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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.
ZFAND1 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
16.1
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
78.8
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
56.2
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
46.0
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
45.5
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
31.0
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
30.6
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
30.0
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
29.6
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
27.8
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
25.5
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
24.4
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
23.6
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
23.4
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
22.8
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
22.7
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
22.5
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
22.3
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
21.0
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
20.2
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
17.9
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
17.8
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
17.4
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
16.8
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
16.3
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
15.9
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
15.5
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
14.6
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
14.4
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
14.2
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
14.0
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
12.4
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
12.1
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
12.0
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
11.6
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
11.5
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
11.4
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
10.0
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
9.7
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
9.6
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
9.4
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
9.2
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
9.1
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
9.0
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
8.9
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
8.6
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
8.6
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
8.3
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
8.2
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
7.4
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
7.1
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
6.8
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
6.6
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
6.5
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
5.4
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
5.3
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
5.2
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
4.5
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
4.4
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
4.3
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
4.1
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
3.5
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
3.3
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
0.0
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 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.
ZFAND1 is potential prognostic, high expression is favorable in Kidney Renal Clear Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
26.6
Number of samples
521
Samples
Sample
Description
TPM
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
73.3
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
71.7
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
69.0
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
64.6
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
64.5
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
64.1
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
62.6
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
61.2
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
59.3
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
57.7
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
56.2
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
56.1
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
55.7
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
55.4
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
55.0
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
54.1
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
53.6
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
52.7
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
52.7
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
52.2
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
51.6
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
51.1
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
51.0
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
50.3
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
49.6
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
48.8
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
48.7
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
48.6
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
48.3
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
48.1
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
48.1
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
47.6
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
47.0
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
46.3
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
45.8
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
45.7
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
45.6
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
45.4
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
45.3
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
45.3
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
44.9
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
44.7
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
44.7
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
44.6
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
44.4
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
44.3
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
44.2
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
44.2
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
43.9
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
43.6
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
43.4
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
43.4
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
43.3
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
43.3
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
43.0
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
42.7
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
42.7
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
42.6
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
42.6
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
42.5
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
42.3
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
42.2
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
42.2
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
42.1
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
41.9
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
41.8
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
41.6
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
41.5
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
41.4
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
41.2
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
41.2
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
41.2
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
41.0
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
40.8
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
40.7
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
40.5
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
40.5
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
40.4
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
40.4
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
40.2
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
40.0
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
40.0
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
39.7
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
39.6
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
39.4
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
39.4
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
39.4
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
39.4
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
39.1
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
38.9
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
38.9
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
38.8
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
38.8
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
38.8
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
38.8
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
38.7
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
38.6
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
38.6
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
38.5
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
38.4
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
38.4
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
38.4
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
38.3
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
38.2
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
38.2
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
38.1
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
38.1
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
38.1
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
38.1
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
37.8
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
37.6
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
37.5
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
37.5
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
37.4
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
37.4
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
37.0
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
36.9
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
36.8
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
36.8
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
36.8
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
36.7
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
36.5
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
36.5
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
36.4
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
36.3
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
36.3
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
36.2
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
36.2
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
36.1
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
36.1
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
36.1
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
36.0
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
36.0
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
36.0
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
36.0
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
35.9
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
35.8
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
35.8
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
35.8
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
35.7
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
35.7
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
35.6
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
35.4
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
35.4
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
35.4
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
35.4
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
35.3
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
35.0
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
35.0
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
34.9
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
34.9
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
34.8
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
34.8
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
34.8
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
34.6
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
34.5
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
34.5
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
34.5
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
34.5
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
34.4
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
