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The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
PFKM 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
126.3
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
259.8
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
245.3
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
240.4
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
223.9
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
212.3
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
210.6
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
209.0
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
207.0
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
197.4
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
196.7
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
195.9
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
194.1
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
191.7
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
187.7
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
185.8
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
174.2
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
171.4
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
164.2
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
162.5
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
162.0
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
161.1
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
154.6
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
154.1
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
154.0
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
152.0
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
149.2
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
145.4
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
143.7
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
138.2
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
137.9
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
120.2
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
116.4
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
116.1
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
113.7
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
111.4
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
110.8
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
110.2
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
109.3
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
107.2
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
101.4
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
96.5
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
95.8
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
93.3
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
88.2
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
86.1
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
86.0
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
78.6
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
76.1
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
70.2
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
66.6
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
65.2
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
63.9
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
62.4
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
62.0
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
59.6
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
57.5
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
49.8
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
48.3
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
48.0
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
42.2
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
39.3
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
31.4
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
13.3
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 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.
PFKM 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
27.9
Number of samples
521
Samples
Sample
Description
TPM
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
243.4
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
163.3
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
162.4
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
153.6
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
149.0
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
140.6
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
108.6
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
107.0
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
104.1
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
101.5
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
98.2
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
91.8
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
88.4
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
87.0
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
86.0
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
82.0
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
80.9
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
80.6
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
80.2
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
78.6
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
78.6
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
77.8
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
72.7
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
72.1
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
71.5
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
71.1
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
70.5
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
69.6
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
69.5
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
68.4
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
66.4
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
65.3
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
64.9
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
64.2
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
63.6
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
60.5
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
59.6
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
59.4
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
58.9
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
58.3
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
57.9
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
56.2
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
56.2
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
55.3
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
55.2
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
55.0
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
55.0
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
54.2
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
53.7
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
53.6
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
53.1
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
53.1
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
52.1
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
51.3
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
51.0
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
49.6
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
48.8
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
48.7
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
48.6
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
48.3
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
48.2
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
48.1
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
47.5
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
47.5
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
47.5
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
47.2
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
46.8
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
46.6
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
46.4
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
46.1
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
46.1
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
45.9
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
45.8
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
45.7
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
45.3
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
45.1
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
44.8
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
43.6
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
43.6
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
43.5
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
43.0
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
42.5
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
42.5
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
42.5
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
42.0
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
41.9
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
41.8
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
41.4
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
40.9
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
40.9
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
40.5
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
40.1
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
39.9
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
39.8
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
39.7
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
39.7
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
39.4
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
39.3
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
39.2
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
39.2
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
39.2
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
38.6
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
38.3
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
37.8
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
37.6
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
37.4
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
37.4
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
37.3
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
37.1
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
37.0
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
36.9
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
36.9
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
36.8
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
36.5
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
36.4
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
36.3
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
36.3
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
36.2
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
36.2
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
36.2
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
36.1
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
36.0
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
36.0
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
35.9
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
35.7
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
35.2
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
34.8
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
34.7
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
34.7
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
34.6
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
34.5
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
34.4
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
34.4
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
34.3
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
34.0
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
33.9
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
33.8
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
33.5
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
33.3
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
33.1
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
33.0
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
32.9
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
32.8
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
32.6
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
32.5
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
32.5
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
32.3
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
32.2
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
32.2
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
32.1
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
32.0
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
31.8
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
31.6
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
31.6
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
31.6
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
31.6
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
31.5
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
31.2
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
30.8
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
30.6
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
30.5
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
30.5
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
30.4
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
30.4
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
30.3
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
30.3
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
30.3
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
30.2
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
30.1
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
30.1
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
30.0
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
30.0
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
29.9
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
29.6
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
29.2
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
29.2
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
29.1
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
28.8
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
28.7
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
28.7
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
28.6
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
28.6
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
28.4
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
28.4
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
28.4
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
28.3
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
28.3
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
28.1
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
28.1
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
28.1
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
28.0
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
27.9
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
27.8
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
27.5
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
27.5
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
27.5
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
27.3
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
27.1
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
27.1
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
27.0
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
27.0
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
26.9
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
26.8
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
26.4
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
26.4
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
26.4
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
26.3
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
26.3
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
26.2
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
26.2
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
26.2
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
26.2
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
26.1
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
26.1
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
26.0
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
26.0
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
26.0
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
25.9
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
25.7
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
25.7
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
25.7
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
25.6
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
25.6
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
25.6
