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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.
STMN1 is potential prognostic, high expression is unfavorable 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
54.7
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
451.8
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
236.0
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
166.9
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
154.9
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
134.5
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
84.0
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
83.8
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
79.7
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
77.7
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
74.4
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
74.0
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
71.8
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
71.1
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
67.2
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
63.4
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
55.9
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
54.5
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
54.2
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
53.2
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
50.8
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
50.6
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
50.3
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
48.6
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
48.5
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
46.0
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
42.2
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
41.8
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
41.5
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
40.8
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
39.0
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
38.4
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
38.1
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
37.3
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
36.8
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
36.2
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
35.2
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
33.2
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
33.1
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
33.1
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
32.4
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
31.9
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
30.7
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
30.6
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
30.3
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
30.1
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
30.0
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
29.2
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
28.6
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
28.5
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
25.9
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
24.8
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
24.3
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
22.8
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
22.7
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
22.4
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
21.3
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
20.9
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
15.4
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
15.3
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
14.6
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
12.8
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
11.1
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
7.5
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 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.
STMN1 is not prognostic in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
73.2
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
897.1
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
385.0
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
314.8
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
273.0
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
270.3
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
210.6
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
196.7
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
191.7
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
181.4
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
178.3
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
165.7
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
164.4
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
154.3
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
153.5
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
150.5
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
142.4
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
137.0
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
132.7
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
129.6
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
128.9
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
127.2
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
127.1
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
125.7
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
125.6
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
123.9
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
123.8
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
123.5
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
121.0
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
120.4
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
119.1
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
118.3
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
117.5
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
117.5
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
115.6
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
115.1
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
114.3
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
114.2
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
114.0
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
113.5
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
112.9
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
112.2
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
111.8
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
111.6
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
111.1
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
110.5
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
110.5
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
110.4
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
109.1
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
108.7
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
108.2
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
107.7
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
107.6
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
107.1
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
106.8
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
106.2
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
105.4
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
105.3
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
104.5
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
104.1
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
104.1
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
104.1
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
103.9
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
103.3
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
103.2
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
103.1
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
103.0
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
102.8
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
102.7
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
102.1
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
101.5
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
101.1
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
99.9
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
99.3
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
99.3
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
99.2
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
98.5
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
98.3
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
98.3
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
97.9
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
97.6
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
97.2
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
97.0
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
97.0
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
96.4
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
95.5
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
95.1
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
94.9
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
94.9
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
94.7
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
94.7
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
94.5
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
94.2
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
93.9
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
93.9
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
93.6
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
93.5
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
93.4
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
93.3
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
93.2
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
92.7
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
92.4
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
92.4
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
92.2
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
92.0
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
92.0
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
91.8
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
91.7
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
91.6
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
91.6
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
91.0
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
90.9
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
90.9
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
90.3
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
90.2
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
90.1
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
90.0
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
90.0
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
89.6
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
89.2
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
89.0
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
88.9
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
88.6
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
88.3
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
88.2
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
88.1
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
87.3
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
87.3
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
87.0
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
86.9
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
86.9
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
86.7
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
86.4
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
86.4
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
86.4
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
86.3
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
85.7
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
85.6
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
85.5
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
85.3
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
85.0
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
84.9
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
84.6
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
84.5
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
84.0
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
83.7
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
83.4
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
83.3
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
83.1
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
82.7
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
82.7
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
82.6
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
82.3
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
82.3
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
82.3
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
81.8
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
81.3
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
81.3
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
81.1
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
81.0
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
80.9
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
80.7
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
80.6
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
80.6
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
80.3
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
80.0
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
79.9
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
79.5
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
79.4
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
79.3
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
79.3
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
79.2
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
79.2
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
79.2
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
79.1
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
79.0
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
79.0
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
78.8
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
78.5
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
78.5
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
78.4
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
78.1
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
78.0
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
77.9
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
77.5
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
77.4
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
77.3
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
76.5
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
76.2
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
76.1
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
76.0
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
75.9
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
75.8
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
75.8
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
75.7
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
75.6
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
75.5
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
75.4
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
75.1
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
74.8
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
74.8
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
74.6
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
74.5
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
73.7
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
73.6
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
73.5
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
73.3
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
73.3
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
73.0
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
72.9
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
72.9
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
72.7
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
72.5
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
72.4
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
72.3
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
72.0
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
71.7
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
71.6
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
71.6
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
71.2
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
71.2
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
71.1
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
70.9
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
70.8
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
70.8
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
70.7
