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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.
PPA1 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
73.2
Number of samples
64
Samples
Sample
Description
TPM
TCGA-KN-8436-01A
0 years, male, white, stage:Stage II, alive, 1288 days
326.8
TCGA-KO-8411-01A
0 years, male, white, stage:Stage I, alive, 3958 days
216.8
TCGA-KL-8329-01A
0 years, female, asian, stage:Stage I, alive, 2752 days
208.2
TCGA-KN-8427-01A
0 years, male, white, stage:Stage IV, alive, 30 days
207.6
TCGA-KL-8323-01A
0 years, female, white, stage:Stage III, dead, 1158 days
162.6
TCGA-KL-8326-01A
0 years, male, white, stage:Stage III, alive, 3322 days
147.9
TCGA-KL-8344-01A
0 years, male, white, stage:Stage III, alive, 876 days
136.0
TCGA-KN-8424-01A
0 years, female, white, stage:Stage I, alive, 1983 days
135.3
TCGA-KL-8333-01A
0 years, male, white, stage:Stage II, alive, 2991 days
135.3
TCGA-KL-8336-01A
0 years, female, white, stage:Stage IV, dead, 920 days
132.7
TCGA-KM-8639-01A
0 years, male, white, stage:Stage I, alive, 953 days
109.3
TCGA-KN-8419-01A
0 years, male, black or african american, stage:Stage II, alive, 714 days
96.0
TCGA-KN-8429-01A
0 years, female, white, stage:Stage III, alive, 2650 days
95.7
TCGA-KL-8338-01A
0 years, male, white, stage:Stage III, alive, 2633 days
93.2
TCGA-KN-8426-01A
0 years, male, white, stage:Stage IV, alive, 108 days
91.9
TCGA-KN-8434-01A
0 years, female, white, stage:Stage II, alive, 1797 days
88.1
TCGA-KN-8432-01A
0 years, female, white, stage:Stage II, alive, 76 days
83.3
TCGA-KN-8423-01A
0 years, male, white, stage:Stage I, alive, 788 days
81.7
TCGA-KN-8433-01A
0 years, female, white, stage:Stage III, alive, 341 days
79.7
TCGA-KO-8409-01A
0 years, male, white, stage:Stage II, alive, 3180 days
77.0
TCGA-KL-8331-01A
0 years, female, white, stage:Stage II, alive, 3010 days
76.3
TCGA-KM-8441-01A
0 years, female, white, stage:Stage I, alive, 876 days
73.1
TCGA-KN-8437-01A
0 years, female, white, stage:Stage I, alive, 3068 days
73.1
TCGA-KL-8334-01A
0 years, female, white, stage:Stage III, alive, 2949 days
71.9
TCGA-KL-8325-01A
0 years, female, white, stage:Stage II, dead, 725 days
69.9
TCGA-KN-8425-01A
0 years, male, white, stage:Stage I, alive, 3179 days
68.9
TCGA-KO-8417-01A
0 years, female, white, stage:Stage I, alive, 2815 days
65.5
TCGA-KO-8414-01A
0 years, female, white, stage:Stage II, alive, 3212 days
64.6
TCGA-KO-8406-01A
0 years, female, white, stage:Stage I, alive, 3145 days
61.8
TCGA-KM-8440-01A
0 years, male, black or african american, stage:Stage III, alive, 1366 days
61.7
TCGA-KL-8324-01A
0 years, female, white, stage:Stage II, alive, 4676 days
60.4
TCGA-KN-8428-01A
0 years, male, white, stage:Stage II, dead, 1590 days
59.1
TCGA-KM-8477-01A
0 years, male, white, stage:Stage I, alive, 1553 days
58.7
TCGA-KM-8442-01A
0 years, male, stage:Stage II, alive, 1437 days
53.7
TCGA-KO-8405-01A
0 years, male, white, stage:Stage III, alive, 3056 days
51.0
TCGA-KL-8337-01A
0 years, male, black or african american, stage:Stage II, alive, 1364 days
50.5
TCGA-KM-8439-01A
0 years, male, white, stage:Stage I, alive, 708 days
50.5
TCGA-KO-8413-01A
0 years, male, white, stage:Stage I, alive, 3038 days
46.1
TCGA-KN-8421-01A
0 years, female, white, stage:Stage II, alive, 2674 days
45.9
TCGA-KL-8343-01A
0 years, male, white, stage:Stage III, dead, 2172 days
45.3
TCGA-KL-8341-01A
0 years, male, asian, stage:Stage IV, dead, 754 days
42.8
TCGA-KL-8339-01A
0 years, male, white, stage:Stage IV, dead, 855 days
42.3
TCGA-KN-8435-01A
0 years, male, white, stage:Stage II, alive, 3498 days
39.0
TCGA-KN-8431-01A
0 years, female, stage:Stage II, alive, 588 days
38.9
TCGA-KM-8443-01A
0 years, male, white, stage:Stage II, alive, 1520 days
37.8
TCGA-KL-8327-01A
0 years, female, white, stage:Stage I, alive, 4169 days
37.3
TCGA-KN-8418-01A
0 years, female, white, stage:Stage II, alive, 3935 days
36.6
TCGA-KO-8416-01A
0 years, male, white, stage:Stage III, alive, 2752 days
35.9
TCGA-KL-8328-01A
0 years, male, white, stage:Stage II, alive, 3127 days
34.8
TCGA-KO-8403-01A
0 years, male, white, stage:Stage I, alive, 3208 days
34.6
TCGA-KO-8407-01A
0 years, male, white, stage:Stage II, alive, 2820 days
33.3
TCGA-KO-8410-01A
0 years, female, white, stage:Stage I, alive, 3136 days
31.9
TCGA-KM-8476-01A
0 years, male, white, stage:Stage I, alive, 3745 days
31.6
TCGA-KO-8415-01A
0 years, female, white, stage:Stage I, alive, 2939 days
31.2
TCGA-KL-8332-01A
0 years, male, white, stage:Stage I, alive, 2582 days
30.8
TCGA-KO-8404-01A
0 years, male, white, stage:Stage IV, dead, 325 days
30.1
TCGA-KM-8438-01A
0 years, female, white, stage:Stage II, alive, 4622 days
29.4
TCGA-KL-8340-01A
0 years, male, white, stage:Stage II, alive, 2024 days
29.1
TCGA-KO-8408-01A
0 years, male, white, stage:Stage III, dead, 507 days
28.4
TCGA-KL-8345-01A
0 years, male, white, stage:Stage III, alive, 1665 days
26.7
TCGA-KL-8346-01A
0 years, male, white, stage:Stage II, alive, 1897 days
24.5
TCGA-KL-8330-01A
0 years, female, black or african american, stage:Stage II, alive, 3304 days
23.1
TCGA-KL-8342-01A
0 years, female, white, stage:Stage II, alive, 2248 days
22.6
TCGA-KL-8335-01A
0 years, male, white, stage:Stage III, alive, 2815 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.
