We use cookies to enhance the usability of our website. If you continue, we'll assume that you are happy to receive all cookies. More information. Don't show this again.
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.
TRAM1 is not prognostic in Kidney Chromophobe (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
87.0
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
218.5
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
211.4
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
205.0
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
199.1
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
157.4
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
150.3
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
148.0
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
139.5
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
136.5
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
130.4
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
129.0
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
128.6
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
122.5
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
120.4
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
108.6
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
107.7
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
107.7
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
106.3
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
102.2
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
100.9
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
100.4
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
100.3
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
95.2
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
91.1
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
89.9
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
89.9
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
88.1
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
83.7
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
83.7
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
81.5
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
73.7
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
73.4
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
68.8
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
68.3
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
68.3
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
67.0
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
66.6
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
66.3
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
66.3
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
65.3
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
64.4
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
61.3
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
61.3
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
60.1
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
59.7
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
57.7
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
57.0
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
56.9
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
52.9
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
52.8
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
52.2
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
52.2
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
50.1
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
47.0
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
46.9
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
43.7
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
43.2
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
42.3
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
42.2
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
35.0
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
34.0
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
33.5
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
23.1
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 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.
TRAM1 is potential prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
139.7
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
2036.5
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
771.1
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
412.5
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
390.3
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
350.5
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
349.4
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
342.7
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
335.2
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
301.5
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
297.4
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
292.2
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
283.6
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
282.2
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
276.4
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
273.5
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
269.1
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
268.8
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
268.0
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
260.1
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
256.6
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
255.3
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
252.5
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
249.1
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
246.4
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
245.7
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
240.2
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
238.2
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
237.9
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
237.3
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
237.1
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
233.5
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
231.4
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
229.2
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
228.0
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
227.8
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
226.0
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
224.7
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
224.2
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
222.4
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
222.2
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
221.9
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
221.5
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
219.2
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
218.3
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
216.9
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
214.5
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
214.2
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
213.0
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
212.9
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
212.8
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
212.7
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
210.7
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
210.0
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
209.7
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
208.9
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
208.3
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
207.9
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
207.5
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
207.1
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
207.0
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
207.0
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
206.5
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
205.2
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
202.8
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
202.2
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
202.2
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
201.4
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
201.1
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
200.3
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
198.6
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
198.6
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
198.2
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
197.9
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
196.6
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
196.0
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
196.0
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
195.3
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
194.7
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
194.6
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
192.9
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
192.9
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
192.7
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
192.6
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
190.8
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
190.1
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
187.7
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
187.1
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
187.1
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
185.5
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
185.3
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
185.1
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
184.7
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
184.6
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
183.9
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
183.7
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
183.5
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
183.0
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
182.5
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
181.9
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
181.6
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
181.4
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
181.4
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
180.3
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
179.1
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
178.9
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
178.5
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
177.3
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
176.8
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
176.5
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
174.5
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
174.5
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
174.5
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
174.5
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
174.3
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
174.2
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
173.5
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
173.5
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
173.4
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
172.7
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
171.9
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
171.9
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
171.6
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
170.9
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
170.6
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
170.4
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
169.9
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
169.4
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
169.3
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
167.2
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
166.8
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
166.0
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
165.9
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
165.7
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
165.0
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
164.4
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
164.4
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
164.0
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
163.9
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
163.5
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
162.6
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
162.6
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
162.3
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
161.7
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
161.4
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
160.7
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
159.8
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
159.6
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
159.4
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
159.4
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
158.5
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
158.5
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
158.2
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
158.1
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
157.4
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
157.2
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
157.1
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
156.8
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
156.8
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
156.7
