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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.
NDRG1 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
321.0
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
1191.3
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
1030.1
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
882.4
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
794.0
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
740.3
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
718.6
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
677.5
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
664.6
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
662.6
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
640.0
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
581.1
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
563.9
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
560.7
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
524.8
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
487.1
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
481.9
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
427.6
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
410.0
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
409.4
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
377.6
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
366.8
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
347.2
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
336.7
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
333.5
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
328.9
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
296.6
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
290.0
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
289.5
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
275.0
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
269.3
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
258.1
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
252.9
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
234.8
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
222.2
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
217.6
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
217.6
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
217.4
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
193.3
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
187.4
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
186.2
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
179.7
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
173.5
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
170.0
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
160.6
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
156.2
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
154.7
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
128.3
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
120.7
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
118.5
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
105.7
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
105.0
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
103.4
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
103.1
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
89.4
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
88.6
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
88.2
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
75.6
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
68.7
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
57.7
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
53.8
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
43.6
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
39.5
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
14.9
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.
NDRG1 is potential prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
860.2
Number of samples
521
Samples
Sample
Description
TPM
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
3550.3
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
3120.2
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
2838.4
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
2565.4
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
2501.2
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
2389.6
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
2360.5
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
2332.6
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
2331.8
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
2311.1
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
2281.6
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
2265.2
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
2255.1
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
2249.0
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
2247.6
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
2200.3
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
2183.0
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
2178.2
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
2160.0
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
2125.1
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
2075.4
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
2008.9
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
1955.3
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
1915.3
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
1903.2
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
1901.6
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
1898.8
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
1875.3
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
1853.6
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
1850.0
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
1839.0
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
1835.5
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
1802.9
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
1802.1
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
1790.1
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
1768.1
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
1761.9
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
1740.1
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
1728.8
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
1726.3
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
1724.9
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
1712.6
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
1709.7
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
1687.3
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
1680.6
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
1675.5
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
1674.9
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
1663.0
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
1661.6
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
1659.2
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
1652.2
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
1648.8
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
1642.2
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
1637.8
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
1632.1
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
1628.1
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
1621.7
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
1621.3
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
1610.5
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
1594.9
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
1592.4
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
1573.0
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
1563.6
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
1558.6
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
1545.6
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
1538.2
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
1534.4
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
1519.5
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
1515.8
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
1514.4
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
1512.7
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
1511.9
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
1505.8
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
1499.3
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
1496.4
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
1496.0
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
1495.9
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
1493.2
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
1489.6
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
1479.1
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
1475.4
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
1455.1
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
1447.1
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
1425.2
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
1412.6
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
1411.8
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
1408.8
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
1407.9
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
1403.7
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
1403.4
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
1399.0
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
1398.2
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
1397.1
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
1388.1
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
1382.2
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
1366.2
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
1362.7
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
1356.3
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
1353.6
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
1347.6
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
1343.3
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
1340.5
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
1338.8
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
1334.7
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
1334.6
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
1330.5
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
1318.0
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
1304.7
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
1304.6
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
1303.4
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
1301.6
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
1291.3
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
1290.4
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
1288.8
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
1288.3
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
1287.2
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
1284.9
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
1279.8
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
1277.1
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
1272.6
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
1260.8
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
1248.2
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
1235.3
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
1234.5
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
1228.6
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
1225.0
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
1224.8
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
1224.6
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
1214.5
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
1214.5
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
1213.9
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
1210.7
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
1209.7
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
1207.4
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
1204.1
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
1200.8
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
1196.0
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
1182.8
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
1174.2
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
1171.5
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
1169.2
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
1164.0
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
1161.1
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
1159.5
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
1158.1
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
1155.2
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
1154.9
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
1146.2
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
1145.3
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
1136.0
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
1128.3
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
1127.4
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
1121.5
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
1120.2
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
1114.3
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
1112.2
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
1105.0
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
1104.0
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
1103.2