PPA1 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
88.0
Number of samples
521
Samples
Sample
Description
TPM
TCGA-B4-5832-01A
0 years, male, white, stage:Stage III, alive, 155 days
320.4
TCGA-CZ-5462-01A
0 years, male, white, stage:Stage IV, dead, 311 days
309.5
TCGA-CW-6087-01A
0 years, male, white, stage:Stage IV, dead, 41 days
237.5
TCGA-EU-5905-01A
0 years, female, white, stage:Stage I, alive, 119 days
219.8
TCGA-B0-4698-01A
0 years, male, white, stage:Stage IV, dead, 42 days
213.4
TCGA-CW-5591-01A
0 years, male, white, stage:Stage IV, alive, 2271 days
209.5
TCGA-CZ-5989-01A
0 years, male, white, stage:Stage II, alive, 1905 days
188.7
TCGA-CZ-5985-01A
0 years, male, white, stage:Stage II, alive, 1997 days
187.7
TCGA-CJ-4640-01A
0 years, male, white, stage:Stage III, alive, 3480 days
187.0
TCGA-B2-5635-01A
0 years, male, white, stage:Stage I, alive, 755 days
183.3
TCGA-BP-5004-01A
0 years, male, white, stage:Stage I, alive, 1126 days
180.7
TCGA-CZ-4863-01A
0 years, female, white, stage:Stage III, alive, 1928 days
176.1
TCGA-BP-4763-01A
0 years, female, white, stage:Stage I, dead, 1270 days
175.9
TCGA-B2-4099-01A
0 years, male, white, stage:Stage I, alive, 972 days
171.0
TCGA-BP-4354-01A
0 years, male, white, stage:Stage IV, dead, 1034 days
169.4
TCGA-CW-6097-01A
0 years, male, white, stage:Stage III, dead, 571 days
168.2
TCGA-BP-4160-01A
0 years, male, white, stage:Stage III, alive, 2881 days
166.9
TCGA-BP-4983-01A
0 years, female, asian, stage:Stage III, alive, 1413 days
164.6
TCGA-AK-3436-01A
0 years, male, white, stage:Stage IV, alive, 3331 days
164.4
TCGA-B0-4699-01A
0 years, male, white, stage:Stage IV, dead, 110 days
162.8
TCGA-AK-3427-01A
0 years, male, white, stage:Stage I, alive, 3583 days
162.8
TCGA-B0-4700-01A
0 years, male, white, stage:Stage IV, dead, 1980 days
162.7
TCGA-CZ-4861-01A
0 years, male, white, stage:Stage II, dead, 446 days
161.9
TCGA-CJ-5686-01A
0 years, female, white, stage:Stage I, alive, 2038 days
158.5
TCGA-CZ-5463-01A
0 years, male, white, stage:Stage II, alive, 662 days
157.8
TCGA-CZ-5455-01A
0 years, male, white, stage:Stage IV, dead, 561 days
154.2
TCGA-B0-5097-01A
0 years, female, white, stage:Stage III, alive, 665 days
153.1
TCGA-BP-4353-01A
0 years, male, white, stage:Stage I, dead, 375 days
152.1
TCGA-BP-4343-01A
0 years, male, white, stage:Stage III, dead, 1912 days
151.9
TCGA-CZ-4862-01A
0 years, male, white, stage:Stage I, alive, 3271 days
151.1
TCGA-CZ-4860-01A
0 years, male, white, stage:Stage IV, dead, 206 days
150.9
TCGA-BP-4173-01A
0 years, male, white, stage:Stage II, alive, 1893 days
149.6
TCGA-BP-4784-01A
0 years, female, white, stage:Stage I, alive, 1854 days
149.3
TCGA-CZ-5468-01A
0 years, male, white, stage:Stage IV, dead, 59 days
149.2
TCGA-B0-5701-01A
0 years, male, white, stage:Stage III, alive, 2461 days
148.7
TCGA-CJ-4637-01A
0 years, female, white, stage:Stage IV, dead, 2227 days
147.6
TCGA-AK-3455-01A
0 years, female, white, stage:Stage III, dead, 683 days
147.3
TCGA-B0-5109-01A
0 years, male, white, stage:Stage III, dead, 587 days
147.0
TCGA-CZ-5988-01A
0 years, male, white, stage:Stage I, alive, 693 days
146.0
TCGA-B2-5633-01A
0 years, male, white, stage:Stage I, alive, 963 days
144.1
TCGA-A3-3306-01A
0 years, male, white, stage:Stage I, alive, 1120 days
143.6
TCGA-AK-3429-01A
0 years, female, white, stage:Stage II, alive, 3328 days
141.9
TCGA-B0-5698-01A
0 years, male, black or african american, stage:Stage I, alive, 3631 days
140.7
TCGA-B2-3924-01A
0 years, male, white, stage:Stage I, alive, 1092 days
140.6
TCGA-A3-3382-01A
0 years, male, white, stage:Stage I, alive, 574 days
138.7
TCGA-CJ-6027-01A
0 years, male, white, stage:Stage I, dead, 3615 days
137.1
TCGA-A3-A6NJ-01A
0 years, female, black or african american, stage:Stage I, alive, 468 days
135.2
TCGA-CJ-4641-01A
0 years, female, white, stage:Stage IV, dead, 1661 days
135.0
TCGA-CJ-5675-01A
0 years, male, white, stage:Stage II, alive, 3936 days
133.4
TCGA-B8-4154-01A
0 years, female, white, stage:Stage I, alive, 1380 days
131.9
TCGA-BP-4975-01A
0 years, male, white, stage:Stage I, alive, 1433 days
131.7
TCGA-CJ-6030-01A
0 years, male, white, stage:Stage I, dead, 2299 days
131.1
TCGA-CZ-5984-01A
0 years, male, white, stage:Stage I, alive, 2067 days
131.0
TCGA-BP-4781-01A
0 years, male, white, stage:Stage I, alive, 2080 days
130.8
TCGA-CJ-4894-01A
0 years, male, white, stage:Stage III, dead, 841 days
129.0
TCGA-BP-4994-01A
0 years, male, white, stage:Stage I, alive, 1308 days
128.6
TCGA-BP-4331-01A
0 years, male, white, stage:Stage I, dead, 2454 days
128.5
TCGA-B8-5164-01A
0 years, male, white, stage:Stage III, alive, 26 days
127.6
TCGA-CJ-4868-01A
0 years, male, white, stage:Stage IV, dead, 646 days
125.6
TCGA-CZ-5451-01A
0 years, male, white, stage:Stage II, alive, 1929 days
125.4
TCGA-A3-3347-01A
0 years, female, white, stage:Stage III, dead, 1610 days
125.4
TCGA-B8-4143-01A
0 years, female, white, stage:Stage IV, dead, 709 days
125.0
TCGA-CZ-4866-01A
0 years, female, white, stage:Stage I, alive, 3267 days
124.6
TCGA-CW-5587-01A
0 years, female, white, stage:Stage III, alive, 2226 days
124.5
TCGA-B0-5696-01A
0 years, male, white, stage:Stage III, alive, 2609 days
123.9
TCGA-A3-3317-01A
0 years, male, stage:Stage II, alive, 1491 days
123.8
TCGA-DV-5573-01A
0 years, male, white, stage:Stage I, alive, 1130 days
122.8
TCGA-BP-4965-01A
0 years, male, white, stage:Stage I, alive, 1871 days
122.3
TCGA-B2-4102-01A
0 years, male, white, stage:Stage I, alive, 952 days
121.8
TCGA-CZ-5452-01A
