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The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
FRMD4B 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
3.2
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
19.7
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
14.6
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
12.0
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
9.7
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
9.6
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
8.2
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
8.1
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
8.0
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
7.7
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
7.5
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
7.4
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
6.6
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
5.6
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
5.5
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
4.1
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
3.8
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
3.7
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
3.2
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
3.1
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
2.7
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
2.5
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
2.5
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
2.4
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
2.3
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
2.3
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
2.3
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
2.3
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
2.2
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
2.2
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
2.2
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
2.2
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
2.1
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
2.1
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
2.0
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
1.7
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
1.6
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
1.6
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
1.5
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
1.5
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
1.4
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
1.4
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
1.2
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
1.1
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
1.0
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
1.0
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
1.0
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
1.0
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
0.9
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
0.9
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
0.9
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
0.8
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
0.8
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
0.7
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
0.5
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
0.5
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
0.4
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
0.4
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
0.3
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
0.3
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
0.1
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
0.0
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
0.0
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
0.0
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 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.
FRMD4B is validated 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
13.6
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
44.1
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
37.5
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
36.3
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
34.9
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
34.2
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
31.9
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
31.1
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
30.8
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
30.7
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
30.2
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
29.9
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
29.8
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
29.5
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
29.4
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
29.2
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
28.9
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
28.7
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
28.7
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
28.0
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
27.9
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
27.9
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
27.8
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
27.0
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
26.8
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
26.6
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
26.5
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
26.5
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
26.2
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
25.8
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
25.7
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
25.7
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
25.7
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
25.7
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
25.7
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
25.4
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
25.2
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
25.0
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
24.7
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
24.6
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
24.3
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
24.2
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
24.2
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
24.2
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
24.1
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
23.9
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
23.5
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
23.5
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
23.4
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
23.3
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
23.3
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
23.2
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
23.0
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
22.9
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
22.9
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
22.9
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
22.8
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
22.7
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
22.6
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
22.2
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
22.2
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
22.1
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
21.8
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
21.8
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
21.7
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
21.7
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
21.6
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
21.6
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
21.6
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
21.4
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
21.4
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
21.3
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
21.2
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
21.1
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
21.1
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
21.0
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
21.0
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
21.0
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
20.7
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
20.7
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
20.6
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
20.6
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
20.6
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
20.3
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
20.2
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
20.2
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
20.2
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
20.2
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
20.1
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
20.1
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
20.1
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
19.9
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
19.9
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
19.8
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
19.8
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
19.7
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
19.7
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
19.7
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
19.7
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
19.7
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
19.3
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
19.3
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
19.3
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
19.2
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
19.2
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
19.2
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
19.1
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
19.1
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
19.1
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
19.1
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
19.0
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
18.9
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
18.8
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
18.8
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
18.8
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
18.7
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
18.7
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
18.7
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
18.6
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
18.5
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
18.5
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
18.5
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
18.2
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
18.2
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
18.1
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
18.0
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
17.9
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
17.9
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
17.8
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
17.7
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
17.7
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
17.6
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
17.5
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
17.5
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
17.4
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
17.4
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
17.3
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
17.3
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
17.3
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
17.2
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
17.1
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
17.1
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
17.1
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
17.0
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
17.0
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
17.0
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
17.0
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
17.0
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
16.9
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
16.7
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
16.6
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
16.5
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
16.5
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
16.5
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
16.5
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
16.5
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
16.5
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
16.4
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
16.4
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
16.3
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
16.3
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
16.2
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
16.2
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
16.2
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
16.1
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
16.0
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
16.0
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
15.9
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
15.9
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
15.9
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
15.9
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
15.9
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
15.8
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
15.8
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
15.7
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
15.7
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
15.7
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
15.6
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
15.6
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
15.6
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
15.5
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
15.4
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
15.4
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
15.4
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
15.4
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
15.4
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
15.3
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
15.3
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
15.3
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
15.3
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
15.3
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
15.3
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
15.2
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
15.2
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
15.2
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
15.2
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
15.1
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
15.0
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
14.9
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
14.9
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
14.9
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
14.7
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
14.7
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
14.6
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
14.6
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
14.6
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
14.6
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
14.5
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
14.5
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
14.5
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
14.5
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
14.4
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
14.4
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
14.4
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
14.4
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
14.4
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
14.3
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
14.2
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
14.2
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
14.2
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
14.1
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
14.1
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
14.0
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
14.0
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
13.9
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
13.9
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
