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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.
RALY 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
180.8
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
331.6
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
323.1
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
309.1
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
308.6
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
265.1
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
258.2
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
249.1
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
243.8
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
240.7
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
239.1
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
236.7
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
231.4
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
228.9
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
225.9
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
221.0
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
218.0
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
214.6
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
213.6
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
211.8
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
203.3
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
198.8
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
198.4
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
197.7
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
194.5
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
193.1
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
188.1
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
188.0
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
185.5
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
184.9
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
182.8
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
181.7
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
178.3
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
175.1
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
174.9
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
174.4
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
173.9
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
173.4
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
171.9
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
168.3
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
167.9
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
167.4
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
165.5
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
155.0
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
150.3
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
149.9
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
149.2
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
149.0
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
142.9
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
140.0
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
137.4
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
130.2
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
127.5
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
124.3
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
119.3
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
118.5
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
113.1
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
106.1
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
102.1
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
97.7
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
95.4
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
93.2
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
79.8
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
69.9
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 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.
RALY 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
109.5
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
269.5
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
248.9
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
237.6
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
197.2
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
185.6
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
184.8
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
181.7
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
173.1
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
168.2
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
162.5
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
162.0
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
161.4
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
160.5
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
158.7
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
157.6
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
156.7
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
155.4
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
154.8
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
154.0
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
154.0
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
153.8
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
153.7
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
152.7
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
152.3
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
151.9
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
151.7
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
151.0
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
150.7
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
150.3
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
149.9
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
148.8
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
148.5
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
148.4
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
147.4
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
147.4
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
147.2
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
147.1
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
147.0
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
146.6
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
146.4
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
146.0
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
145.4
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
144.9
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
144.3
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
144.0
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
144.0
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
143.2
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
143.1
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
143.0
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
142.8
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
142.3
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
142.1
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
141.6
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
141.5
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
141.0
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
140.9
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
140.8
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
140.5
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
139.9
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
139.7
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
139.5
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
139.3
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
139.3
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
138.8
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
138.5
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
138.2
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
137.9
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
137.7
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
137.3
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
137.3
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
137.1
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
137.1
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
136.5
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
136.4
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
136.1
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
136.1
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
135.6
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
135.5
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
135.5
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
135.0
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
135.0
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
135.0
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
134.7
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
134.5
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
134.4
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
134.2
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
133.8
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
133.5
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
133.1
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
133.0
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
132.7
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
132.6
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
132.2
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
131.5
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
131.2
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
131.0
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
130.9
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
130.7
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
130.6
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
130.4
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
130.4
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
130.3
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
130.3
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
130.1
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
130.1
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
129.9
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
129.6
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
129.5
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
129.4
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
129.3
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
129.3
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
129.2
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
128.9
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
128.4
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
128.3
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
127.8
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
127.7
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
127.5
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
127.3
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
127.1
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
126.9
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
126.8
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
126.4
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
126.1
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
125.9
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
125.8
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
125.7
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
125.6
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
125.6
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
125.5
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
125.4
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
125.2
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
125.1
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
124.3
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
123.8
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
123.7
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
123.7
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
123.6
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
123.6
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
123.1
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
122.9
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
122.9
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
122.8
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
122.7
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
122.7
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
122.7
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
122.7
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
122.6
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
122.6
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
122.6
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
122.5
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
122.2
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
122.1
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
122.1
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
121.9
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
121.9
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
121.8
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
121.7
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
121.6
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
121.5
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
121.5
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
121.5
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
121.4
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
121.2
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
120.9
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
120.7
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
120.4
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
120.4
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
120.1
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
120.0
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
120.0
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
120.0
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
119.8
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
119.8
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
119.7
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
119.6
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
119.5
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
119.2
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
118.8
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
118.8
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
118.6
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
118.6
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
118.4
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
118.4
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
118.3
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
118.3
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
118.0
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
117.5
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
117.3
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
117.0
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
117.0
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
116.7
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
116.7
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
116.6
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
116.5
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
116.4
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
116.4
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
116.0
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
116.0
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
115.9
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
115.8
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
115.5
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
115.5
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
115.4
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
115.3
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
115.2
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
115.1
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
115.0
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
114.8
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
114.8
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
114.6
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
114.3
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
114.0
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
113.9
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
113.7
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
113.5
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
113.4
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
113.4
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
113.2
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
113.1
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
113.0
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
113.0
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
113.0
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
113.0
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
