We use cookies to enhance the usability of our website. If you continue, we'll assume that you are happy to receive all cookies. More information. Don't show this again.
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.
MKKS 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
131.4
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
533.0
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
452.5
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
424.8
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
371.8
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
331.8
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
319.2
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
293.9
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
292.7
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
283.0
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
276.8
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
271.0
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
236.0
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
212.6
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
204.4
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
201.6
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
193.1
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
186.8
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
177.2
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
175.0
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
174.6
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
142.7
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
138.3
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
110.2
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
108.9
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
107.8
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
107.1
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
104.2
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
101.3
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
97.9
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
97.2
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
94.6
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
89.2
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
85.1
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
83.6
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
82.0
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
81.2
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
81.0
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
73.1
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
64.7
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
61.6
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
60.3
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
54.3
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
53.3
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
50.7
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
50.6
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
49.1
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
48.4
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
48.1
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
46.8
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
45.6
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
42.3
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
40.7
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
39.6
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
38.0
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
37.6
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
35.7
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
30.4
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
26.5
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
20.7
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
20.2
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
19.7
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
16.3
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
13.6
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.
MKKS 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
29.9
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
173.2
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
168.1
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
148.6
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
119.8
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
117.8
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
110.1
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
109.1
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
100.4
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
100.1
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
98.7
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
97.5
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
95.3
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
93.6
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
84.8
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
81.1
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
78.7
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
77.3
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
77.2
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
73.6
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
72.6
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
71.8
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
69.8
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
69.3
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
68.7
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
67.7
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
66.0
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
65.6
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
65.5
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
64.1
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
63.6
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
63.1
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
62.8
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
60.5
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
60.4
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
60.3
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
59.4
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
58.6
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
58.4
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
58.1
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
57.5
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
56.4
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
56.0
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
55.0
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
55.0
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
54.7
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
52.8
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
52.6
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
52.3
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
52.1
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
51.4
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
51.0
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
50.4
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
50.3
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
49.8
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
49.7
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
49.5
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
49.5
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
49.3
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
49.1
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
48.7
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
48.2
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
48.0
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
46.6
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
46.5
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
45.9
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
45.9
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
45.8
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
45.0
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
44.9
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
44.4
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
44.1
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
43.8
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
43.2
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
42.9
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
42.8
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
42.7
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
42.4
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
42.3
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
42.1
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
42.1
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
42.1
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
41.7
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
41.4
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
41.4
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
41.1
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
41.0
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
40.6
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
40.6
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
40.5
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
40.4
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
40.4
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
40.2
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
40.0
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
40.0
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
40.0
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
39.8
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
39.6
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
39.6
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
39.4
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
39.3
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
39.2
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
38.9
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
38.8
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
38.7
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
38.7
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
38.7
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
38.6
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
38.5
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
38.4
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
38.4
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
38.1
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
37.9
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
37.9
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
37.8
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
37.7
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
37.7
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
37.7
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
37.7
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
37.6
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
37.5
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
37.4
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
37.4
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
37.2
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
37.2
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
37.2
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
37.1
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
37.1
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
36.9
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
36.9
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
36.7
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
36.4
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
36.3
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
36.3
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
36.3
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
36.2
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
36.0
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
35.8
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
35.8
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
35.7
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
35.5
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
35.2
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
35.2
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
35.2
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
35.1
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
35.1
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
34.9
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
34.8
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
34.8
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
34.5
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
34.5
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
34.4
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
34.4
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
34.4
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
34.2
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
34.1
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
34.0
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
34.0
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
33.9
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
33.8
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
33.6
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
33.2
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
33.1
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
33.0
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
32.9
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
32.7
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
32.5
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
32.5
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
32.4
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
32.4
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
32.4
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
32.2
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
32.2
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
32.2
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
31.8
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
31.7
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
31.6
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
31.5
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
31.5
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
31.4
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
31.3
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
31.0
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
31.0
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
31.0
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
31.0
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
31.0
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
31.0
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
30.9
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
30.9
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
30.7
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
30.6
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
30.6
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
30.5
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
30.5
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
30.5
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
30.5
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
30.4
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
30.3
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
30.3
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
30.0
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
30.0
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
30.0
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
30.0
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
29.9
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
29.9
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
29.9
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
29.8
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
29.7
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
29.7
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
29.6
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
29.6
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
29.6
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
29.5
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
29.2
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
29.2
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
29.1
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
29.0
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
29.0
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
28.9
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
28.6
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
28.5
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
28.5
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
28.5
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
28.4
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
28.3
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
28.3