0 years, male, white, stage:Stage II, alive, 1789 days
121.6
TCGA-B4-5843-01A
0 years, male, white, stage:Stage I, alive, 11 days
119.9
TCGA-AK-3451-01A
0 years, male, white, stage:Stage II, alive, 2868 days
119.1
TCGA-AK-3425-01A
0 years, male, white, stage:Stage I, alive, 3343 days
118.7
TCGA-CZ-4864-01A
0 years, male, white, stage:Stage II, dead, 1315 days
118.7
TCGA-B8-A54G-01A
0 years, male, black or african american, stage:Stage I, alive, 53 days
118.0
TCGA-CJ-4644-01A
0 years, female, white, stage:Stage IV, dead, 336 days
117.6
TCGA-B0-4810-01A
0 years, male, white, stage:Stage III, dead, 478 days
117.5
TCGA-B0-5712-01A
0 years, female, black or african american, stage:Stage IV, alive, 2722 days
117.3
TCGA-CJ-4869-01A
0 years, male, white, stage:Stage III, alive, 2554 days
117.3
TCGA-B0-5709-01A
0 years, female, white, stage:Stage III, alive, 3974 days
117.0
TCGA-A3-3326-01A
0 years, male, white, stage:Stage I, alive, 1137 days
116.8
TCGA-A3-3362-01A
0 years, female, white, stage:Stage I, alive, 1559 days
116.4
TCGA-BP-5187-01A
0 years, male, white, stage:Stage I, alive, 406 days
116.1
TCGA-CZ-4865-01A
0 years, female, white, stage:Stage I, dead, 166 days
116.0
TCGA-EU-5906-01A
0 years, male, white, stage:Stage I, alive, 206 days
115.9
TCGA-A3-3307-01A
0 years, male, stage:Stage III, alive, 1436 days
115.4
TCGA-B0-5107-01A
0 years, female, white, stage:Stage IV, dead, 927 days
114.9
TCGA-B8-5158-01A
0 years, male, white, stage:Stage III, alive, 1218 days
114.6
TCGA-B0-4848-01A
0 years, male, white, stage:Stage III, dead, 883 days
114.6
TCGA-A3-3365-01A
0 years, male, white, stage:Stage I, alive, 873 days
114.6
TCGA-B0-5705-01A
0 years, female, white, stage:Stage I, alive, 4537 days
114.5
TCGA-BP-4970-01A
0 years, male, asian, stage:Stage III, alive, 433 days
114.1
TCGA-BP-4998-01A
0 years, male, asian, stage:Stage I, alive, 932 days
114.1
TCGA-AS-3777-01A
0 years, male, white, stage:Stage I, alive, 1238 days
113.9
TCGA-B2-5641-01A
0 years, male, white, stage:Stage I, alive, 656 days
113.3
TCGA-DV-5569-01A
0 years, female, white, stage:Stage I, alive, 355 days
112.5
TCGA-BP-4995-01A
0 years, male, white, stage:Stage I, alive, 1371 days
112.3
TCGA-BP-4762-01A
0 years, male, white, stage:Stage I, dead, 1343 days
111.5
TCGA-A3-3383-01A
0 years, male, white, stage:Stage I, alive, 861 days
111.5
TCGA-CW-5589-01A
0 years, male, white, stage:Stage I, alive, 2378 days
111.3
TCGA-BP-4777-01A
0 years, male, white, stage:Stage I, alive, 1731 days
111.2
TCGA-A3-3363-01A
0 years, male, asian, stage:Stage II, alive, 319 days
110.9
TCGA-B0-5711-01A
0 years, male, white, stage:Stage III, alive, 3989 days
110.5
TCGA-BP-5008-01A
0 years, male, white, stage:Stage I, alive, 1071 days
110.5
TCGA-B0-4852-01A
0 years, female, white, stage:Stage II, dead, 1121 days
110.1
TCGA-DV-5575-01A
0 years, female, white, stage:Stage I, alive, 1729 days
110.0
TCGA-B0-5399-01A
0 years, male, white, stage:Stage I, alive, 1411 days
110.0
TCGA-CW-5581-01A
0 years, male, white, stage:Stage I, alive, 2799 days
109.9
TCGA-BP-4332-01A
0 years, male, white, stage:Stage III, alive, 1133 days
109.7
TCGA-CJ-4876-01A
0 years, male, white, stage:Stage II, alive, 1955 days
109.5
TCGA-BP-4986-01A
0 years, male, white, stage:Stage I, alive, 785 days
109.3
TCGA-BP-4799-01A
0 years, male, white, stage:Stage III, dead, 1133 days
109.1
TCGA-BP-5183-01A
0 years, male, white, stage:Stage III, alive, 1291 days
108.7
TCGA-CJ-6033-01A
0 years, female, white, stage:Stage IV, dead, 224 days
108.1
TCGA-CW-6093-01A
0 years, male, white, stage:Stage I, alive, 3146 days
107.3
TCGA-B0-5084-01A
0 years, male, white, stage:Stage IV, dead, 222 days
107.1
TCGA-DV-5574-01A
0 years, male, white, stage:Stage I, alive, 2016 days
107.1
TCGA-EU-5907-01A
0 years, male, white, stage:Stage III, alive, 127 days
106.9
TCGA-CZ-5458-01A
0 years, male, white, stage:Stage III, alive, 2789 days
106.4
TCGA-MW-A4EC-01A
0 years, female, black or african american, stage:Stage I, alive, 498 days
106.3
TCGA-CJ-4871-01A
0 years, male, white, stage:Stage IV, alive, 2423 days
106.1
TCGA-B0-5120-01A
0 years, female, white, stage:Stage I, alive, 1169 days
106.1
TCGA-B8-5553-01A
0 years, female, white, stage:Stage I, alive, 435 days
106.0
TCGA-B0-4690-01A
0 years, male, white, stage:Stage IV, dead, 43 days
106.0
TCGA-B0-4701-01A
0 years, female, white, stage:Stage IV, dead, 238 days
105.6
TCGA-CJ-4888-01A
0 years, male, white, stage:Stage IV, dead, 1567 days
105.5
TCGA-AS-3778-01A
0 years, male, white, stage:Stage I, alive, 43 days
105.5
TCGA-A3-3329-01A
0 years, male, white, stage:Stage I, alive, 1624 days
105.4
TCGA-A3-3351-01A
0 years, male, white, stage:Stage II, alive, 910 days
104.9
TCGA-BP-4347-01A
0 years, male, white, stage:Stage III, alive, 1367 days
104.9
TCGA-BP-5184-01A
0 years, male, white, stage:Stage I, alive, 1133 days
103.9
TCGA-B8-4148-01A
0 years, female, white, stage:Stage I, alive, 1520 days
103.4
TCGA-B2-4098-01A
0 years, female, black or african american, stage:Stage I, dead, 51 days
103.0
TCGA-CJ-6031-01A
0 years, male, white, stage:Stage I, alive, 1906 days
102.8
TCGA-B0-5692-01A
0 years, female, white, stage:Stage III, alive, 3944 days
102.5
TCGA-B4-5836-01A
0 years, female, white, stage:Stage I, alive, 141 days
102.1
TCGA-AK-3450-01A
0 years, female, white, stage:Stage I, alive, 1508 days
102.0
TCGA-B0-4694-01A
0 years, male, white, stage:Stage III, dead, 106 days
101.7
TCGA-B8-5163-01A
0 years, female, white, stage:Stage III, alive, 822 days
101.6
TCGA-CZ-5464-01A
0 years, male, white, stage:Stage IV, alive, 2128 days
101.4