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
156.6
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
156.0
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
155.7
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
155.6
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
155.4
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
155.1
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
154.9
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
154.8
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
154.7
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
154.6
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
154.6
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
153.7
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
153.5
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
153.2
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
152.7
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
152.3
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
151.2
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
150.8
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
150.6
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
150.5
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
150.2
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
149.8
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
149.2
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
148.8
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
148.3
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
148.2
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
148.2
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
148.0
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
148.0
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
147.9
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
147.8
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
147.8
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
147.8
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
147.6
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
147.4
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
146.4
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
146.2
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
146.1
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
145.9
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
145.7
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
145.4
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
145.4
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
145.2
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
144.5
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
144.0
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
144.0
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
143.5
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
143.0
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
142.8
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
142.8
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
142.8
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
142.7
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
142.5
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
142.4
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
142.3
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
141.5
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
141.2
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
141.2
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
140.9
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
140.8
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
140.8
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
140.3
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
140.3
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
139.9
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
139.2
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
139.2
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
139.2
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
139.1
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
138.6
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
138.5
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
138.4
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
137.6
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
137.6
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
137.6
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
137.5
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
137.2
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
137.2
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
136.8
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
136.6
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
136.4
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
136.2
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
135.4
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
135.3
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
135.1
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
134.8
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
134.7
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
134.6
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
134.4
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
134.0
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
133.7
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
133.6
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
133.3
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
133.3
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
133.3
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
132.9
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
132.8
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
131.7
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
131.4
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
131.2
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
131.2
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
130.9
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
130.9
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
130.8
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
130.4
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
129.4
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
129.3
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
129.0
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
129.0
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
128.9
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
128.5
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
127.0
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
126.8
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
126.4
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
126.4
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
126.1
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
126.0
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
125.9
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
125.9
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
125.5
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
125.4
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
125.4
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
125.3
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
124.8
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
124.2
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
123.5
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
123.3
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
123.3
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
123.2
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
123.0
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
122.9
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
122.8
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
122.5
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
122.3
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
122.2
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
122.1
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
121.7
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
121.4
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
121.3
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
121.2
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
120.4
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
120.1
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
119.8
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
119.5
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
118.9
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
118.8
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
118.6
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
118.5
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
118.3
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
118.1
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
117.8
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
117.5
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
117.0
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
116.6
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
116.5
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
116.2
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
116.1
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
115.3
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
115.2
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
114.8
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
114.5
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
114.2
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
114.2
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
114.1
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
114.0
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
114.0
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
113.9
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
113.7
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
112.8
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
112.3
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
111.6
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
110.9
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
110.9
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
110.9
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
110.5
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
110.3
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
110.1
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
109.8
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
109.4
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
109.3
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
109.3
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
108.5
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
108.4
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
108.2
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
107.9
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
107.9
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
107.7
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
107.2
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
106.6
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
106.6
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
106.5
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
106.4
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
106.2
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
105.9
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
105.8
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
105.6
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
105.0
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
104.1
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
103.8
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
103.8
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
103.3
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
102.4
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
102.0
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
102.0
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
101.5
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
100.4
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
100.3
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
100.3
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
100.2
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
99.8
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
99.7
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
99.6
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
99.1
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
98.9
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
98.7
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
98.6
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
97.9
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
97.6
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
97.3
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
97.1
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
96.8
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
96.7
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
96.4
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
96.2
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
96.1
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
96.0
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
95.9
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
95.7
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
95.6
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
95.3
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
95.1
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
95.0