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
28.3
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
28.2
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
28.1
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
28.0
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
28.0
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
28.0
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
27.9
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
27.8
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
27.6
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
27.6
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
27.6
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
27.5
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
27.5
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
27.5
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
27.4
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
27.3
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
27.2
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
27.1
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
27.1
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
27.1
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
27.1
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
27.1
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
27.0
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
27.0
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
26.9
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
26.9
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
26.9
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
26.8
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
26.7
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
26.7
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
26.7
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
26.6
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
26.6
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
26.5
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
26.4
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
26.4
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
26.3
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
26.2
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
26.2
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
26.2
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
26.1
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
26.1
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
25.9
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
25.8
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
25.8
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
25.6
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
25.6
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
25.5
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
25.5
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
25.4
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
25.3
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
25.2
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
25.0
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
24.8
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
24.7
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
24.7
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
24.6
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
24.6
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
24.6
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
24.6
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
24.6
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
24.6
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
24.5
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
24.4
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
24.3
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
24.3
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
24.3
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
24.2
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
24.2
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
24.2
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
24.1
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
24.1
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
23.9
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
23.9
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
23.9
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
23.8
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
23.7
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
23.7
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
23.6
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
23.5
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
23.4
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
23.3
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
23.2
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
23.2
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
23.2
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
22.9
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
22.8
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
22.8
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
22.7
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
22.7
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
22.7
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
22.5
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
22.5
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
22.5
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
22.4
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
22.4
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
22.3
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
22.2
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
22.2
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
22.2
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
22.1
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
22.1
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
22.1
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
22.1
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
21.9
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
21.8
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
21.8
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
21.7
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
21.7
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
21.7
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
21.7
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
21.6
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
21.6
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
21.4
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
21.4
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
21.3
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
21.2
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
21.2
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
21.2
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
21.1
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
21.0
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
20.8
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
20.8
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
20.8
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
20.8
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
20.6
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
20.6
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
20.5
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
20.5
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
20.4
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
20.3
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
20.3
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
20.3
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
20.3
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
20.2
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
20.1
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
20.1
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
20.0
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
19.9
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
19.9
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
19.8
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
19.8
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
19.8
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
19.7
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
19.6
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
19.5
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
19.5
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
19.4
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
19.4
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
19.3
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
19.3
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
19.3
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
19.3
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
19.0
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
18.9
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
18.9
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
18.8
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
18.8
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
18.8
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
18.8
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
18.6
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
18.6
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
18.6
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
18.5
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
18.5
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
18.4
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
18.3
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
18.3
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
18.1
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
17.8
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
17.7
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
17.7
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
17.6
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
17.6
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
17.5
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
17.5
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
17.5
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
17.4
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
17.3
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
17.1
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
17.1
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
17.1
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
17.1
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
17.0
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
16.9
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
16.9
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
16.8
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
16.8
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
16.7
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
16.5
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
16.5
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
16.2
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
16.2
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
16.0
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
15.8
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
15.6
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
15.6
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
15.6
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
15.6
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
15.5
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
15.4
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
15.2
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
15.2
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
15.1
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
14.8
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
14.8
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
14.8
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
14.6
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
14.5
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
14.4
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
14.4
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
14.3
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
14.3
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
14.3
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
14.2
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
14.2
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
14.0
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
13.7
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
13.5
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
13.5
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
13.5
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
13.4
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
13.3
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
13.3
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
13.3
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
13.0
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
13.0
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
12.4
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
12.3
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
12.3
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
12.3
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
12.2
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
12.1
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
11.9
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
11.5
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
11.5
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
11.4
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
11.4
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
11.3
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
10.9
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
10.9
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
10.7
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
10.6
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
10.6
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
10.4
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
10.3
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
10.3
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
10.1
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
10.0
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
9.9
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
9.7
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
9.7
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
9.4
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
9.3
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
9.2
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
9.1
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
9.0
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
8.8
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
8.8
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
8.7
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
8.6
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
8.5
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
8.4
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
8.3
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
8.3
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
7.8
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
7.6
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
7.1
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
7.1
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
6.3
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
6.0
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
5.9
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
5.9
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
5.8
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
5.8
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
5.5
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
5.4
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
5.3
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
5.2
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
4.9
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
4.4
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
4.0
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
3.5
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
3.4
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
2.6
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
2.3
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
2.0
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
1.7
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
1.7
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
1.5
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
1.3
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
1.0
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
0.0
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
0.0
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
0.0
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 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.