TCGA-A3-3335-01A
0 years, male, white, stage:Stage II, alive, 1886 days
101.3
TCGA-A3-3385-01A
0 years, female, white, stage:Stage I, alive, 1993 days
100.7
TCGA-DV-A4W0-01A
0 years, male, black or african american, stage:Stage I, alive, 2470 days
100.6
TCGA-BP-4797-01A
0 years, male, white, stage:Stage III, alive, 1107 days
100.4
TCGA-CZ-4857-01A
0 years, male, white, stage:Stage IV, dead, 1432 days
100.3
TCGA-B0-4712-01A
0 years, male, white, stage:Stage IV, dead, 1337 days
100.2
TCGA-BP-4962-01A
0 years, male, white, stage:Stage II, alive, 1785 days
100.2
TCGA-B8-5545-01A
0 years, male, black or african american, stage:Stage I, alive, 1525 days
99.7
TCGA-BP-4982-01A
0 years, male, white, stage:Stage I, alive, 1014 days
99.7
TCGA-B0-4823-01A
0 years, male, white, stage:Stage I, dead, 454 days
99.7
TCGA-B4-5838-01A
0 years, male, white, stage:'--, alive, 166 days
99.6
TCGA-BP-4176-01A
0 years, male, white, stage:Stage I, alive, 1955 days
99.6
TCGA-CJ-5684-01A
0 years, male, white, stage:Stage III, alive, 2231 days
99.5
TCGA-B2-4101-01A
0 years, male, white, stage:Stage II, alive, 648 days
99.4
TCGA-B0-5697-01A
0 years, male, white, stage:Stage I, alive, 2630 days
99.3
TCGA-BP-4765-01A
0 years, male, white, stage:Stage I, alive, 2184 days
99.1
TCGA-B8-5551-01A
0 years, female, black or african american, stage:Stage I, alive, 16 days
99.1
TCGA-BP-4968-01A
0 years, male, white, stage:Stage I, alive, 1746 days
99.0
TCGA-CJ-5677-01A
0 years, female, white, stage:Stage IV, dead, 782 days
98.8
TCGA-CJ-5678-01A
0 years, male, black or african american, stage:Stage IV, dead, 574 days
98.6
TCGA-BP-4170-01A
0 years, female, white, stage:Stage I, dead, 2343 days
98.5
TCGA-AK-3445-01A
0 years, male, white, stage:Stage III, alive, 2392 days
98.5
TCGA-CZ-5986-01A
0 years, male, white, stage:Stage I, alive, 373 days
98.3
TCGA-AK-3456-01A
0 years, male, black or african american, stage:Stage II, alive, 1143 days
98.2
TCGA-CJ-4904-01A
0 years, female, white, stage:Stage IV, alive, 3302 days
98.2
TCGA-B0-4703-01A
0 years, male, white, stage:Stage IV, dead, 182 days
98.2
TCGA-B0-5713-01A
0 years, female, white, stage:Stage III, alive, 2782 days
97.9
TCGA-BP-5170-01A
0 years, male, white, stage:Stage I, alive, 2412 days
97.9
TCGA-B0-5812-01A
0 years, male, white, stage:Stage I, alive, 3834 days
97.9
TCGA-BP-4976-01A
0 years, male, white, stage:Stage I, alive, 1632 days
97.7
TCGA-B0-5095-01A
0 years, male, white, stage:Stage III, dead, 245 days
97.7
TCGA-CJ-4878-01A
0 years, female, white, stage:Stage III, alive, 2186 days
97.6
TCGA-B0-4846-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
97.5
TCGA-BP-4760-01A
0 years, male, black or african american, stage:Stage I, alive, 2361 days
97.4
TCGA-BP-4795-01A
0 years, female, white, stage:Stage I, alive, 620 days
97.2
TCGA-A3-3387-01A
0 years, male, white, stage:Stage I, alive, 617 days
97.2
TCGA-CJ-6028-01A
0 years, male, white, stage:Stage IV, dead, 1625 days
96.8
TCGA-CJ-4881-01A
0 years, male, white, stage:Stage III, alive, 2014 days
96.8
TCGA-B0-4817-01A
0 years, male, white, stage:Stage III, dead, 1019 days
96.7
TCGA-CZ-4856-01A
0 years, female, white, stage:Stage I, alive, 18 days
96.6
TCGA-BP-5194-01A
0 years, male, white, stage:Stage I, alive, 408 days
96.1
TCGA-B0-5094-01A
0 years, male, white, stage:Stage IV, dead, 333 days
96.0
TCGA-CZ-5457-01A
0 years, male, white, stage:Stage III, alive, 2754 days
95.8
TCGA-B8-A54J-01A
0 years, male, black or african american, stage:Stage II, alive, 528 days
95.7
TCGA-B2-5636-01A
0 years, male, white, stage:Stage I, alive, 919 days
94.6
TCGA-BP-4325-01A
0 years, female, white, stage:Stage I, alive, 2964 days
94.4
TCGA-CW-6088-01A
0 years, male, white, stage:Stage I, alive, 3222 days
94.4
TCGA-B0-5098-01A
0 years, female, black or african american, stage:Stage I, dead, 1584 days
94.2
TCGA-BP-5189-01A
0 years, male, white, stage:Stage I, dead, 822 days
94.2
TCGA-B0-5075-01A
0 years, female, white, stage:Stage III, dead, 637 days
93.8
TCGA-A3-3324-01A
0 years, male, white, stage:Stage I, alive, 1186 days
93.3
TCGA-B0-5096-01A
0 years, female, white, stage:Stage III, dead, 68 days
93.1
TCGA-BP-5195-01A
0 years, male, white, stage:Stage I, alive, 749 days
93.1
TCGA-BP-4991-01A
0 years, male, white, stage:Stage I, alive, 1413 days
93.0
TCGA-A3-3370-01A
0 years, female, white, stage:Stage I, alive, 2274 days
92.8
TCGA-CZ-4858-01A
0 years, male, white, stage:Stage II, dead, 2105 days
92.7
TCGA-A3-3311-01A
0 years, male, stage:Stage I, dead, 1191 days
92.7
TCGA-DV-5567-01A
0 years, female, black or african american, stage:Stage I, alive, 2004 days
92.6
TCGA-CJ-4887-01A
0 years, male, white, stage:Stage IV, dead, 932 days
92.3
TCGA-B0-5691-01A
0 years, female, white, stage:Stage I, alive, 3431 days
92.3
TCGA-B0-5707-01A
0 years, female, white, stage:Stage I, alive, 3744 days
92.2
TCGA-B4-5378-01A
0 years, male, white, stage:Stage I, alive, 175 days
92.0
TCGA-B4-5834-01A
0 years, male, white, stage:Stage I, alive, 38 days
91.9
TCGA-BP-5186-01A
0 years, female, white, stage:Stage I, alive, 693 days
91.9
TCGA-BP-4162-01A
0 years, female, white, stage:Stage I, alive, 3074 days
91.7
TCGA-CJ-4639-01A
0 years, female, white, stage:Stage II, alive, 3229 days
91.5
TCGA-CJ-4891-01A
0 years, female, white, stage:Stage III, dead, 819 days
91.4
TCGA-BP-4345-01A
0 years, male, white, stage:Stage III, alive, 1516 days
91.3
TCGA-CJ-4874-01A
0 years, female, white, stage:Stage I, alive, 2283 days
91.3
TCGA-B8-4619-01A
0 years, male, white, stage:Stage I, alive, 523 days
91.3
TCGA-A3-A6NI-01A