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
25.5
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
25.5
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
25.5
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
25.4
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
25.4
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
25.2
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
25.0
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
24.9
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
24.8
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
24.7
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
24.7
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
24.7
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
24.6
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
24.5
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
24.4
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
24.4
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
24.4
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
23.8
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
23.8
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
23.7
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
23.7
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
23.6
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
23.6
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
23.6
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
23.5
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
23.5
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
23.3
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
23.3
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
23.2
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
23.2
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
23.1
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
22.8
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
22.8
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
22.8
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
22.7
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
22.7
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
22.5
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
22.4
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
22.4
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
22.4
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
22.4
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
22.3
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
22.3
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
22.1
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
22.1
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
22.1
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
22.0
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
21.9
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
21.8
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
21.8
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
21.5
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
21.4
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
21.3
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
21.3
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
21.1
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
21.1
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
21.1
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
21.1
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
21.0
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
21.0
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
21.0
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
20.9
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
20.9
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
20.7
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
20.7
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
20.7
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
20.6
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
20.6
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
20.5
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
20.5
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
20.4
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
20.4
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
20.1
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
20.0
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
19.9
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
19.9
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
19.8
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
19.8
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
19.8
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
19.7
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
19.6
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
19.6
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
19.5
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
19.5
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
19.5
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
19.4
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
19.3
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
19.2
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
19.1
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
19.0
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
18.9
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
18.8
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
18.8
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
18.7
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
18.7
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
18.6
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
18.5
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
18.4
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
18.3
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
18.2
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
18.1
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
17.9
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
17.9
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
17.8
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
17.8
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
17.7
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
17.7
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
17.4
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
17.3
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
17.1
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
17.1
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
17.0
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
16.9
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
16.7
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
16.7
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
16.6
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
16.5
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
16.5
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
16.5
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
16.4
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
16.4
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
16.4
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
16.3
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
16.2
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
16.2
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
16.2
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
16.0
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
15.9
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
15.8
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
15.8
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
15.6
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
15.5
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
15.5
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
15.5
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
15.5
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
15.5
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
15.4
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
15.4
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
15.3
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
15.3
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
15.3
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
15.2
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
15.2
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
15.1
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
15.1
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
15.0
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
14.9
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
14.7
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
14.5
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
14.4
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
14.3
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
14.2
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
14.2
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
14.0
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
14.0
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
13.9
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
13.8
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
13.8
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
13.8
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
13.7
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
13.6
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
13.3
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
13.2
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
13.2
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
13.1
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
13.1
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
13.1
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
13.0
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
12.9
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
12.8
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
12.8
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
12.8
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
12.7
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
12.6
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
12.6
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
12.6
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
12.6
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
12.4
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
12.4
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
12.3
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
12.1
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
12.0
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
11.9
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
11.8
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
11.7
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
11.7
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
11.7
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
11.5
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
11.4
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
11.3
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
11.2
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
11.2
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
11.1
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
11.0
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
11.0
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
10.8
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
10.6
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
10.6
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
10.5
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
10.5
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
10.3
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
10.3
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
10.2
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
10.1
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
10.1
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
10.0
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
9.8
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
9.6
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
9.5
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
9.5
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
9.5
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
9.5
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
9.2
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
9.2
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
9.1
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
9.1
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
9.1
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
9.1
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
8.9
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
8.8
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
8.8
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
8.8
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
8.8
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
8.7
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
8.7
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
8.6
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
8.6
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
8.6
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
8.5
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
8.4
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
8.4
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
8.4
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
8.3
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
8.3
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
8.2
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
8.2
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
8.2
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
8.1
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
8.1
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
8.0
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
8.0
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
7.9
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
7.9
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
7.9
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
7.9
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
7.8
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
7.8
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
7.7
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
7.6
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
7.4
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
7.4
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
7.4
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
7.3
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
7.3
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
6.9
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
6.6
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
6.6
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
6.5
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
6.4
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
6.4
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
6.3
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
6.3
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
6.2
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
6.2
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
6.1
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
5.9
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
5.9
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
5.8
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
5.7
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
5.5
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
5.4
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
5.2
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
5.2
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
5.0
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
4.9
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
4.7
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
4.7
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
4.6
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
4.5
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
4.3
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
4.2
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
4.2
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
4.2
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
4.1
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
4.1
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
4.0
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
4.0
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
3.8
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
3.8
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
3.8
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
3.7
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
3.0
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
2.5
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
2.5
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
1.7
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
1.6
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.