MKKS 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
27.9
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
87.8
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
84.5
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
78.4
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
69.7
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
68.6
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
64.3
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
63.0
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
62.2
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
58.3
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
55.2
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
54.1
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
52.7
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
50.2
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
49.8
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
48.9
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
46.0
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
43.5
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
41.4
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
40.9
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
39.5
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
39.1
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
38.5
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
35.9
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
35.7
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
34.0
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
33.8
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
32.5
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
31.6
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
31.4
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
30.7
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
30.6
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
30.5
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
30.3
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
29.9
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
29.7
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
29.1
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
29.0
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
28.8
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
28.5
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
28.4
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
27.9
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
26.3
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
25.8
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
25.6
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
25.3
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
24.2
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
23.6
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
23.1
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
23.1
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
23.0
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
22.8
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
22.8
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
22.0
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
22.0
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
21.9
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
21.6
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
21.0
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
21.0
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
20.6
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
20.6
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
20.6
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
20.5
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
19.3
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
19.1
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
18.7
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
18.0
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
17.9
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
17.9
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
17.7
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
17.1
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
16.7
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
16.5
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
16.5
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
15.9
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
15.8
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
15.7
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
15.4
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
15.4
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
15.2
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
15.0
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
14.9
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
14.3
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
13.7
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
13.2
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
13.2
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
12.9
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
12.7
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
11.8
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
11.7
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
10.2
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
10.1
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
8.4
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
7.3
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
7.0
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
6.8
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
6.6
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
5.9
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
5.5
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
3.1
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
MKKS 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
30.9
Number of samples
282
Samples
Sample
Description
TPM
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
301.9
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
235.3
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
192.4
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
177.6
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
167.0
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
164.6
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
135.9
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
126.8
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
115.6
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
113.3
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
107.8
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
101.3
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
101.1
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
97.0
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
94.0
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
91.7
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
87.9
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
86.0
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
85.9
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
83.0
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
82.7
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
81.6
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
80.3
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
79.7
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
79.5
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
79.1
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
78.4
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
75.4
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
74.9
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
74.0
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
71.8
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
70.1
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
68.6
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
66.9
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
64.5
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
64.3
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
63.5
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
62.6
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
61.6
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
61.5
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
59.6
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
58.9
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
54.7
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
54.3
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
53.8
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
53.8
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
52.8
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
51.6
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
51.5
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
51.2
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
48.4
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
46.8