0 years, male, black or african american, stage:Stage I, alive, 1018 days
91.2
TCGA-B0-4849-01A
0 years, male, white, stage:Stage III, dead, 69 days
91.0
TCGA-B8-A54F-01A
0 years, female, black or african american, stage:Stage I, alive, 519 days
90.8
TCGA-B2-A4SR-01A
0 years, male, black or african american, stage:Stage II, alive, 507 days
90.4
TCGA-B0-5703-01A
0 years, male, white, stage:Stage I, alive, 2246 days
90.4
TCGA-CZ-4859-01A
0 years, female, white, stage:Stage I, alive, 1787 days
90.4
TCGA-B0-4691-01A
0 years, male, white, stage:Stage IV, dead, 139 days
90.1
TCGA-B0-4815-01A
0 years, male, white, stage:Stage III, dead, 1588 days
89.9
TCGA-B0-5693-01A
0 years, female, white, stage:Stage I, alive, 4074 days
89.8
TCGA-B8-5159-01A
0 years, female, white, stage:Stage I, alive, 722 days
89.8
TCGA-BP-4961-01A
0 years, male, white, stage:Stage I, alive, 1935 days
89.8
TCGA-CW-5588-01A
0 years, female, white, stage:Stage I, alive, 2017 days
89.2
TCGA-B0-5116-01A
0 years, male, white, stage:Stage III, alive, 1274 days
88.9
TCGA-B0-4945-01A
0 years, female, white, stage:Stage I, dead, 2145 days
88.9
TCGA-CZ-5466-01A
0 years, male, stage:Stage III, alive, 685 days
88.8
TCGA-A3-3359-01A
0 years, female, white, stage:Stage I, alive, 2504 days
88.6
TCGA-B0-4824-01A
0 years, female, white, stage:Stage I, dead, 1657 days
88.6
TCGA-A3-3323-01A
0 years, male, white, stage:Stage I, alive, 1106 days
88.6
TCGA-BP-4807-01A
0 years, male, white, stage:Stage I, alive, 211 days
88.5
TCGA-BP-4787-01A
0 years, female, white, stage:Stage IV, dead, 480 days
88.4
TCGA-B0-5092-01A
0 years, female, white, stage:Stage IV, dead, 459 days
88.4
TCGA-BP-5181-01A
0 years, female, white, stage:Stage I, alive, 1495 days
88.2
TCGA-CJ-4903-01A
0 years, male, white, stage:Stage I, alive, 1560 days
88.1
TCGA-AK-3440-01A
0 years, male, white, stage:Stage I, alive, 2865 days
88.0
TCGA-AK-3428-01A
0 years, male, white, stage:Stage III, alive, 3728 days
88.0
TCGA-CW-6090-01A
0 years, male, white, stage:Stage I, alive, 2552 days
87.9
TCGA-A3-3373-01A
0 years, female, white, stage:Stage I, alive, 1621 days
87.9
TCGA-CJ-4899-01A
0 years, male, asian, stage:Stage I, alive, 1528 days
87.7
TCGA-B8-A54H-01A
0 years, female, black or african american, stage:Stage II, alive, 256 days
87.7
TCGA-CJ-5680-01A
0 years, female, white, stage:Stage IV, dead, 768 days
87.7
TCGA-B0-5108-01A
0 years, male, white, stage:Stage III, alive, 1782 days
87.1
TCGA-CW-5580-01A
0 years, female, white, stage:Stage IV, dead, 1964 days
87.1
TCGA-BP-5182-01A
0 years, male, white, stage:Stage I, alive, 1165 days
86.9
TCGA-A3-3380-01A
0 years, male, stage:Stage I, alive, 567 days
86.7
TCGA-BP-4340-01A
0 years, female, white, stage:Stage I, dead, 562 days
86.5
TCGA-A3-3349-01A
0 years, female, white, stage:Stage I, alive, 1385 days
86.5
TCGA-BP-4964-01A
0 years, female, white, stage:Stage I, alive, 1862 days
86.3
TCGA-B0-5710-01A
0 years, male, white, stage:Stage I, alive, 2430 days
86.2
TCGA-B0-5700-01A
0 years, male, white, stage:Stage I, alive, 1790 days
85.9
TCGA-BP-4761-01A
0 years, male, white, stage:Stage III, alive, 182 days
85.9
TCGA-BP-5202-01A
0 years, male, white, stage:Stage III, alive, 29 days
85.6
TCGA-A3-A8OW-01A
0 years, male, black or african american, stage:Stage III, alive, 323 days
85.6
TCGA-B8-4151-01A
0 years, female, white, stage:Stage III, alive, 1299 days
85.4
TCGA-A3-3357-01A
0 years, male, white, stage:Stage II, alive, 2688 days
85.2
TCGA-CJ-4892-01A
0 years, female, white, stage:Stage I, alive, 1521 days
85.2
TCGA-A3-3358-01A
0 years, female, white, stage:Stage I, alive, 1307 days
84.9
TCGA-CJ-4908-01A
0 years, male, white, stage:Stage I, alive, 1531 days
84.7
TCGA-CJ-4890-01A
0 years, male, white, stage:Stage IV, alive, 3519 days
84.4
TCGA-CJ-4886-01A
0 years, female, white, stage:Stage I, alive, 1952 days
84.3
TCGA-CZ-5453-01A
0 years, male, white, stage:Stage II, dead, 2419 days
84.2
TCGA-CZ-5461-01A
0 years, male, white, stage:Stage IV, dead, 330 days
84.0
TCGA-CW-5583-01A
0 years, female, white, stage:Stage I, alive, 2489 days
84.0
TCGA-BP-4959-01A
0 years, male, white, stage:Stage I, alive, 2660 days
83.8
TCGA-BP-5176-01A
0 years, female, white, stage:Stage I, dead, 1590 days
83.8
TCGA-BP-4338-01A
0 years, male, white, stage:Stage I, alive, 2859 days
83.8
TCGA-CJ-4907-01A
0 years, male, white, stage:Stage III, alive, 1499 days
83.6
TCGA-CJ-4902-01A
0 years, male, white, stage:Stage III, alive, 1520 days
83.6
TCGA-AK-3461-01A
0 years, male, white, stage:Stage I, alive, 2217 days
83.5
TCGA-CZ-4854-01A
0 years, male, white, stage:Stage I, dead, 1404 days
83.0
TCGA-CJ-4895-01A
0 years, male, white, stage:Stage IV, dead, 1200 days
83.0
TCGA-BP-4346-01A
0 years, male, white, stage:Stage III, dead, 1493 days
83.0
TCGA-BP-4174-01A
0 years, male, white, stage:Stage II, alive, 1879 days
82.7
TCGA-B0-4713-01A
0 years, female, white, stage:Stage III, dead, 202 days
82.6
TCGA-BP-4769-01A
0 years, male, white, stage:Stage I, alive, 1876 days
82.5
TCGA-CZ-4853-01A
0 years, male, white, stage:Stage I, alive, 774 days
82.5
TCGA-B8-A54E-01A
0 years, female, black or african american, stage:Stage I, alive, 909 days
82.5
TCGA-CJ-4638-01A
0 years, female, white, stage:Stage IV, dead, 431 days
82.2
TCGA-BP-4775-01A
0 years, female, white, stage:Stage I, alive, 1843 days
82.2
TCGA-B8-5165-01A
0 years, male, white, stage:Stage I, alive, 737 days
82.0
TCGA-B4-5844-01A
0 years, female, white, stage:Stage II, alive, 7 days
81.9
TCGA-B2-5639-01A
0 years, male, white, stage:Stage IV, dead, 1003 days