PFKM 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
29.6
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
111.5
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
86.4
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
64.3
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
55.7
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
54.1
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
53.2
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
51.1
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
50.8
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
50.7
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
48.8
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
47.1
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
46.6
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
45.6
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
43.2
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
41.5
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
41.3
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
40.7
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
39.6
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
39.2
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
39.0
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
38.9
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
36.8
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
36.3
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
36.2
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
36.1
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
35.4
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
35.4
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
34.1
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
33.5
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
33.5
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
32.8
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
32.8
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
32.3
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
31.4
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
30.9
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
30.8
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
30.4
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
30.1
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
30.1
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
30.0
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
29.7
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
28.6
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
28.5
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
28.5
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
28.2
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
28.2
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
27.7
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
27.7
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
27.1
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
26.6
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
26.5
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
25.9
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
25.8
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
25.2
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
24.8
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
24.5
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
24.4
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
24.4
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
24.2
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
24.2
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
24.0
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
23.6
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
23.5
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
23.4
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
23.4
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
23.2
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
22.9
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
22.5
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
22.1
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
22.1
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
22.0
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
21.8
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
21.8
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
21.3
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
21.1
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
20.9
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
20.5
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
20.2
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
20.0
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
19.9
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
19.7
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
18.9
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
18.4
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
17.8
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
17.6
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
17.1
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
16.0
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
15.7
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
15.5
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
15.0
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
14.1
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
13.4
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
12.9
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
12.1
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
11.9
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
10.5
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
8.9
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
8.1
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
7.4
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 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.
PFKM is potential prognostic, high expression is favorable 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
48.6
Number of samples
282
Samples
Sample
Description
TPM
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
212.4
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
180.0
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
174.6
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
165.3
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
158.3
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
155.9
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
149.8
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
149.3
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
145.3
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
140.1
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
139.6
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
136.5
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
135.3
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
128.4
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
118.7
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
115.9
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
115.2
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
113.7
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
108.1
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
106.6
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
103.9
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
101.6
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
99.9
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
99.4
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
96.2
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
96.1
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
94.1
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
94.0
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
93.3
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
92.9
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
92.3
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
91.8
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
91.3
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
90.7
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
90.6
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
90.1
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
89.7
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
89.2
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
89.1
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
87.8
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
87.6
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
86.9
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
85.4
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
85.2
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
82.6
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
81.0
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
80.5
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
76.4
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
75.7
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
75.7
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
75.3
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
