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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.
STAT1 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
12.0
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
47.8
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
37.3
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
32.9
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
27.0
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
25.4
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
24.2
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
23.1
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
23.1
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
22.8
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
22.5
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
21.2
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
20.5
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
20.3
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
20.0
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
19.9
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
19.7
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
19.4
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
19.1
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
16.5
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
16.4
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
16.2
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
15.9
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
15.2
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
14.0
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
13.8
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
13.8
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
13.1
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
11.5
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
10.9
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
10.9
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
10.2
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
9.5
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
9.5
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
9.2
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
9.0
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
8.8
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
8.5
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
7.5
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
7.0
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
6.4
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
6.1
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
5.8
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
5.8
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
5.6
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
5.5
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
5.4
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
5.3
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
4.7
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
4.7
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
4.1
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
2.9
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
2.3
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
2.3
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
2.3
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
2.3
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
1.9
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
1.8
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
1.8
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
1.1
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
0.0
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
0.0
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
0.0
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
0.0
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 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.
STAT1 is not prognostic in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
69.9
Number of samples
521
Samples
Sample
Description
TPM
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
821.8
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
426.0
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
396.2
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
368.3
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
364.2
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
343.6
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
296.1
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
280.9
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
276.9
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
265.5
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
258.6
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
257.5
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
236.4
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
221.2
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
215.3
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
213.1
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
210.3
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
208.3
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
206.7
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
206.5
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
206.1
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
204.5
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
203.8
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
202.1
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
198.0
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
189.8
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
183.4
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
179.7
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
176.7
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
173.8
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
173.2
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
170.1
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
167.9
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
166.2
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
165.3
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
160.5
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
158.2
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
156.9
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
156.9
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
156.7
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
155.8
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
151.4
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
150.7
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
145.9
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
145.5
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
144.7
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
144.6
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
144.5
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
143.3
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
142.8
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
142.4
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
139.2
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
137.8
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
136.7
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
135.7
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
134.4
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
134.0
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
133.9
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
133.8
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
132.7
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
131.7
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
129.6
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
129.5
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
129.2
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
129.2
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
129.2
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
129.0
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
127.8
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
127.4
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
126.2
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
125.6
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
124.5
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
124.3
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
123.8
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
123.7
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
121.8
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
121.3
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
121.3
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
120.9
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
119.7
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
118.8
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
117.7
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
117.3
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
114.9
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
113.9
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
112.9
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
112.6
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
112.1
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
111.1
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
111.1
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
111.0
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
110.8
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
110.0
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
110.0
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
109.4
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
109.2
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
108.7
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
107.5
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
106.1
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
105.4
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
104.4
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
100.7
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
100.6
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
100.1
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
100.0
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
99.9
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
99.8
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
99.1
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
98.8
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
98.5
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
97.7
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
96.7
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
95.6
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
95.2
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
95.1
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
95.0
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
94.4
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
94.3
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
94.2
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
93.7
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
93.2
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
93.1
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
92.8
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
91.7
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
90.5
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
90.1
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
89.9
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
89.7
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
89.5
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
89.1
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
89.1
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
87.3
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
87.2
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
87.0
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
85.3
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
84.6
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
84.5
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
84.1
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
84.1
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
83.8
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
83.8
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
83.2
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
82.7
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
82.7
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
82.5
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
82.5
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
82.4
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
82.1
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
80.9
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
80.9
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
80.5
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
80.1
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
79.7
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
79.7
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
79.4
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
78.9
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
78.2
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
77.6
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
77.5
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
77.1