81.6
TCGA-CJ-4897-01A
0 years, female, white, stage:Stage III, alive, 3341 days
81.6
TCGA-BP-5190-01A
0 years, male, white, stage:Stage I, alive, 1011 days
81.1
TCGA-EU-5904-01A
0 years, female, white, stage:Stage I, alive, 551 days
81.1
TCGA-B0-5695-01A
0 years, female, white, stage:Stage I, alive, 2150 days
80.9
TCGA-BP-4790-01A
0 years, male, white, stage:Stage I, dead, 1111 days
80.9
TCGA-MM-A563-01A
0 years, male, black or african american, stage:'--, alive, 591 days
80.8
TCGA-AK-3431-01A
0 years, female, white, stage:Stage II, dead, 2241 days
80.7
TCGA-B0-4814-01A
0 years, male, white, stage:Stage IV, dead, 168 days
80.5
TCGA-CZ-5454-01A
0 years, male, white, stage:Stage IV, dead, 722 days
80.4
TCGA-B8-A7U6-01A
0 years, female, black or african american, stage:Stage I, alive, 495 days
80.1
TCGA-GK-A6C7-01A
0 years, female, black or african american, stage:Stage I, alive, 61 days
80.0
TCGA-A3-3352-01A
0 years, male, white, stage:Stage III, dead, 561 days
79.7
TCGA-A3-3319-01A
0 years, male, white, stage:Stage I, alive, 1130 days
79.6
TCGA-B4-5377-01A
0 years, female, white, stage:Stage IV, alive, 365 days
79.5
TCGA-CJ-5682-01A
0 years, male, white, stage:Stage IV, alive, 3736 days
79.4
TCGA-B0-4818-01A
0 years, female, white, stage:Stage II, dead, 510 days
79.1
TCGA-BP-5201-01A
0 years, male, white, stage:Stage IV, alive, 951 days
79.1
TCGA-BP-4771-01A
0 years, male, white, stage:Stage IV, dead, 162 days
79.0
TCGA-B0-4816-01A
0 years, male, white, stage:Stage II, dead, 1371 days
78.8
TCGA-BP-4804-01A
0 years, male, white, stage:Stage I, alive, 1459 days
78.5
TCGA-CJ-5672-01A
0 years, male, white, stage:Stage I, dead, 1972 days
78.2
TCGA-B0-5400-01A
0 years, female, white, stage:Stage III, alive, 1733 days
77.9
TCGA-T7-A92I-01A
0 years, female, black or african american, stage:Stage I, alive, 356 days
77.9
TCGA-BP-4161-01A
0 years, male, white, stage:Stage I, alive, 2746 days
77.8
TCGA-CJ-4918-01A
0 years, male, white, stage:Stage IV, dead, 93 days
77.7
TCGA-BP-5006-01A
0 years, male, white, stage:Stage I, alive, 840 days
77.5
TCGA-A3-3367-01A
0 years, male, white, stage:Stage I, alive, 2270 days
77.5
TCGA-CJ-4885-01A
0 years, male, white, stage:Stage IV, alive, 3451 days
77.4
TCGA-A3-A6NL-01A
0 years, female, black or african american, stage:Stage I, alive, 689 days
77.3
TCGA-B0-5110-01A
0 years, female, white, stage:Stage I, alive, 2009 days
77.2
TCGA-BP-4789-01A
0 years, male, white, stage:Stage I, alive, 1489 days
77.2
TCGA-BP-5177-01A
0 years, female, white, stage:Stage I, alive, 293 days
77.2
TCGA-CJ-4870-01A
0 years, female, black or african american, stage:Stage III, alive, 1498 days
77.1
TCGA-B4-5835-01A
0 years, female, white, stage:Stage I, alive, 16 days
76.6
TCGA-BP-5199-01A
0 years, male, white, stage:Stage II, alive, 1355 days
76.5
TCGA-CJ-4920-01A
0 years, female, white, stage:Stage I, dead, 139 days
76.4
TCGA-B8-A54K-01A
0 years, male, black or african american, stage:Stage I, alive, 469 days
76.2
TCGA-BP-5168-01A
0 years, male, white, stage:Stage I, dead, 1463 days
76.2
TCGA-B0-4827-01A
0 years, female, white, stage:Stage III, dead, 885 days
75.9
TCGA-BP-4782-01A
0 years, female, white, stage:Stage I, alive, 354 days
75.9
TCGA-CJ-5683-01A
0 years, male, white, stage:Stage I, alive, 1889 days
75.6
TCGA-A3-3313-01A
0 years, male, black or african american, stage:Stage I, dead, 735 days
75.4
TCGA-BP-5200-01A
0 years, male, white, stage:Stage II, alive, 1063 days
75.4
TCGA-CZ-5456-01A
0 years, male, white, stage:Stage II, alive, 2422 days
75.3
TCGA-DV-5568-01A
0 years, male, white, stage:Stage I, alive, 370 days
75.2
TCGA-B0-5699-01A
0 years, male, white, stage:Stage I, alive, 3841 days
75.1
TCGA-AK-3460-01A
0 years, male, white, stage:Stage I, alive, 2508 days
75.1
TCGA-CZ-5987-01A
0 years, male, white, stage:Stage IV, dead, 445 days
74.9
TCGA-CW-5584-01A
0 years, male, white, stage:Stage III, dead, 164 days
74.6
TCGA-BP-5178-01A
0 years, male, white, stage:Stage IV, dead, 1912 days
74.3
TCGA-A3-3322-01A
0 years, male, white, stage:Stage I, alive, 1478 days
74.1
TCGA-B0-4688-01A
0 years, male, white, stage:Stage IV, dead, 101 days
73.9
TCGA-B8-5549-01A
0 years, male, white, stage:Stage I, alive, 194 days
73.7
TCGA-CW-5590-01A
0 years, male, white, stage:Stage IV, dead, 1075 days
73.5
TCGA-DV-5576-01A
0 years, female, black or african american, stage:Stage I, dead, 727 days
73.4
TCGA-A3-3320-01A
0 years, female, white, stage:Stage I, alive, 1508 days
73.2
TCGA-BP-4163-01A
0 years, female, white, stage:Stage III, alive, 2839 days
73.1
TCGA-B0-5694-01A
0 years, male, white, stage:Stage III, dead, 480 days
73.0
TCGA-B0-4839-01A
0 years, female, white, stage:Stage I, dead, 1639 days
72.8
TCGA-BP-5192-01A
0 years, male, white, stage:Stage I, alive, 714 days
72.8
TCGA-A3-3346-01A
0 years, male, white, stage:Stage I, dead, 137 days
72.7
TCGA-CJ-4916-01A
0 years, female, white, stage:Stage III, alive, 1373 days
72.7
TCGA-CJ-4636-01A
0 years, male, white, stage:Stage III, alive, 1924 days
72.4
TCGA-BP-4985-01A
0 years, male, white, stage:Stage III, dead, 952 days
72.4
TCGA-A3-3325-01A
0 years, male, white, stage:Stage I, dead, 1170 days
71.7
TCGA-BP-4159-01A
0 years, male, white, stage:Stage I, dead, 2601 days
70.8
TCGA-CZ-5459-01A
0 years, male, white, stage:Stage III, alive, 1683 days
70.8
TCGA-B8-5162-01A
0 years, male, white, stage:Stage II, alive, 36 days
70.6
TCGA-B8-4621-01A
0 years, male, black or african american, stage:Stage I, alive, 788 days
70.4
TCGA-A3-3343-01A
0 years, male, white, stage:Stage II, alive, 945 days