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
1102.2
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
1100.0
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
1093.6
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
1091.3
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
1087.5
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
1085.3
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
1078.9
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
1078.3
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
1078.1
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
1077.6
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
1070.9
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
1068.2
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
1068.1
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
1066.9
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
1059.8
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
1055.4
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
1053.1
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
1048.2
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
1042.4
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
1039.6
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
1039.5
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
1036.9
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
1035.6
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
1031.2
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
1029.9
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
1022.3
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
1021.9
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
1020.4
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
1018.9
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
1018.0
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
1017.1
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
1008.3
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
999.3
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
997.8
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
995.5
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
993.2
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
991.3
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
990.5
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
987.6
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
977.0
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
972.1
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
964.6
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
964.1
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
959.7
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
958.8
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
952.1
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
951.1
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
950.9
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
949.0
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
941.9
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
941.3
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
939.6
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
939.1
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
937.2
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
932.6
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
931.7
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
928.3
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
927.2
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
926.3
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
923.0
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
920.7
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
918.9
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
916.3
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
907.1
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
904.1
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
901.5
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
896.6
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
894.2
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
889.8
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
888.6
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
888.5
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
887.2
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
886.8
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
881.8
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
878.1
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
876.4
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
874.4
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
873.1
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
867.0
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
865.3
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
862.9
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
861.9
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
860.1
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
857.3
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
855.1
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
855.1
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
853.1
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
849.7
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
847.7
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
847.1
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
837.8
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
837.4
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
835.7
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
834.9
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
834.8
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
833.5
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
833.4
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
817.8
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
817.2
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
813.9
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
812.6
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
812.5
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
812.3
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
797.2
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
793.7
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
790.8
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
781.5
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
778.8
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
778.0
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
777.2
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
772.7
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
766.0
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
759.4
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
758.3
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
757.9
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
753.9
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
752.7
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
750.2
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
748.4
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
748.4
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
747.7
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
747.5
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
736.7
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
734.1
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
732.9
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
729.0
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
723.0
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
718.6
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
717.9
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
713.4
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
713.0
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
706.7
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
705.2
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
695.4
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
693.8
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
680.6
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
680.4
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
679.7
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
677.7
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
676.1
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
673.5
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
673.4
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
672.5
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
670.8
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
669.8
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
667.5
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
660.8
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
659.7
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
656.0
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
654.1
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
652.2
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
650.5
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
650.4
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
647.8
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
636.2
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
633.8
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
633.0
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
629.1
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
627.0
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
626.8
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
624.8
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
614.6
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
612.7
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
608.4
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
606.2
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
604.2
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
603.6
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
600.6
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
600.6
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
596.4
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
596.3
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
594.3
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
591.6
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
590.3
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
586.5
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
585.3
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
582.9
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
577.1
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
571.8
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
564.5
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
561.4
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
549.1
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
545.5
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
545.0
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
544.8
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
542.4
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
541.8
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
540.8
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
538.1
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
532.3
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
526.3
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
523.2
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
520.4
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
515.2
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
511.8
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
508.9
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
508.6
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
507.4
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
503.8
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
503.6
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
502.0
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
499.3
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
499.0
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
498.6
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
493.6
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
489.9
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
489.6
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
486.5
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
486.1
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
475.6
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
468.9
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
468.0
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
467.2
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
466.3
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
464.3
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
462.6
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
461.8
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
455.4
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
450.4
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
447.5
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
444.7
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
439.0
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
436.4
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
436.2
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
435.4
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
433.2
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
416.2
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
410.0
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
409.7
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
407.5
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
