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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.
PKM 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
874.2
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
1789.3
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
1597.7
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
1360.2
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
1351.8
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
1317.6
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
1271.5
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
1239.9
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
1220.9
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
1193.1
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
1167.2
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
1148.7
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
1144.7
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
1122.4
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
1096.3
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
1089.1
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
1087.3
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
1086.4
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
1038.4
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
988.6
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
981.0
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
977.2
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
977.1
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
975.5
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
971.8
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
966.3
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
948.0
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
906.9
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
903.0
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
893.5
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
884.1
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
860.0
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
857.8
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
836.1
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
833.9
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
829.2
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
826.0
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
822.0
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
809.7
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
802.0
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
793.3
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
752.4
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
748.4
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
739.8
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
717.1
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
705.4
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
699.1
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
684.0
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
667.1
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
645.4
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
632.4
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
605.1
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
602.8
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
579.3
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
577.3
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
576.6
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
549.5
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
529.4
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
499.9
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
475.3
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
455.1
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
392.5
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
391.9
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
383.2
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.
PKM is not prognostic in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
1068.9
Number of samples
521
Samples
Sample
Description
TPM
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
2467.8
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
2413.5
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
2386.8
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
2206.5
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
2179.0
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
2174.4
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
2139.4
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
2133.9
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
2094.8
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
2072.0
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
2035.6
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
2019.1
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
2017.1
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
1996.1
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
1973.8
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
1973.3
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
1958.8
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
1957.1
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
1948.0
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
1918.0
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
1913.2
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
1893.8
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
1881.1
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
1870.8
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
1822.7
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
1816.0
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
1803.2
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
1802.0
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
1776.1
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
1769.8
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
1768.2
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
1756.5
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
1755.9
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
1722.6
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
1719.0
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
1700.1
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
1688.3
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
1685.7
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
1677.2
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
1671.2
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
1669.2
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
1656.0
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
1651.8
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
1651.7
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
1648.1
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
1644.5
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
1634.6
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
1597.4
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
1594.4
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
1594.3
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
1593.9
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
1583.2
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
1571.1
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
1560.5
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
1558.8
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
1549.9
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
1541.8
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
1539.9
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
1535.5
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
1533.7
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
1528.0
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
1522.2
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
1520.9
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
1507.8
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
1499.5
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
1496.5
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
1494.3
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
1494.2
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
1492.7
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
1492.0
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
1488.1
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
1484.7
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
1479.9
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
1478.1
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
1475.0
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
1467.8
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
1466.9
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
1463.8
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
1458.6
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
1457.2
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
1455.6
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
1452.4
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
1450.7
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
1450.0
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
1449.5
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
1442.5
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
1438.9
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
1432.2
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
1431.3
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
1423.2
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
1419.7
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
1413.6
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
1410.6
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
1408.8
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
1406.9
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
1404.7
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
1404.7
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
1404.1
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
1397.3
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
1395.1
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
1394.4
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
1388.3
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
1386.0
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
1385.3
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
1383.3
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
1381.7
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
1376.8
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
1371.5
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
1369.6
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
1365.4
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
1356.3
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
1355.9
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
1355.8
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
1355.5
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
1344.7
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
1339.5
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
1338.1
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
1333.2
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
1329.6
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
1326.7
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
1323.4
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
1320.1
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
1319.5
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
1318.5
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
1314.4
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
1305.4
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
1305.3
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
1304.2
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
1298.3
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
1297.3
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
1292.8
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
1290.7
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
1289.3
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
1287.9
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
1287.1
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
1284.5
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
1284.4
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
1284.0
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
1283.0
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
1275.8
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
1274.9
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
1274.1
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
1272.0
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
1266.0
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
1262.2
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
1262.1
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
1260.7
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
1260.6
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
1258.2
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
1258.0
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
1257.8
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
1257.2
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
1256.1
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
1255.3
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
1254.2
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
1248.7
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
1248.5
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
1248.1
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
1245.5
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
1243.7
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
