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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.
TNFAIP8 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
4.4
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
25.9
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
16.9
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
16.2
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
14.6
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
13.7
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
13.2
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
12.8
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
12.5
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
9.8
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
7.6
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
7.5
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
6.7
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
6.3
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
5.4
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
5.4
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
5.3
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
5.3
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
4.8
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
4.8
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
4.6
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
4.4
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
4.0
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
3.9
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
3.7
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
3.6
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
3.6
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
3.5
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
3.2
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
3.1
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
2.9
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
2.8
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
2.6
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 days
2.6
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
2.5
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
2.3
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
2.2
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
2.2
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
2.1
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
2.1
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
2.1
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
2.0
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
1.8
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
1.7
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
1.6
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
1.6
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
1.6
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
1.5
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
1.3
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
1.3
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
1.3
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
1.3
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
1.3
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
1.1
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
1.0
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
1.0
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
0.7
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
0.7
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
0.7
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
0.6
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
0.4
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
0.0
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
0.0
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
0.0
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
TNFAIP8 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
31.2
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
313.4
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
134.7
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
106.6
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
101.4
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
83.6
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
77.3
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
75.4
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
73.2
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
72.2
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
72.1
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
71.1
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
70.1
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
65.3
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
63.3
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
62.3
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
61.9
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
61.4
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
61.3
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
59.8
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
58.7
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
58.7
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
58.4
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
57.7
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
57.6
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
55.7
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
55.3
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
54.8
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
54.2
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
54.0
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
53.8
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
53.4
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
52.7
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
52.3
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
52.1
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
52.0
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
51.8
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
51.6
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
50.9
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
50.7
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
50.6
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
50.5
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
50.5
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
50.4
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
49.9
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
49.2
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
48.8
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
48.5
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
48.4
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
48.3
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
48.0
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
47.7
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
47.2
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
46.7
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
46.4
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
46.3
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
45.9
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
45.8
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
45.7
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
45.5
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
45.4
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
45.2
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
45.1
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
45.0
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
44.8
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
44.7
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
44.3
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
44.3
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
44.3
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
44.2
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
44.0
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
44.0
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
44.0
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
43.8
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
43.7
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
43.3
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
43.1
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
43.0
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
42.5
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
42.4
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
42.2
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
42.2
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
42.1
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
42.1
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
42.0
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
41.9
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
41.9
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
41.7
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
41.7
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
41.5
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
41.4
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
41.4
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
41.2
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
41.1
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
41.1
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
40.9
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
40.8
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
40.7
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
40.5
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
40.4
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
40.2
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
40.1
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
40.1
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
40.0
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
40.0
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
39.9
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
39.9
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
39.7
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
39.6
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
39.6
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
39.5
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
39.5
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
39.5
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
39.5
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
39.4
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
39.3
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
39.3
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
39.1
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
39.1
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
38.8
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
38.8
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
38.7
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
38.7
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
38.7
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
38.3
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
38.3
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
38.2
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
38.1
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
38.0
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
38.0
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
37.9
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
37.9
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
37.9
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
37.8
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
37.6
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
37.6
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
37.6
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
37.6
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
37.5
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
37.4
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
37.3
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
37.2
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
37.1
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
37.0
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
36.6
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
36.6
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
36.6
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
36.5
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
36.4
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
36.3
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
36.3
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
36.3
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
36.2
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
36.2
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
36.2
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
36.1
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
36.0
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
35.9
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
35.9
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
35.9
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
35.7
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
35.6
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
35.5
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
35.5
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
35.4
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
35.4
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
35.4
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
35.3
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
