
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
1700.6
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
1695.4
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
1694.5
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
1693.7
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
1685.9
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
1683.3
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
1666.8
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
1662.8
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
1662.6
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
1643.8
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
1636.7
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
1597.6
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
1594.0
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
1585.5
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
1580.8
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
1573.6
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
1570.1
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
1569.8
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
1566.8
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
1562.3
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
1558.1
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
1553.8
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
1538.6
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
1535.2
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
1534.0
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
1525.3
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
1510.9
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
1505.1
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
1499.9
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
1498.4
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
1496.1
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
1495.9
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
1485.8
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
1483.4
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
1472.7
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
1470.6
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
1469.3
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
1465.8
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
1460.8
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
1458.5
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
1457.6
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
1433.7
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
1410.6
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
1371.8
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
1359.0
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
1358.5
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
1342.2
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
1333.5
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
1314.3
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
1310.5
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
1293.7
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
1288.6
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
1287.9
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
1287.0
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
1272.9
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
1259.2
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
1229.5
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
1164.3
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
1143.9
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
1142.7
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
1135.9
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
1134.9
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
1100.0
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
1097.0
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
1095.4
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
1086.9
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
1066.8
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
1037.1
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
1010.2
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
990.8
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
960.4
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
924.5
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
916.9
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
906.9
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
868.5
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
821.5
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
617.9
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
613.3
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
604.2
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
RPL31 is not prognostic in Kidney Renal Clear Cell Carcinoma (validation)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
2656.7
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
5547.4
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
5359.9
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
5260.8
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
4996.3
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
4389.8
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
4352.2
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
4310.4
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
4226.1
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
4224.2
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
3968.6
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
3735.6
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
3679.9
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
3608.6
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
3575.8
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
3555.4
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
3539.2
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
3519.0
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
3409.3
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
3240.5
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
3202.0
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
3192.4
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
3189.6
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
3157.9
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
3154.2
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
3067.4
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
3038.8
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
3018.2
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
3007.9
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
2981.2
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
2953.9
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
2952.8
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
2943.8
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
2852.6
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
2849.2
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
2722.5
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
2662.4
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
2654.4
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
2647.6
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
2642.2
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
2602.8
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
2558.0
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
2557.0
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
2539.8
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
2523.8
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
2523.3
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
2513.4
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
2498.6
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
2490.6
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
2448.9
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
2447.7
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
2432.0
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
2429.7
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
2424.4
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
2421.0
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
2399.9