112.8
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
112.8
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
112.7
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
112.6
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
112.5
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
112.4
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
112.3
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
112.3
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
112.3
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
112.3
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
112.2
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
112.1
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
112.1
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
112.0
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
112.0
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
112.0
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
111.9
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
111.8
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
111.8
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
111.7
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
111.3
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
111.3
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
111.2
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
111.2
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
111.1
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
110.9
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
110.9
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
110.9
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
110.8
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
110.8
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
110.6
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
110.5
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
110.4
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
110.3
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
110.3
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
110.0
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
109.9
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
109.8
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
109.7
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
109.6
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
109.5
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
109.4
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
109.4
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
109.1
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
109.0
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
109.0
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
109.0
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
108.8
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
108.6
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
108.4
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
108.4
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
108.4
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
108.3
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
108.3
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
108.2
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
108.2
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
108.2
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
108.1
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
108.1
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
108.0
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
108.0
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
107.3
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
107.2
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
107.1
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
106.6
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
106.4
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
106.4
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
106.3
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
106.2
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
106.2
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
106.0
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
105.9
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
105.5
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
105.5
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
105.5
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
105.2
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
105.2
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
105.2
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
105.1
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
105.0
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
105.0
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
104.8
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
104.8
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
104.6
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
104.5
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
104.4
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
104.4
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
104.3
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
104.2
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
104.2
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
104.2
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
104.2
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
104.1
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
104.1
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
104.0
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
103.9
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
103.7
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
103.6
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
103.5
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
103.5
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
103.5
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
103.4
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
103.4
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
103.1
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
103.1
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
103.0
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
102.8
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
102.5
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
102.5
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
102.5
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
102.4
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
102.4
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
102.1
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
101.8
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
101.7
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
101.6
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
101.3
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
101.3
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
101.3
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
101.2
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
100.9
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
100.9
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
100.9
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
100.4
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
100.4
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
100.3
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
100.3
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
100.1
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
100.1
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
100.1
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
100.0
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
99.9
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
99.8
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
99.7
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
99.5
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
99.1
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
99.1
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
98.9
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
98.8
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
98.7
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
98.6
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
98.3
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
97.8
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
97.7
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
97.6
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
97.6
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
97.4
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
97.3
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
97.2
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
96.9
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
96.8
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
96.4
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
96.3
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
96.1
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
95.7
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
95.6
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
95.4
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
95.4
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
95.3
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
95.0
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
94.7
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
94.7
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
94.7
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
94.6
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
94.5
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
94.4
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
94.3
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
94.1
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
94.1
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
94.1
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
93.5
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
93.5
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
93.4
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
93.4
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
93.3
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
93.3
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
93.0
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
92.8
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
92.8
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
92.8
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
92.7
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
92.7
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
92.5
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
92.4
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
92.4
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
92.2
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
92.1
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
91.6
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
90.9
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
90.8
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
90.8
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
90.7
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
90.5
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
90.4
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
90.3
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
90.2
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
90.0
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
89.8
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
89.8
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
89.6
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
89.5
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
88.9
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
88.4
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
88.1
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
87.7
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
86.6
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
86.2
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
86.1
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
86.0
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
85.8
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
85.6
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
85.6
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
85.1
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
84.9
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
84.8
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
84.5
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
84.3
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
84.2
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
83.4
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
83.2
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
82.8
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
82.5
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
82.1
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
81.6
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
81.3
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
81.2
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
81.2
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
81.1
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
80.6
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
80.1
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
79.8
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
79.7
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
79.7
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
78.9
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
78.8
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
78.6
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
78.2
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
78.1
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
77.4
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
77.3
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
77.1
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
77.0
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
76.6
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
76.6
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
75.8
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
75.7
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
75.6
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
74.8
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
74.7
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
74.5
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
74.4
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
73.8
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
73.6
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
73.1
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
72.4
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
72.2
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
72.0
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
72.0
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
70.9
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
70.3
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
69.0
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
68.7
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
67.8
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
67.5
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
67.5
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
66.7
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
66.6
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
66.2
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
65.2
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
64.7
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
62.9
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
62.9
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
61.4
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
61.0
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
60.0
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
59.6
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
57.3
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
55.7
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
55.0
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
52.4
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
51.8
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
49.6
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
48.0
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
45.6
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
44.8
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
44.4
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
43.9
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
43.9
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
39.8
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
37.2
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
35.9
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
34.5
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
31.2
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
26.5
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
25.0
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
19.8
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.