1243.7
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
1243.3
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
1241.5
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
1240.5
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
1240.0
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
1239.1
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
1237.8
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
1234.7
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
1230.9
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
1230.6
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
1227.8
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
1226.8
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
1222.7
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
1218.4
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
1216.7
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
1214.4
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
1212.4
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
1206.2
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
1201.0
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
1198.2
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
1193.3
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
1192.3
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
1188.2
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
1188.0
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
1187.4
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
1184.2
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
1182.6
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
1181.5
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
1179.6
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
1178.4
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
1177.1
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
1175.0
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
1173.2
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
1169.7
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
1167.9
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
1167.7
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
1167.1
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
1166.8
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
1166.8
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
1165.0
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
1164.3
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
1156.6
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
1150.4
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
1147.4
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
1142.8
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
1138.6
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
1138.0
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
1134.0
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
1134.0
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
1130.1
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
1123.1
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
1121.3
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
1119.7
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
1110.9
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
1108.2
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
1108.1
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
1107.7
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
1107.5
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
1107.3
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
1104.2
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
1102.4
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
1098.7
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
1098.3
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
1093.5
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
1093.2
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
1092.8
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
1090.3
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
1087.4
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
1084.3
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
1084.2
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
1082.4
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
1079.3
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
1078.4
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
1077.4
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
1073.9
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
1073.3
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
1071.3
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
1068.3
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
1065.6
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
1061.0
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
1059.5
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
1057.2
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
1054.7
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
1054.6
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
1053.4
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
1053.2
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
1053.0
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
1052.6
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
1052.3
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
1046.9
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
1043.9
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
1042.9
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
1042.4
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
1036.1
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
1035.0
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
1034.9
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
1034.2
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
1034.1
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
1031.3
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
1030.7
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
1030.3
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
1030.3
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
1029.9
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
1029.6
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
1029.4
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
1027.3
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
1026.6
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
1024.7
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
1024.1
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
1020.1
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
1019.2
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
1018.5
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
1017.7
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
1016.5
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
1013.3
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
1013.3
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
1012.4
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
1011.4
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
1010.8
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
1010.1
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
1009.3
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
1008.4
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
1008.3
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
1005.3
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
1004.7
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
1002.1
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
997.1
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
996.3
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
995.5
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
994.3
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
991.4
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
987.7
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
986.0
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
984.5
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
983.7
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
982.8
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
982.0
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
980.0
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
979.6
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
977.6
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
975.8
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
975.8
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
975.5
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
973.9
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
972.3
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
970.7
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
970.6
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
967.6
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
965.5
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
964.8
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
964.8
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
960.7
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
960.7
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
960.3
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
954.0
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
951.4
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
948.2
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
948.1
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
947.7
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
946.7
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
943.6
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
938.2
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
937.9
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
936.5
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
931.7
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
930.9
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
926.5
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
922.3
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
919.3
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
913.1
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
911.8
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
910.6
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
910.5
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
908.2
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
907.1
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
905.7
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
905.5
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
905.0
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
903.1
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
902.1
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
902.0
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
896.8
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
894.6
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
894.2
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
891.5
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
888.7
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
887.9
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
881.9
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
875.4
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
875.0
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
873.7
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
873.5
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
872.5
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
869.6
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
866.4
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
863.8
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
863.8
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
859.3
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
857.6
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
857.1
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
856.8
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
855.4
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
855.1
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
853.1
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
851.5
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
844.9
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
841.0
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
834.8
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
833.0
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
831.1
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
831.0
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
825.6
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
822.5
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
822.3
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
818.8
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
818.4
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
817.3
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
817.3
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
816.8
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
811.8
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
809.9
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
809.3
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
809.2
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
808.1
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
802.6
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
801.4
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
798.2
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
794.3
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
794.0
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
790.5
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