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
70.6
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
70.6
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
70.4
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
70.4
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
70.1
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
70.1
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
69.8
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
69.8
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
69.7
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
69.6
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
69.2
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
69.2
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
69.1
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
69.1
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
68.9
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
68.8
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
68.8
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
68.6
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
68.6
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
68.4
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
68.4
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
68.4
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
68.2
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
68.2
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
67.7
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
67.6
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
67.2
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
67.2
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
67.2
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
67.1
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
67.1
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
67.0
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
66.9
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
66.9
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
66.8
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
66.7
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
66.7
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
66.6
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
66.5
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
66.3
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
66.2
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
66.0
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
65.8
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
65.8
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
65.7
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
65.7
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
65.6
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
65.6
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
65.5
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
65.5
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
65.5
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
65.4
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
65.3
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
65.2
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
65.2
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
64.7
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
64.5
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
64.4
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
64.4
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
64.3
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
64.2
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
64.0
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
63.9
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
63.9
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
63.8
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
63.5
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
63.2
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
62.7
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
62.7
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
62.7
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
62.7
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
62.6
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
62.4
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
62.3
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
62.1
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
62.1
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
62.0
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
61.9
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
61.9
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
61.8
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
61.6
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
61.6
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
61.5
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
61.5
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
61.5
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
61.3
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
60.9
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
60.7
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
60.6
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
60.5
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
60.5
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
60.5
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
60.3
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
60.1
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
60.0
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
59.9
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
59.8
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
59.7
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
59.7
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
59.7
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
59.6
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
59.6
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
59.5
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
59.5
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
59.1
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
59.0
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
58.9
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
58.8
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
58.8
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
58.6
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
58.5
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
58.4
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
58.3
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
58.1
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
58.0
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
57.9
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
57.9
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
57.3
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
57.2
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
57.2
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
57.1
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
57.0
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
57.0
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
56.9
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
56.8
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
56.8
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
56.8
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
56.6
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
56.3
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
56.1
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
56.0
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
56.0
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
55.9
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
55.9
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
55.8
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
55.7
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
55.4
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
55.4
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
55.2
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
54.8
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
54.8
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
54.7
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
54.6
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
54.4
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
54.4
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
54.0
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
53.7
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
53.5
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
53.5
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
53.1
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
52.9
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
52.9
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
52.9
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
52.7
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
52.4
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
51.7
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
51.7
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
51.7
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
51.7
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
51.6
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
51.3
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
51.2
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
50.5
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
50.5
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
50.0
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
50.0
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
49.7
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
49.4
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
49.1
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
48.9
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
48.4
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
48.2
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
48.0
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
48.0
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
47.7
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
47.7
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
47.6
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
47.6
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
47.4
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
47.3
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
47.2
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
47.0
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
47.0
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
46.9
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
46.9
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
46.9
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
46.8
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
46.0
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
46.0
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
45.9
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
45.8
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
45.7
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
45.7
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
45.6
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
45.6
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
45.5
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
45.5
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
45.1
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
45.1
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
45.0
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
44.1
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
44.1
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
43.9
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
43.9
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
43.8
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
43.7
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
43.7
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
43.6
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
43.5
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
43.5
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
43.4
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
43.0
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
42.7
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
42.7
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
42.6
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
42.3
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
42.2
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
42.1
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
42.0
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
41.9
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
41.9
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
41.9
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
41.7
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
41.1
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
41.1
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
40.9
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
40.4
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
40.0
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
39.9
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
39.6
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
39.5
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
39.4
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
39.4
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
39.2
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
39.2
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
38.8
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
38.7
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
38.7
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
38.4
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
38.4
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
38.3
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
37.1
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
36.6
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
36.3
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
36.0
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
35.9
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
35.4
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
35.4
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
34.9
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
34.7
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
34.6
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
34.1
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
33.9
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
33.1
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
33.1
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
32.5
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
31.8
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
31.8
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
31.8
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
31.8
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
31.7
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
31.4
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
31.2
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
31.1
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
30.3
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
29.7
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
29.1
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
28.7
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
28.6
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
28.4
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
28.1
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
27.7
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
27.6
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
27.0
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
27.0
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
26.9
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
26.0
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
25.5
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
25.5
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
25.4
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
25.0
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
24.7
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
24.7
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
24.3
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
23.1
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
23.1
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
22.0
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
20.9
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
20.0
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
18.9
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
18.3
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
18.0
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
17.3
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
15.4
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
14.8
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 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.