RALY 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
115.6
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
232.3
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
174.5
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
156.7
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
151.7
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
150.8
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
148.3
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
146.2
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
143.4
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
142.9
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
142.7
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
136.8
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
136.0
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
135.5
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
134.6
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
134.3
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
132.9
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
131.2
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
130.2
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
129.0
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
128.0
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
127.8
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
127.1
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
126.9
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
125.8
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
125.2
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
124.6
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
124.2
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
123.9
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
123.7
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
123.4
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
123.3
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
123.0
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
122.4
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
121.7
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
121.6
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
121.4
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
121.1
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
120.8
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
119.8
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
119.4
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
119.4
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
119.1
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
118.6
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
118.1
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
117.9
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
117.8
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
117.8
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
117.7
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
117.2
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
116.9
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
116.8
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
116.5
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
115.4
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
113.8
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
113.4
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
112.3
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
112.1
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
112.0
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
111.8
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
111.8
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
110.7
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
110.4
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
110.4
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
109.9
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
109.1
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
108.4
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
108.3
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
107.5
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
107.4
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
107.2
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
105.8
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
104.7
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
104.5
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
103.7
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
103.6
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
103.2
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
102.5
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
101.2
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
101.2
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
101.1
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
100.9
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
98.9
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
98.5
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
96.7
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
96.1
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
93.3
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
93.1
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
92.8
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
90.2
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
87.3
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
86.8
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
84.7
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
84.7
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
84.0
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
81.3
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
78.9
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
78.7
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
78.6
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
77.4
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
RALY is not prognostic in Kidney Renal Papillary Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
146.1
Number of samples
282
Samples
Sample
Description
TPM
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
427.0
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
419.8
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
366.2
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
345.2
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
307.9
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
304.3
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
300.6
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
275.7
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
274.4
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
269.0
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
263.8
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
261.9
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
253.8
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
252.3
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
248.0
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
245.4
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
244.5
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
241.6
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
239.9
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
237.9
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
233.8
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
231.4
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
229.3
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
224.4
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
224.2
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
221.9
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
217.1
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
216.2
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
216.2
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
214.3
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
212.4
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
211.7
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
209.4
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
209.4
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
205.1
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
203.8
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
203.4
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
201.1
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
200.5
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
198.9
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
197.2
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
197.1
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
195.4
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
195.3
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
193.4
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
193.1
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
192.9
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
191.8
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
191.1
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
190.8
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
190.4
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
190.3