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
76.3
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
75.9
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
75.5
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
75.4
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
75.2
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
73.2
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
73.2
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
72.6
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
72.5
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
71.9
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
71.8
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
71.6
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
71.6
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
71.5
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
71.0
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
70.8
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
70.6
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
70.4
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
70.3
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
70.0
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
69.9
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
69.8
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
68.9
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
68.9
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
68.7
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
68.6
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
68.3
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
68.3
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
68.3
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
67.9
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
67.6
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
67.4
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
67.2
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
67.1
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
67.1
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
66.9
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
66.8
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
66.4
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
66.2
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
66.1
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
65.9
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
65.8
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
65.7
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
65.6
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
65.4
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
65.4
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
65.3
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
65.1
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
64.7
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
64.7
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
64.5
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
64.1
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
63.3
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
63.1
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
62.9
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
62.8
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
62.7
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
62.6
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
62.2
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
62.0
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
61.9
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
61.8
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
61.8
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
61.5
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
61.2
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
61.2
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
61.0
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
60.9
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
60.8
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
60.6
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
60.4
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
60.4
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
60.2
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
60.0
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
59.2
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
59.0
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
59.0
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
58.6
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
58.5
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
58.2
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
58.0
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
57.8
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
57.2
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
57.1
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
57.1
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
56.8
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
56.7
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
56.5
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
55.6
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
55.4
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
55.3
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
55.2
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
55.0
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
55.0
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
54.7
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
54.5
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
54.2
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
54.2
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
54.0
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
53.7
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
53.7
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
53.4
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
53.2
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
53.0
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
52.7
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
52.2
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
52.0
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
51.9
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
51.9
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
51.7
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
51.6
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
51.0
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
50.7
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
50.4
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
50.4
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
50.3
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
50.0
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
49.9
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
49.8
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
49.6
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
48.7
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
48.2
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
47.9
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
47.9
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
47.9
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
47.6
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
47.5
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
47.4
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
47.3
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
47.3
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
47.2
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
46.9
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
46.9
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
46.8
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
46.6
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
46.3
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
45.8
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
45.7
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
45.6
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
45.6
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
45.6
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
45.5
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
45.5
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
45.3
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
45.3
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
45.3
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
44.9
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
44.7
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
44.2
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
43.9
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
43.9
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
43.8
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
43.8
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
43.7
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
43.5
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
43.5
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
43.4
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
43.4
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
43.2
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
42.9
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
42.9
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
42.8
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
42.7
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
42.5
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
42.3
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
42.1
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
41.7
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
41.7
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
41.5
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
41.4
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
40.9
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
40.8
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
40.8
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
40.8
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
40.7
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
40.7
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
40.4
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
40.3
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
40.0
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
39.4
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
39.4
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
39.0
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
38.9
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
38.7
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
38.7
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
38.6
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
38.6
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
38.2
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
37.8
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
37.3
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
36.3
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
36.2
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
36.0
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
36.0
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
36.0
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
35.5
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
35.5
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
34.6
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
34.5
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
34.5
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
34.4
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
34.2
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
33.6
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
33.5
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
33.1
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
33.0
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
33.0
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
32.6
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
32.4
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
32.4
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
32.3
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
32.3
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
32.3
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
32.0
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
31.9
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
31.8
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
31.5
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
31.4
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
31.3
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
30.9
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
30.9
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
30.5
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
29.4
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
29.4
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
29.2
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
28.9
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
28.8
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
28.5
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
28.4
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
28.3
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
28.2
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