STMN1 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
70.5
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
420.4
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
215.9
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
140.6
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
123.3
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
121.9
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
121.5
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
117.3
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
117.2
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
116.5
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
104.6
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
104.2
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
103.2
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
102.6
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
98.9
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
93.8
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
90.6
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
89.8
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
88.0
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
86.4
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
85.9
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
85.8
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
84.4
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
83.0
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
80.6
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
78.8
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
78.0
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
77.4
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
77.0
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
74.9
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
74.0
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
73.7
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
72.3
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
71.6
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
71.4
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
69.3
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
68.6
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
68.5
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
68.3
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
67.0
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
66.6
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
66.6
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
65.7
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
65.7
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
65.2
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
65.0
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
64.8
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
63.6
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
63.2
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
62.6
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
62.3
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
62.2
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
62.0
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
61.8
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
61.0
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
61.0
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
60.0
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
59.3
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
59.1
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
59.0
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
58.5
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
57.7
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
56.8
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
56.6
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
56.2
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
56.1
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
55.5
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
55.1
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
54.4
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
53.0
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
52.4
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
51.4
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
50.9
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
50.7
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
50.7
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
50.5
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
50.4
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
50.1
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
49.6
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
48.7
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
48.0
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
47.7
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
46.8
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
45.3
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
45.0
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
44.5
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
44.1
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
42.4
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
40.7
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
40.0
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
39.4
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
37.3
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
36.9
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
35.4
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
32.1
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
31.4
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
29.7
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
26.4
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
24.4
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
15.5
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
STMN1 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
100.0
Number of samples
282
Samples
Sample
Description
TPM
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
543.4
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
413.5
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
353.4
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
331.5
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
315.5
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
308.8
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
296.9
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
240.2
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
227.7
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
227.2
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
224.8
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
217.8
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
211.5
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
211.0
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
210.8
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
201.3
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
199.2
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
195.9
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
195.4
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
194.7
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
194.3
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
193.6
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
193.5
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
192.7
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
192.0
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
191.9
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
186.8
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
184.8
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
180.2
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
178.2
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
171.5
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
171.1
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
168.6
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
167.0
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
166.6
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
165.0
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
161.4
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
161.2
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
160.9
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
160.4
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
159.7
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
158.8
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
157.2
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
156.4
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
155.2
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
155.0
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
154.6
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
154.5
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
154.1
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
153.6
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
152.0
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
151.3
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
147.0