35.3
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
35.2
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
35.2
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
35.2
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
35.1
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
35.0
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
34.9
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
34.9
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
34.9
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
34.8
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
34.8
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
34.8
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
34.8
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
34.6
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
34.6
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
34.6
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
34.5
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
34.5
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
34.5
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
34.4
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
34.3
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
34.3
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
34.2
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
34.2
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
34.1
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
34.0
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
34.0
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
33.9
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
33.8
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
33.8
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
33.7
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
33.7
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
33.5
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
33.5
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
33.4
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
33.4
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
33.2
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
33.1
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
33.1
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
33.1
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
33.0
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
32.9
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
32.9
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
32.8
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
32.5
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
32.5
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
32.4
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
32.3
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
32.1
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
32.0
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
31.9
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
31.9
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
31.9
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
31.9
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
31.8
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
31.8
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
31.7
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
31.7
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
31.7
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
31.6
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
31.5
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
31.5
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
31.3
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
31.3
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
31.2
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
31.2
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
31.1
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
31.0
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
30.9
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
30.9
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
30.8
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
30.8
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
30.8
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
30.8
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
30.7
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
30.6
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
30.4
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
30.3
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
30.3
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
30.3
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
30.2
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
30.2
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
30.2
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
30.1
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
30.1
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
30.1
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
29.9
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
29.9
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
29.8
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
29.8
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
29.7
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
29.6
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
29.6
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
29.6
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
29.6
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
29.5
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
29.4
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
29.4
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
29.3
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
29.3
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
29.2
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
29.2
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
29.1
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
29.1
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
29.1
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
29.0
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
29.0
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
28.8
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
28.7
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
28.7
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
28.6
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
28.6
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
28.6
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
28.5
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
28.3
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
28.3
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
28.3
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
28.2
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
28.2
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
28.2
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
28.1
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
28.0
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
28.0
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
27.9
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
27.9
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
27.8
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
27.8
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
27.7
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
27.7
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
27.7
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
27.6
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
27.5
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
27.5
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
27.4
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
27.4
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
27.3
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
27.3
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
27.2
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
27.1
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
27.1
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
27.0
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
26.9
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
26.9
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
26.8
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
26.8
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
26.7
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
26.6
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
26.6
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
26.5
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
26.4
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
26.3
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
26.3
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
26.3
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
26.3
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
26.2
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
26.2
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
26.0
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
26.0
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
26.0
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
26.0
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
25.9
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
25.8
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
25.8
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
25.8
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
25.8
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
25.6
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
25.6
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
25.5
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
25.5
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
25.4
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
25.4
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
25.4
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
25.3
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
25.3
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
25.2
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
25.2
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
25.1
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
25.1
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
25.1
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
25.0
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
24.9
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
24.9
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
24.8
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
24.8
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
24.6
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
24.5
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
24.3
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
24.1
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
24.0
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
23.9
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
23.7
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
23.6
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
23.4
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
23.3
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
23.3
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
23.2
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
23.2
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
23.1
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
23.1
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
23.0
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
22.9
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
22.9
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
22.9
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
22.9
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
22.8
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
22.7
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
22.7
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
22.4
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
22.3
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
22.3
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
22.0
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
22.0
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
22.0
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
21.8
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
21.8
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
21.7
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
21.6
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
21.5
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
21.4
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
21.4
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
21.3
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
21.3
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
21.2
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
21.2
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
21.2
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
21.1
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
20.9
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
20.9
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
20.8
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
20.7
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
20.7
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
20.5
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
20.4
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
20.1
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
20.1
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