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
46.2
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
45.6
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
44.4
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
44.4
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
43.9
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
43.1
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
42.6
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
42.3
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
41.3
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
40.1
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
39.8
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
39.6
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
38.9
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
38.5
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
38.4
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
38.3
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
38.3
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
37.2
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
37.1
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
36.7
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
36.5
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
35.9
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
35.1
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
34.9
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
34.8
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
34.8
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
34.7
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
34.4
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
34.1
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
34.1
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
33.1
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
33.0
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
32.3
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
31.1
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
30.7
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
30.6
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
30.4
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
30.0
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
28.8
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
28.0
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
27.8
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
27.7
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
27.6
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
27.5
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
27.5
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
27.5
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
26.9
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
26.6
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
26.5
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
25.8
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
25.7
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
25.4
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
25.3
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
25.2
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
25.1
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
25.1
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
25.0
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
25.0
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
24.9
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
24.8
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
24.7
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
24.7
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
24.6
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
24.6
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
24.4
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
24.1
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
24.0
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
23.9
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
23.7
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
23.7
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
23.5
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
23.4
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
22.7
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
22.7
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
22.2
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
22.1
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
22.0
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
22.0
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
21.9
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
21.6
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
21.3
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
21.3
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
21.0
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
20.7
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
20.7
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
20.5
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
20.3
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
20.2
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
20.1
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
20.1
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
20.1
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
20.0
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
19.9
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
19.8
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
19.8
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
19.6
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
19.4
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
19.2
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
19.0
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
19.0
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
18.7
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
18.7
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
18.7
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
18.6
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
18.5
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
18.4
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
18.0
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
17.3
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
17.3
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
17.1
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
16.7
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
16.5
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
16.5
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
16.4
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
16.3
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
16.3
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
16.2
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
16.2
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
16.2
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
16.1
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
16.1
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
16.0
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
15.5
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
15.4
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
15.4
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
15.2
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
15.2
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
15.2
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
15.2
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
15.1
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
15.0
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
15.0
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
14.8
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
14.6
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
14.1
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
14.0
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
13.8
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
13.7
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
13.7
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
13.5
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
13.5
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
13.2
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
13.0
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
12.9
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
12.8
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
12.7
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
12.3
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
12.3
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
12.2
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
12.0
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
12.0
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
12.0
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
11.6
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
11.4
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
11.4
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