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
190.1
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
189.7
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
188.1
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
187.9
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
187.2
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
186.9
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
186.3
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
186.2
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
186.0
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
184.0
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
183.3
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
183.2
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
182.9
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
182.2
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
182.1
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
181.4
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
180.6
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
180.2
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
180.1
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
180.1
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
179.5
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
178.3
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
178.0
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
177.5
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
175.7
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
175.3
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
173.7
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
172.2
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
171.9
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
171.6
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
171.3
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
171.0
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
171.0
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
170.9
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
170.8
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
169.4
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
168.4
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
168.1
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
167.2
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
165.0
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
164.6
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
164.4
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
160.5
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
160.0
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
157.9
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
157.0
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
156.7
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
155.8
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
155.2
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
155.1
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
155.0
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
155.0
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
154.9
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
154.4
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
153.8
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
152.6
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
151.8
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
151.5
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
150.3
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
149.7
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
149.0
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
148.6
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
148.4
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
148.4
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
146.7
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
146.5
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
146.2
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
145.3
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
145.2
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
145.2
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
143.4
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
142.7
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
142.4
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
142.2
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
141.6
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
141.6
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
141.6
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
140.7
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
140.4
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
139.6
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
139.2
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
138.5
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
138.0
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
137.7
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
137.6
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
137.4
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
137.1
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
136.7
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
136.1
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
135.7
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
135.2
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
135.2
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
134.8
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
134.8
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
133.1
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
133.1
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
132.0
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
131.9
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
131.8
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
131.8
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
131.6
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
131.1
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
130.1
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
130.0
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
129.7
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
129.6
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
129.4
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
129.1
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
128.9
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
128.7
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
128.5
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
128.5
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
128.5
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
128.4
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
128.4
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
127.8
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
127.7
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
127.7
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
127.0
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
126.7
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
126.2
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
125.4
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
125.3
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
125.3
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
125.3
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
124.5
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
124.4
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
124.4
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
123.9
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
123.5
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
122.5
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
122.5
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
122.1
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
122.0
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
121.7
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
120.7
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
120.6
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
120.3
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
118.6
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
118.3
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
118.2
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
118.1
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
118.1
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
118.1
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
117.4
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
117.2
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
116.6
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
116.5
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
115.9
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
115.8
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
115.5
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
115.4
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
113.7
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
113.5
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
112.8