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
146.6
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
146.3
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
145.8
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
143.1
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
141.6
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
139.7
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
139.5
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
137.8
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
136.9
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
136.7
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
135.9
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
134.9
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
134.5
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
133.8
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
133.8
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
132.7
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
130.3
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
128.8
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
127.9
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
125.6
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
125.3
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
125.1
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
123.7
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
123.6
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
123.5
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
121.5
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
119.3
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
118.7
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
118.5
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
116.2
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
115.9
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
115.7
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
115.6
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
113.7
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
111.5
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
111.3
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
110.7
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
110.3
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
109.8
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
108.4
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
108.0
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
107.3
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
107.2
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
106.3
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
105.1
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
105.0
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
104.3
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
103.0
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
101.9
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
101.1
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
99.9
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
99.7
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
99.0
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
98.8
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
97.3
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
97.0
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
96.6
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
96.6
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
95.5
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
95.4
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
95.1
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
94.6
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
94.5
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
92.1
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
91.9
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
91.8
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
91.3
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
91.3
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
90.9
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
90.3
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
89.0
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
88.8
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
88.7
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
88.7
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
87.1
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
86.7
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
86.6
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
86.4
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
86.2
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
85.7
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
85.7
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
85.6
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
85.4
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
84.6
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
83.6
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
83.5
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
83.1
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
83.1
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
82.8
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
82.0
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
81.9
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
81.3
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
81.2
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
80.6
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
80.6
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
80.6
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
80.6
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
79.7
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
79.7
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
79.6
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
79.3
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
79.3
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
78.4
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
77.9
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
77.3
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
76.6
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
75.3
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
75.0
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
75.0
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
74.8
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
74.8
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
74.3
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
73.7
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
72.9
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
72.6
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
72.3
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
72.1
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
71.7
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
70.4
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
70.4
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
70.1
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
69.9
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
69.4
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
69.0
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
68.7
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
68.6
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
68.5
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
68.4
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
68.3
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
68.2
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
68.2
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
67.7
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
67.7
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
67.2
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
66.0
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
66.0
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
65.5
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
65.0
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
64.8
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
64.6
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
64.1
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
63.3
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
62.8
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
62.7
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
62.5
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
62.5
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
61.9
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
61.6
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
61.4
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
60.7
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
60.1
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
59.9
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
59.8
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
59.3
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
59.0
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
58.5