20.0
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
19.6
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
19.6
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
19.6
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
19.6
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
19.6
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
19.5
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
19.3
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
19.2
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
19.2
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
19.0
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
19.0
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
19.0
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
18.9
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
18.9
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
18.8
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
18.7
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
18.7
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
18.7
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
18.6
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
18.6
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
18.4
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
18.4
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
18.4
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
18.3
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
18.2
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
18.0
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
17.9
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
17.8
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
17.7
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
17.6
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
17.4
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
17.4
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
17.4
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
17.4
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
17.4
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
17.2
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
17.1
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
17.1
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
16.8
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
16.4
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
16.2
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
16.2
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
16.0
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
15.9
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
15.9
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
15.8
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
15.8
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
15.7
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
15.7
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
15.7
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
15.4
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
15.4
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
15.3
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
15.1
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
15.1
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
15.0
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
15.0
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
15.0
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
15.0
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
14.9
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
14.8
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
14.6
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
14.5
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
14.5
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
14.2
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
14.2
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
14.2
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
14.1
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
14.0
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
14.0
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
13.8
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
13.8
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
13.7
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
13.7
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
13.6
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
13.2
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
13.2
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
13.0
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
12.9
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
12.7
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
12.2
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
12.2
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
12.0
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
11.9
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
11.8
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
11.6
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
11.5
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
11.4
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
11.1
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
10.9
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
10.7
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
10.5
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
10.5
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
9.9
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
9.6
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
9.5
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
9.4
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
9.2
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
8.8
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
8.7
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
8.5
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
8.5
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
7.9
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
7.8
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
7.4
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
6.7
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
5.7
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
5.5
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
5.2
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
5.2
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
4.8
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
4.0
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
3.1
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
3.0
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
2.1
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
1.8
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
1.3
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
TNFAIP8 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
41.1
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
104.4
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
92.6
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
79.5
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
78.0
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
76.2
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
63.3
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
62.6
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
61.6
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
59.5
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
58.1
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
56.0
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
55.0
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
54.7
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
54.3
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
54.3
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
53.8
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
52.7
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
52.0
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
51.9
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
51.6
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
50.5
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
49.5
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
49.4
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
49.3
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
49.2
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
48.4
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
48.3
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
48.3
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
48.1
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
47.0
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
46.9
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
46.5
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
46.1
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
45.3
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
44.8
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
44.8
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
44.6
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
44.5
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
44.4
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
43.8
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
43.0
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
42.7
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
42.4
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
42.3
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
41.7
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
41.6
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
40.5
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
40.5
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
39.5
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
39.1
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
38.8
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
38.8
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
38.5
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
38.4
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
37.7
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
37.6
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
37.6
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
37.0
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
36.5
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
36.3
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
35.8
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
35.2
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
35.2
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
35.2
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
34.7
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
34.1
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
34.0
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
33.9
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
33.8
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
33.6
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
33.4
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
33.0
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
33.0
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
32.7
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
32.0
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
31.2
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
30.7
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
29.5
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
28.9
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
28.7
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
27.9
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
27.9
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
27.6
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
27.6
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
27.3
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
26.3
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
26.1
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
25.9
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 days
25.8
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
24.9
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
24.7
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
22.8
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
22.5
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
22.4
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
21.5
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
21.3
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
15.2
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
14.6
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
11.0
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 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.
TNFAIP8 is not prognostic in Kidney Renal Papillary Cell Carcinoma (TCGA)
Stage:
Survival analysis
Current cut offi
Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.
:
Best expression cut offi
Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .
When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.
Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.
Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.
: N/A
P scorei
Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.
N/A
5-year survival highi
5-year survival for patients with higher expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
5-year survival lowi
5-year survival for patients with lower expression than the expression cutoff.
For melanoma and glioma, 3-year survival is shown.
N/A
TCGA RNA samplesi
RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .
Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.