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
2357.9
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
2355.6
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
2343.5
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
2341.5
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
2298.8
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
2298.2
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
2290.8
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
2269.5
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
2264.3
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
2253.6
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
2244.7
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
2235.8
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
2230.5
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
2215.7
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
2197.2
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
2196.0
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
2193.1
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
2147.9
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
2147.0
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
2141.1
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
2128.1
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
2111.2
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
2104.2
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
2099.1
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
2080.7
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
2057.0
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
2052.6
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
2013.6
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
1891.9
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
1880.5
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
1775.3
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
1773.4
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
1741.9
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
1730.6
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
1729.5
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
1684.4
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
1641.8
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
1627.2
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
1576.9
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
1514.2
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
1494.3
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
1486.2
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
1277.1
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
1059.5
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
RPL31 is potential prognostic, high expression is unfavorable in Kidney Renal Papillary Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
1581.3
Number of samples
282
Samples
Sample
Description
TPM
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
6478.5
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
5125.1
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
5036.5
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
4534.2
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
4349.9
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
4239.1
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
4169.7
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
4126.0
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
4092.3
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
3806.0
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
3779.5
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
3664.9
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
3549.2
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
3368.2
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
3303.1
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
3198.3
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
3196.7
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
3025.7
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
2851.0
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
2833.3
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
2804.5
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
2791.1
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
2789.3
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
2743.0
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
2709.5
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
2671.2
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
2642.2
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
2604.5
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
2599.5
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
2587.7
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
2586.7
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
2581.8
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
2574.7
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
2559.1
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
2552.0
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
2536.8
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
2524.7
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
2519.1
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
2499.4
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
2486.7
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
2484.6
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
2459.0
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
2416.1
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
2397.6
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
2353.2
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
2336.4
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
2312.8
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
2286.0
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
2278.1
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
2270.9
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
2258.6
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
2244.4
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
2224.3
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
2217.6
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
2207.4
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
2201.6
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
2170.4
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
2145.6
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
2144.4
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
2117.8
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
2114.7
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
2082.1
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
2077.7
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
2066.7
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
2065.9
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
2061.8
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
2026.1
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
2021.2
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
2013.8
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
2002.3
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
1998.4
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
1993.7
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
1992.6
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
1984.7
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
1979.2
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
1972.4
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
1968.2
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
1959.7
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
1955.0
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
1953.3
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
1953.3
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
1950.1
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
1934.2
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
1911.4
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
1906.1
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
1903.5
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
1896.4
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
1895.6
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
1878.4