401.7
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
398.5
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
391.4
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
390.9
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
385.5
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
383.9
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
379.5
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
369.3
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
367.0
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
360.0
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
358.1
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
353.7
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
344.1
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
340.8
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
336.7
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
336.2
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
333.4
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
332.1
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
330.5
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
327.9
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
324.8
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
317.7
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
305.3
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
304.2
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
302.3
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
301.7
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
299.7
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
299.3
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
298.6
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
296.2
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
287.1
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
285.7
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
280.0
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
273.9
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
273.1
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
263.6
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
257.0
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
254.9
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
253.1
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
250.9
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
250.1
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
247.7
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
247.2
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
246.9
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
244.4
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
241.0
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
240.9
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
240.3
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
239.3
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
233.2
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
229.3
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
227.9
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
227.8
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
223.3
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
218.3
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
217.4
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
212.0
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
207.0
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
204.7
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
201.5
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
201.3
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
197.7
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
192.0
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
189.6
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
180.8
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
180.3
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
178.8
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
178.7
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
177.1
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
170.2
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
162.9
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
162.9
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
160.0
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
158.6
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
156.7
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
154.5
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
152.8
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
142.8
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
138.3
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
135.5
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
134.3
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
133.4
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
121.5
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
121.3
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
119.6
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
118.8
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
117.4
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
113.2
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
108.0
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
107.5
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
107.3
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
106.8
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
104.3
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
101.8
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
101.3
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
99.4
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
97.7
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
97.5
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
96.6
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
91.8
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
91.6
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
91.6
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
90.0
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
82.7
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
81.6
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
78.2
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
75.9
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
75.6
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
70.1
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
67.0
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
66.1
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
65.8
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
65.5
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
65.1
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
62.4
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
60.2
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
59.7
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
57.5
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
56.6
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
50.3
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
44.1
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
42.9
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
41.7
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
30.0
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
29.8
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
29.7
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
27.6
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
27.2
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
22.8
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
21.0
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
18.9
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 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.
NDRG1 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
991.6
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
2972.7
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
2646.1
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
2093.5
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
2046.6
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
1932.7
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
1909.5
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
1900.7
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
1872.8
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
1823.4
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
1763.6
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
1750.7
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
1644.6
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
1624.9
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
1617.3
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
1604.3
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
1599.8
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
1527.8
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
1504.7
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
1460.7
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
1451.1
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
1413.4
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
1405.4
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
1391.4
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
1377.8
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
1367.8
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
1324.8
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
1317.9
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
1289.0
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
1284.2
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
1240.1
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
1208.5
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
1187.6
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
1139.2
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
1136.8
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
1121.4
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
1106.9
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
1090.4
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
1039.3
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
1033.5
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
1015.2
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
1003.5
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
995.4
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
985.5
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
977.6
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
975.7
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
972.2
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
955.0
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
953.9
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
951.4
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
939.2
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
932.0
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
923.0
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
916.9
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
890.7
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
881.9
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
877.9
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
842.8
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
797.6
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
784.5
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
758.7
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
754.3
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
744.4
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
743.4
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
725.6
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
704.4
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
689.4
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
657.1
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
651.3
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
644.0
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
642.2
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
626.6
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
621.2
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
597.1
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
593.1
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
578.0
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
576.1
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
568.5
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
534.8
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
531.7
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
530.5
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
517.4
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
495.6
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
494.3
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
470.8
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
461.7
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
460.8
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
449.5
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
423.1
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
422.7
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
391.7
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
358.4
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
353.7
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
261.9
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
222.3
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
218.0
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
198.9
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 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.
