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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.
ARSL 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
22.5
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
137.1
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
110.5
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
92.4
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
81.4
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
76.9
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
74.1
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
63.2
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
60.7
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
51.3
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
44.6
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
39.4
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
39.3
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
33.5
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
31.6
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
28.5
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
27.8
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
27.3
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
24.9
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
23.5
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
23.3
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
20.7
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
20.2
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
18.4
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
18.3
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
17.4
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
17.3
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
16.9
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
16.4
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
16.3
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
16.1
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
14.0
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
13.4
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
13.2
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
12.3
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
10.6
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
10.1
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
9.6
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
8.6
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
7.5
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
7.5
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
7.3
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
7.2
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
7.0
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
5.5
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
5.0
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
4.9
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
4.6
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
4.5
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
4.4
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
4.0
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
3.2
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
3.2
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
2.7
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
2.5
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
1.3
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
0.4
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
0.4
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
0.1
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
0.1
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
0.1
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
0.0
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
0.0
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
0.0
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 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.
ARSL is potential prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
54.7
Number of samples
521
Samples
Sample
Description
TPM
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
231.8
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
211.9
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
206.2
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
195.4
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
194.7
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
177.0
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
172.1
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
141.6
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
138.4
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
137.7
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
135.2
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
131.6
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
126.7
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
122.0
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
120.7
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
119.8
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
119.4
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
118.5
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
118.4
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
117.7
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
117.1
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
116.6
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
116.5
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
115.3
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
115.3
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
112.7
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
111.9
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
111.2
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
110.2
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
109.2
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
109.1
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
109.0
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
107.4
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
107.4
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
106.5
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
106.4
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
105.1
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
104.5
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
104.3
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
104.0
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
102.0
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
101.3
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
100.2
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
100.0
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
99.3
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
99.0
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
99.0
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
98.1
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
97.4
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
95.5
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
95.1
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
94.9
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
94.2
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
93.8
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
93.7
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
93.6
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
93.5
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
93.4
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
93.0
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
92.2
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
90.6
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
90.5
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
90.0
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
89.6
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
89.6
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
89.5
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
89.4
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
89.1
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
89.1
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
88.5
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
88.3
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
88.3
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
88.0
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
87.6
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
87.5
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
87.2
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
87.1
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
86.9
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
86.8
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
86.7
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
86.4
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
86.1
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
85.9
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
85.5
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
84.9
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
84.2
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
83.9
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
83.7
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
83.5
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
83.5
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
82.9
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
82.7
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
81.7
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
81.6
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
81.3
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
80.7
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
80.6
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
79.9
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
79.9
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
79.7
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
79.3
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
79.2
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
78.1
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
77.6
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
77.4
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
76.9
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
76.8
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
76.7
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
76.6
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
76.6
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
76.5
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
76.2
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
76.1
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
76.1
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
76.0
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
75.4
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
74.9
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
74.8
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
74.7
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
74.3
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
74.1
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
73.7
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
73.5
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
73.4
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
73.2
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
73.2
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
73.1
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
72.9
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
72.8
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
72.7
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
72.7
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
72.7
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
72.6
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
72.1
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
71.9
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
71.8
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
71.8
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
71.7
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
71.7
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
71.5
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
71.2
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
71.1
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
70.9
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
70.9
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
70.8
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
70.7
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
70.7
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
70.7
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
70.7
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
70.5
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
69.9
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
69.7
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
69.1
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
69.0
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
68.7
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
68.6
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
68.6
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
68.6
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
68.4
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
67.6
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
67.6
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
67.6
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
67.3
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
67.0
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
67.0
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
66.8
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
66.8
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
66.7
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
66.6
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
66.4
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
66.2
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
66.2
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
65.8
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
65.5
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
65.3
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
65.1
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
64.5
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
64.0
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
63.9
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
63.6
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
63.6
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
63.4
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
63.3
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
63.2
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
63.1
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
63.1
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
62.9
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
62.8
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
62.7
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
62.4
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
62.4
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
61.8
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
61.0
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
60.9
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
60.8
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
60.3
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
60.3
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
60.3
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
60.2
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
60.1
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
60.1
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
60.0
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
59.7
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
59.6
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
59.5
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
59.4
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
59.1
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
58.9
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
58.9
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
58.8
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
58.6
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
58.5
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
58.3
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
58.1
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
58.1
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
58.1
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
57.5
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
57.5
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
57.4
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
57.0
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
56.9
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
56.8
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
56.7
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
56.6
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
56.4