34.3
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
34.2
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
34.0
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
33.8
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
33.8
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
33.8
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
33.7
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
33.6
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
33.6
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
33.4
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
33.4
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
33.3
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
33.3
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
33.2
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
33.2
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
33.1
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
33.0
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
32.9
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
32.9
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
32.8
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
32.8
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
32.7
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
32.6
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
32.3
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
32.1
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
32.0
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
32.0
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
31.9
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
31.9
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
31.7
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
31.4
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
31.3
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
31.2
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
31.1
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
31.0
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
31.0
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
30.9
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
30.8
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
30.8
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
30.6
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
30.6
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
30.3
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
30.2
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
30.2
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
30.1
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
30.1
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
30.0
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
29.6
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
29.6
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
29.6
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
29.5
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
29.4
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
29.4
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
29.4
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
29.3
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
29.2
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
29.1
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
29.1
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
29.0
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
29.0
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
29.0
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
29.0
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
28.9
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
28.8
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
28.7
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
28.4
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
28.3
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
28.3
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
28.2
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
28.2
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
28.2
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
28.1
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
28.0
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
27.8
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
27.8
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
27.8
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
27.6
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
27.6
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
27.5
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
27.4
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
27.2
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
26.8
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
26.7
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
26.7
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
26.5
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
26.5
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
26.3
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
26.3
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
26.3
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
26.2
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
26.1
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
25.9
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
25.8
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
25.7
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
25.7
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
25.6
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
25.5
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
25.5
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
25.5
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
25.3
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
25.3
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
25.3
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
25.3
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
25.2
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
25.2
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
25.2
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
25.1
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
25.1
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
25.1
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
25.0
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
25.0
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
24.9
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
24.8
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
24.8
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
24.8
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
24.8
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
24.8
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
24.7
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
24.5
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
24.5
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
24.4
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
24.3
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
24.3
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
24.1
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
24.0
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
23.9
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
23.9
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
23.8
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
23.7
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
23.6
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
23.5
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
23.3
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
23.2
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
23.1
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
23.0
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
23.0
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
23.0
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
23.0
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
23.0
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
22.9
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
22.8
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
22.7
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
22.6
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
22.5
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
22.5
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
22.5
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
22.5
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
22.4
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
22.4
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
22.2
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
22.1
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
22.0
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
21.9
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
21.8
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
21.8
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
21.5
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
21.5
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
21.4
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
21.3
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
21.2
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
21.2
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
21.2
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
21.1
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
21.0
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
20.9
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
20.7
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
20.7
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
20.6
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
20.5
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
20.4
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
20.3
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
20.3
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
20.3
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
20.3
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
20.2
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
20.1
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
20.1
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
20.0
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
20.0
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
20.0
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
19.9
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
19.9
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
19.9
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
19.7
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
19.3
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
19.3
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
19.1
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
19.1
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
19.0
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
19.0
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
18.9
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
18.8
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
18.7
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
18.6
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
18.5
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
18.4
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
18.4
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
18.3
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
18.3
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
18.1
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
18.1
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
18.1
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
18.0
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
17.9
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
17.8
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
17.8
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
17.7
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
17.7
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
17.5
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
17.4
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
17.4
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
17.3
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
17.2
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
17.2
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
17.1
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
17.1
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
17.0
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
17.0
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
16.9
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
16.8
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
16.8
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
16.5
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
16.5
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
16.4
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
16.4
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
16.4
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
16.4
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
16.3
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
16.0
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
15.9
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
15.8
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