27.9
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
27.7
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
27.6
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
27.5
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
27.2
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
27.2
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
27.1
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
27.1
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
26.6
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
26.3
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
26.2
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
26.1
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
26.1
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
26.0
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
25.8
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
25.6
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
25.4
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
25.3
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
25.1
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
24.8
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
24.8
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
24.6
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
24.5
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
24.3
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
24.1
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
24.0
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
23.9
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
23.8
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
23.8
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
23.7
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
23.7
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
23.6
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
23.5
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
23.5
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
23.2
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
23.1
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
23.1
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
22.9
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
22.7
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
22.4
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
22.2
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
22.1
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
22.1
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
22.0
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
22.0
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
21.9
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
21.7
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
21.3
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
21.0
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
21.0
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
20.8
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
20.7
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
20.6
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
20.6
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
20.4
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
19.4
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
18.9
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
18.7
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
18.4
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
18.4
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
18.4
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
18.0
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
18.0
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
17.7
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
17.6
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
17.4
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
17.0
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
16.7
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
16.6
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
16.1
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
16.0
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
15.3
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
15.2
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
14.7
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
14.7
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
14.2
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
14.1
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
13.9
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
13.9
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
13.8
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
13.7
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
13.6
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
13.5
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
13.2
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
12.8
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
12.5
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
12.5
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
12.0
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
12.0
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
12.0
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
11.6
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
11.0
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
11.0
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
10.8
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
10.6
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
10.0
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
9.6
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
9.3
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
8.9
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
8.4
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
8.4
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
8.3
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
7.7
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
7.6
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
7.5
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
7.4
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
7.3
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
7.1
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
6.8
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
6.6
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
6.4
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
6.3
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
6.0
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
6.0
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
6.0
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
5.7
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
5.1
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
5.1
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
5.1
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
4.7
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
4.5
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
4.4
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
4.3
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
3.9
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
3.7
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
3.0
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
2.4
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
0.9
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
0.9
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.
STAT1 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
128.0
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
571.7
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
544.0
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
373.2
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
351.9
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
335.2
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
327.2
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
306.2
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
296.9
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
266.9
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
266.4
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
262.9
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
252.9
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
250.5
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
248.3
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
248.0
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
245.1
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
236.9
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
220.7
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
218.6
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
213.2
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
212.9
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
210.1
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
196.3
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
189.0
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
188.2
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
179.3
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
179.2
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
169.9
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
163.6
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
157.9
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
145.7
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
145.3
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
144.4
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
132.7
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
132.6
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
124.4
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
124.2
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
118.5
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
111.5
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
111.1
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
110.9
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
109.4
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
106.9
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
105.2
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
104.5
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
99.7
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
99.1
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
96.6
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
96.4
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
95.2
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
91.7
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
91.4
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
90.7
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
89.1
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
88.6
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
86.8
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
86.1
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
76.2
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
75.5
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
73.7
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
72.2
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
72.1
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
69.0
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
66.4
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
64.9
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
64.6
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
62.8
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
61.2
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
59.8
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
57.9
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
57.8
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
57.1
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
56.8
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
54.0
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
51.4
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
51.3
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
49.1
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
49.1
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
48.9
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
44.7
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
43.1
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
42.6
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
42.3
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
40.2
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
40.0
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
36.4
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
36.2
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
36.0
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
33.3
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
30.6
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
29.1
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
27.8
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
27.5
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
27.2
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
24.4
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
23.0
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
21.1
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
15.1
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
6.4
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 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.