787.4
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
785.1
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
779.8
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
777.7
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
777.1
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
776.9
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
774.3
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
771.4
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
771.0
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
769.1
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
767.4
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
766.9
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
766.2
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
765.2
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
759.8
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
757.7
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
757.2
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
756.1
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
755.8
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
753.2
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
745.2
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
745.0
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
744.0
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
742.4
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
741.8
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
740.5
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
739.7
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
739.2
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
738.2
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
732.8
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
730.9
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
725.6
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
722.3
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
720.3
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
711.4
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
710.3
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
708.4
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
706.7
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
706.5
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
706.3
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
703.1
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
700.4
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
698.3
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
683.5
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
678.9
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
671.6
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
670.3
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
669.3
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
669.1
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
667.6
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
666.3
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
660.2
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
658.4
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
656.4
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
654.0
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
645.9
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
641.8
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
631.0
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
629.9
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
627.2
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
625.9
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
624.7
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
618.1
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
608.1
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
605.5
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
601.2
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
599.3
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
599.0
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
596.9
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
593.6
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
590.2
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
588.8
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
582.1
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
581.7
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
581.4
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
579.0
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
578.7
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
572.9
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
569.9
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
569.3
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
555.6
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
555.5
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
552.7
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
552.1
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
550.9
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
543.0
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
540.4
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
538.7
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
535.0
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
534.0
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
532.8
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
532.0
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
527.5
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
523.0
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
519.1
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
503.1
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
499.4
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
495.0
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
490.5
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
486.2
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
483.2
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
481.2
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
480.7
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
473.9
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
472.7
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
468.5
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
456.4
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
451.4
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
450.9
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
445.1
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
444.0
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
442.6
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
431.6
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
430.3
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
417.2
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
414.1
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
411.6
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
404.9
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
393.5
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
369.8
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
345.7
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
345.6
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
340.7
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
321.7
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
311.0
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
280.8
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
270.8
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
257.9
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
221.4
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
199.4
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.
PKM 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
923.9
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
1697.8
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
1672.2
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
1597.4
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
1586.8
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
1563.7
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
1549.4
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
1432.8
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
1385.8
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
1377.1
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
1373.0
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
1344.0
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
1306.3
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
1284.4
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
1270.8
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
1254.5
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
1224.4
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
1223.3
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
1213.8
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
1183.5
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
1178.5
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
1151.2
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
1140.7
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
1133.8
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
1128.3
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
1122.7
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
1120.6
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
1076.1
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
1073.5
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
1072.5
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
1064.6
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
1047.2
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
1042.8
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
1040.4
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
1035.2
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
1018.7
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
1016.2
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
1016.1
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
1001.0
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
968.3
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
957.4
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
948.0
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
939.8
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
915.5
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
906.7
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
904.1
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
903.4
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
901.3
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
883.5
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
873.8
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
871.6
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
869.8
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
861.2
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
834.7
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
825.5
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
824.5
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
822.5
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
815.6
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
812.6
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
812.4
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
810.0
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
807.5
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
793.2
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
790.1
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
787.4
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
781.3
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
776.9
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
775.8
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
769.8
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
768.6
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
767.0
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
762.6
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
762.6
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
757.3
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
754.1
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
749.8
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
716.6
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
705.9
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
697.0
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
682.6
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
663.5
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
660.6
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
644.5
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
644.4
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
643.6
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
640.1
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
627.0
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
621.8
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
614.6
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
603.6
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
589.2
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
584.0
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
570.9
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
570.3
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
569.9
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
492.7
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
489.6
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
452.1
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
430.4
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
340.7
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 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.