NDRG1 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
217.4
Number of samples
282
Samples
Sample
Description
TPM
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
2743.7
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
2572.1
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
2539.2
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
2092.2
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
1986.4
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
1857.9
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
1239.2
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
1087.3
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
1001.6
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
891.3
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
845.4
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
817.6
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
806.3
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
803.2
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
751.6
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
744.6
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
741.6
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
654.4
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
639.9
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
583.3
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
535.6
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
476.4
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
458.9
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
424.7
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
420.2
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
418.1
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
405.4
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
400.3
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
399.0
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
391.9
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
391.7
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
390.6
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
385.6
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
374.2
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
373.8
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
350.8
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
347.2
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
346.5
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
343.9
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
337.0
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
335.4
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
335.2
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
330.3
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
323.4
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
323.1
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
318.0
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
315.5
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
310.6
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
310.1
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
307.3
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
306.4
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
304.5
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
302.7
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
301.4
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
300.0
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
299.6
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
295.2
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
282.8
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
282.0
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
281.1
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
278.0
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
272.9
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
265.6
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
264.9
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
264.3
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
251.8
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
251.2
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
244.2
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
242.4
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
242.3
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
241.3
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
238.9
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
231.5
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
231.1
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
228.8
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
227.1
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
226.9
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
226.8
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
224.3
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
221.2
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
220.8
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
220.0
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
206.7
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
205.8
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
201.8
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
200.5
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
198.9
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
195.2
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
193.0
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
193.0
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
191.7
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
190.5
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
189.1
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
183.3
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
181.0
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
179.5
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
177.0
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
173.8
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
171.3
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
169.4
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
169.4
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
167.2
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
166.6
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
165.2
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
164.4
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
161.7
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
161.4
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
160.3
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
160.1
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
160.1
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
159.9
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
158.8
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
156.0
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
150.2
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
149.5
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
148.6
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
148.3
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
145.9
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