Average TPM
30.8
Number of samples
282
Samples
Sample
Description
TPM
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
145.6
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
98.9
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
94.7
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
88.6
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
87.5
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
80.3
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
77.6
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
73.3
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
72.6
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
72.4
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
72.0
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
71.4
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
71.3
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
67.7
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
64.2
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
62.5
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
62.0
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
61.8
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
61.3
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
60.6
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
60.2
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
59.0
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
58.0
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
57.2
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
57.1
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
56.6
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
56.3
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
56.1
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
54.7
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
54.6
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
54.5
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
54.1
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
52.2
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
50.9
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
50.6
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
50.2
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
49.8
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
48.7
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
48.5
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
48.3
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
47.1
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
46.7
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
46.1
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
46.0
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
45.9
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
45.7
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
45.7
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
45.6
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
45.0
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
45.0
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
44.7
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
44.6
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
44.3
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
44.2
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
44.2
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
43.6
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
43.5
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
42.4
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
42.4
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
42.3
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
42.3
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
41.9
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
41.3
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
41.0
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
40.8
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
40.5
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
40.3
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
40.1
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
40.1
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
39.4
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
39.2
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
38.9
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
38.6
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
38.6
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
38.5
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
38.5
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
38.4
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
38.1
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
37.8
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
37.6
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
37.5
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
37.3
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
36.9
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
36.7
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
36.3
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
36.2
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
36.1
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
36.1
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
36.1
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
35.8
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
35.7
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
35.6
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
35.4
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
35.2
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
35.0
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
34.6
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
34.5
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
34.4
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
34.1
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
33.9
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
33.9
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
33.4
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
33.3
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
33.3
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
33.2
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
33.0
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
33.0
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
32.8
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
32.3
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
32.1
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
32.0
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
32.0
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
31.9
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
31.9
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
31.8
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
31.2
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
30.7
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
30.7
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
30.4
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
30.3
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
30.2