75.1
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
75.1
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
74.0
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
73.9
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
73.5
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
73.0
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
73.0
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
71.1
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
70.8
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
69.5
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
69.4
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
69.0
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
68.9
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
68.3
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
68.0
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
67.8
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
67.1
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
66.1
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
65.7
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
65.7
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
65.4
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
64.1
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
63.5
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
62.7
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
61.5
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
61.1
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
60.9
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
60.9
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
60.9
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
60.4
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
60.0
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
59.5
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
59.2
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
58.3
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
57.8
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
57.7
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
57.5
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
57.4
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
56.3
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
56.3
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
55.9
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
55.1
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
54.5
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
54.4
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
54.2
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
54.1
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
54.1
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
52.6
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
52.5
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
52.4
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
51.6
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
51.5
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
51.5
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
51.3
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
51.3
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
51.1
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
50.9
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
50.9
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
50.7
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
50.4
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
49.8
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
49.1
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
48.9
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
48.9
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
48.4
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
47.8
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
47.4
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
47.1
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
46.6
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
46.4
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
45.6
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
45.5
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
45.1
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
44.2
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
44.1
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
43.9
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
42.9
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
42.3
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
41.9
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
41.3
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
41.2
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
40.6
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
40.3
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
40.0
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
39.6
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
39.3
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
39.3
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
38.0
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
37.9
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
37.7
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
37.4
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
37.2
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
37.2
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
37.0
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
36.9
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
36.6
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
36.3
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
36.3
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
36.3
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
36.2
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
35.6
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
34.9
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
34.9
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
34.9
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
34.8
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
34.8
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
34.5
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
34.4
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
34.3
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
33.9
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
33.5
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
33.5
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
33.2
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
32.6
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
32.6
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
31.8
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
31.8
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
31.4
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
31.3
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
31.3
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
31.1
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
30.9
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
30.7
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
30.3
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
30.0
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
29.8
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
29.3
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
29.3
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
29.3
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
29.3
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
29.1
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
29.0
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
29.0
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
28.8
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
28.7
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
28.5
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
28.4
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
28.3
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
28.2
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
27.8
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
27.6
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
27.2
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
27.1
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
26.9
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
26.7
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
26.7
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
26.1
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
24.9
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
24.8
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
24.7
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
24.7
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
24.5
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
24.4
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
24.4
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
24.3
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
24.2
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
24.1