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
94.7
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
94.6
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
93.8
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
93.6
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
93.5
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
93.4
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
93.2
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
93.2
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
92.4
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
91.8
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
91.8
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
91.4
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
91.4
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
90.9
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
90.8
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
90.2
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
89.9
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
89.6
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
89.1
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
88.6
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
87.8
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
87.0
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
87.0
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
86.0
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
85.8
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
85.3
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
85.3
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
84.6
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
84.5
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
84.5
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
84.3
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
83.7
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
83.5
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
83.2
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
82.2
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
82.1
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
81.3
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
80.8
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
80.5
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
80.3
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
80.1
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
80.1
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
79.7
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
79.3
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
78.8
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
78.4
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
78.1
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
77.2
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
77.1
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
76.8
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
76.6
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
76.3
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
75.8
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
75.0
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
73.1
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
72.0
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
71.6
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
71.4
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
71.4
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
71.0
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
70.2
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
70.2
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
69.9
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
69.1
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
68.1
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
68.0
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
67.8
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
67.7
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
67.1
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
66.5
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
66.2
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
66.2
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
66.1
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
64.8
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
62.7
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
62.6
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
61.3
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
60.5
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
59.9
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
59.5
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
58.9
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
58.9
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
58.4
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
58.0
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
57.9
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
57.8
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
57.6
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
57.3
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
57.1
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
56.9
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
56.6
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
56.4
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
56.4
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
55.9
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
55.7
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
55.0
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
55.0
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
54.5
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
54.3
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
54.2
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
53.3
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
52.0
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
52.0
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
51.7
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
51.6
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
51.4
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
51.2
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
51.1
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
50.6
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
50.2
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
48.9
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
48.5
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
47.7
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
47.5
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
46.2
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
45.8
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
44.5
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
44.2
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
43.7
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
42.1
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
41.9
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
40.4
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
40.2
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
38.4
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
37.4
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
36.9
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
34.7
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
34.5
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
31.8
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
29.7
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.
TRAM1 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
177.2
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
705.8
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
378.0
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
332.7
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
319.1
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
304.5
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
302.0
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
300.9
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
292.2
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
282.3
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
259.8
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
259.5
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
249.7
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
245.7
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
237.2
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
229.2
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
228.0
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
227.4
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
225.3
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
223.5
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
219.9
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
218.1
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
212.8
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
209.3
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
208.1
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
206.9
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
206.9
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
205.1
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
204.3
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
200.9
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
199.6
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
194.4
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
194.0
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
192.7
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
188.0
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
187.3
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
186.8
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
182.1
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
175.9
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
172.8
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
171.3
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
170.3
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
168.3
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
167.2
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
166.8
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
166.2
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
165.4
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
162.8
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
162.6
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
161.9
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
161.8
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
161.4
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
160.6
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
160.5
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
158.2
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
156.3
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
154.8
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
153.3
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
152.3
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
151.6
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
147.4
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
146.2
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
145.2
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
145.1
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
144.3
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
144.1
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
141.5
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
141.3
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
140.5
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
139.7
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
139.0
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
138.8
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
138.4
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
137.9
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
136.6
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
136.1
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
135.2
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
132.0
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
128.6
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
128.2
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
126.6
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
126.1
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
123.9
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
122.5
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
120.6
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
119.3
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
118.3
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
118.1
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
115.3
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
111.2
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
109.6
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
108.9
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
100.3
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
95.2
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
93.8
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
85.1
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
76.3
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
68.2
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
66.8
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
64.6
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 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.