13.9
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
13.8
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
13.8
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
13.7
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
13.6
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
13.6
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
13.6
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
13.6
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
13.6
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
13.5
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
13.5
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
13.5
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
13.4
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
13.4
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
13.4
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
13.4
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
13.4
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
13.4
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
13.3
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
13.3
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
13.3
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
13.3
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
13.2
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
13.1
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
13.1
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
13.0
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
13.0
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
13.0
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
13.0
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
13.0
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
12.9
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
12.8
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
12.8
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
12.8
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
12.8
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
12.8
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
12.8
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
12.7
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
12.7
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
12.7
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
12.7
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
12.6
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
12.6
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
12.5
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
12.5
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
12.5
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
12.5
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
12.5
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
12.5
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
12.5
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
12.4
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
12.4
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
12.4
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
12.4
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
12.4
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
12.3
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
12.3
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
12.3
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
12.3
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
12.2
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
12.2
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
12.2
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
12.2
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
12.1
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
12.1
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
12.1
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
12.1
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
12.0
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
12.0
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
11.9
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
11.9
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
11.9
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
11.9
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
11.8
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
11.8
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
11.8
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
11.8
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
11.8
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
11.7
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
11.7
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
11.7
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
11.7
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
11.5
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
11.5
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
11.5
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
11.4
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
11.3
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
11.3
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
11.3
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
11.2
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
11.1
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
11.1
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
11.1
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
11.0
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
11.0
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
11.0
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
11.0
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
10.9
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
10.9
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
10.9
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
10.9
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
10.9
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
10.9
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
10.9
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
10.8
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
10.8
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
10.8
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
10.8
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
10.8
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
10.8
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
10.7
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
10.7
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
10.7
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
10.7
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
10.7
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
10.5
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
10.4
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
10.4
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
10.4
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
10.3
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
10.3
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
10.3
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
10.3
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
10.3
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
10.2
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
10.2
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
10.2
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
10.2
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
10.2
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
10.1
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
10.0
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
10.0
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
9.9
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
9.9
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
9.8
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
9.8
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
9.7
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
9.7
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
9.6
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
9.5
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
9.5
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
9.5
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
9.4
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
9.3
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
9.3
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
9.3
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
9.3
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
9.2
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
9.2
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
9.2
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
9.2
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
9.1
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
9.1
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
9.1
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
9.1
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
9.1
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
9.1
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
9.1
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
9.0
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
9.0
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
9.0
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
8.9
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
8.8
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
8.7
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
8.5
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
8.5
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
8.5
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
8.4
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
8.4
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
8.4
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
8.2
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
8.2
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
8.2
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
8.1
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
8.1
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
8.1
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
8.1
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
8.1
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
8.0
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
8.0
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
8.0
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
7.9
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
7.9
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
7.8
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
7.8
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
7.8
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
7.8
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
7.7
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
7.7
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
7.7
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
7.6
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
7.6
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
7.6
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
7.5
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
7.5
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
7.5
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
7.4
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
7.3
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
7.3
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
7.2
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
7.2
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
7.1
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
7.1
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
7.1
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
7.1
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
7.1
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
7.0
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
6.9
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
6.9
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
6.9
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
6.8
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
6.8
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
6.8
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
6.8
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
6.7
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
6.7
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
6.6
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
6.6
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
6.6
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
6.6
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
6.6
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
6.5
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
6.5
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
6.4
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
6.4
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
6.3
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
6.3
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
6.2
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
6.2
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
6.2
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
6.1
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
6.1
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
6.1
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
6.1
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
6.1
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
6.1
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
6.0
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
5.9
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
5.8
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
5.8
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
5.7
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
5.7
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
5.7
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
5.7
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
5.6
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
5.6
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
5.5
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
5.5
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
5.4
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
5.3
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
5.3
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
5.0
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
5.0
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
4.8
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
4.8
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
4.8
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
4.7
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
4.7
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
4.5
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
4.5
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
4.5
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
4.5
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
4.4
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
4.3
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
4.3
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
4.1
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
4.1
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
4.0
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
3.8
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
3.8
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
3.8
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
3.5
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
3.4
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
3.4
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
3.3
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
3.2
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
3.2
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
3.1
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
3.1
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
3.0
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
2.7
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
2.6
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
2.5
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
2.5
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
2.4
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
2.4
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
2.3
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
2.1
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
1.8
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
1.8
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
1.6
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
1.6
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
1.5
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
1.2
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
0.6
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 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.