70.1
TCGA-A3-A8OV-01A
0 years, male, black or african american, stage:Stage I, alive, 340 days
69.8
TCGA-BP-4158-01A
0 years, male, white, stage:Stage I, alive, 3377 days
69.5
TCGA-BP-4344-01A
0 years, female, white, stage:Stage I, alive, 1666 days
69.4
TCGA-B0-4693-01A
0 years, female, white, stage:Stage III, dead, 77 days
69.3
TCGA-B8-5550-01A
0 years, male, white, stage:Stage III, alive, 1476 days
69.1
TCGA-B0-4710-01A
0 years, female, white, stage:Stage III, alive, 1755 days
69.0
TCGA-B0-5119-01A
0 years, female, white, stage:Stage I, alive, 1552 days
68.9
TCGA-A3-3308-01A
0 years, female, white, stage:Stage III, alive, 16 days
68.6
TCGA-B8-5546-01A
0 years, female, black or african american, stage:Stage I, alive, 505 days
68.5
TCGA-B0-4707-01A
0 years, male, white, stage:Stage III, dead, 600 days
68.4
TCGA-BP-4972-01A
0 years, female, white, stage:Stage III, alive, 1502 days
68.3
TCGA-DV-A4VX-01A
0 years, male, black or african american, stage:Stage IV, dead, 1626 days
68.2
TCGA-AK-3426-01A
0 years, male, white, stage:Stage III, dead, 885 days
68.2
TCGA-CJ-5679-01A
0 years, male, white, stage:Stage III, dead, 679 days
68.2
TCGA-B0-4813-01A
0 years, male, white, stage:Stage III, dead, 18 days
67.6
TCGA-BP-4330-01A
0 years, female, black or african american, stage:Stage III, alive, 1888 days
67.3
TCGA-AK-3458-01A
0 years, male, white, stage:Stage I, alive, 1168 days
67.1
TCGA-A3-A8CQ-01A
0 years, female, black or african american, stage:Stage I, alive, 3 days
66.9
TCGA-A3-3378-01A
0 years, male, white, stage:Stage I, alive, 630 days
66.9
TCGA-BP-4801-01A
0 years, male, white, stage:Stage I, alive, 1124 days
66.5
TCGA-B0-4838-01A
0 years, female, white, stage:Stage I, dead, 834 days
66.5
TCGA-CJ-4643-01A
0 years, female, white, stage:Stage II, alive, 1793 days
66.2
TCGA-B0-5690-01A
0 years, female, white, stage:Stage I, alive, 3392 days
66.2
TCGA-BP-4993-01A
0 years, male, white, stage:Stage I, alive, 177 days
66.0
TCGA-BP-4974-01A
0 years, male, white, stage:Stage IV, dead, 211 days
66.0
TCGA-DV-5565-01A
0 years, male, white, stage:Stage I, alive, 1329 days
65.8
TCGA-CJ-4872-01A
0 years, male, white, stage:Stage I, alive, 1435 days
65.5
TCGA-BP-4770-01A
0 years, female, white, stage:Stage IV, dead, 329 days
65.4
TCGA-BP-4768-01A
0 years, female, white, stage:Stage I, alive, 400 days
65.3
TCGA-B0-4714-01A
0 years, male, white, stage:Stage IV, dead, 99 days
65.1
TCGA-CJ-4634-01A
0 years, female, white, stage:Stage I, alive, 3498 days
65.1
TCGA-BP-5173-01A
0 years, male, white, stage:Stage I, dead, 62 days
64.6
TCGA-CJ-5671-01A
0 years, male, white, stage:Stage I, alive, 3987 days
64.5
TCGA-CJ-4889-01A
0 years, female, white, stage:Stage I, alive, 1946 days
64.4
TCGA-CZ-5467-01A
0 years, female, white, stage:Stage III, dead, 73 days
64.2
TCGA-B0-5100-01A
0 years, male, black or african american, stage:Stage III, dead, 1913 days
64.1
TCGA-BP-4798-01A
0 years, male, white, stage:'--, dead, 334 days
63.8
TCGA-BP-4177-01A
0 years, male, white, stage:Stage I, alive, 1670 days
63.6
TCGA-DV-A4VZ-01A
0 years, male, black or african american, stage:Stage I, alive, 365 days
63.5
TCGA-BP-4987-01A
0 years, female, asian, stage:Stage I, alive, 1124 days
63.4
TCGA-B0-4845-01A
0 years, male, white, stage:Stage IV, dead, 1986 days
63.4
TCGA-CZ-5460-01A
0 years, male, white, stage:Stage IV, alive, 2873 days
63.3
TCGA-B0-5077-01A
0 years, male, white, stage:Stage I, dead, 1317 days
62.9
TCGA-BP-4352-01A
0 years, female, white, stage:Stage IV, dead, 344 days
62.8
TCGA-B0-5102-01A
0 years, female, white, stage:Stage I, dead, 2764 days
62.7
TCGA-B8-4620-01A
0 years, female, white, stage:Stage III, alive, 777 days
62.7
TCGA-BP-4351-01A
0 years, female, white, stage:Stage III, alive, 970 days
62.7
TCGA-BP-5198-01A
0 years, male, white, stage:Stage III, alive, 603 days
62.5
TCGA-CZ-5470-01A
0 years, female, stage:Stage II, alive, 386 days
62.3
TCGA-B0-4696-01A
0 years, male, white, stage:Stage III, dead, 866 days
62.3
TCGA-CJ-4901-01A
0 years, male, white, stage:Stage III, alive, 1450 days
62.3
TCGA-AK-3434-01A
0 years, male, white, stage:Stage I, alive, 2087 days
62.3
TCGA-B8-A54D-01A
0 years, male, black or african american, stage:Stage III, alive, 830 days
61.1
TCGA-3Z-A93Z-01A
0 years, male, black or african american, stage:Stage I, alive, 385 days
60.9
TCGA-CZ-5469-01A
0 years, male, white, stage:Stage II, dead, 946 days
60.8
TCGA-G6-A5PC-01A
0 years, female, black or african american, stage:Stage IV, dead, 242 days
60.7
TCGA-AK-3447-01A
0 years, male, white, stage:Stage II, alive, 1217 days
60.5
TCGA-B0-5081-01A
0 years, female, white, stage:Stage III, dead, 362 days
60.5
TCGA-BP-4803-01A
0 years, male, white, stage:Stage III, alive, 204 days
60.4
TCGA-DV-5566-01A
0 years, female, white, stage:Stage I, alive, 1398 days
60.1
TCGA-BP-4973-01A
0 years, male, white, stage:Stage III, alive, 1384 days
60.1
TCGA-CJ-4882-01A
0 years, male, black or african american, stage:Stage III, alive, 1883 days
60.0
TCGA-B0-4834-01A
0 years, male, white, stage:Stage I, dead, 2090 days
59.9
TCGA-BP-4167-01A
0 years, male, white, stage:Stage III, alive, 2718 days
59.6
TCGA-B0-5106-01A
0 years, male, white, stage:Stage I, dead, 1598 days
59.6
TCGA-BP-4166-01A
0 years, male, white, stage:Stage III, alive, 13 days
59.6
TCGA-BP-5009-01A
0 years, male, white, stage:Stage I, dead, 1092 days
59.4
TCGA-B0-5080-01A
0 years, male, white, stage:Stage IV, dead, 342 days
59.2
TCGA-BP-5000-01A
0 years, male, white, stage:Stage I, alive, 563 days
59.2
TCGA-CJ-4900-01A