140.4
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
140.2
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
139.5
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
138.5
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
137.1
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
134.1
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
133.9
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
132.8
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
132.8
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
132.3
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
129.5
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
129.4
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
129.2
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
128.7
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
123.8
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
123.3
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
122.6
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
119.3
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
118.7
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
118.3
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
114.9
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
114.6
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
114.2
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
114.0
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
112.6
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
112.0
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
110.8
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
110.4
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
107.8
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
106.0
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
104.6
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
102.8
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
102.2
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
100.0
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
99.7
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
96.1
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
95.7
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
95.7
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
94.6
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
93.3
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
92.4
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
91.9
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
91.7
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
90.6
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
90.5
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
90.2
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
90.1
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
89.5
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
87.8
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
86.9
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
86.5
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
84.0
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
81.8
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
81.3
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
81.2
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
80.0
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
79.6
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
78.4
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
76.9
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
75.3
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
75.0
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
73.8
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
72.8
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
72.4
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
72.0
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
71.2
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
69.6
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
69.3
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
68.6
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
68.5
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
68.3
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
68.2
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
66.6
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
66.3
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
66.1
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
66.1
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
65.0
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
64.9
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
64.0
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
63.9
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
63.8
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
63.5
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
60.5
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
60.3
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
60.2
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
60.0
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
59.8
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
57.9
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
56.7
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
56.5
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
56.5
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
56.4
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
55.4
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
55.2
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
53.8
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
53.5
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
49.9
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
49.7
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
49.3
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
46.7
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
46.0
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
45.5
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
45.3
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
45.2
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
43.9
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
43.1
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
42.1
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
41.8
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
39.1
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
39.1
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
38.5
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
38.0
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
36.2
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
36.2
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
35.3
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
33.7
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
33.7
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
32.9
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
30.5
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
30.5
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
30.3
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
29.5
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
28.6