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
112.8
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
111.3
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
111.2
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
107.7
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
107.5
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
107.2
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
106.6
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
105.9
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
103.9
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
103.8
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
102.9
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
102.8
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
102.6
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
102.5
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
102.2
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
101.7
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
99.9
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
98.5
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
98.2
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
96.9
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
96.4
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
95.7
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
95.2
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
94.2
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
92.5
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
91.2
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
90.2
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
89.8
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
89.4
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
89.3
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
88.3
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
87.9
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
87.7
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
87.4
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
87.1
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
84.7
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
84.6
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
83.2
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
83.0
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
82.9
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
82.2
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
81.8
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
81.6
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
81.0
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
80.8
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
79.2
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
78.9
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
77.7
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
77.7
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
77.2
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
76.9
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
76.7
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
76.6
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
75.0
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
73.9
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
73.9
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
73.2
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
72.9
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
71.9
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
71.7
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
70.9
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
63.2
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
62.4
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
60.8
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
58.6
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
58.5
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
57.7
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
52.5
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
52.2
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
49.2
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
49.1
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
47.2
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
47.1
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
35.2
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
34.2
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0088550004
Tumor
0.8
CPT0012180003
Tumor
0.8
CPT0079180003
Tumor
0.5
CPT0092190003
Normal
0.5
CPT0069160003
Tumor
0.5
CPT0084590001
Normal
0.5
CPT0077320001
Normal
0.5
CPT0078990003
Tumor
0.4
CPT0079380003
Tumor
0.4
CPT0001270001
Normal
0.4
CPT0017410003
Tumor
0.4
CPT0024670003
Tumor
0.4
CPT0009060003
Tumor
0.4
CPT0025170003
Tumor
0.4
CPT0017850003
Tumor
0.4
CPT0065430003
Tumor
0.4
CPT0065690003
Tumor
0.3
CPT0086870003
Tumor
0.3
CPT0001180009
Tumor
0.3
CPT0014450004
Tumor
0.3
CPT0026410003
Tumor
0.3
CPT0078660003
Tumor
0.3
CPT0023350003
Tumor
0.3
CPT0001340003
Tumor
0.3
CPT0001540009
Tumor
0.3
CPT0088970003
Tumor
0.3
CPT0075170001
Normal
0.3
CPT0012670003
Tumor
0.3
CPT0015910003
Tumor
0.3
CPT0081990003
Tumor
0.3
CPT0077110003
Tumor
0.3
CPT0088630003
Tumor
0.3
CPT0075560003
Tumor
0.3
CPT0092730003
Tumor
0.3
CPT0010160003
Tumor
0.3
CPT0079410003
Tumor
0.3
CPT0071150004
Tumor
0.3
CPT0088690003
Tumor
0.3
CPT0025050003
Tumor
0.3
CPT0012550003
Tumor
0.3
CPT0025580004
Tumor
0.2
CPT0012900004
Tumor
0.2
CPT0025290003
Tumor
0.2
CPT0075130003
Tumor
0.2
CPT0075720003
Tumor
0.2
CPT0078800003
Tumor
0.2
CPT0012640003
Normal
0.2
CPT0086360003
Tumor
0.2
CPT0086950003
Tumor
0.2
CPT0014370004
Tumor
0.2
CPT0025350003
Tumor
0.2
CPT0079300001
Normal
0.2
CPT0065820001
Normal
0.2
CPT0088480003
Tumor
0.2
CPT0066470004
Tumor
0.2
CPT0017450001
Normal
0.2
CPT0065870003
Tumor
0.2
CPT0000660001
Normal
0.2
CPT0006530001
Normal
0.2
CPT0010120001
Normal
0.2
CPT0014130001
Normal
0.2
CPT0066480003
Tumor
0.2
CPT0001260009
Tumor
0.2
CPT0085670003
Tumor
0.2
CPT0021240003
Tumor
0.1
CPT0014470001
Normal
0.1
CPT0078830003
Tumor
0.1
CPT0084560003
Tumor
0.1
CPT0092790003
Tumor
0.1
CPT0024680001
Normal
0.1
CPT0015810003
Tumor
0.1
CPT0012080003
Tumor
0.1
CPT0088760003
Tumor
0.1
CPT0092160003
Tumor
0.1
CPT0006630003
Tumor
0.1
CPT0025060001
Normal
0.1
CPT0086820003
Tumor
0.1
CPT0077490003
Tumor
0.1
CPT0088900003
Tumor
0.1
CPT0079510001
Normal
0.1
CPT0081600003
Tumor
0.1
CPT0011240003
Tumor
0.1
CPT0012370003
Tumor
0.1
CPT0001230001
Normal
0.1
CPT0020120003
Tumor
0.1
CPT0078510003
Tumor
0.1
CPT0010110003
Tumor
0.1
CPT0012280003
Tumor
0.1
CPT0089020003
Tumor
0.1
CPT0063630003
Tumor
0.1
CPT0089460004
Tumor
0.1
CPT0014160003
Tumor
0.1
CPT0023690003
Tumor
0.1
CPT0088570001
Normal
0.1
CPT0023360001
Normal
0.1
CPT0012290003
Normal
0.1
CPT0025230003
Tumor
0.1
CPT0079230003
Tumor
0.1
CPT0018250001
Normal
0.0
CPT0012920003
Normal
0.0
CPT0025880003
Tumor
0.0
CPT0076350001
Normal
0.0
CPT0092310003
Normal
0.0
CPT0087040003
Tumor
0.0
CPT0065810003
Tumor
0.0
CPT0086030003
Tumor
0.0
CPT0007870001
Normal
0.0
CPT0006440003
Tumor
0.0
CPT0025610001
Normal
0.0
CPT0075570001
Normal
0.0
CPT0064370003
Tumor
0.0
CPT0009080003
Normal
0.0
CPT0079430001
Normal
0.0
CPT0078930003
Tumor
0.0
CPT0082010001
Normal
0.0
CPT0007470001
Normal
0.0
CPT0092740003
Normal
0.0
CPT0012090003
Normal
0.0
CPT0063320003
Tumor
0.0
CPT0064400001
Normal
0.0
CPT0001190001
Normal
0.0
CPT0020130001
Normal
0.0
CPT0007320003
Tumor
0.0
CPT0069190001
Normal
0.0
CPT0092290003
Tumor
0.0
CPT0015730003
Tumor
0.0
CPT0006950001
Normal
0.0
CPT0086830003
Normal
0.0
CPT0089480003
Normal
0.0
CPT0077500001
Normal
0.0
CPT0002370001
Normal
0.0
CPT0086370003
Normal
0.0
CPT0078530001
Normal
0.0
CPT0066520001
Normal
0.0
CPT0000870016
Tumor
0.0
CPT0063330001
Normal
0.0
CPT0006730001
Normal
0.0
CPT0009020003
Normal
0.0
CPT0001220008
Tumor
0.0
CPT0081620001
Normal
0.0
CPT0078840001
Normal
0.0
CPT0006900003
Tumor
0.0
CPT0001510001
Normal
-0.1
CPT0088920001
Normal
-0.1
CPT0079000001
Normal
-0.1
CPT0023710001
Normal
-0.1
CPT0086970003
Normal
-0.1
CPT0019990003
Tumor
-0.1
CPT0014350001
Normal
-0.1
CPT0092800003
Normal
-0.1
CPT0087050003
Normal
-0.1
CPT0079270003
Tumor
-0.1
CPT0000780007
Tumor
-0.1
CPT0078940001
Normal
-0.1
CPT0013790003
Normal
-0.1
CPT0002350011
Tumor
-0.1
CPT0089040001
Normal
-0.1
CPT0079480003
Tumor
-0.1
CPT0088640003
Normal
-0.1
CPT0086890003
Normal
-0.1
CPT0025110003
Tumor
-0.1
CPT0069010001
Normal
-0.1
CPT0065450001
Normal
-0.1
CPT0019160001
Normal
-0.1
CPT0065750003
Tumor
-0.1
CPT0000790001
Normal
-0.1
CPT0001550001
Normal
-0.1
CPT0007860003
Tumor
-0.1
CPT0088780001
Normal
-0.1
CPT0020020001
Normal
-0.1
CPT0019130003
Tumor
-0.1
CPT0088710001
Normal
-0.1
CPT0009000003
Tumor
-0.1
CPT0025920001
Normal
-0.1
CPT0001500009
Tumor
-0.1
CPT0069000003
Tumor
-0.1
CPT0066430001
Normal
-0.1
CPT0010170001
Normal
-0.2
CPT0077310003
Tumor
-0.2
CPT0078670001
Normal
-0.2
CPT0063640001
Normal
-0.2
CPT0081880003
Tumor
-0.2
CPT0011410003
Tumor
-0.2
CPT0088500001
Normal
-0.2
CPT0012770003
Normal
-0.2
CPT0012570003
Normal
-0.2
CPT0000890001
Normal
-0.2
CPT0026420001
Normal
-0.2
CPT0077140001
Normal
-0.2
CPT0001350001
Normal
-0.2
CPT0076330003
Tumor
-0.3
CPT0065930003
Tumor
-0.3
CPT0000640003
Tumor
-0.4
CPT0002270011
Tumor
-0.5
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