11.4
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
11.2
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
11.1
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
10.7
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
10.7
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
10.6
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
10.5
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
10.4
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
10.2
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
10.2
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
10.1
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
9.7
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
9.5
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
9.3
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
9.3
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
8.2
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
8.2
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
7.8
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
7.3
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
7.1
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
7.0
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
6.9
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
6.8
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
6.6
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
6.5
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
6.1
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
5.6
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
5.5
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
5.2
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
5.1
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
4.9
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
4.8
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
4.7
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
4.5
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
4.4
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
4.0
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
3.8
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
3.8
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
3.4
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
3.3
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
3.0
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
2.8
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
2.8
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
0.5
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
0.2
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
0.0
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
0.0
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
0.0
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
0.0
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
0.0
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
0.0
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
0.0
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
0.0
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
0.0
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
0.0
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
0.0
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
0.0
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
0.0
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
0.0
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
0.0
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
0.0
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
0.0
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
0.0
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
0.0
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
0.0
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
0.0
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
0.0
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
0.0
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
0.0
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
0.0
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
0.0
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
0.0
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
0.0
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
0.0
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0026410003
Tumor
N/A
CPT0002370001
Normal
N/A
CPT0000790001
Normal
N/A
CPT0019130003
Tumor
N/A
CPT0088570001
Normal
N/A
CPT0065820001
Normal
N/A
CPT0025880003
Tumor
N/A
CPT0076330003
Tumor
N/A
CPT0001180009
Tumor
N/A
CPT0078800003
Tumor
N/A
CPT0078660003
Tumor
N/A
CPT0065690003
Tumor
N/A
CPT0078930003
Tumor
N/A
CPT0011240003
Tumor
N/A
CPT0084560003
Tumor
N/A
CPT0012670003
Tumor
N/A
CPT0002350011
Tumor
N/A
CPT0012920003
Normal
N/A
CPT0064370003
Tumor
N/A
CPT0088900003
Tumor
N/A
CPT0006730001
Normal
N/A
CPT0007870001
Normal
N/A
CPT0087040003
Tumor
N/A
CPT0079380003
Tumor
N/A
CPT0025170003
Tumor
N/A
CPT0024670003
Tumor
N/A
CPT0012640003
Normal
N/A
CPT0078830003
Tumor
N/A
CPT0021240003
Tumor
N/A
CPT0071150004
Tumor
N/A
CPT0089020003
Tumor
N/A
CPT0088970003
Tumor
N/A
CPT0066480003
Tumor
N/A
CPT0000870016
Tumor
N/A
CPT0092790003
Tumor
N/A
CPT0025610001
Normal
N/A
CPT0063330001
Normal
N/A
CPT0001350001
Normal
N/A
CPT0078940001
Normal
N/A
CPT0086830003
Normal
N/A
CPT0088760003
Tumor
N/A
CPT0092190003
Normal
N/A
CPT0002270011
Tumor
N/A
CPT0088550004
Tumor
N/A
CPT0023710001
Normal
N/A
CPT0077140001
Normal
N/A
CPT0025230003
Tumor
N/A
CPT0025050003
Tumor
N/A
CPT0075720003
Tumor
N/A
CPT0012570003
Normal
N/A
CPT0089040001
Normal
N/A
CPT0017850003
Tumor
N/A
CPT0019990003
Tumor
N/A
CPT0012900004
Tumor
N/A
CPT0000780007
Tumor
N/A
CPT0023360001
Normal
N/A
CPT0001510001
Normal
N/A
CPT0078840001
Normal
N/A
CPT0010110003
Tumor
N/A
CPT0086890003
Normal
N/A
CPT0092290003
Tumor
N/A
CPT0020120003
Tumor
N/A
CPT0088640003
Normal
N/A
CPT0088500001
Normal
N/A
CPT0069010001
Normal
N/A
CPT0006440003
Tumor
N/A
CPT0063630003
Tumor
N/A
CPT0001550001
Normal
N/A
CPT0086950003
Tumor
N/A
CPT0014350001
Normal
N/A
CPT0014470001
Normal
N/A
CPT0086360003
Tumor
N/A
CPT0069160003
Tumor
N/A
CPT0006950001
Normal
N/A
CPT0007860003
Tumor
N/A
CPT0082010001
Normal
N/A
CPT0079230003
Tumor
N/A
CPT0001340003
Tumor
N/A
CPT0011410003
Tumor
N/A
CPT0079180003
Tumor
N/A
CPT0012080003
Tumor
N/A
CPT0084590001
Normal
N/A
CPT0063640001
Normal
N/A
CPT0009000003
Tumor
N/A
CPT0010170001
Normal
N/A
CPT0079270003
Tumor
N/A
CPT0069190001
Normal
N/A
CPT0001270001
Normal
N/A
CPT0015810003
Tumor
N/A
CPT0025110003
Tumor
N/A
CPT0024680001
Normal
N/A
CPT0012090003
Normal
N/A
CPT0009020003
Normal
N/A
CPT0077310003
Tumor
N/A
CPT0077490003
Tumor
N/A
CPT0014160003
Tumor
N/A
CPT0078530001
Normal
N/A
CPT0020020001
Normal
N/A
CPT0066520001
Normal
N/A
CPT0014370004
Tumor
N/A
CPT0001500009
Tumor
N/A
CPT0081600003
Tumor
N/A
CPT0001190001
Normal
N/A
CPT0088630003
Tumor
N/A
CPT0069000003
Tumor
N/A
CPT0088710001
Normal
N/A
CPT0092160003
Tumor
N/A
CPT0006630003
Tumor
N/A
CPT0001260009
Tumor
N/A
CPT0065750003
Tumor
N/A
CPT0065930003
Tumor
N/A
CPT0012770003
Normal
N/A
CPT0012180003
Tumor
N/A
CPT0017410003
Tumor
N/A
CPT0023350003
Tumor
N/A
CPT0075570001
Normal
N/A
CPT0014130001
Normal
N/A
CPT0078510003
Tumor
N/A
CPT0066470004
Tumor
N/A
CPT0065450001
Normal
N/A
CPT0079000001
Normal
N/A
CPT0092800003
Normal
N/A
CPT0006900003
Tumor
N/A
CPT0015910003
Tumor
N/A
CPT0020130001
Normal
N/A
CPT0089480003
Normal
N/A
CPT0007470001
Normal
N/A
CPT0064400001
Normal
N/A
CPT0088920001
Normal
N/A
CPT0092730003
Tumor
N/A
CPT0077110003
Tumor
N/A
CPT0086030003
Tumor
N/A
CPT0025290003
Tumor
N/A
CPT0012550003
Tumor
N/A
CPT0018250001
Normal
N/A
CPT0017450001
Normal
N/A
CPT0077320001
Normal
N/A
CPT0077500001
Normal
N/A
CPT0092310003
Normal
N/A
CPT0079480003
Tumor
N/A
CPT0006530001
Normal
N/A
CPT0065430003
Tumor
N/A
CPT0019160001
Normal
N/A
CPT0081620001
Normal
N/A
CPT0063320003
Tumor
N/A
CPT0078670001
Normal
N/A
CPT0089460004
Tumor
N/A
CPT0007320003
Tumor
N/A
CPT0088690003
Tumor
N/A
CPT0010160003
Tumor
N/A
CPT0014450004
Tumor
N/A
CPT0025920001
Normal
N/A
CPT0076350001
Normal
N/A
CPT0015730003
Tumor
N/A
CPT0025350003
Tumor
N/A
CPT0012370003
Tumor
N/A
CPT0012280003
Tumor
N/A
CPT0009080003
Normal
N/A
CPT0079410003
Tumor
N/A
CPT0075560003
Tumor
N/A
CPT0001230001
Normal
N/A
CPT0079510001
Normal
N/A
CPT0066430001
Normal
N/A
CPT0001540009
Tumor
N/A
CPT0078990003
Tumor
N/A
CPT0065810003
Tumor
N/A
CPT0010120001
Normal
N/A
CPT0086870003
Tumor
N/A
CPT0075170001
Normal
N/A
CPT0000640003
Tumor
N/A
CPT0065870003
Tumor
N/A
CPT0088780001
Normal
N/A
CPT0086970003
Normal
N/A
CPT0079300001
Normal
N/A
CPT0092740003
Normal
N/A
CPT0085670003
Tumor
N/A
CPT0081880003
Tumor
N/A
CPT0013790003
Normal
N/A
CPT0012290003
Normal
N/A
CPT0087050003
Normal
N/A
CPT0009060003
Tumor
N/A
CPT0023690003
Tumor
N/A
CPT0001220008
Tumor
N/A
CPT0088480003
Tumor
N/A
CPT0026420001
Normal
N/A
CPT0079430001
Normal
N/A
CPT0000890001
Normal
N/A
CPT0086370003
Normal
N/A
CPT0025580004
Tumor
N/A
CPT0081990003
Tumor
N/A
CPT0025060001
Normal
N/A
CPT0075130003
Tumor
N/A
CPT0000660001
Normal
N/A
CPT0086820003
Tumor
N/A
Show allShow less
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.
The Human Protein Atlas project is funded