STAT1 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
53.1
Number of samples
282
Samples
Sample
Description
TPM
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
982.0
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
516.6
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
497.8
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
441.3
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
266.3
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
260.5
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
248.0
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
231.8
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
231.7
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
196.6
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
179.1
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
161.4
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
155.9
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
155.9
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
155.1
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
146.2
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
139.9
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
130.0
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
128.1
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
126.9
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
124.9
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
121.2
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
118.0
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
111.4
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
108.9
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
106.6
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
105.1
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
104.2
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
102.0
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
101.9
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
100.0
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
99.5
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
98.4
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
97.6
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
97.6
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
95.4
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
95.0
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
91.7
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
90.7
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
88.6
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
87.7
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
86.8
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
86.7
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
86.3
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
85.0
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
83.7
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
83.6
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
81.3
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
79.5
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
79.4
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
79.3
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
78.1
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
77.8
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
77.3
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
75.2
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
74.1
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
73.8
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
73.8
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
69.9
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
69.7
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
69.5
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
69.1
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
67.6
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
67.3
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
65.5
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
65.2
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
65.0
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
64.7
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
64.6
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
64.1
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
64.0
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
62.9
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
62.6
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
61.7
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
61.5
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
60.9
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
60.1
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
59.5
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
59.4
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
59.3
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
58.6
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
57.9
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
57.4
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
57.2
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
56.4
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
56.3
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
56.2
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
56.0
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
55.8
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
55.8
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
53.5
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
52.2
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
51.4
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
51.1
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
50.6
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
50.6
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
50.1
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
49.7
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
49.5
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
49.1
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
48.5
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
48.4
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
47.8
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
47.2
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
46.9
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
46.7
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
46.5
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
46.5
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
44.8
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
44.8
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
44.7
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
44.6
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
44.4
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
43.6
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
42.8
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
42.5
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
42.2
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
42.0
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
41.6
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
40.9