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
1877.5
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
1870.6
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
1869.2
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
1867.7
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
1834.1
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
1828.5
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
1825.7
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
1823.9
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
1819.1
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
1818.7
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
1818.5
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
1814.9
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
1814.6
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
1810.2
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
1795.8
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
1792.0
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
1787.7
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
1780.5
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
1764.4
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
1762.4
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
1759.7
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
1759.2
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
1755.7
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
1748.5
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
1747.0
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
1740.2
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
1737.0
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
1704.4
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
1691.1
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
1685.8
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
1681.0
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
1680.0
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
1677.0
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
1670.4
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
1655.8
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
1643.7
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
1631.8
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
1627.8
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
1625.0
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
1621.4
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
1621.0
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
1619.9
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
1606.8
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
1605.7
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
1597.3
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
1595.4
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
1593.6
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
1591.2
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
1583.7
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
1573.4
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
1573.3
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
1573.2
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
1572.5
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
1571.1
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
1570.4
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
1555.9
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
1552.6
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
1552.3
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
1534.2
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
1531.7
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
1527.1
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
1526.2
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
1514.5
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
1512.7
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
1510.1
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
1504.9
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
1497.2
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
1494.4
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
1486.9
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
1472.7
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
1464.2
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
1454.0
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
1444.4
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
1443.6
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
1430.8
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
1424.5
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
1419.4
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
1408.5
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
1396.0
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
1388.6
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
1363.6
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
1361.7
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
1318.9
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
1317.4
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
1316.0
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
1308.9
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
1273.8
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
1270.4
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
1263.7
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
1250.4
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
1240.0
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
1219.3
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
1206.8
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
1193.6
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
1188.5
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
1180.1
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
1177.1
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
1155.0
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
1142.2
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
1140.4
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
1137.8
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
1135.7
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
1134.6
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
1133.2
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
1132.9
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
1118.3
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
1079.2
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
1070.1
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
1069.2
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
1053.7
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
1045.8
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
1044.8
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
1010.4
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
1007.1
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
999.4
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
984.9
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
981.2
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
968.9
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
955.6
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
912.1
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
901.4
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
893.0
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
891.9
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
890.1
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
868.0
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
846.8
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
814.2
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
736.5
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
724.1
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
714.5
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
675.3
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
644.2
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
618.1
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
611.7
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
609.6
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
591.5
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
575.4
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