FRMD4B is validated prognostic, high expression is favorable 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
19.5
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
62.1
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
45.6
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
45.1
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
43.1
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
40.4
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
39.0
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
38.3
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
35.8
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
32.4
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
31.6
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
30.5
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
28.9
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
28.5
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
28.2
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
27.8
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
27.4
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
27.4
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
26.8
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
26.4
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
26.3
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
25.9
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
25.9
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
24.9
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
24.7
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
24.5
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
24.0
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
23.9
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
23.8
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
23.5
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
23.5
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
23.3
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
22.6
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
22.4
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
22.2
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
21.9
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
21.8
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
21.6
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
21.4
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
21.2
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
20.6
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
20.2
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
20.2
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
19.7
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
19.5
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
19.1
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
18.9
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
18.8
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
18.6
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
17.9
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
17.6
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
17.5
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
17.1
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
17.1
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
16.8
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
16.7
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
16.6
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
16.5
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
16.1
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
15.8
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
15.5
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
15.3
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
15.2
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
15.2
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
15.2
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
15.1
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
14.7
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
14.6
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
14.5
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
14.0
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
13.9
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
13.5
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
13.2
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
13.1
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
12.9
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
12.7
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
12.7
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
12.7
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
12.6
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
12.5
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
11.8
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
11.7
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
11.7
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
11.6
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
11.4
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
11.3
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
11.3
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
11.2
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
9.8
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
9.7
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
8.7
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
8.5
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
8.5
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
8.2
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
8.1
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
7.2
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
6.6
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
6.4
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
4.4
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
3.8
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
FRMD4B is not prognostic in Kidney Renal Papillary Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
17.6
Number of samples
282
Samples
Sample
Description
TPM
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
66.6
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
64.5
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
62.0
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
55.8
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
53.0
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
51.5
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
50.4
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
50.4
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
48.5
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
48.3
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
48.2
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
47.8
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
47.8
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
41.6
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
40.6
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
40.3
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
39.8
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
39.0
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
38.7
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
38.5
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
37.8
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
37.3
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
37.3
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
36.5
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
36.3
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
36.2
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
35.7
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
35.6
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
34.7
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
34.6
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
33.9
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
33.8
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
33.1
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
33.0
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
33.0
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
33.0
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
32.2
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
31.5
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
31.4
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
30.2
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
29.9
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
29.7
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
29.2
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
28.9
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
28.8
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
28.5
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
28.2
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
27.8
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
27.7
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
27.6
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
27.3