PKM is not prognostic in Kidney Renal Papillary Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
1087.1
Number of samples
282
Samples
Sample
Description
TPM
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
3659.7
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
2770.4
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
2560.1
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
2533.3
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
2495.8
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
2378.6
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
2150.1
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
2104.4
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
2091.7
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
2088.6
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
2076.7
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
2039.3
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
2037.9
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
2012.7
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
1941.8
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
1849.6
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
1848.6
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
1845.2
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
1814.2
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
1803.6
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
1753.7
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
1749.7
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
1733.8
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
1703.3
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
1687.4
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
1677.8
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
1673.0
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
1666.1
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
1647.0
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
1626.1
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
1620.7
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
1611.7
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
1610.8
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
1604.6
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
1603.0
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
1593.1
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
1579.2
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
1572.8
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
1569.8
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
1567.9
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
1567.3
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
1559.6
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
1527.0
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
1517.7
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
1504.7
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
1488.2
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
1455.5
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
1443.7
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
1440.8
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
1438.6
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
1429.2
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
1413.0
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
1412.2
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
1410.8
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
1405.5
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
1405.1
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
1402.4
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
1398.8
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
1398.7
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
1394.7
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
1394.1
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
1390.0
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
1386.9
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
1383.5
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
1375.3
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
1375.2
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
1366.6
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
1346.8
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
1344.7
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
1339.9
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
1326.2
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
1326.1
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
1315.9
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
1310.6
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
1307.3
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
1300.5
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
1297.2
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
1293.7
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
1287.8
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
1287.1
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
1285.6
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
1277.2
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
1266.6
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
1258.8
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
1256.3
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
1250.7
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
1241.5
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
1237.7
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
1233.0
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
1232.9
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
1226.6
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
1222.2
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
1217.4
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
1216.1
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
1214.0
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
1213.2
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
1205.1
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
1202.1
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
1201.3
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
1199.4
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
1192.0
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
1186.1
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
1183.8
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
1174.0
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
1173.3
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
1170.4
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
1166.8
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
1166.1
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
1162.2
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
1158.4
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
1158.4
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
1156.1
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
1155.4
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
1151.8
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
1148.0
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
1140.9
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
1136.7
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
1123.9
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
1123.4