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
56.0
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
55.6
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
55.6
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
55.5
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
54.9
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
54.7
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
54.5
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
54.2
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
54.2
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
54.1
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
54.0
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
54.0
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
54.0
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
54.0
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
53.9
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
53.9
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
53.5
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
52.9
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
52.8
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
52.6
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
52.6
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
52.6
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
52.5
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
52.4
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
52.4
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
52.0
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
51.8
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
51.8
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
51.6
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
51.5
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
51.5
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
51.4
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
51.3
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
51.2
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
51.1
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
51.1
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
51.0
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
50.7
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
50.5
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
50.5
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
50.3
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
50.2
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
50.2
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
50.1
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
49.7
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
49.7
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
49.5
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
49.5
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
49.4
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
49.3
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
49.1
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
49.0
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
48.8
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
48.7
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
48.6
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
48.4
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
48.3
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
48.2
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
48.1
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
48.0
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
47.8
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
47.7
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
47.7
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
47.6
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
47.5
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
47.5
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
47.4
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
47.2
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
47.1
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
47.1
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
46.9
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
46.8
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
46.8
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
46.5
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
46.3
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
46.3
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
45.8
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
45.6
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
45.6
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
45.4
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
45.3
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
45.1
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
45.0
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
45.0
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
44.9
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
44.2
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
44.0
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
43.9
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
43.8
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
43.6
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
43.3
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
43.2
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
43.2
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
43.0
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
42.9
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
42.8
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
42.3
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
42.3
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
42.1
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
42.1
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
42.1
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
42.0
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
41.8
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
41.8
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
41.1
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
41.0
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
40.9
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
40.6
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
40.5
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
40.5
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
40.2
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
40.1
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
39.8
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
39.6
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
39.5
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
39.0
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
38.9
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
38.8
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
38.7
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
38.5
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
38.5
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
38.5
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
38.1
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
38.0
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
38.0
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
37.8
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
37.7
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
37.5
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
37.3
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
37.1
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
36.9
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
36.9
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
36.6
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
36.5
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
36.4
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
36.2
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
36.1
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
36.0
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
36.0
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
35.9
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
35.9
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
35.6
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
35.6
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
35.6
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
35.3
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
35.2
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
35.1
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
34.9
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
34.9
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
34.7
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
34.6
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
34.6
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
34.3
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
33.8
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
33.7
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
33.5
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
33.5
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
33.4
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
33.3
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
33.1
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
33.0
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
32.9
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
32.8
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
32.6
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
32.5
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
32.4
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
32.3
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
31.9
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
31.9
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
31.8
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
31.4
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
31.3
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
31.2
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
31.2
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
31.0
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
30.7
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
30.3
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
30.3
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
30.2
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
30.2
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
30.0
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
29.9
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
29.7
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
29.6
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
29.5
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
29.2
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
29.1
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
28.8
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
28.6
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
28.6
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
28.6
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
28.6
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
28.4
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
28.0
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
27.7
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
27.5
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
27.4
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
27.3
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
27.2
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
27.0
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
26.9
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
26.7
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
26.5
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
25.8
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
25.7
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
25.4
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
25.1
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
24.6
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
24.6
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
24.4
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
24.2
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
23.7
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
23.6
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
23.4
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
23.1
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
23.1
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
22.5
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
22.5
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
22.1
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
21.8
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
21.6
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
21.5
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
21.5
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
21.4
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
20.9
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
20.6
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
19.9
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
19.5
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
19.5
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
19.4
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
19.4
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
19.0
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
18.1
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
18.0
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
17.4
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
16.5
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
16.1
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
16.0
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
15.6
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
15.4
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
15.1
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
14.6
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
14.5
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
14.3
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
14.2
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
14.0
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
13.4
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
12.6
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
12.2
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
11.9
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
11.9
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
11.8
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
11.2
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
10.3
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
10.0
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
9.7
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
9.6
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
9.3
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
9.2
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
8.6
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
8.1
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
7.3
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
6.7
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
6.5
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
6.5
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
6.1
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
5.7
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
5.7
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
5.7
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
5.5
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
5.1
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
4.8
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
4.7
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
4.3
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
3.7
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
3.3
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
3.2
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
3.1
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
3.0
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
2.7
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
2.6
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
1.6
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
0.4
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
0.4
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
0.3
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
0.3
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
0.2
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
0.2
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
0.1
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
0.1
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
0.1
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
0.1
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
0.0
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
0.0
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
0.0
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 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.