15.8
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
15.4
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
15.4
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
15.1
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
15.1
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
15.0
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
15.0
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
14.9
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
14.8
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
14.8
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
14.8
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
14.7
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
14.7
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
14.7
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
14.6
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
14.5
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
14.4
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
14.4
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
14.3
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
14.3
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
14.3
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
14.0
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
13.9
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
13.9
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
13.8
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
13.7
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
13.6
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
13.6
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
13.5
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
13.5
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
13.5
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
13.5
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
13.5
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
13.5
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
13.3
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
13.1
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
13.0
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
13.0
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
12.9
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
12.9
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
12.9
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
12.9
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
12.9
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
12.8
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
12.7
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
12.7
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
12.6
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
12.5
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
12.4
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
12.3
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
12.2
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
12.1
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
12.0
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
12.0
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
12.0
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
12.0
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
11.6
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
11.6
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
11.5
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
11.5
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
11.5
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
11.5
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
11.2
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
11.2
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
10.9
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
10.8
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
10.8
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
10.6
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
10.4
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
10.3
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
10.1
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
10.0
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
10.0
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
10.0
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
9.9
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
9.9
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
9.7
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
9.6
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
9.6
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
9.5
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
9.4
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
9.1
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
8.9
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
8.7
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
8.7
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
8.6
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
8.6
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
8.5
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
8.4
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
8.3
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
8.2
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
8.2
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
8.1
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
8.0
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
8.0
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
7.8
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
7.6
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
7.6
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
7.3
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
7.1
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
7.1
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
7.0
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
7.0
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
6.9
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
6.7
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
6.2
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
6.2
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
6.0
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
5.9
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
5.8
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
5.7
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
5.6
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
5.5
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
5.5
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
5.4
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
5.3
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
5.3
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
5.2
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
5.2
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
5.1
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
5.1
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
4.8
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
4.7
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
4.6
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
4.6
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
4.2
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
3.9
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
3.8
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
3.1
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
ZFAND1 is not prognostic in Kidney Renal Clear Cell Carcinoma (validation)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
34.6
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
72.5
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
65.7
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
59.6
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
59.0
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
58.9
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
54.7
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
54.4
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
54.1
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
53.2
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
53.1
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
52.9
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
52.2
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
50.9
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
49.4
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
49.2
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
48.1
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
47.8
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
47.1
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
46.9
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
46.8
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
46.7
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
46.0
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
45.7
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
45.3
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
43.5
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
43.1
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
42.8
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
42.7
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
42.4
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
42.3
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
40.8
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
40.3
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
39.8
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
39.4
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
37.8
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
37.5
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
36.8
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
36.8
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
36.3
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
36.2
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
36.2
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
35.9
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
35.8
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
35.6
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
35.2
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
34.7
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
34.4
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
34.2
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
33.9
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
32.6
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
32.5
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
32.2
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
32.1
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
31.6
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
31.6
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
31.6
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
31.6
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
31.4
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
30.3
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
29.9
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
28.9
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
28.8
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
28.5
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
28.1
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
27.9
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
27.8
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
27.6
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
27.6
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
27.5
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
26.7
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
26.5
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
26.5
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
25.9
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
25.9
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
25.7
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
25.7
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
25.6
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
25.2
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
24.4
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
24.0
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
23.7
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
23.1
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
22.5
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
21.8
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
21.7
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
21.3
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
21.1
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
20.3
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
19.6
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
18.4
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
18.2
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
18.0
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
17.8
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
17.7
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
17.2
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
16.0
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
15.9
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
14.6
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
12.5
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 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.