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
40.8
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
40.7
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
39.7
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
39.7
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
39.0
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
38.6
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
38.4
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
38.1
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
38.0
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
37.1
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
37.0
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
35.9
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
35.8
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
35.7
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
35.7
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
35.2
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
34.9
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
34.8
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
34.1
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
34.1
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
33.6
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
31.1
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
31.0
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
30.8
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
30.6
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
30.3
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
30.3
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
30.1
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
29.9
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
29.7
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
29.4
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
28.6
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
28.4
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
28.1
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
28.0
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
27.6
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
27.0
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
27.0
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
26.7
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
26.3
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
26.1
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
25.9
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
25.4
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
25.3
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
25.2
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
25.0
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
24.5
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
24.3
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
23.9
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
23.4
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
23.0
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
22.4
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
22.3
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
21.8
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
21.7
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
21.4
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
21.3
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
21.1
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
20.9
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
20.6
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
20.5
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
20.4
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
20.2
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
20.2
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
19.9
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
19.8
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
19.7
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
19.2
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
18.7
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
18.7
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
18.6
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
18.3
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
18.1
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
17.6
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
17.5
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
16.4
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
16.0
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
16.0
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
15.9
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
15.7
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
15.7
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
15.6
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
15.6
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
14.9
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
14.1
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
13.8
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
13.2
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
12.9
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
12.8
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
12.8
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
12.1
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
11.9
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
11.8
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
11.7
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
11.3
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
11.2
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
10.7
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
10.0
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
10.0
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
10.0
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
9.8
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
9.7
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
9.7
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
9.7
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
9.4
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
9.1
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
9.1
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
8.7
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
8.6
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
8.4
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
8.2
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
8.0
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
7.9
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
7.7
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
7.7
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
7.5
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
7.4
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
7.1
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
7.0
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
7.0
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
7.0
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
7.0
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