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
29.9
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
29.9
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
29.6
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
29.5
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
29.3
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
29.1
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
29.1
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
28.9
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
28.8
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
28.8
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
28.7
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
28.7
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
28.0
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
28.0
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
27.7
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
27.6
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
27.6
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
27.5
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
27.5
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
27.2
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
27.2
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
27.0
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
27.0
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
26.9
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
26.9
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
26.8
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
26.5
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
26.4
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
26.3
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
26.3
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
26.3
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
25.9
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
25.8
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
25.8
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
25.6
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
25.6
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
25.6
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
25.6
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
25.1
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
25.0
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
24.9
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
24.8
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
24.6
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
24.5
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
24.2
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
23.9
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
23.8
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
23.4
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
23.1
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
23.1
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
22.9
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
22.9
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
22.9
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
22.5
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
22.4
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
22.4
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
22.3
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
22.3
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
22.0
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
21.9
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
21.9
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
21.6
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
21.6
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
21.5
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
21.3
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
21.3
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
21.3
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
21.2
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
21.0
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
21.0
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
20.8
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
20.8
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
20.4
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
20.4
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
20.3
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
20.1
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
20.0
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
20.0
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
19.9
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
19.8
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
19.7
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
19.7
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
19.7
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
19.5
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
19.4
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
19.2
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
19.0
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
19.0
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
18.8
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
18.3
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
18.2
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
18.1
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
18.1
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
17.9
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
17.7
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
17.6
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
17.3
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
17.0
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
16.9
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
16.7
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
16.5
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
16.3
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
16.2
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
15.8
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
15.6
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
15.6
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
15.5
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
15.1
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
14.9
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
14.6
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
14.3
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
14.2
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
14.2
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
14.1
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
13.7
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
13.5
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
13.4
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
13.4
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
13.3
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
13.1
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
13.0
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
13.0
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