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
27.4
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
26.1
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
24.8
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
23.7
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
23.5
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
22.7
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
22.5
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
21.4
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
20.6
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
20.6
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
20.2
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
20.2
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
18.9
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
14.6
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
14.2
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
12.5
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
10.7
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
9.7
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
8.8
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
7.5
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
7.3
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
7.3
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
6.2
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
5.6
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
5.5
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
4.9
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
4.7
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
4.6
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
3.8
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
3.5
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
3.1
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
2.9
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
2.6
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
2.6
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
0.0
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
0.0
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
0.0
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
0.0
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
0.0
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
0.0
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0023350003
Tumor
1.4
CPT0001340003
Tumor
1.4
CPT0012550003
Tumor
1.1
CPT0000640003
Tumor
1.1
CPT0086820003
Tumor
1.0
CPT0086950003
Tumor
1.0
CPT0009000003
Tumor
1.0
CPT0069000003
Tumor
0.9
CPT0077310003
Tumor
0.9
CPT0012280003
Tumor
0.8
CPT0079410003
Tumor
0.8
CPT0025050003
Tumor
0.8
CPT0079480003
Tumor
0.8
CPT0006440003
Tumor
0.8
CPT0079230003
Tumor
0.8
CPT0012670003
Tumor
0.8
CPT0012900004
Tumor
0.8
CPT0063320003
Tumor
0.8
CPT0081990003
Tumor
0.7
CPT0010160003
Tumor
0.7
CPT0012370003
Tumor
0.7
CPT0007320003
Tumor
0.7
CPT0079270003
Tumor
0.7
CPT0025580004
Tumor
0.7
CPT0025110003
Tumor
0.6
CPT0001180009
Tumor
0.6
CPT0001540009
Tumor
0.6
CPT0081880003
Tumor
0.6
CPT0078990003
Tumor
0.6
CPT0088760003
Tumor
0.6
CPT0015810003
Tumor
0.6
CPT0078930003
Tumor
0.6
CPT0000870016
Tumor
0.6
CPT0006900003
Tumor
0.6
CPT0025290003
Tumor
0.6
CPT0025350003
Tumor
0.6
CPT0077490003
Tumor
0.5
CPT0020120003
Tumor
0.5
CPT0011240003
Tumor
0.5
CPT0026410003
Tumor
0.5
CPT0006630003
Tumor
0.5
CPT0021240003
Tumor
0.5
CPT0063630003
Tumor
0.5
CPT0014450004
Tumor
0.5
CPT0014370004
Tumor
0.5
CPT0012080003
Tumor
0.5
CPT0088480003
Tumor
0.5
CPT0019990003
Tumor
0.5
CPT0014160003
Tumor
0.5
CPT0071150004
Tumor
0.5
CPT0085670003
Tumor
0.5
CPT0077110003
Tumor
0.5
CPT0015730003
Tumor
0.5
CPT0065930003
Tumor
0.5
CPT0001220008
Tumor
0.5
CPT0065430003
Tumor
0.5
CPT0086360003
Tumor
0.5
CPT0019130003
Tumor
0.4
CPT0025880003
Tumor
0.4
CPT0089020003
Tumor
0.4
CPT0075130003
Tumor
0.4
CPT0092160003
Tumor
0.4
CPT0001500009
Tumor
0.4
CPT0065750003
Tumor
0.4
CPT0024670003
Tumor
0.4
CPT0065870003
Tumor
0.4
CPT0086030003
Tumor
0.4
CPT0087040003
Tumor
0.3
CPT0017410003
Tumor
0.3
CPT0023690003
Tumor
0.3
CPT0066470004
Tumor
0.3
CPT0002350011
Tumor
0.3
CPT0001260009
Tumor
0.3
CPT0000780007
Tumor
0.3
CPT0092790003
Tumor
0.3
CPT0010110003
Tumor
0.3
CPT0078830003
Tumor
0.2
CPT0088690003
Tumor
0.2
CPT0088900003
Tumor
0.2
CPT0025230003
Tumor
0.2
CPT0064370003
Tumor
0.2
CPT0075560003
Tumor
0.2
CPT0069160003
Tumor
0.2
CPT0076330003
Tumor
0.2
CPT0078510003
Tumor
0.1
CPT0065810003
Tumor
0.1
CPT0092730003
Tumor
0.1
CPT0025170003
Tumor
0.1
CPT0065690003
Tumor
0.1
CPT0007860003
Tumor
0.1
CPT0066480003
Tumor
0.1
CPT0089460004
Tumor
0.1
CPT0092290003
Tumor
0.0
CPT0075720003
Tumor
0.0
CPT0079380003
Tumor
0.0
CPT0086870003
Tumor
0.0
CPT0081600003
Tumor
0.0
CPT0015910003
Tumor
-0.1
CPT0009060003
Tumor
-0.2
CPT0088630003
Tumor
-0.3
CPT0079180003
Tumor
-0.3
CPT0087050003
Normal
-0.3
CPT0012770003
Normal
-0.4
CPT0088780001
Normal
-0.4
CPT0012570003
Normal
-0.4
CPT0025610001
Normal
-0.4
CPT0092310003
Normal
-0.5
CPT0077500001
Normal
-0.5
CPT0025060001
Normal
-0.5
CPT0023360001
Normal
-0.5
CPT0092800003
Normal
-0.5
CPT0065450001
Normal
-0.5
CPT0086890003
Normal
-0.5
CPT0084560003
Tumor
-0.5
CPT0000890001
Normal
-0.5
CPT0081620001
Normal
-0.5
CPT0010170001
Normal
-0.5
CPT0066430001
Normal
-0.5
CPT0006950001
Normal
-0.5
CPT0020020001
Normal
-0.5
CPT0064400001
Normal
-0.6
CPT0069010001
Normal
-0.6
CPT0012920003
Normal
-0.6
CPT0009080003
Normal
-0.6
CPT0002270011
Tumor
-0.6
CPT0086970003
Normal
-0.6
CPT0088920001
Normal
-0.6
CPT0014350001
Normal
-0.6
CPT0078670001
Normal
-0.6
CPT0082010001
Normal
-0.6
CPT0026420001
Normal
-0.6
CPT0023710001
Normal
-0.6
CPT0014470001
Normal
-0.6
CPT0077140001
Normal
-0.6
CPT0092740003
Normal
-0.6
CPT0088500001
Normal
-0.6
CPT0013790003
Normal
-0.6
CPT0010120001
Normal
-0.6
CPT0006730001
Normal
-0.7
CPT0079000001
Normal
-0.7
CPT0000790001
Normal
-0.7
CPT0014130001
Normal
-0.7
CPT0024680001
Normal
-0.7
CPT0076350001
Normal
-0.7
CPT0012090003
Normal
-0.7
CPT0007470001
Normal
-0.7
CPT0019160001
Normal
-0.7
CPT0001510001
Normal
-0.7
CPT0009020003
Normal
-0.7
CPT0078840001
Normal
-0.7
CPT0086370003
Normal
-0.7
CPT0025920001
Normal
-0.7
CPT0001350001
Normal
-0.7
CPT0012290003
Normal
-0.8
CPT0086830003
Normal
-0.8
CPT0078530001
Normal
-0.8
CPT0063330001
Normal
-0.8
CPT0088710001
Normal
-0.8
CPT0079430001
Normal
-0.8
CPT0078940001
Normal
-0.8
CPT0020130001
Normal
-0.8
CPT0079510001
Normal
-0.8
CPT0066520001
Normal
-0.8
CPT0088970003
Tumor
-0.8
CPT0088570001
Normal
-0.8
CPT0089480003
Normal
-0.8
CPT0001550001
Normal
-0.8
CPT0075570001
Normal
-0.8
CPT0002370001
Normal
-0.8
CPT0078660003
Tumor
-0.9
CPT0007870001
Normal
-0.9
CPT0078800003
Tumor
-0.9
CPT0001230001
Normal
-0.9
CPT0089040001
Normal
-0.9
CPT0077320001
Normal
-0.9
CPT0018250001
Normal
-0.9
CPT0063640001
Normal
-0.9
CPT0001190001
Normal
-0.9
CPT0088640003
Normal
-1.0
CPT0065820001
Normal
-1.0
CPT0006530001
Normal
-1.0
CPT0017850003
Tumor
-1.0
CPT0017450001
Normal
-1.0
CPT0011410003
Tumor
-1.1
CPT0012180003
Tumor
-1.1
CPT0079300001
Normal
-1.1
CPT0012640003
Normal
-1.1
CPT0069190001
Normal
-1.1
CPT0000660001
Normal
-1.1
CPT0084590001
Normal
-1.2
CPT0092190003
Normal
-1.2
CPT0075170001
Normal
-1.4
CPT0088550004
Tumor
-1.4
CPT0001270001
Normal
-1.5
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.