TRAM1 is potential prognostic, high expression is unfavorable 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
110.7
Number of samples
282
Samples
Sample
Description
TPM
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
613.7
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
561.2
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
494.9
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
480.7
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
447.6
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
394.9
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
370.5
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
361.0
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
349.1
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
285.4
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
270.0
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
263.1
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
262.7
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
256.9
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
239.3
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
238.0
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
234.8
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
224.3
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
215.1
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
213.2
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
213.0
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
212.6
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
204.5
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
198.0
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
195.8
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
194.5
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
193.2
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
191.2
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
183.2
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
182.6
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
182.3
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
179.7
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
173.9
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
172.7
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
172.2
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
170.6
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
163.8
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
161.6
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
160.6
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
160.5
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
159.7
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
157.3
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
156.8
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
154.4
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
153.6
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
152.4
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
150.8
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
150.7
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
148.1
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
147.9
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
147.6
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
146.3
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
145.8
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
145.8
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
145.7
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
145.3
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
145.0
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
140.4
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
140.2
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
138.7
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
138.1
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
136.9
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
135.9
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
134.7
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
134.4
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
133.3
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
133.0
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
132.1
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
131.7
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
131.6
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
130.8
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
129.7
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
129.4
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
128.7
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
128.3
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
128.0
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
127.4
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
127.0
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
125.8
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
124.5
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
124.4
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
124.1
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
123.9
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
123.3
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
122.6
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
122.2
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
120.6
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
120.5
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
119.7
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
118.2
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
117.6
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
117.3
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
117.1
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
116.5
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
116.1
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
114.6
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
114.2
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
113.3
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
113.3
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
112.8
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
112.3
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
109.9
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
109.3
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
109.0
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
108.7
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
107.9
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
107.9
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
107.2
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
107.2
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
107.0
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
106.5
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
106.1
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
103.9
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
103.4
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
103.0
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
101.1
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
101.0
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
100.9
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