7.0
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
7.0
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
6.6
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
6.4
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
6.0
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
5.9
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
5.7
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
5.5
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
5.5
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
5.5
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
5.4
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
5.3
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
5.2
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
5.1
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
4.7
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
4.2
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
4.1
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
4.1
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
3.9
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
3.8
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
3.7
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
3.6
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
3.4
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
3.0
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
2.9
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
2.9
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
2.3
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
2.2
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
2.2
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
1.8
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
1.7
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
1.2
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
0.6
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
0.0
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
0.0
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
0.0
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
0.0
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
0.0
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
0.0
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0012550003
Tumor
2.3
CPT0012180003
Tumor
1.9
CPT0079380003
Tumor
1.5
CPT0078990003
Tumor
1.4
CPT0010110003
Tumor
1.3
CPT0084560003
Tumor
1.3
CPT0092160003
Tumor
1.3
CPT0001260009
Tumor
1.3
CPT0023350003
Tumor
1.2
CPT0012280003
Tumor
1.1
CPT0015730003
Tumor
1.1
CPT0075130003
Tumor
1.1
CPT0026410003
Tumor
1.1
CPT0088690003
Tumor
1.1
CPT0025050003
Tumor
1.1
CPT0012670003
Tumor
1.0
CPT0065810003
Tumor
1.0
CPT0081880003
Tumor
1.0
CPT0023690003
Tumor
0.9
CPT0065430003
Tumor
0.9
CPT0001180009
Tumor
0.9
CPT0001540009
Tumor
0.9
CPT0086360003
Tumor
0.9
CPT0021240003
Tumor
0.8
CPT0025290003
Tumor
0.8
CPT0001500009
Tumor
0.7
CPT0011410003
Tumor
0.7
CPT0075560003
Tumor
0.7
CPT0064370003
Tumor
0.7
CPT0087040003
Tumor
0.7
CPT0017410003
Tumor
0.6
CPT0088480003
Tumor
0.6
CPT0086030003
Tumor
0.6
CPT0088550004
Tumor
0.6
CPT0076330003
Tumor
0.6
CPT0069000003
Tumor
0.5
CPT0006900003
Tumor
0.5
CPT0078510003
Tumor
0.5
CPT0020120003
Tumor
0.5
CPT0065870003
Tumor
0.4
CPT0092730003
Tumor
0.4
CPT0007320003
Tumor
0.4
CPT0025580004
Tumor
0.4
CPT0002350011
Tumor
0.4
CPT0065690003
Tumor
0.3
CPT0077110003
Tumor
0.3
CPT0025880003
Tumor
0.3
CPT0078930003
Tumor
0.3
CPT0017850003
Tumor
0.3
CPT0009060003
Tumor
0.3
CPT0015910003
Tumor
0.2
CPT0025230003
Tumor
0.2
CPT0024670003
Tumor
0.2
CPT0000870016
Tumor
0.2
CPT0007860003
Tumor
0.2
CPT0065750003
Tumor
0.2
CPT0014370004
Tumor
0.1
CPT0078660003
Tumor
0.1
CPT0014160003
Tumor
0.1
CPT0019990003
Tumor
0.1
CPT0001220008
Tumor
0.1
CPT0092190003
Normal
0.1
CPT0012370003
Tumor
0.0
CPT0063630003
Tumor
0.0
CPT0079410003
Tumor
0.0
CPT0092290003
Tumor
0.0
CPT0078800003
Tumor
0.0
CPT0025110003
Tumor
0.0
CPT0071150004
Tumor
0.0
CPT0015810003
Tumor
0.0
CPT0078830003
Tumor
0.0
CPT0089020003
Tumor
-0.1
CPT0009000003
Tumor
-0.1
CPT0086870003
Tumor
-0.1
CPT0092790003
Tumor
-0.1
CPT0066480003
Tumor
-0.1
CPT0077310003
Tumor
-0.1
CPT0079270003
Tumor
-0.1
CPT0075170001
Normal
-0.1
CPT0065930003
Tumor
-0.1
CPT0025350003
Tumor
-0.1
CPT0012080003
Tumor
-0.1
CPT0025170003
Tumor
-0.1
CPT0017450001
Normal
-0.1
CPT0001340003
Tumor
-0.1
CPT0088970003
Tumor
-0.2
CPT0078670001
Normal
-0.2
CPT0075570001
Normal
-0.2
CPT0088760003
Tumor
-0.2
CPT0086820003
Tumor
-0.2
CPT0006630003
Tumor
-0.2
CPT0069160003
Tumor
-0.2
CPT0081990003
Tumor
-0.3
CPT0078530001
Normal
-0.3
CPT0063320003
Tumor
-0.3
CPT0081600003
Tumor
-0.3
CPT0088630003
Tumor
-0.3
CPT0066470004
Tumor
-0.3
CPT0084590001
Normal
-0.3
CPT0077320001
Normal
-0.3
CPT0075720003
Tumor
-0.3
CPT0069190001
Normal
-0.3
CPT0019130003
Tumor
-0.3
CPT0088900003
Tumor
-0.3
CPT0001190001
Normal
-0.3
CPT0012900004
Tumor
-0.4
CPT0079480003
Tumor
-0.4
CPT0001270001
Normal
-0.4
CPT0089460004
Tumor
-0.4
CPT0018250001
Normal
-0.4
CPT0000640003
Tumor
-0.4
CPT0011240003
Tumor
-0.4
CPT0012290003
Normal
-0.4
CPT0006440003
Tumor
-0.4
CPT0006530001
Normal
-0.4
CPT0063640001
Normal
-0.4
CPT0079300001
Normal
-0.4
CPT0086950003
Tumor
-0.4
CPT0085670003
Tumor
-0.5
CPT0012090003
Normal
-0.5
CPT0076350001
Normal
-0.5
CPT0010160003
Tumor
-0.5
CPT0001350001
Normal
-0.5
CPT0088570001
Normal
-0.5
CPT0077490003
Tumor
-0.5
CPT0010120001
Normal
-0.5
CPT0012640003
Normal
-0.5
CPT0000780007
Tumor
-0.6
CPT0089040001
Normal
-0.6
CPT0012920003
Normal
-0.6
CPT0009020003
Normal
-0.6
CPT0002270011
Tumor
-0.6
CPT0000890001
Normal
-0.6
CPT0014470001
Normal
-0.6
CPT0014450004
Tumor
-0.6
CPT0079230003
Tumor
-0.6
CPT0014350001
Normal
-0.6
CPT0066520001
Normal
-0.6
CPT0065820001
Normal
-0.6
CPT0081620001
Normal
-0.6
CPT0079430001
Normal
-0.6
CPT0001510001
Normal
-0.6
CPT0082010001
Normal
-0.6
CPT0088710001
Normal
-0.6
CPT0000660001
Normal
-0.7
CPT0001230001
Normal
-0.7
CPT0079510001
Normal
-0.7
CPT0013790003
Normal
-0.7
CPT0002370001
Normal
-0.7
CPT0086830003
Normal
-0.7
CPT0025060001
Normal
-0.7
CPT0025610001
Normal
-0.7
CPT0063330001
Normal
-0.7
CPT0087050003
Normal
-0.7
CPT0069010001
Normal
-0.7
CPT0086970003
Normal
-0.7
CPT0006950001
Normal
-0.7
CPT0088500001
Normal
-0.7
CPT0024680001
Normal
-0.7
CPT0001550001
Normal
-0.8
CPT0088920001
Normal
-0.8
CPT0023360001
Normal
-0.8
CPT0019160001
Normal
-0.8
CPT0066430001
Normal
-0.8
CPT0079180003
Tumor
-0.8
CPT0092310003
Normal
-0.8
CPT0064400001
Normal
-0.8
CPT0086370003
Normal
-0.8
CPT0026420001
Normal
-0.8
CPT0020020001
Normal
-0.8
CPT0010170001
Normal
-0.8
CPT0014130001
Normal
-0.8
CPT0079000001
Normal
-0.8
CPT0086890003
Normal
-0.8
CPT0088780001
Normal
-0.9
CPT0020130001
Normal
-0.9
CPT0025920001
Normal
-0.9
CPT0023710001
Normal
-0.9
CPT0012770003
Normal
-0.9
CPT0077500001
Normal
-0.9
CPT0009080003
Normal
-0.9
CPT0078840001
Normal
-0.9
CPT0077140001
Normal
-0.9
CPT0007470001
Normal
-0.9
CPT0065450001
Normal
-0.9
CPT0012570003
Normal
-0.9
CPT0092800003
Normal
-0.9
CPT0088640003
Normal
-1.0
CPT0092740003
Normal
-1.0
CPT0078940001
Normal
-1.0
CPT0000790001
Normal
-1.1
CPT0006730001
Normal
-1.1
CPT0089480003
Normal
-1.1
CPT0007870001
Normal
-1.1
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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