ZFAND1 is potential prognostic, high expression is unfavorable in Kidney Renal Papillary Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
15.9
Number of samples
282
Samples
Sample
Description
TPM
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
57.6
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
55.9
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
52.1
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
44.9
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
44.9
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
44.1
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
44.1
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
43.2
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
40.0
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
38.2
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
36.5
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
36.1
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
35.1
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
34.2
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
34.1
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
33.9
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
33.6
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
32.2
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
32.1
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
31.0
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
30.6
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
30.2
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
29.4
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
29.3
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
28.6
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
28.1
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
28.0
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
27.9
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
27.6
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
27.6
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
27.4
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
26.6
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
26.4
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
26.4
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
26.1
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
25.4
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
24.7
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
24.7
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
24.2
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
24.2
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
24.1
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
24.1
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
23.9
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
23.7
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
23.1
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
23.0
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
22.8
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
22.8
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
22.7
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
22.6
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
22.6
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
22.4
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
22.0
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
22.0
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
22.0
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
21.9
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
21.9
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
21.7
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
21.6
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
21.6
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
21.6
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
21.5
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
21.5
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
21.3
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
21.2
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
21.2
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
20.9
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
20.9
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
20.9
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
20.6
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
20.5
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
20.4
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
20.3
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
20.3
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
20.3
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
20.3
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
20.1
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
20.1
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
19.8
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
19.6
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
19.6
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
19.6
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
19.5
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
19.5
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
19.5
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
19.4
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
19.4
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
19.3
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
19.2
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
19.2
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
19.1
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
19.0
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
18.9
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
18.9
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
18.9
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
18.8
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
18.6
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
18.5
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
18.5
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
18.2
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
18.2
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
18.1
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
17.9
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
17.9
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
17.8
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
17.8
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
17.8
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
17.8
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
17.3
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
17.3
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
17.2
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
17.1
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
17.0
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
16.8
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
16.8
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
16.6
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
16.6
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
16.4
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
16.1
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