100.3
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
99.3
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
99.1
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
98.8
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
98.0
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
97.9
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
97.3
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
97.2
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
96.9
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
96.9
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
96.6
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
96.6
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
95.9
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
93.6
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
93.4
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
93.3
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
91.6
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
91.5
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
91.0
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
91.0
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
89.7
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
89.6
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
89.3
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
89.1
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
88.7
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
88.6
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
87.0
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
86.4
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
86.1
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
86.1
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
86.0
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
85.8
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
85.4
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
85.2
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
85.1
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
84.7
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
84.6
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
84.2
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
83.8
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
83.4
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
82.7
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
82.2
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
82.0
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
81.9
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
81.8
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
81.3
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
81.2
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
80.8
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
80.4
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
80.4
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
79.8
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
79.0
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
78.8
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
78.2
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
76.8
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
76.8
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
76.7
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
76.4
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
76.2
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
74.9
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
73.8
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
73.7
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
73.4
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
73.4
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
73.2
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
73.0
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
72.8
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
72.3
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
72.1
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
72.1
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
71.6
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
71.4
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
71.4
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
71.2
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
70.8
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
70.1
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
70.1
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
70.0
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
69.0
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
68.0
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
68.0
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
67.9
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
67.7
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
67.5
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
67.4
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
67.4
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
66.1
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
65.9
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
65.8
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
65.6
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
65.4
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
65.2
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
65.2
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
65.0
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
64.2
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
63.9
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
63.6
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
63.5
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
63.5
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
63.4
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
63.4
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
63.2
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
63.0
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
61.3
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
60.9
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
60.8
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
60.7
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
59.8
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
59.7
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
59.1
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
58.9
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
58.6
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
57.8
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
57.7
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
55.6
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
54.5
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
54.3
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
54.2
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
54.0
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
53.4
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
52.8
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
52.4
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
51.9
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
51.5
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