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
27.3
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
27.0
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
26.8
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
26.8
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
26.7
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
26.7
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
26.7
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
26.5
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
26.4
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
26.3
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
26.3
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
25.8
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
25.5
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
25.3
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
25.3
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
25.1
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
25.0
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
24.8
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
24.7
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
24.6
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
24.6
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
24.5
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
24.1
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
24.1
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
24.0
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
24.0
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
23.9
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
23.8
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
23.4
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
23.3
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
23.2
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
23.1
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
22.7
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
22.4
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
22.3
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
22.2
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
22.0
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
21.9
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
21.8
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
21.2
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
21.0
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
20.8
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
20.2
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
20.1
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
20.0
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
19.7
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
19.6
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
19.2
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
19.2
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
19.1
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
18.8
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
18.2
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
18.1
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
18.0
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
17.7
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
17.3
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
17.3
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
17.1
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
17.0
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
17.0
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
16.9
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
16.7
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
16.7
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
16.7
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
16.6
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
16.6
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
16.6
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
16.5
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
16.5
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
16.3
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
16.3
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
16.2
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
16.1
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
16.1
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
16.1
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
16.1
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
16.0
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
15.9
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
15.9
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
15.9
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
15.9
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
15.6
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
15.6
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
15.6
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
15.5
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
15.3
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
15.2
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
15.1
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
15.0
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
14.8
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
14.7
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
14.7
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
14.5
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
14.4
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
14.3
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
14.1
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
14.1
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
13.9
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
13.9
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
13.9
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
13.8
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
13.8
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
13.7
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
13.6
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
13.4
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
13.3
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
13.3
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
13.1
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
13.0
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
12.9
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
12.9
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
12.8
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
12.8
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
12.7
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
12.7
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
12.7
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
12.7
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
12.5
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
12.5
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
12.4
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
12.2
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
12.0
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
11.9
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
11.9
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
11.6
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
11.6
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
11.6
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
11.6
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
11.5
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
11.3
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
11.2
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
11.1
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
10.8
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
10.8
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
10.7
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
10.5
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
10.4
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
10.4
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
10.4
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
10.4
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
10.1
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
10.1
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
10.0
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
10.0
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
9.9
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
9.8
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
9.7
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
9.4
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
9.4
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
9.4
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
9.3
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
9.3
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
9.1
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
9.1
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
9.0
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
9.0