16.1
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
15.9
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
15.9
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
15.9
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
15.8
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
15.7
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
15.6
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
15.5
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
15.4
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
15.4
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
15.3
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
15.2
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
15.1
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
15.0
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
14.9
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
14.9
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
14.8
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
14.7
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
14.7
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
14.5
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
14.5
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
14.4
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
14.3
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
14.1
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
14.1
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
14.0
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
14.0
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
13.9
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
13.9
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
13.7
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
13.6
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
13.6
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
13.5
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
13.4
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
13.3
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
13.2
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
13.2
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
13.2
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
13.2
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
13.1
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
13.0
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
12.9
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
12.9
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
12.8
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
12.8
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
12.8
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
12.7
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
12.7
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
12.7
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
12.6
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
12.4
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
12.3
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
12.3
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
12.2
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
12.2
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
12.1
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
11.9
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
11.9
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
11.9
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
11.8
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
11.8
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
11.6
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
11.5
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
11.5
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
11.5
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
11.3
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
11.1
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
10.9
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
10.8
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
10.7
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
10.6
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
10.6
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
10.5
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
10.4
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
10.4
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
10.4
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
10.4
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
10.2
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
10.2
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
9.9
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
9.7
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
9.7
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
9.7
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
9.6
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
9.6
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
9.5
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
9.5
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
9.4
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
9.3
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
9.2
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
9.1
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
9.1
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
9.1
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
9.0
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
9.0
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
8.9
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
8.9
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
8.7
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
8.6
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
8.5
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
8.2
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
8.2
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
8.2
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
8.2
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
8.2
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
8.1
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
8.1
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
8.0
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
8.0
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
7.9
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
7.9
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
7.9
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
7.8
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
7.8
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
7.7
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
7.6
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
7.5
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
7.3
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
7.2
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
7.1
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
7.1
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
7.0
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
7.0
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
7.0