50.6
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
49.4
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
49.0
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
48.4
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
48.2
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
48.1
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
48.0
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
47.0
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
46.8
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
46.2
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
45.6
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
44.5
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
44.3
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
44.2
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
44.1
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
43.8
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
42.3
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
40.9
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
40.6
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
39.8
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
37.2
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
36.7
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
36.4
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
36.0
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
35.8
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
35.2
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
34.9
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
34.4
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
33.5
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
33.3
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
32.8
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
32.6
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
30.9
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
29.7
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
28.1
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
27.3
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
24.8
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
24.7
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
24.7
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
24.3
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0001180009
Tumor
2.6
CPT0012550003
Tumor
1.8
CPT0023350003
Tumor
1.7
CPT0012180003
Tumor
1.6
CPT0014450004
Tumor
1.4
CPT0092730003
Tumor
1.1
CPT0086820003
Tumor
1.1
CPT0010110003
Tumor
1.1
CPT0012670003
Tumor
0.9
CPT0011410003
Tumor
0.9
CPT0088550004
Tumor
0.9
CPT0079410003
Tumor
0.8
CPT0025050003
Tumor
0.8
CPT0012280003
Tumor
0.8
CPT0078800003
Tumor
0.8
CPT0002350011
Tumor
0.7
CPT0088480003
Tumor
0.6
CPT0086360003
Tumor
0.6
CPT0020120003
Tumor
0.6
CPT0007320003
Tumor
0.6
CPT0077320001
Normal
0.6
CPT0086950003
Tumor
0.6
CPT0025230003
Tumor
0.5
CPT0015730003
Tumor
0.5
CPT0024670003
Tumor
0.5
CPT0014160003
Tumor
0.5
CPT0079380003
Tumor
0.5
CPT0069000003
Tumor
0.5
CPT0075130003
Tumor
0.4
CPT0065430003
Tumor
0.4
CPT0065810003
Tumor
0.4
CPT0084560003
Tumor
0.3
CPT0063630003
Tumor
0.3
CPT0006900003
Tumor
0.3
CPT0025290003
Tumor
0.3
CPT0017850003
Tumor
0.3
CPT0075560003
Tumor
0.2
CPT0019130003
Tumor
0.2
CPT0025580004
Tumor
0.2
CPT0065690003
Tumor
0.2
CPT0092160003
Tumor
0.2
CPT0088710001
Normal
0.2
CPT0001190001
Normal
0.2
CPT0002270011
Tumor
0.1
CPT0025170003
Tumor
0.1
CPT0079230003
Tumor
0.1
CPT0021240003
Tumor
0.1
CPT0015810003
Tumor
0.1
CPT0081880003
Tumor
0.1
CPT0084590001
Normal
0.1
CPT0092740003
Normal
0.1
CPT0089020003
Tumor
0.1
CPT0065870003
Tumor
0.1
CPT0006730001
Normal
0.1
CPT0078930003
Tumor
0.1
CPT0079270003
Tumor
0.0
CPT0078990003
Tumor
0.0
CPT0001340003
Tumor
0.0
CPT0019990003
Tumor
0.0
CPT0063640001
Normal
0.0
CPT0088630003
Tumor
0.0
CPT0000660001
Normal
0.0
CPT0092310003
Normal
0.0
CPT0088690003
Tumor
0.0
CPT0089460004
Tumor
0.0
CPT0025880003
Tumor
0.0
CPT0078830003
Tumor
0.0
CPT0006530001
Normal
0.0
CPT0002370001
Normal
0.0
CPT0066480003
Tumor
0.0
CPT0009000003
Tumor
0.0
CPT0023690003
Tumor
-0.1
CPT0000640003
Tumor
-0.1
CPT0086030003
Tumor
-0.1
CPT0001220008
Tumor
-0.1
CPT0088640003
Normal
-0.1
CPT0089480003
Normal
-0.1
CPT0092790003
Tumor
-0.1
CPT0023710001
Normal
-0.1
CPT0089040001
Normal
-0.1
CPT0077310003
Tumor
-0.1
CPT0001260009
Tumor
-0.1
CPT0077110003
Tumor
-0.1
CPT0012080003
Tumor
-0.1
CPT0066470004
Tumor
-0.1
CPT0078840001
Normal
-0.1
CPT0075170001
Normal
-0.1
CPT0001270001
Normal
-0.1
CPT0000870016
Tumor
-0.1
CPT0092190003
Normal
-0.1
CPT0076330003
Tumor
-0.1
CPT0079480003
Tumor
-0.1
CPT0092290003
Tumor
-0.2
CPT0065750003
Tumor
-0.2
CPT0081600003
Tumor
-0.2
CPT0069190001
Normal
-0.2
CPT0014130001
Normal
-0.2
CPT0071150004
Tumor
-0.2
CPT0012370003
Tumor
-0.2
CPT0006440003
Tumor
-0.2
CPT0025350003
Tumor
-0.2
CPT0001230001
Normal
-0.2
CPT0014370004
Tumor
-0.2
CPT0088780001
Normal
-0.2
CPT0065820001
Normal
-0.2
CPT0023360001
Normal
-0.2
CPT0078940001
Normal
-0.2
CPT0001550001
Normal
-0.2
CPT0001350001
Normal
-0.2
CPT0001510001
Normal
-0.3
CPT0086870003
Tumor
-0.3
CPT0082010001
Normal
-0.3
CPT0078510003
Tumor
-0.3
CPT0000890001
Normal
-0.3
CPT0078660003
Tumor
-0.3
CPT0001540009
Tumor
-0.3
CPT0079300001
Normal
-0.3
CPT0064370003
Tumor
-0.3
CPT0087040003
Tumor
-0.3
CPT0000790001
Normal
-0.3
CPT0025110003
Tumor
-0.3
CPT0012290003
Normal
-0.3
CPT0088570001
Normal
-0.3
CPT0026420001
Normal
-0.3
CPT0086830003
Normal
-0.3
CPT0088500001
Normal
-0.3
CPT0007860003
Tumor
-0.3
CPT0086890003
Normal
-0.3
CPT0079180003
Tumor
-0.3
CPT0076350001
Normal
-0.4
CPT0010160003
Tumor
-0.4
CPT0069160003
Tumor
-0.4
CPT0079430001
Normal
-0.4
CPT0069010001
Normal
-0.4
CPT0066520001
Normal
-0.4
CPT0065450001
Normal
-0.4
CPT0088760003
Tumor
-0.4
CPT0066430001
Normal
-0.4
CPT0075720003
Tumor
-0.4
CPT0006950001
Normal
-0.4
CPT0086370003
Normal
-0.5
CPT0000780007
Tumor
-0.5
CPT0020020001
Normal
-0.5
CPT0010120001
Normal
-0.5
CPT0088920001
Normal
-0.5
CPT0063330001
Normal
-0.5
CPT0078670001
Normal
-0.5
CPT0013790003
Normal
-0.5
CPT0026410003
Tumor
-0.5
CPT0015910003
Tumor
-0.5
CPT0078530001
Normal
-0.5
CPT0063320003
Tumor
-0.5
CPT0065930003
Tumor
-0.5
CPT0077500001
Normal
-0.5
CPT0088900003
Tumor
-0.5
CPT0007470001
Normal
-0.5
CPT0079510001
Normal
-0.5
CPT0092800003
Normal
-0.5
CPT0025060001
Normal
-0.5
CPT0087050003
Normal
-0.5
CPT0077140001
Normal
-0.6
CPT0017450001
Normal
-0.6
CPT0014470001
Normal
-0.6
CPT0012900004
Tumor
-0.6
CPT0025920001
Normal
-0.6
CPT0081990003
Tumor
-0.6
CPT0014350001
Normal
-0.6
CPT0077490003
Tumor
-0.6
CPT0081620001
Normal
-0.6
CPT0020130001
Normal
-0.6
CPT0001500009
Tumor
-0.6
CPT0012640003
Normal
-0.6
CPT0007870001
Normal
-0.6
CPT0006630003
Tumor
-0.7
CPT0019160001
Normal
-0.7
CPT0079000001
Normal
-0.7
CPT0088970003
Tumor
-0.7
CPT0075570001
Normal
-0.7
CPT0085670003
Tumor
-0.7
CPT0086970003
Normal
-0.7
CPT0009060003
Tumor
-0.7
CPT0025610001
Normal
-0.7
CPT0018250001
Normal
-0.8
CPT0024680001
Normal
-0.9
CPT0012570003
Normal
-0.9
CPT0012770003
Normal
-0.9
CPT0012090003
Normal
-0.9
CPT0009020003
Normal
-0.9
CPT0010170001
Normal
-0.9
CPT0064400001
Normal
-0.9
CPT0012920003
Normal
-1.0
CPT0017410003
Tumor
-1.0
CPT0009080003
Normal
-1.0
CPT0011240003
Tumor
-1.1
Show allShow less
RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