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
8.9
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
8.8
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
8.6
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
8.5
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
8.4
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
8.1
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
8.1
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
8.1
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
8.0
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
8.0
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
7.9
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
7.6
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
7.5
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
7.5
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
7.3
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
7.2
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
7.2
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
7.0
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
6.9
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
6.8
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
6.8
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
6.6
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
6.6
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
6.5
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
6.5
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
6.4
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
6.4
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
6.1
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
5.9
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
5.7
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
5.6
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
5.6
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
5.6
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
5.5
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
5.4
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
5.3
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
5.2
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
5.2
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
5.0
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
5.0
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
5.0
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
5.0
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
4.9
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
4.9
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
4.8
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
4.8
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
4.8
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
4.6
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
4.5
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
4.5
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
4.4
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
4.3
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
4.1
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
4.1
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
4.1
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
3.9
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
3.8
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
3.5
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
3.5
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
3.2
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
3.1
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
3.1
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
2.8
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
2.8
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
2.7
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
2.6
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
2.2
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
2.2
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
1.9
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
1.6
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
1.5
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
1.4
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
1.3
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
1.1
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
1.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0026410003
Tumor
N/A
CPT0002370001
Normal
N/A
CPT0000790001
Normal
N/A
CPT0019130003
Tumor
N/A
CPT0088570001
Normal
N/A
CPT0065820001
Normal
N/A
CPT0025880003
Tumor
N/A
CPT0076330003
Tumor
N/A
CPT0001180009
Tumor
N/A
CPT0078800003
Tumor
N/A
CPT0078660003
Tumor
N/A
CPT0065690003
Tumor
N/A
CPT0078930003
Tumor
N/A
CPT0011240003
Tumor
N/A
CPT0084560003
Tumor
N/A
CPT0012670003
Tumor
N/A
CPT0002350011
Tumor
N/A
CPT0012920003
Normal
N/A
CPT0064370003
Tumor
N/A
CPT0088900003
Tumor
N/A
CPT0006730001
Normal
N/A
CPT0007870001
Normal
N/A
CPT0087040003
Tumor
N/A
CPT0079380003
Tumor
N/A
CPT0025170003
Tumor
N/A
CPT0024670003
Tumor
N/A
CPT0012640003
Normal
N/A
CPT0078830003
Tumor
N/A
CPT0021240003
Tumor
N/A
CPT0071150004
Tumor
N/A
CPT0089020003
Tumor
N/A
CPT0088970003
Tumor
N/A
CPT0066480003
Tumor
N/A
CPT0000870016
Tumor
N/A
CPT0092790003
Tumor
N/A
CPT0025610001
Normal
N/A
CPT0063330001
Normal
N/A
CPT0001350001
Normal
N/A
CPT0078940001
Normal
N/A
CPT0086830003
Normal
N/A
CPT0088760003
Tumor
N/A
CPT0092190003
Normal
N/A
CPT0002270011
Tumor
N/A
CPT0088550004
Tumor
N/A
CPT0023710001
Normal
N/A
CPT0077140001
Normal
N/A
CPT0025230003
Tumor
N/A
CPT0025050003
Tumor
N/A
CPT0075720003
Tumor
N/A
CPT0012570003
Normal
N/A
CPT0089040001
Normal
N/A
CPT0017850003
Tumor
N/A
CPT0019990003
Tumor
N/A
CPT0012900004
Tumor
N/A
CPT0000780007
Tumor
N/A
CPT0023360001
Normal
N/A
CPT0001510001
Normal
N/A
CPT0078840001
Normal
N/A
CPT0010110003
Tumor
N/A
CPT0086890003
Normal
N/A
CPT0092290003
Tumor
N/A
CPT0020120003
Tumor
N/A
CPT0088640003
Normal
N/A
CPT0088500001
Normal
N/A
CPT0069010001
Normal
N/A
CPT0006440003
Tumor
N/A
CPT0063630003
Tumor
N/A
CPT0001550001
Normal
N/A
CPT0086950003
Tumor
N/A
CPT0014350001
Normal
N/A
CPT0014470001
Normal
N/A
CPT0086360003
Tumor
N/A
CPT0069160003
Tumor
N/A
CPT0006950001
Normal
N/A
CPT0007860003
Tumor
N/A
CPT0082010001
Normal
N/A
CPT0079230003
Tumor
N/A
CPT0001340003
Tumor
N/A
CPT0011410003
Tumor
N/A
CPT0079180003
Tumor
N/A
CPT0012080003
Tumor
N/A
CPT0084590001
Normal
N/A
CPT0063640001
Normal
N/A
CPT0009000003
Tumor
N/A
CPT0010170001
Normal
N/A
CPT0079270003
Tumor
N/A
CPT0069190001
Normal
N/A
CPT0001270001
Normal
N/A
CPT0015810003
Tumor
N/A
CPT0025110003
Tumor
N/A
CPT0024680001
Normal
N/A
CPT0012090003
Normal
N/A
CPT0009020003
Normal
N/A
CPT0077310003
Tumor
N/A
CPT0077490003
Tumor
N/A
CPT0014160003
Tumor
N/A
CPT0078530001
Normal
N/A
CPT0020020001
Normal
N/A
CPT0066520001
Normal
N/A
CPT0014370004
Tumor
N/A
CPT0001500009
Tumor
N/A
CPT0081600003
Tumor
N/A
CPT0001190001
Normal
N/A
CPT0088630003
Tumor
N/A
CPT0069000003
Tumor
N/A
CPT0088710001
Normal
N/A
CPT0092160003
Tumor
N/A
CPT0006630003
Tumor
N/A
CPT0001260009
Tumor
N/A
CPT0065750003
Tumor
N/A
CPT0065930003
Tumor
N/A
CPT0012770003
Normal
N/A
CPT0012180003
Tumor
N/A
CPT0017410003
Tumor
N/A
CPT0023350003
Tumor
N/A
CPT0075570001
Normal
N/A
CPT0014130001
Normal
N/A
CPT0078510003
Tumor
N/A
CPT0066470004
Tumor
N/A
CPT0065450001
Normal
N/A
CPT0079000001
Normal
N/A
CPT0092800003
Normal
N/A
CPT0006900003
Tumor
N/A
CPT0015910003
Tumor
N/A
CPT0020130001
Normal
N/A
CPT0089480003
Normal
N/A
CPT0007470001
Normal
N/A
CPT0064400001
Normal
N/A
CPT0088920001
Normal
N/A
CPT0092730003
Tumor
N/A
CPT0077110003
Tumor
N/A
CPT0086030003
Tumor
N/A
CPT0025290003
Tumor
N/A
CPT0012550003
Tumor
N/A
CPT0018250001
Normal
N/A
CPT0017450001
Normal
N/A
CPT0077320001
Normal
N/A
CPT0077500001
Normal
N/A
CPT0092310003
Normal
N/A
CPT0079480003
Tumor
N/A
CPT0006530001
Normal
N/A
CPT0065430003
Tumor
N/A
CPT0019160001
Normal
N/A
CPT0081620001
Normal
N/A
CPT0063320003
Tumor
N/A
CPT0078670001
Normal
N/A
CPT0089460004
Tumor
N/A
CPT0007320003
Tumor
N/A
CPT0088690003
Tumor
N/A
CPT0010160003
Tumor
N/A
CPT0014450004
Tumor
N/A
CPT0025920001
Normal
N/A
CPT0076350001
Normal
N/A
CPT0015730003
Tumor
N/A
CPT0025350003
Tumor
N/A
CPT0012370003
Tumor
N/A
CPT0012280003
Tumor
N/A
CPT0009080003
Normal
N/A
CPT0079410003
Tumor
N/A
CPT0075560003
Tumor
N/A
CPT0001230001
Normal
N/A
CPT0079510001
Normal
N/A
CPT0066430001
Normal
N/A
CPT0001540009
Tumor
N/A
CPT0078990003
Tumor
N/A
CPT0065810003
Tumor
N/A
CPT0010120001
Normal
N/A
CPT0086870003
Tumor
N/A
CPT0075170001
Normal
N/A
CPT0000640003
Tumor
N/A
CPT0065870003
Tumor
N/A
CPT0088780001
Normal
N/A
CPT0086970003
Normal
N/A
CPT0079300001
Normal
N/A
CPT0092740003
Normal
N/A
CPT0085670003
Tumor
N/A
CPT0081880003
Tumor
N/A
CPT0013790003
Normal
N/A
CPT0012290003
Normal
N/A
CPT0087050003
Normal
N/A
CPT0009060003
Tumor
N/A
CPT0023690003
Tumor
N/A
CPT0001220008
Tumor
N/A
CPT0088480003
Tumor
N/A
CPT0026420001
Normal
N/A
CPT0079430001
Normal
N/A
CPT0000890001
Normal
N/A
CPT0086370003
Normal
N/A
CPT0025580004
Tumor
N/A
CPT0081990003
Tumor
N/A
CPT0025060001
Normal
N/A
CPT0075130003
Tumor
N/A
CPT0000660001
Normal
N/A
CPT0086820003
Tumor
N/A
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