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
6.9
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
6.8
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
6.8
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
6.6
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
6.5
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
6.4
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
6.3
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
6.0
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
5.7
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
5.7
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
5.7
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
5.6
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
5.4
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
5.3
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
5.2
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
5.2
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
4.9
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
4.8
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
4.6
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
4.4
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
4.4
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
4.3
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
3.9
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
3.7
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
3.5
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
3.5
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
3.4
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
3.2
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
2.3
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
2.3
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
2.3
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
1.5
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
0.9
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
0.0
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
0.0
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
0.0
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
0.0
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
0.0
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
0.0
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0012550003
Tumor
1.6
CPT0001180009
Tumor
1.6
CPT0086820003
Tumor
1.0
CPT0014450004
Tumor
0.9
CPT0078510003
Tumor
0.8
CPT0001260009
Tumor
0.8
CPT0002350011
Tumor
0.7
CPT0000640003
Tumor
0.7
CPT0000780007
Tumor
0.6
CPT0000870016
Tumor
0.6
CPT0086950003
Tumor
0.5
CPT0012670003
Tumor
0.5
CPT0089020003
Tumor
0.5
CPT0065930003
Tumor
0.5
CPT0019990003
Tumor
0.5
CPT0023350003
Tumor
0.5
CPT0088900003
Tumor
0.4
CPT0001540009
Tumor
0.4
CPT0012180003
Tumor
0.4
CPT0025880003
Tumor
0.4
CPT0079410003
Tumor
0.4
CPT0077490003
Tumor
0.4
CPT0014160003
Tumor
0.4
CPT0007320003
Tumor
0.4
CPT0089460004
Tumor
0.4
CPT0012280003
Tumor
0.4
CPT0071150004
Tumor
0.3
CPT0020120003
Tumor
0.3
CPT0017410003
Tumor
0.3
CPT0079180003
Tumor
0.3
CPT0024670003
Tumor
0.3
CPT0063320003
Tumor
0.3
CPT0009000003
Tumor
0.3
CPT0001220008
Tumor
0.3
CPT0063630003
Tumor
0.3
CPT0010160003
Tumor
0.3
CPT0078930003
Tumor
0.3
CPT0011240003
Tumor
0.3
CPT0025290003
Tumor
0.3
CPT0006900003
Tumor
0.3
CPT0066470004
Tumor
0.3
CPT0001340003
Tumor
0.3
CPT0077310003
Tumor
0.3
CPT0023690003
Tumor
0.2
CPT0025350003
Tumor
0.2
CPT0078990003
Tumor
0.2
CPT0086970003
Normal
0.2
CPT0092160003
Tumor
0.2
CPT0079480003
Tumor
0.2
CPT0081880003
Tumor
0.2
CPT0092790003
Tumor
0.2
CPT0015810003
Tumor
0.2
CPT0079230003
Tumor
0.2
CPT0025580004
Tumor
0.2
CPT0001500009
Tumor
0.2
CPT0014370004
Tumor
0.2
CPT0025110003
Tumor
0.2
CPT0025230003
Tumor
0.2
CPT0069000003
Tumor
0.2
CPT0092290003
Tumor
0.2
CPT0065870003
Tumor
0.1
CPT0077110003
Tumor
0.1
CPT0088550004
Tumor
0.1
CPT0069190001
Normal
0.1
CPT0024680001
Normal
0.1
CPT0006440003
Tumor
0.1
CPT0002370001
Normal
0.1
CPT0010110003
Tumor
0.1
CPT0075720003
Tumor
0.1
CPT0088760003
Tumor
0.1
CPT0011410003
Tumor
0.1
CPT0079270003
Tumor
0.1
CPT0089480003
Normal
0.1
CPT0066480003
Tumor
0.1
CPT0065430003
Tumor
0.1
CPT0009020003
Normal
0.1
CPT0065690003
Tumor
0.1
CPT0065750003
Tumor
0.1
CPT0019130003
Tumor
0.1
CPT0078830003
Tumor
0.1
CPT0086360003
Tumor
0.1
CPT0088480003
Tumor
0.1
CPT0025170003
Tumor
0.1
CPT0088690003
Tumor
0.0
CPT0012640003
Normal
0.0
CPT0015910003
Tumor
0.0
CPT0086030003
Tumor
0.0
CPT0012080003
Tumor
0.0
CPT0012370003
Tumor
0.0
CPT0092190003
Normal
0.0
CPT0009060003
Tumor
0.0
CPT0078660003
Tumor
0.0
CPT0063640001
Normal
0.0
CPT0087040003
Tumor
0.0
CPT0065810003
Tumor
0.0
CPT0075560003
Tumor
0.0
CPT0006630003
Tumor
0.0
CPT0079380003
Tumor
0.0
CPT0075130003
Tumor
0.0
CPT0001350001
Normal
-0.1
CPT0012570003
Normal
-0.1
CPT0088710001
Normal
-0.1
CPT0086870003
Tumor
-0.1
CPT0007860003
Tumor
-0.1
CPT0025050003
Tumor
-0.1
CPT0001550001
Normal
-0.1
CPT0088630003
Tumor
-0.1
CPT0081600003
Tumor
-0.1
CPT0001270001
Normal
-0.1
CPT0085670003
Tumor
-0.1
CPT0092730003
Tumor
-0.1
CPT0084560003
Tumor
-0.1
CPT0078670001
Normal
-0.1
CPT0006730001
Normal
-0.1
CPT0026420001
Normal
-0.1
CPT0000790001
Normal
-0.1
CPT0069160003
Tumor
-0.1
CPT0021240003
Tumor
-0.1
CPT0015730003
Tumor
-0.1
CPT0077320001
Normal
-0.1
CPT0017850003
Tumor
-0.1
CPT0001190001
Normal
-0.1
CPT0078800003
Tumor
-0.1
CPT0079300001
Normal
-0.1
CPT0010120001
Normal
-0.1
CPT0078940001
Normal
-0.1
CPT0088780001
Normal
-0.1
CPT0082010001
Normal
-0.2
CPT0069010001
Normal
-0.2
CPT0020130001
Normal
-0.2
CPT0081990003
Tumor
-0.2
CPT0025920001
Normal
-0.2
CPT0006950001
Normal
-0.2
CPT0079510001
Normal
-0.2
CPT0012770003
Normal
-0.2
CPT0076330003
Tumor
-0.2
CPT0019160001
Normal
-0.2
CPT0012900004
Tumor
-0.2
CPT0064400001
Normal
-0.2
CPT0077140001
Normal
-0.2
CPT0012920003
Normal
-0.2
CPT0006530001
Normal
-0.2
CPT0018250001
Normal
-0.2
CPT0012090003
Normal
-0.2
CPT0014350001
Normal
-0.2
CPT0081620001
Normal
-0.2
CPT0086830003
Normal
-0.2
CPT0092800003
Normal
-0.2
CPT0023710001
Normal
-0.2
CPT0064370003
Tumor
-0.2
CPT0000890001
Normal
-0.2
CPT0075170001
Normal
-0.3
CPT0014470001
Normal
-0.3
CPT0020020001
Normal
-0.3
CPT0010170001
Normal
-0.3
CPT0063330001
Normal
-0.3
CPT0007470001
Normal
-0.3
CPT0026410003
Tumor
-0.3
CPT0087050003
Normal
-0.3
CPT0013790003
Normal
-0.3
CPT0001510001
Normal
-0.3
CPT0092310003
Normal
-0.3
CPT0086890003
Normal
-0.3
CPT0084590001
Normal
-0.3
CPT0088970003
Tumor
-0.3
CPT0076350001
Normal
-0.3
CPT0023360001
Normal
-0.3
CPT0088570001
Normal
-0.3
CPT0078530001
Normal
-0.3
CPT0079430001
Normal
-0.3
CPT0088500001
Normal
-0.3
CPT0088920001
Normal
-0.3
CPT0025610001
Normal
-0.3
CPT0089040001
Normal
-0.3
CPT0086370003
Normal
-0.3
CPT0088640003
Normal
-0.4
CPT0092740003
Normal
-0.4
CPT0012290003
Normal
-0.4
CPT0065820001
Normal
-0.4
CPT0001230001
Normal
-0.4
CPT0077500001
Normal
-0.4
CPT0007870001
Normal
-0.4
CPT0065450001
Normal
-0.4
CPT0014130001
Normal
-0.4
CPT0066430001
Normal
-0.5
CPT0009080003
Normal
-0.5
CPT0025060001
Normal
-0.5
CPT0000660001
Normal
-0.5
CPT0002270011
Tumor
-0.6
CPT0066520001
Normal
-0.6
CPT0075570001
Normal
-0.6
CPT0078840001
Normal
-0.6
CPT0079000001
Normal
-0.6
CPT0017450001
Normal
-0.6
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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