560.0
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
550.0
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
546.9
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
540.9
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
540.2
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
516.8
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
514.0
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
509.4
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
506.5
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
504.7
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
492.0
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
488.2
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
487.0
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
481.9
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
478.3
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
476.8
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
473.1
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
468.2
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
464.7
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
454.7
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
454.6
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
451.1
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
433.0
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
430.9
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
430.3
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
420.1
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
419.6
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
418.0
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
409.8
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
409.0
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
404.7
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
400.8
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
384.8
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
380.4
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
370.7
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
369.7
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
359.4
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
351.3
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
349.6
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
343.9
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
338.5
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
328.9
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
325.8
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
319.9
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
312.5
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
309.5
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
307.5
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
297.6
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
292.4
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
292.1
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
253.1
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
243.0
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
184.4
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
181.6
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
121.1
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
73.4
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RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0001340003
Tumor
1.1
CPT0088550004
Tumor
0.9
CPT0002350011
Tumor
0.8
CPT0017850003
Tumor
0.8
CPT0065930003
Tumor
0.7
CPT0084560003
Tumor
0.7
CPT0011410003
Tumor
0.6
CPT0088970003
Tumor
0.5
CPT0092730003
Tumor
0.5
CPT0012550003
Tumor
0.5
CPT0081990003
Tumor
0.5
CPT0089460004
Tumor
0.4
CPT0001180009
Tumor
0.4
CPT0012180003
Tumor
0.4
CPT0002270011
Tumor
0.4
CPT0086030003
Tumor
0.4
CPT0088760003
Tumor
0.4
CPT0075130003
Tumor
0.4
CPT0063630003
Tumor
0.4
CPT0084590001
Normal
0.4
CPT0076330003
Tumor
0.4
CPT0078830003
Tumor
0.3
CPT0088690003
Tumor
0.3
CPT0066470004
Tumor
0.3
CPT0012670003
Tumor
0.3
CPT0069160003
Tumor
0.3
CPT0009000003
Tumor
0.3
CPT0086820003
Tumor
0.3
CPT0086950003
Tumor
0.3
CPT0025230003
Tumor
0.3
CPT0065430003
Tumor
0.3
CPT0079410003
Tumor
0.3
CPT0025110003
Tumor
0.3
CPT0014450004
Tumor
0.3
CPT0077320001
Normal
0.3
CPT0024670003
Tumor
0.2
CPT0081600003
Tumor
0.2
CPT0092290003
Tumor
0.2
CPT0000780007
Tumor
0.2
CPT0088480003
Tumor
0.2
CPT0079510001
Normal
0.2
CPT0001260009
Tumor
0.2
CPT0026410003
Tumor
0.2
CPT0077110003
Tumor
0.2
CPT0024680001
Normal
0.2
CPT0015810003
Tumor
0.2
CPT0069000003
Tumor
0.2
CPT0092190003
Normal
0.2
CPT0081880003
Tumor
0.2
CPT0012900004
Tumor
0.2
CPT0001540009
Tumor
0.2
CPT0025170003
Tumor
0.2
CPT0025050003
Tumor
0.2
CPT0001220008
Tumor
0.2
CPT0025290003
Tumor
0.2
CPT0023350003
Tumor
0.2
CPT0065750003
Tumor
0.2
CPT0001270001
Normal
0.2
CPT0082010001
Normal
0.2
CPT0025880003
Tumor
0.1
CPT0012080003
Tumor
0.1
CPT0092800003
Normal
0.1
CPT0088630003
Tumor
0.1
CPT0078660003
Tumor
0.1
CPT0076350001
Normal
0.1
CPT0025350003
Tumor
0.1
CPT0000640003
Tumor
0.1
CPT0077490003
Tumor
0.1
CPT0066480003
Tumor
0.1
CPT0075170001
Normal
0.1
CPT0086970003
Normal
0.1
CPT0010160003
Tumor
0.1
CPT0089020003
Tumor
0.1
CPT0079380003
Tumor
0.1
CPT0063320003
Tumor
0.1
CPT0010110003
Tumor
0.1
CPT0011240003
Tumor
0.1
CPT0071150004
Tumor
0.1
CPT0069190001
Normal
0.1
CPT0021240003
Tumor
0.1
CPT0078530001
Normal
0.1
CPT0019990003
Tumor
0.1
CPT0075720003
Tumor
0.1
CPT0010120001
Normal
0.1
CPT0001190001
Normal
0.1
CPT0086360003
Tumor
0.1
CPT0065870003
Tumor
0.1
CPT0088500001
Normal
0.1
CPT0088900003
Tumor
0.1
CPT0001550001
Normal
0.0
CPT0075570001
Normal
0.0
CPT0020120003
Tumor
0.0
CPT0001500009
Tumor
0.0
CPT0012280003
Tumor
0.0
CPT0001350001
Normal
0.0
CPT0007320003
Tumor
0.0
CPT0019130003
Tumor
0.0
CPT0065690003
Tumor
0.0
CPT0085670003
Tumor
0.0
CPT0017410003
Tumor
0.0
CPT0088920001
Normal
0.0
CPT0079180003
Tumor
0.0
CPT0079230003
Tumor
0.0
CPT0086830003
Normal
0.0
CPT0015730003
Tumor
0.0
CPT0079270003
Tumor
0.0
CPT0012290003
Normal
0.0
CPT0088780001
Normal
0.0
CPT0015910003
Tumor
0.0
CPT0012370003
Tumor
0.0
CPT0018250001
Normal
0.0
CPT0000870016
Tumor
0.0
CPT0079480003
Tumor
0.0
CPT0007860003
Tumor
-0.1
CPT0069010001
Normal
-0.1
CPT0007470001
Normal
-0.1
CPT0086370003
Normal
-0.1
CPT0014470001
Normal
-0.1
CPT0010170001
Normal
-0.1
CPT0020130001
Normal
-0.1
CPT0025580004
Tumor
-0.1
CPT0023690003
Tumor
-0.1
CPT0088570001
Normal
-0.1
CPT0064400001
Normal
-0.1
CPT0078670001
Normal
-0.1
CPT0012640003
Normal
-0.1
CPT0064370003
Tumor
-0.1
CPT0014130001
Normal
-0.1
CPT0025060001
Normal
-0.1
CPT0006630003
Tumor
-0.1
CPT0078840001
Normal
-0.1
CPT0081620001
Normal
-0.1
CPT0078800003
Tumor
-0.1
CPT0092160003
Tumor
-0.1
CPT0065820001
Normal
-0.1
CPT0078990003
Tumor
-0.1
CPT0075560003
Tumor
-0.1
CPT0087050003
Normal
-0.1
CPT0009020003
Normal
-0.1
CPT0012090003
Normal
-0.1
CPT0092790003
Tumor
-0.1
CPT0017450001
Normal
-0.1
CPT0006900003
Tumor
-0.1
CPT0025610001
Normal
-0.1
CPT0065810003
Tumor
-0.1
CPT0078510003
Tumor
-0.1
CPT0006440003
Tumor
-0.1
CPT0012920003
Normal
-0.1
CPT0014160003
Tumor
-0.2
CPT0089480003
Normal
-0.2
CPT0086870003
Tumor
-0.2
CPT0026420001
Normal
-0.2
CPT0012570003
Normal
-0.2
CPT0019160001
Normal
-0.2
CPT0000890001
Normal
-0.2
CPT0088640003
Normal
-0.2
CPT0089040001
Normal
-0.2
CPT0002370001
Normal
-0.2
CPT0009060003
Tumor
-0.2
CPT0079300001
Normal
-0.2
CPT0006950001
Normal
-0.2
CPT0063640001
Normal
-0.2
CPT0014370004
Tumor
-0.2
CPT0077500001
Normal
-0.2
CPT0078930003
Tumor
-0.2
CPT0013790003
Normal
-0.2
CPT0078940001
Normal
-0.2
CPT0079430001
Normal
-0.2
CPT0079000001
Normal
-0.2
CPT0001510001
Normal
-0.2
CPT0092740003
Normal
-0.2
CPT0020020001
Normal
-0.3
CPT0000660001
Normal
-0.3
CPT0006530001
Normal
-0.3
CPT0014350001
Normal
-0.3
CPT0063330001
Normal
-0.3
CPT0006730001
Normal
-0.3
CPT0087040003
Tumor
-0.3
CPT0077310003
Tumor
-0.3
CPT0023710001
Normal
-0.3
CPT0088710001
Normal
-0.3
CPT0007870001
Normal
-0.3
CPT0009080003
Normal
-0.3
CPT0066430001
Normal
-0.3
CPT0025920001
Normal
-0.3
CPT0001230001
Normal
-0.3
CPT0077140001
Normal
-0.3
CPT0066520001
Normal
-0.4
CPT0086890003
Normal
-0.4
CPT0023360001
Normal
-0.4
CPT0000790001
Normal
-0.4
CPT0012770003
Normal
-0.4
CPT0092310003
Normal
-0.5
CPT0065450001
Normal
-0.5
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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