ARSL 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
51.7
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
145.4
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
110.4
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
109.7
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
108.3
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
93.3
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
91.5
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
87.7
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
87.3
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
80.3
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
79.5
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
78.3
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
77.9
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
77.2
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
75.7
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
71.9
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
71.5
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
71.1
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
70.4
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
69.5
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
69.0
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
66.1
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
66.1
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
65.7
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
65.3
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
65.0
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
64.1
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
64.0
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
63.2
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
63.1
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
62.7
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
62.6
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
62.2
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
61.3
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
60.7
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
60.4
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
59.4
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
58.8
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
57.9
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
57.3
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
56.9
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
56.3
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
55.7
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
53.6
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
53.0
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
51.7
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
51.4
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
51.2
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
50.9
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
50.2
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
50.0
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
49.3
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
48.9
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
48.9
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
48.4
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
47.9
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
47.7
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
47.4
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
47.1
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
47.0
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
46.0
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
45.1
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
44.2
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
43.3
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
43.3
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
42.4
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
41.7
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
41.7
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
41.4
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
40.2
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
39.9
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
39.0
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
38.1
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
37.8
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
37.3
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
36.6
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
36.4
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
34.9
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
33.8
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
31.8
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
31.4
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
31.1
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
30.5
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
29.5
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
29.1
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
29.0
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
28.9
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
28.4
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
26.5
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
25.1
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
24.2
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
24.0
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
21.8
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
19.9
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
18.7
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
18.4
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
18.2
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
14.2
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
4.1
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 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.
ARSL 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
45.4
Number of samples
282
Samples
Sample
Description
TPM
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
285.2
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
189.7
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
181.1
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
171.6
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
152.8
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
149.1
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
146.8
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
145.1
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
142.4
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
140.6
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
127.3
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
127.0
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
126.3
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
123.9
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
121.3
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
117.4
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
113.0
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
102.7
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
102.2
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
100.6
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
97.6
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
96.7
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
96.1
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
95.7
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
94.7
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
94.2
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
91.8
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
89.7
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
89.3
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
88.1
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
86.8
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
84.6
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
84.1
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
83.5
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
82.4
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
81.9
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
81.4
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
80.7
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
80.7
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
79.5
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
79.1
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
78.9
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
75.1
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
73.6
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
73.2
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
72.5
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
71.6
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
70.4
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
70.4
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
69.6
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
69.4
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
68.9