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
1121.8
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
1118.2
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
1113.8
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
1106.6
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
1104.9
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
1097.9
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
1096.8
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
1096.6
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
1094.3
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
1086.2
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
1085.8
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
1085.7
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
1080.0
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
1074.9
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
1072.4
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
1066.4
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
1059.6
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
1058.5
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
1057.3
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
1054.3
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
1053.9
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
1052.2
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
1043.1
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
1040.5
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
1039.6
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
1035.7
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
1025.6
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
1016.9
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
1015.8
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
1014.0
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
1013.2
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
1012.6
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
1012.1
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
1009.0
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
1006.7
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
1004.2
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
997.7
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
990.0
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
986.9
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
984.9
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
982.8
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
978.3
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
972.8
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
971.7
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
967.9
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
934.7
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
934.4
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
929.6
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
926.9
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
920.6
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
914.6
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
914.1
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
912.3
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
906.9
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
902.8
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
891.1
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
890.0
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
886.1
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
877.7
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
877.5
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
873.8
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
865.9
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
863.9
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
855.4
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
849.5
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
846.8
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
845.7
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
843.0
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
836.8
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
835.0
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
833.4
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
828.8
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
826.7
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
824.0
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
816.5
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
806.6
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
802.3
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
800.6
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
799.6
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
797.2
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
780.8
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
776.9
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
768.0
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
766.6
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
763.9
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
763.8
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
760.4
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
759.2
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
759.1
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
755.7
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
750.8
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
746.7
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
739.8
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
739.1
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
737.2
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
731.4
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
726.3
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
724.3
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
722.7
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
718.3
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
713.7
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
713.4
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
708.8
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
707.4
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
693.0
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
686.9
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
686.4
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
686.0
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
680.9
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
675.5
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
673.5
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
673.0
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
670.0
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
665.9
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
657.0
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
656.0
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
655.1
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
650.4
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
640.7
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
639.2
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
635.2
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
631.3
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
628.8