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
23.8
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
22.3
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
22.2
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
21.9
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
21.6
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
21.6
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
21.3
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
21.2
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
21.1
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
21.0
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
20.5
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
20.4
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
20.4
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
20.4
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
19.8
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
19.8
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
19.4
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
19.2
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
19.0
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
19.0
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
18.7
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
18.5
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
18.4
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
18.1
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
17.9
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
17.6
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
17.6
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
17.5
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
17.1
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
16.6
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
16.6
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
16.4
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
16.2
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
15.9
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
15.8
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
15.7
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
15.4
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
15.0
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
14.9
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
14.9
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
14.6
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
14.5
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
14.3
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
14.2
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
14.0
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
13.8
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
13.6
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
13.6
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
13.0
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
12.8
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
12.6
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
12.0
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
12.0
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
11.7
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
11.7
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
11.6
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
11.4
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
11.3
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
9.7
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
8.7
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
8.5
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
8.2
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
8.2
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
8.1
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
8.0
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
7.9
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
7.6
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
6.3
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
4.8
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
4.7
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
4.3
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
4.3
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
2.5
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
2.4
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0078660003
Tumor
1.8
CPT0079180003
Tumor
1.2
CPT0002270011
Tumor
0.9
CPT0021240003
Tumor
0.8
CPT0010160003
Tumor
0.7
CPT0088970003
Tumor
0.7
CPT0069000003
Tumor
0.6
CPT0011410003
Tumor
0.6
CPT0079410003
Tumor
0.4
CPT0012080003
Tumor
0.4
CPT0026410003
Tumor
0.3
CPT0065930003
Tumor
0.3
CPT0012370003
Tumor
0.3
CPT0066430001
Normal
0.3
CPT0007860003
Tumor
0.3
CPT0079430001
Normal
0.3
CPT0006440003
Tumor
0.2
CPT0086890003
Normal
0.2
CPT0001500009
Tumor
0.2
CPT0015730003
Tumor
0.2
CPT0063330001
Normal
0.2
CPT0001350001
Normal
0.2
CPT0088760003
Tumor
0.2
CPT0078670001
Normal
0.2
CPT0065450001
Normal
0.2
CPT0012570003
Normal
0.2
CPT0000790001
Normal
0.2
CPT0012090003
Normal
0.2
CPT0025580004
Tumor
0.2
CPT0014470001
Normal
0.2
CPT0009000003
Tumor
0.2
CPT0082010001
Normal
0.2
CPT0012770003
Normal
0.2
CPT0064400001
Normal
0.2
CPT0086030003
Tumor
0.2
CPT0025230003
Tumor
0.2
CPT0078830003
Tumor
0.1
CPT0076350001
Normal
0.1
CPT0069010001
Normal
0.1
CPT0079230003
Tumor
0.1
CPT0078940001
Normal
0.1
CPT0012640003
Normal
0.1
CPT0012670003
Tumor
0.1
CPT0023710001
Normal
0.1
CPT0009080003
Normal
0.1
CPT0092310003
Normal
0.1
CPT0088920001
Normal
0.1
CPT0020020001
Normal
0.1
CPT0088500001
Normal
0.1
CPT0014370004
Tumor
0.1
CPT0077140001
Normal
0.1
CPT0015810003
Tumor
0.1
CPT0001230001
Normal
0.1
CPT0009020003
Normal
0.1
CPT0089480003
Normal
0.1
CPT0002370001
Normal
0.1
CPT0001550001
Normal
0.1
CPT0078840001
Normal
0.1
CPT0081620001
Normal
0.1
CPT0092740003
Normal
0.1
CPT0088480003
Tumor
0.1
CPT0014350001
Normal
0.1
CPT0065750003
Tumor
0.1
CPT0019160001
Normal
0.1
CPT0092800003
Normal
0.1
CPT0010170001
Normal
0.1
CPT0006950001
Normal
0.1
CPT0078510003
Tumor
0.1
CPT0086970003
Normal
0.1
CPT0026420001
Normal
0.1
CPT0018250001
Normal
0.1
CPT0077500001
Normal
0.1
CPT0001510001
Normal
0.1
CPT0025610001
Normal
0.1
CPT0079000001
Normal
0.1
CPT0025920001
Normal
0.1
CPT0000640003
Tumor
0.1
CPT0078930003
Tumor
0.1
CPT0087050003
Normal
0.1
CPT0007870001
Normal
0.0
CPT0001190001
Normal
0.0
CPT0069190001
Normal
0.0
CPT0089040001
Normal
0.0
CPT0007470001
Normal
0.0
CPT0079510001
Normal
0.0
CPT0017450001
Normal
0.0
CPT0020130001
Normal
0.0
CPT0024670003
Tumor
0.0
CPT0019990003
Tumor
0.0
CPT0023360001
Normal
0.0
CPT0006730001
Normal
0.0
CPT0000890001
Normal
0.0
CPT0077310003
Tumor
0.0
CPT0019130003
Tumor
0.0
CPT0089020003
Tumor
0.0
CPT0000780007
Tumor
0.0
CPT0079300001
Normal
0.0
CPT0025060001
Normal
0.0
CPT0024680001
Normal
0.0
CPT0013790003
Normal
0.0
CPT0025110003
Tumor
0.0
CPT0079270003
Tumor
0.0
CPT0066520001
Normal
0.0
CPT0012290003
Normal
0.0
CPT0025290003
Tumor
0.0
CPT0023690003
Tumor
0.0
CPT0025880003
Tumor
0.0
CPT0088710001
Normal
0.0
CPT0012920003
Normal
0.0
CPT0088780001
Normal
0.0
CPT0087040003
Tumor
0.0
CPT0025170003
Tumor
-0.1
CPT0088640003
Normal
-0.1
CPT0086370003
Normal
-0.1
CPT0012180003
Tumor
-0.1
CPT0092290003
Tumor
-0.1
CPT0066470004
Tumor
-0.1
CPT0075570001
Normal
-0.1
CPT0014130001
Normal
-0.1
CPT0086830003
Normal
-0.1
CPT0088570001
Normal
-0.1
CPT0079480003
Tumor
-0.1
CPT0006900003
Tumor
-0.1
CPT0025350003
Tumor
-0.1
CPT0078530001
Normal
-0.1
CPT0078800003
Tumor
-0.1
CPT0006530001
Normal
-0.1
CPT0077490003
Tumor
-0.1
CPT0084560003
Tumor
-0.1
CPT0092790003
Tumor
-0.1
CPT0014450004
Tumor
-0.2
CPT0063640001
Normal
-0.2
CPT0010120001
Normal
-0.2
CPT0066480003
Tumor
-0.2
CPT0064370003
Tumor
-0.2
CPT0000660001
Normal
-0.2
CPT0088630003
Tumor
-0.2
CPT0075170001
Normal
-0.2
CPT0012550003
Tumor
-0.2
CPT0077110003
Tumor
-0.2
CPT0065820001
Normal
-0.2
CPT0065690003
Tumor
-0.2
CPT0088900003
Tumor
-0.2
CPT0065870003
Tumor
-0.2
CPT0025050003
Tumor
-0.2
CPT0006630003
Tumor
-0.2
CPT0002350011
Tumor
-0.3
CPT0081600003
Tumor
-0.3
CPT0075130003
Tumor
-0.3
CPT0012900004
Tumor
-0.3
CPT0001180009
Tumor
-0.3
CPT0007320003
Tumor
-0.3
CPT0001220008
Tumor
-0.3
CPT0079380003
Tumor
-0.3
CPT0076330003
Tumor
-0.3
CPT0063630003
Tumor
-0.3
CPT0000870016
Tumor
-0.3
CPT0001540009
Tumor
-0.3
CPT0081880003
Tumor
-0.3
CPT0011240003
Tumor
-0.3
CPT0075720003
Tumor
-0.3
CPT0020120003
Tumor
-0.3
CPT0078990003
Tumor
-0.3
CPT0075560003
Tumor
-0.3
CPT0092160003
Tumor
-0.3
CPT0017410003
Tumor
-0.3
CPT0001340003
Tumor
-0.3
CPT0065810003
Tumor
-0.4
CPT0081990003
Tumor
-0.4
CPT0092730003
Tumor
-0.4
CPT0001270001
Normal
-0.4
CPT0085670003
Tumor
-0.4
CPT0017850003
Tumor
-0.4
CPT0077320001
Normal
-0.4
CPT0092190003
Normal
-0.5
CPT0084590001
Normal
-0.5
CPT0086360003
Tumor
-0.5
CPT0014160003
Tumor
-0.5
CPT0023350003
Tumor
-0.6
CPT0063320003
Tumor
-0.6
CPT0089460004
Tumor
-0.6
CPT0012280003
Tumor
-0.6
CPT0015910003
Tumor
-0.7
CPT0086870003
Tumor
-0.7
CPT0009060003
Tumor
-0.7
CPT0010110003
Tumor
-0.7
CPT0065430003
Tumor
-0.7
CPT0086820003
Tumor
-0.7
CPT0086950003
Tumor
-0.7
CPT0069160003
Tumor
-0.8
CPT0001260009
Tumor
-0.9
CPT0071150004
Tumor
-1.0
CPT0088690003
Tumor
-1.2
CPT0088550004
Tumor
-1.2
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