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
68.9
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
68.8
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
68.6
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
68.0
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
67.8
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
67.1
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
65.4
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
64.3
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
61.9
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
60.6
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
60.0
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
59.9
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
59.5
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
58.9
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
58.6
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
57.4
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
56.7
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
56.4
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
56.1
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
56.0
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
55.5
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
54.8
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
54.4
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
54.3
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
54.0
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
53.1
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
53.1
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
52.7
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
52.1
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
51.4
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
50.9
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
50.5
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
50.4
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
49.8
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
49.8
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
49.5
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
49.4
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
49.3
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
49.3
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
49.2
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
48.7
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
48.6
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
48.6
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
48.2
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
48.2
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
48.0
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
48.0
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
47.9
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
47.9
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
47.8
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
47.4
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
47.2
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
46.5
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
44.5
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
44.4
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
44.2
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
43.7
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
43.6
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
43.4
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
43.4
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
43.1
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
42.9
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
42.9
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
42.7
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
41.9
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
41.7
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
41.7
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
41.5
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
41.4
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
40.6
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
40.5
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
40.4
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
40.4
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
40.3
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
40.3
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
40.1
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
40.1
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
39.4
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
39.4
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
39.3
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
39.0
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
38.9
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
38.8
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
38.6
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
38.6
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
38.2
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
38.0
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
37.9
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
37.7
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
37.6
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
37.6
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
37.5
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
37.3
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
37.2
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
37.2
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
37.1
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
36.9
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
36.9
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
36.6
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
36.5
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
36.4
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
36.1
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
36.0
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
35.7
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
35.6
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
35.4
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
35.3
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
35.3
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
35.2
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
34.9
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
34.3
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
34.1
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
34.1
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
33.8
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
33.7
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
33.4
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
33.4
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
33.1
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
33.1
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
32.5
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
32.5
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
31.9
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
31.7
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
31.3
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
31.3
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
30.4
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
30.4
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
30.2
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
30.1
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
29.7
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
29.7
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
29.6
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
29.5
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
28.9
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
28.8
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
28.6
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
28.2
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
28.2
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
28.1
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
28.1
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
27.7
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
27.3
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
27.3
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
27.2
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
26.8
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
26.8
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
26.3
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
25.8
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
25.5
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
25.5
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
25.3
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
25.2
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
25.1
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
25.1
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
24.6
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