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
627.4
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
621.5
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
618.5
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
618.0
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
612.5
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
606.6
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
582.7
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
581.9
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
579.2
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
578.6
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
575.0
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
568.2
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
560.3
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
554.5
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
527.4
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
516.1
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
513.6
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
510.3
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
505.8
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
492.9
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
483.2
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
475.8
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
467.0
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
466.1
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
464.5
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
464.3
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
460.3
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
451.7
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
444.2
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
442.9
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
415.1
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
400.8
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
395.7
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
384.3
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
374.0
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
364.3
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
348.0
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
311.0
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
285.1
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
279.1
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RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0009000003
Tumor
1.1
CPT0000870016
Tumor
1.0
CPT0000640003
Tumor
1.0
CPT0077490003
Tumor
0.9
CPT0071150004
Tumor
0.9
CPT0069000003
Tumor
0.9
CPT0025110003
Tumor
0.8
CPT0079270003
Tumor
0.8
CPT0078830003
Tumor
0.8
CPT0079480003
Tumor
0.8
CPT0010160003
Tumor
0.8
CPT0065930003
Tumor
0.8
CPT0012080003
Tumor
0.8
CPT0001340003
Tumor
0.8
CPT0025580004
Tumor
0.7
CPT0001180009
Tumor
0.7
CPT0025230003
Tumor
0.7
CPT0065430003
Tumor
0.7
CPT0006440003
Tumor
0.7
CPT0021240003
Tumor
0.7
CPT0000780007
Tumor
0.7
CPT0025880003
Tumor
0.7
CPT0012370003
Tumor
0.7
CPT0025050003
Tumor
0.7
CPT0019990003
Tumor
0.7
CPT0012550003
Tumor
0.7
CPT0014450004
Tumor
0.7
CPT0078990003
Tumor
0.6
CPT0025350003
Tumor
0.6
CPT0012900004
Tumor
0.6
CPT0026410003
Tumor
0.6
CPT0086030003
Tumor
0.6
CPT0079230003
Tumor
0.6
CPT0012280003
Tumor
0.6
CPT0088900003
Tumor
0.6
CPT0006900003
Tumor
0.6
CPT0001540009
Tumor
0.6
CPT0002350011
Tumor
0.6
CPT0087040003
Tumor
0.6
CPT0084560003
Tumor
0.6
CPT0014370004
Tumor
0.6
CPT0019130003
Tumor
0.5
CPT0024670003
Tumor
0.5
CPT0077110003
Tumor
0.5
CPT0006630003
Tumor
0.5
CPT0089460004
Tumor
0.5
CPT0086820003
Tumor
0.5
CPT0065750003
Tumor
0.5
CPT0015810003
Tumor
0.5
CPT0007860003
Tumor
0.5
CPT0065810003
Tumor
0.4
CPT0081990003
Tumor
0.4
CPT0063320003
Tumor
0.4
CPT0023690003
Tumor
0.4
CPT0088480003
Tumor
0.4
CPT0076330003
Tumor
0.4
CPT0014160003
Tumor
0.4
CPT0079380003
Tumor
0.4
CPT0088760003
Tumor
0.4
CPT0001500009
Tumor
0.4
CPT0075130003
Tumor
0.4
CPT0002270011
Tumor
0.4
CPT0011240003
Tumor
0.4
CPT0077310003
Tumor
0.4
CPT0017410003
Tumor
0.4
CPT0078660003
Tumor
0.3
CPT0001220008
Tumor
0.3
CPT0007320003
Tumor
0.3
CPT0078930003
Tumor
0.3
CPT0081600003
Tumor
0.3
CPT0092290003
Tumor
0.3
CPT0092160003
Tumor
0.3
CPT0015730003
Tumor
0.3
CPT0001260009
Tumor
0.3
CPT0010110003
Tumor
0.3
CPT0089020003
Tumor
0.2
CPT0079410003
Tumor
0.2
CPT0025290003
Tumor
0.2
CPT0011410003
Tumor
0.2
CPT0081880003
Tumor
0.2
CPT0086360003
Tumor
0.2
CPT0064370003
Tumor
0.2
CPT0063630003
Tumor
0.2
CPT0012670003
Tumor
0.2
CPT0092790003
Tumor
0.2
CPT0092730003
Tumor
0.2
CPT0065690003
Tumor
0.2
CPT0066470004
Tumor
0.2
CPT0066480003
Tumor
0.1
CPT0065870003
Tumor
0.1
CPT0023350003
Tumor
0.1
CPT0088970003
Tumor
0.1
CPT0079180003
Tumor
0.1
CPT0078800003
Tumor
0.0
CPT0085670003
Tumor
0.0
CPT0079510001
Normal
0.0
CPT0015910003
Tumor
0.0
CPT0086950003
Tumor
0.0
CPT0069160003
Tumor
-0.1
CPT0075720003
Tumor
-0.1
CPT0025170003
Tumor
-0.1
CPT0020120003
Tumor
-0.1
CPT0012180003
Tumor
-0.1
CPT0075560003
Tumor
-0.1
CPT0086870003
Tumor
-0.1
CPT0078510003
Tumor
-0.1
CPT0009060003
Tumor
-0.1
CPT0017850003
Tumor
-0.2
CPT0088630003
Tumor
-0.2
CPT0088690003
Tumor
-0.3
CPT0012640003
Normal
-0.3
CPT0079300001
Normal
-0.4
CPT0009020003
Normal
-0.4
CPT0088550004
Tumor
-0.5
CPT0069190001
Normal
-0.5
CPT0092190003
Normal
-0.5
CPT0002370001
Normal
-0.5
CPT0069010001
Normal
-0.5
CPT0025920001
Normal
-0.6
CPT0012920003
Normal
-0.6
CPT0063330001
Normal
-0.6
CPT0001550001
Normal
-0.6
CPT0001510001
Normal
-0.6
CPT0001230001
Normal
-0.6
CPT0019160001
Normal
-0.6
CPT0064400001
Normal
-0.7
CPT0007870001
Normal
-0.7
CPT0024680001
Normal
-0.7
CPT0014470001
Normal
-0.7
CPT0084590001
Normal
-0.7
CPT0012570003
Normal
-0.7
CPT0088500001
Normal
-0.7
CPT0088640003
Normal
-0.7
CPT0010120001
Normal
-0.7
CPT0077500001
Normal
-0.7
CPT0086830003
Normal
-0.7
CPT0086890003
Normal
-0.7
CPT0009080003
Normal
-0.7
CPT0078940001
Normal
-0.7
CPT0078530001
Normal
-0.7
CPT0014350001
Normal
-0.7
CPT0020020001
Normal
-0.8
CPT0018250001
Normal
-0.8
CPT0012090003
Normal
-0.8
CPT0017450001
Normal
-0.8
CPT0077320001
Normal
-0.8
CPT0081620001
Normal
-0.8
CPT0089040001
Normal
-0.8
CPT0076350001
Normal
-0.8
CPT0066520001
Normal
-0.8
CPT0078670001
Normal
-0.8
CPT0023710001
Normal
-0.8
CPT0079430001
Normal
-0.8
CPT0082010001
Normal
-0.8
CPT0023360001
Normal
-0.8
CPT0007470001
Normal
-0.8
CPT0020130001
Normal
-0.8
CPT0075570001
Normal
-0.8
CPT0025610001
Normal
-0.9
CPT0092310003
Normal
-0.9
CPT0079000001
Normal
-0.9
CPT0000890001
Normal
-0.9
CPT0087050003
Normal
-0.9
CPT0010170001
Normal
-0.9
CPT0086970003
Normal
-0.9
CPT0006530001
Normal
-0.9
CPT0078840001
Normal
-0.9
CPT0088570001
Normal
-0.9
CPT0012290003
Normal
-0.9
CPT0026420001
Normal
-0.9
CPT0075170001
Normal
-0.9
CPT0063640001
Normal
-0.9
CPT0001190001
Normal
-1.0
CPT0001270001
Normal
-1.0
CPT0000660001
Normal
-1.0
CPT0065450001
Normal
-1.0
CPT0014130001
Normal
-1.0
CPT0012770003
Normal
-1.0
CPT0077140001
Normal
-1.0
CPT0088920001
Normal
-1.0
CPT0001350001
Normal
-1.0
CPT0066430001
Normal
-1.0
CPT0000790001
Normal
-1.0
CPT0089480003
Normal
-1.0
CPT0086370003
Normal
-1.0
CPT0013790003
Normal
-1.0
CPT0006950001
Normal
-1.0
CPT0025060001
Normal
-1.0
CPT0006730001
Normal
-1.0
CPT0088780001
Normal
-1.0
CPT0092800003
Normal
-1.1
CPT0092740003
Normal
-1.1
CPT0088710001
Normal
-1.1
CPT0065820001
Normal
-1.2
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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.