13.0
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
12.8
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
12.7
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
12.7
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
12.5
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
12.2
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
12.1
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
12.0
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
11.7
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
11.4
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
11.2
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
10.5
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
10.4
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
10.4
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
10.1
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
10.0
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
9.9
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
9.6
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
9.6
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
9.3
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
8.8
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
8.5
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
8.3
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
8.1
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
8.0
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
7.8
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
7.5
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
7.1
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
7.0
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
7.0
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
6.9
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
6.7
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
5.2
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
5.1
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
5.0
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
4.0
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
3.8
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
3.4
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
0.6
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0002350011
Tumor
1.1
CPT0076330003
Tumor
1.1
CPT0088550004
Tumor
1.1
CPT0010110003
Tumor
1.1
CPT0001540009
Tumor
1.0
CPT0023350003
Tumor
1.0
CPT0012550003
Tumor
1.0
CPT0001340003
Tumor
1.0
CPT0012670003
Tumor
0.9
CPT0025050003
Tumor
0.8
CPT0012180003
Tumor
0.8
CPT0086820003
Tumor
0.8
CPT0079380003
Tumor
0.8
CPT0078990003
Tumor
0.8
CPT0063630003
Tumor
0.7
CPT0088690003
Tumor
0.7
CPT0024670003
Tumor
0.7
CPT0092160003
Tumor
0.6
CPT0012280003
Tumor
0.6
CPT0075130003
Tumor
0.6
CPT0002270011
Tumor
0.6
CPT0025290003
Tumor
0.6
CPT0077320001
Normal
0.6
CPT0087040003
Tumor
0.5
CPT0017850003
Tumor
0.5
CPT0065810003
Tumor
0.5
CPT0078510003
Tumor
0.5
CPT0025110003
Tumor
0.5
CPT0001260009
Tumor
0.5
CPT0081990003
Tumor
0.5
CPT0065690003
Tumor
0.5
CPT0079230003
Tumor
0.5
CPT0065930003
Tumor
0.5
CPT0064370003
Tumor
0.4
CPT0000870016
Tumor
0.4
CPT0014370004
Tumor
0.4
CPT0086360003
Tumor
0.4
CPT0075560003
Tumor
0.4
CPT0065430003
Tumor
0.4
CPT0069000003
Tumor
0.4
CPT0077110003
Tumor
0.4
CPT0081600003
Tumor
0.4
CPT0000640003
Tumor
0.4
CPT0012370003
Tumor
0.4
CPT0081880003
Tumor
0.4
CPT0071150004
Tumor
0.4
CPT0066480003
Tumor
0.3
CPT0020120003
Tumor
0.3
CPT0088480003
Tumor
0.3
CPT0011240003
Tumor
0.3
CPT0025350003
Tumor
0.3
CPT0092190003
Normal
0.3
CPT0075170001
Normal
0.3
CPT0086950003
Tumor
0.3
CPT0019130003
Tumor
0.3
CPT0063320003
Tumor
0.3
CPT0012080003
Tumor
0.3
CPT0092730003
Tumor
0.3
CPT0069190001
Normal
0.2
CPT0021240003
Tumor
0.2
CPT0014160003
Tumor
0.2
CPT0017410003
Tumor
0.2
CPT0001270001
Normal
0.2
CPT0011410003
Tumor
0.2
CPT0026410003
Tumor
0.2
CPT0010120001
Normal
0.2
CPT0015730003
Tumor
0.2
CPT0023690003
Tumor
0.2
CPT0065870003
Tumor
0.2
CPT0025170003
Tumor
0.2
CPT0086870003
Tumor
0.2
CPT0001220008
Tumor
0.2
CPT0088970003
Tumor
0.2
CPT0019990003
Tumor
0.2
CPT0015810003
Tumor
0.2
CPT0015910003
Tumor
0.2
CPT0066470004
Tumor
0.2
CPT0065750003
Tumor
0.1
CPT0084560003
Tumor
0.1
CPT0084590001
Normal
0.1
CPT0077490003
Tumor
0.1
CPT0014450004
Tumor
0.1
CPT0000780007
Tumor
0.1
CPT0078830003
Tumor
0.1
CPT0079270003
Tumor
0.1
CPT0025880003
Tumor
0.1
CPT0088630003
Tumor
0.1
CPT0025230003
Tumor
0.1
CPT0001180009
Tumor
0.1
CPT0079480003
Tumor
0.1
CPT0009000003
Tumor
0.1
CPT0088760003
Tumor
0.1
CPT0088570001
Normal
0.1
CPT0006900003
Tumor
0.1
CPT0079410003
Tumor
0.1
CPT0065820001
Normal
0.1
CPT0092790003
Tumor
0.1
CPT0018250001
Normal
0.1
CPT0025580004
Tumor
0.1
CPT0085670003
Tumor
0.1
CPT0024680001
Normal
0.0
CPT0001230001
Normal
0.0
CPT0007860003
Tumor
0.0
CPT0078800003
Tumor
0.0
CPT0086030003
Tumor
0.0
CPT0012640003
Normal
0.0
CPT0007320003
Tumor
0.0
CPT0006440003
Tumor
0.0
CPT0089020003
Tumor
0.0
CPT0025920001
Normal
0.0
CPT0069160003
Tumor
0.0
CPT0017450001
Normal
-0.1
CPT0014470001
Normal
-0.1
CPT0002370001
Normal
-0.1
CPT0012290003
Normal
-0.1
CPT0088900003
Tumor
-0.1
CPT0077310003
Tumor
-0.1
CPT0012920003
Normal
-0.1
CPT0063330001
Normal
-0.1
CPT0075570001
Normal
-0.1
CPT0079300001
Normal
-0.1
CPT0075720003
Tumor
-0.1
CPT0010160003
Tumor
-0.1
CPT0001190001
Normal
-0.1
CPT0078930003
Tumor
-0.1
CPT0082010001
Normal
-0.1
CPT0006630003
Tumor
-0.2
CPT0009020003
Normal
-0.2
CPT0000890001
Normal
-0.2
CPT0079510001
Normal
-0.2
CPT0013790003
Normal
-0.2
CPT0001550001
Normal
-0.2
CPT0092290003
Tumor
-0.2
CPT0023360001
Normal
-0.2
CPT0063640001
Normal
-0.2
CPT0000660001
Normal
-0.2
CPT0069010001
Normal
-0.2
CPT0001500009
Tumor
-0.2
CPT0078940001
Normal
-0.3
CPT0088710001
Normal
-0.3
CPT0006530001
Normal
-0.3
CPT0012900004
Tumor
-0.3
CPT0087050003
Normal
-0.3
CPT0001510001
Normal
-0.3
CPT0079430001
Normal
-0.3
CPT0086830003
Normal
-0.3
CPT0025060001
Normal
-0.3
CPT0089460004
Tumor
-0.3
CPT0088500001
Normal
-0.3
CPT0078660003
Tumor
-0.3
CPT0012570003
Normal
-0.3
CPT0006730001
Normal
-0.3
CPT0026420001
Normal
-0.3
CPT0092740003
Normal
-0.3
CPT0079180003
Tumor
-0.3
CPT0088640003
Normal
-0.4
CPT0077500001
Normal
-0.4
CPT0014130001
Normal
-0.4
CPT0089040001
Normal
-0.4
CPT0086890003
Normal
-0.4
CPT0025610001
Normal
-0.4
CPT0001350001
Normal
-0.4
CPT0009060003
Tumor
-0.4
CPT0007470001
Normal
-0.4
CPT0086970003
Normal
-0.4
CPT0020130001
Normal
-0.4
CPT0023710001
Normal
-0.4
CPT0066520001
Normal
-0.5
CPT0088920001
Normal
-0.5
CPT0064400001
Normal
-0.5
CPT0012090003
Normal
-0.5
CPT0078670001
Normal
-0.5
CPT0019160001
Normal
-0.5
CPT0081620001
Normal
-0.5
CPT0020020001
Normal
-0.5
CPT0088780001
Normal
-0.5
CPT0014350001
Normal
-0.5
CPT0079000001
Normal
-0.5
CPT0010170001
Normal
-0.5
CPT0078530001
Normal
-0.5
CPT0092800003
Normal
-0.5
CPT0086370003
Normal
-0.6
CPT0065450001
Normal
-0.6
CPT0076350001
Normal
-0.6
CPT0089480003
Normal
-0.6
CPT0012770003
Normal
-0.6
CPT0007870001
Normal
-0.6
CPT0000790001
Normal
-0.6
CPT0092310003
Normal
-0.6
CPT0006950001
Normal
-0.7
CPT0066430001
Normal
-0.7
CPT0078840001
Normal
-0.8
CPT0077140001
Normal
-0.8
CPT0009080003
Normal
-0.9
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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