24.6
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
24.4
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
23.9
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
23.9
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
22.9
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
22.7
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
22.6
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
22.1
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
21.8
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
21.8
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
21.8
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
21.0
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
20.8
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
20.5
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
20.4
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
20.3
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
19.9
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
19.7
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
19.6
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
19.4
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
19.1
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
19.1
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
18.6
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
18.2
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
18.0
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
17.8
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
17.6
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
17.5
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
16.9
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
16.9
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
16.0
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
15.8
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
15.4
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
14.5
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
14.5
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
14.1
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
14.0
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
13.8
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
13.7
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
12.2
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
11.3
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
11.0
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
10.1
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
9.1
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
7.8
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
5.5
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
5.3
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
4.8
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
3.6
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
3.5
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
3.4
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
3.1
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
3.1
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
2.9
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
2.9
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
2.7
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
2.7
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
2.5
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
1.2
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
0.8
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
0.6
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
0.6
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
0.3
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
0.3
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
0.2
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
0.2
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
0.2
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
0.1
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
0.0
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
0.0
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
0.0
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
0.0
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
0.0
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
0.0
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0026410003
Tumor
N/A
CPT0002370001
Normal
N/A
CPT0000790001
Normal
N/A
CPT0019130003
Tumor
N/A
CPT0088570001
Normal
N/A
CPT0065820001
Normal
N/A
CPT0025880003
Tumor
N/A
CPT0076330003
Tumor
N/A
CPT0001180009
Tumor
N/A
CPT0078800003
Tumor
N/A
CPT0078660003
Tumor
N/A
CPT0065690003
Tumor
N/A
CPT0078930003
Tumor
N/A
CPT0011240003
Tumor
N/A
CPT0084560003
Tumor
N/A
CPT0012670003
Tumor
N/A
CPT0002350011
Tumor
N/A
CPT0012920003
Normal
N/A
CPT0064370003
Tumor
N/A
CPT0088900003
Tumor
N/A
CPT0006730001
Normal
N/A
CPT0007870001
Normal
N/A
CPT0087040003
Tumor
N/A
CPT0079380003
Tumor
N/A
CPT0025170003
Tumor
N/A
CPT0024670003
Tumor
N/A
CPT0012640003
Normal
N/A
CPT0078830003
Tumor
N/A
CPT0021240003
Tumor
N/A
CPT0071150004
Tumor
N/A
CPT0089020003
Tumor
N/A
CPT0088970003
Tumor
N/A
CPT0066480003
Tumor
N/A
CPT0000870016
Tumor
N/A
CPT0092790003
Tumor
N/A
CPT0025610001
Normal
N/A
CPT0063330001
Normal
N/A
CPT0001350001
Normal
N/A
CPT0078940001
Normal
N/A
CPT0086830003
Normal
N/A
CPT0088760003
Tumor
N/A
CPT0092190003
Normal
N/A
CPT0002270011
Tumor
N/A
CPT0088550004
Tumor
N/A
CPT0023710001
Normal
N/A
CPT0077140001
Normal
N/A
CPT0025230003
Tumor
N/A
CPT0025050003
Tumor
N/A
CPT0075720003
Tumor
N/A
CPT0012570003
Normal
N/A
CPT0089040001
Normal
N/A
CPT0017850003
Tumor
N/A
CPT0019990003
Tumor
N/A
CPT0012900004
Tumor
N/A
CPT0000780007
Tumor
N/A
CPT0023360001
Normal
N/A
CPT0001510001
Normal
N/A
CPT0078840001
Normal
N/A
CPT0010110003
Tumor
N/A
CPT0086890003
Normal
N/A
CPT0092290003
Tumor
N/A
CPT0020120003
Tumor
N/A
CPT0088640003
Normal
N/A
CPT0088500001
Normal
N/A
CPT0069010001
Normal
N/A
CPT0006440003
Tumor
N/A
CPT0063630003
Tumor
N/A
CPT0001550001
Normal
N/A
CPT0086950003
Tumor
N/A
CPT0014350001
Normal
N/A
CPT0014470001
Normal
N/A
CPT0086360003
Tumor
N/A
CPT0069160003
Tumor
N/A
CPT0006950001
Normal
N/A
CPT0007860003
Tumor
N/A
CPT0082010001
Normal
N/A
CPT0079230003
Tumor
N/A
CPT0001340003
Tumor
N/A
CPT0011410003
Tumor
N/A
CPT0079180003
Tumor
N/A
CPT0012080003
Tumor
N/A
CPT0084590001
Normal
N/A
CPT0063640001
Normal
N/A
CPT0009000003
Tumor
N/A
CPT0010170001
Normal
N/A
CPT0079270003
Tumor
N/A
CPT0069190001
Normal
N/A
CPT0001270001
Normal
N/A
CPT0015810003
Tumor
N/A
CPT0025110003
Tumor
N/A
CPT0024680001
Normal
N/A
CPT0012090003
Normal
N/A
CPT0009020003
Normal
N/A
CPT0077310003
Tumor
N/A
CPT0077490003
Tumor
N/A
CPT0014160003
Tumor
N/A
CPT0078530001
Normal
N/A
CPT0020020001
Normal
N/A
CPT0066520001
Normal
N/A
CPT0014370004
Tumor
N/A
CPT0001500009
Tumor
N/A
CPT0081600003
Tumor
N/A
CPT0001190001
Normal
N/A
CPT0088630003
Tumor
N/A
CPT0069000003
Tumor
N/A
CPT0088710001
Normal
N/A
CPT0092160003
Tumor
N/A
CPT0006630003
Tumor
N/A
CPT0001260009
Tumor
N/A
CPT0065750003
Tumor
N/A
CPT0065930003
Tumor
N/A
CPT0012770003
Normal
N/A
CPT0012180003
Tumor
N/A
CPT0017410003
Tumor
N/A
CPT0023350003
Tumor
N/A
CPT0075570001
Normal
N/A
CPT0014130001
Normal
N/A
CPT0078510003
Tumor
N/A
CPT0066470004
Tumor
N/A
CPT0065450001
Normal
N/A
CPT0079000001
Normal
N/A
CPT0092800003
Normal
N/A
CPT0006900003
Tumor
N/A
CPT0015910003
Tumor
N/A
CPT0020130001
Normal
N/A
CPT0089480003
Normal
N/A
CPT0007470001
Normal
N/A
CPT0064400001
Normal
N/A
CPT0088920001
Normal
N/A
CPT0092730003
Tumor
N/A
CPT0077110003
Tumor
N/A
CPT0086030003
Tumor
N/A
CPT0025290003
Tumor
N/A
CPT0012550003
Tumor
N/A
CPT0018250001
Normal
N/A
CPT0017450001
Normal
N/A
CPT0077320001
Normal
N/A
CPT0077500001
Normal
N/A
CPT0092310003
Normal
N/A
CPT0079480003
Tumor
N/A
CPT0006530001
Normal
N/A
CPT0065430003
Tumor
N/A
CPT0019160001
Normal
N/A
CPT0081620001
Normal
N/A
CPT0063320003
Tumor
N/A
CPT0078670001
Normal
N/A
CPT0089460004
Tumor
N/A
CPT0007320003
Tumor
N/A
CPT0088690003
Tumor
N/A
CPT0010160003
Tumor
N/A
CPT0014450004
Tumor
N/A
CPT0025920001
Normal
N/A
CPT0076350001
Normal
N/A
CPT0015730003
Tumor
N/A
CPT0025350003
Tumor
N/A
CPT0012370003
Tumor
N/A
CPT0012280003
Tumor
N/A
CPT0009080003
Normal
N/A
CPT0079410003
Tumor
N/A
CPT0075560003
Tumor
N/A
CPT0001230001
Normal
N/A
CPT0079510001
Normal
N/A
CPT0066430001
Normal
N/A
CPT0001540009
Tumor
N/A
CPT0078990003
Tumor
N/A
CPT0065810003
Tumor
N/A
CPT0010120001
Normal
N/A
CPT0086870003
Tumor
N/A
CPT0075170001
Normal
N/A
CPT0000640003
Tumor
N/A
CPT0065870003
Tumor
N/A
CPT0088780001
Normal
N/A
CPT0086970003
Normal
N/A
CPT0079300001
Normal
N/A
CPT0092740003
Normal
N/A
CPT0085670003
Tumor
N/A
CPT0081880003
Tumor
N/A
CPT0013790003
Normal
N/A
CPT0012290003
Normal
N/A
CPT0087050003
Normal
N/A
CPT0009060003
Tumor
N/A
CPT0023690003
Tumor
N/A
CPT0001220008
Tumor
N/A
CPT0088480003
Tumor
N/A
CPT0026420001
Normal
N/A
CPT0079430001
Normal
N/A
CPT0000890001
Normal
N/A
CPT0086370003
Normal
N/A
CPT0025580004
Tumor
N/A
CPT0081990003
Tumor
N/A
CPT0025060001
Normal
N/A
CPT0075130003
Tumor
N/A
CPT0000660001
Normal
N/A
CPT0086820003
Tumor
N/A
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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.