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
58.4
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
58.1
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
57.4
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
57.3
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
56.8
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
56.7
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
55.5
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
55.5
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
55.2
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
55.2
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
54.9
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
54.6
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
53.5
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
52.8
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
52.4
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
52.4
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
51.7
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
50.7
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
50.4
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
49.9
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
49.4
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
49.4
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
49.3
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
49.0
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
49.0
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
48.9
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
47.9
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
47.8
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
47.4
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
46.3
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
45.9
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
45.8
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
45.6
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
45.2
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
44.8
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
44.7
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
44.4
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
43.6
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
43.6
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
43.4
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
43.0
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
42.0
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
40.3
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
40.3
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
39.8
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
39.2
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
39.2
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
39.1
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
38.8
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
38.7
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
38.4
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
38.1
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
37.3
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
36.6
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
36.5
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
36.2
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
35.2
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
34.5
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
28.5
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
28.1
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
27.7
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
24.6
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
23.6
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
21.5
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
20.9
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
19.5
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
18.2
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
16.7
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
10.5
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
10.4
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
9.2
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
8.8
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
8.2
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0001340003
Tumor
1.4
CPT0077110003
Tumor
1.3
CPT0025580004
Tumor
1.3
CPT0026410003
Tumor
1.2
CPT0000780007
Tumor
1.0
CPT0088550004
Tumor
0.9
CPT0025880003
Tumor
0.9
CPT0014370004
Tumor
0.9
CPT0089460004
Tumor
0.8
CPT0001260009
Tumor
0.8
CPT0088690003
Tumor
0.8
CPT0017850003
Tumor
0.8
CPT0077490003
Tumor
0.7
CPT0012180003
Tumor
0.7
CPT0088630003
Tumor
0.7
CPT0025290003
Tumor
0.7
CPT0064370003
Tumor
0.7
CPT0001220008
Tumor
0.7
CPT0014450004
Tumor
0.6
CPT0079270003
Tumor
0.6
CPT0006630003
Tumor
0.6
CPT0077320001
Normal
0.6
CPT0012370003
Tumor
0.6
CPT0006900003
Tumor
0.6
CPT0001540009
Tumor
0.6
CPT0006440003
Tumor
0.6
CPT0065430003
Tumor
0.5
CPT0001500009
Tumor
0.5
CPT0076330003
Tumor
0.5
CPT0092730003
Tumor
0.5
CPT0021240003
Tumor
0.5
CPT0075130003
Tumor
0.5
CPT0023350003
Tumor
0.5
CPT0092790003
Tumor
0.4
CPT0079480003
Tumor
0.4
CPT0065930003
Tumor
0.4
CPT0084590001
Normal
0.4
CPT0025350003
Tumor
0.4
CPT0019130003
Tumor
0.4
CPT0092190003
Normal
0.4
CPT0065810003
Tumor
0.4
CPT0085670003
Tumor
0.4
CPT0071150004
Tumor
0.4
CPT0009000003
Tumor
0.4
CPT0089020003
Tumor
0.3
CPT0088760003
Tumor
0.3
CPT0025230003
Tumor
0.3
CPT0010120001
Normal
0.3
CPT0078990003
Tumor
0.3
CPT0014160003
Tumor
0.3
CPT0079510001
Normal
0.3
CPT0087040003
Tumor
0.3
CPT0001270001
Normal
0.3
CPT0084560003
Tumor
0.3
CPT0086870003
Tumor
0.3
CPT0078930003
Tumor
0.3
CPT0017410003
Tumor
0.2
CPT0086820003
Tumor
0.2
CPT0086360003
Tumor
0.2
CPT0007860003
Tumor
0.2
CPT0012280003
Tumor
0.2
CPT0025170003
Tumor
0.2
CPT0010110003
Tumor
0.2
CPT0075170001
Normal
0.2
CPT0079380003
Tumor
0.2
CPT0012550003
Tumor
0.2
CPT0024670003
Tumor
0.2
CPT0086950003
Tumor
0.2
CPT0064400001
Normal
0.2
CPT0078510003
Tumor
0.2
CPT0088480003
Tumor
0.2
CPT0019990003
Tumor
0.1
CPT0079300001
Normal
0.1
CPT0015910003
Tumor
0.1
CPT0002270011
Tumor
0.1
CPT0012640003
Normal
0.1
CPT0001190001
Normal
0.1
CPT0009060003
Tumor
0.1
CPT0020120003
Tumor
0.1
CPT0069190001
Normal
0.1
CPT0066470004
Tumor
0.1
CPT0063630003
Tumor
0.1
CPT0088900003
Tumor
0.1
CPT0069000003
Tumor
0.1
CPT0075570001
Normal
0.0
CPT0000870016
Tumor
0.0
CPT0010160003
Tumor
0.0
CPT0081600003
Tumor
0.0
CPT0000640003
Tumor
0.0
CPT0065690003
Tumor
0.0
CPT0079410003
Tumor
0.0
CPT0015810003
Tumor
0.0
CPT0012080003
Tumor
0.0
CPT0075560003
Tumor
0.0
CPT0075720003
Tumor
0.0
CPT0081880003
Tumor
0.0
CPT0024680001
Normal
0.0
CPT0002370001
Normal
0.0
CPT0023690003
Tumor
0.0
CPT0066480003
Tumor
0.0
CPT0092290003
Tumor
0.0
CPT0065870003
Tumor
0.0
CPT0011240003
Tumor
0.0
CPT0078800003
Tumor
-0.1
CPT0014470001
Normal
-0.1
CPT0012670003
Tumor
-0.1
CPT0012900004
Tumor
-0.1
CPT0002350011
Tumor
-0.1
CPT0079230003
Tumor
-0.1
CPT0025920001
Normal
-0.1
CPT0092160003
Tumor
-0.1
CPT0018250001
Normal
-0.1
CPT0000660001
Normal
-0.1
CPT0086030003
Tumor
-0.1
CPT0001550001
Normal
-0.1
CPT0063320003
Tumor
-0.1
CPT0081990003
Tumor
-0.1
CPT0012920003
Normal
-0.1
CPT0065820001
Normal
-0.2
CPT0009020003
Normal
-0.2
CPT0001510001
Normal
-0.2
CPT0086890003
Normal
-0.2
CPT0079430001
Normal
-0.2
CPT0069160003
Tumor
-0.2
CPT0006530001
Normal
-0.2
CPT0077500001
Normal
-0.2
CPT0025110003
Tumor
-0.2
CPT0086970003
Normal
-0.2
CPT0014130001
Normal
-0.2
CPT0088710001
Normal
-0.2
CPT0088640003
Normal
-0.2
CPT0025050003
Tumor
-0.2
CPT0086830003
Normal
-0.2
CPT0082010001
Normal
-0.2
CPT0001230001
Normal
-0.2
CPT0088570001
Normal
-0.2
CPT0063330001
Normal
-0.3
CPT0007870001
Normal
-0.3
CPT0088500001
Normal
-0.3
CPT0017450001
Normal
-0.3
CPT0065750003
Tumor
-0.3
CPT0001180009
Tumor
-0.3
CPT0078530001
Normal
-0.3
CPT0023710001
Normal
-0.3
CPT0011410003
Tumor
-0.3
CPT0078940001
Normal
-0.3
CPT0078670001
Normal
-0.3
CPT0010170001
Normal
-0.3
CPT0019160001
Normal
-0.3
CPT0086370003
Normal
-0.3
CPT0092800003
Normal
-0.3
CPT0089480003
Normal
-0.3
CPT0015730003
Tumor
-0.3
CPT0077310003
Tumor
-0.3
CPT0079180003
Tumor
-0.4
CPT0000890001
Normal
-0.4
CPT0012290003
Normal
-0.4
CPT0013790003
Normal
-0.4
CPT0025060001
Normal
-0.4
CPT0012570003
Normal
-0.4
CPT0000790001
Normal
-0.4
CPT0007470001
Normal
-0.4
CPT0081620001
Normal
-0.4
CPT0063640001
Normal
-0.4
CPT0007320003
Tumor
-0.4
CPT0025610001
Normal
-0.4
CPT0078840001
Normal
-0.4
CPT0020130001
Normal
-0.4
CPT0066520001
Normal
-0.4
CPT0078830003
Tumor
-0.4
CPT0089040001
Normal
-0.5
CPT0001350001
Normal
-0.5
CPT0014350001
Normal
-0.5
CPT0092310003
Normal
-0.5
CPT0069010001
Normal
-0.5
CPT0012090003
Normal
-0.5
CPT0006950001
Normal
-0.5
CPT0079000001
Normal
-0.5
CPT0088970003
Tumor
-0.5
CPT0006730001
Normal
-0.6
CPT0088780001
Normal
-0.6
CPT0020020001
Normal
-0.6
CPT0023360001
Normal
-0.6
CPT0076350001
Normal
-0.6
CPT0026420001
Normal
-0.6
CPT0066430001
Normal
-0.6
CPT0009080003
Normal
-0.6
CPT0065450001
Normal
-0.6
CPT0087050003
Normal
-0.7
CPT0077140001
Normal
-0.7
CPT0088920001
Normal
-0.7
CPT0092740003
Normal
-0.8
CPT0012770003
Normal
-0.8
CPT0078660003
Tumor
-0.8
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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.