0 years, female, white, stage:Stage IV, dead, 1714 days
59.2
TCGA-BP-4776-01A
0 years, male, white, stage:Stage I, alive, 411 days
59.0
TCGA-BP-5174-01A
0 years, female, white, stage:Stage I, alive, 2257 days
58.9
TCGA-CJ-4884-01A
0 years, female, white, stage:Stage III, alive, 1759 days
58.8
TCGA-B0-5113-01A
0 years, female, white, stage:Stage III, alive, 1175 days
58.8
TCGA-BP-4335-01A
0 years, female, white, stage:Stage IV, dead, 475 days
58.5
TCGA-BP-5007-01A
0 years, male, white, stage:Stage II, alive, 1140 days
58.5
TCGA-A3-3328-01A
0 years, male, white, stage:Stage I, alive, 1385 days
58.5
TCGA-B2-3923-01A
0 years, male, white, stage:Stage II, alive, 992 days
58.4
TCGA-BP-4989-01A
0 years, male, white, stage:Stage III, alive, 118 days
58.1
TCGA-BP-4169-01A
0 years, female, white, stage:Stage II, dead, 701 days
57.7
TCGA-CJ-5681-01A
0 years, female, white, stage:Stage IV, dead, 552 days
57.6
TCGA-CJ-4893-01A
0 years, female, white, stage:Stage I, alive, 750 days
57.2
TCGA-B0-4842-01A
0 years, female, white, stage:Stage III, dead, 1724 days
56.9
TCGA-A3-A6NN-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
56.7
TCGA-BP-5196-01A
0 years, male, white, stage:Stage I, alive, 1018 days
56.3
TCGA-B0-4822-01A
0 years, male, white, stage:Stage II, dead, 1111 days
56.2
TCGA-B8-A8YJ-01A
0 years, female, black or african american, stage:Stage I, alive, 431 days
56.2
TCGA-B0-4836-01A
0 years, male, white, stage:Stage IV, dead, 1238 days
56.2
TCGA-CJ-4635-01A
0 years, male, white, stage:Stage I, alive, 1416 days
55.5
TCGA-6D-AA2E-01A
0 years, female, black or african american, stage:Stage I, alive, 362 days
55.5
TCGA-CJ-4873-01A
0 years, female, white, stage:Stage III, alive, 1776 days
55.3
TCGA-B8-4622-01A
0 years, male, white, stage:Stage IV, alive, 1525 days
55.1
TCGA-B0-4819-01A
0 years, female, white, stage:Stage IV, dead, 183 days
54.9
TCGA-A3-3372-01A
0 years, male, white, stage:Stage III, alive, 735 days
54.6
TCGA-B0-4706-01A
0 years, male, white, stage:Stage III, dead, 65 days
54.5
TCGA-BP-4967-01A
0 years, male, white, stage:Stage III, alive, 205 days
54.1
TCGA-CZ-5982-01A
0 years, female, white, stage:Stage I, alive, 2439 days
53.4
TCGA-BP-5175-01A
0 years, male, white, stage:Stage I, alive, 932 days
53.1
TCGA-B0-4847-01A
0 years, male, white, stage:Stage IV, dead, 793 days
53.0
TCGA-AK-3453-01A
0 years, female, white, stage:Stage II, alive, 2531 days
52.9
TCGA-BP-4774-01A
0 years, female, white, stage:Stage I, alive, 1885 days
52.4
TCGA-BP-4349-01A
0 years, female, white, stage:Stage I, alive, 372 days
51.7
TCGA-CJ-4912-01A
0 years, male, white, stage:Stage II, alive, 1657 days
51.7
TCGA-BP-4971-01A
0 years, male, white, stage:Stage III, alive, 1487 days
51.5
TCGA-CZ-5465-01A
0 years, female, stage:Stage III, dead, 2564 days
51.3
TCGA-A3-3376-01A
0 years, male, black or african american, stage:Stage I, dead, 1696 days
51.2
TCGA-G6-A8L7-01A
0 years, female, black or african american, stage:Stage I, alive, 2133 days
51.1
TCGA-BP-4758-01A
0 years, male, white, stage:Stage I, alive, 2208 days
50.9
TCGA-BP-4999-01A
0 years, male, white, stage:Stage I, alive, 1266 days
50.8
TCGA-G6-A8L8-01A
0 years, female, black or african american, stage:Stage I, dead, 1091 days
50.5
TCGA-BP-4963-01A
0 years, male, white, stage:Stage I, alive, 1834 days
50.5
TCGA-BP-4165-01A
0 years, female, white, stage:Stage I, alive, 3037 days
50.4
TCGA-CW-5585-01A
0 years, male, white, stage:Stage IV, alive, 2609 days
50.1
TCGA-BP-4342-01A
0 years, male, white, stage:Stage II, dead, 2256 days
49.5
TCGA-CJ-4905-01A
0 years, female, white, stage:Stage I, alive, 1496 days
49.1
TCGA-AK-3454-01A
0 years, male, white, stage:Stage I, alive, 874 days
49.0
TCGA-CJ-5676-01A
0 years, male, white, stage:Stage III, alive, 4067 days
48.8
TCGA-A3-3316-01A
0 years, male, white, stage:Stage II, alive, 1493 days
48.7
TCGA-BP-4329-01A
0 years, male, white, stage:Stage III, dead, 845 days
47.7
TCGA-BP-4164-01A
0 years, female, white, stage:Stage III, dead, 992 days
46.7
TCGA-BP-4327-01A
0 years, female, white, stage:Stage II, dead, 109 days
46.5
TCGA-CJ-4875-01A
0 years, male, white, stage:Stage IV, dead, 3554 days
46.5
TCGA-CJ-6032-01A
0 years, female, white, stage:Stage II, alive, 3639 days
46.4
TCGA-BP-4969-01A
0 years, female, white, stage:Stage I, alive, 1794 days
46.0
TCGA-BP-4337-01A
0 years, female, white, stage:Stage III, dead, 2 days
45.6
TCGA-B0-4828-01A
0 years, male, white, stage:Stage IV, dead, 307 days
44.8
TCGA-B0-5402-01A
0 years, male, white, stage:Stage IV, alive, 1290 days
44.5
TCGA-B0-5088-01A
0 years, male, white, stage:Stage I, dead, 563 days
44.4
TCGA-B0-4837-01A
0 years, male, white, stage:Stage I, dead, 1378 days
44.2
TCGA-BP-4977-01A
0 years, male, white, stage:Stage I, alive, 454 days
44.0
TCGA-A3-3374-01A
0 years, female, black or african american, stage:Stage I, alive, 1314 days
43.9
TCGA-B0-5083-01A
0 years, male, white, stage:Stage I, dead, 1045 days
43.8
TCGA-B0-4833-01A
0 years, female, white, stage:Stage I, dead, 2386 days
43.6
TCGA-BP-4766-01A
0 years, female, white, stage:Stage I, alive, 1462 days
43.5
TCGA-BP-4341-01A
0 years, male, white, stage:Stage III, dead, 1589 days
43.4
TCGA-BP-5180-01A
0 years, male, white, stage:Stage I, alive, 2263 days
43.1
TCGA-B0-4697-01A
0 years, female, white, stage:Stage IV, dead, 578 days
42.5
TCGA-B0-4843-01A
0 years, male, white, stage:Stage III, dead, 320 days
42.0
TCGA-A3-3331-01A
0 years, female, white, stage:Stage I, alive, 1257 days
41.8
TCGA-B0-4844-01A
0 years, male, white, stage:Stage IV, dead, 313 days
41.3
TCGA-B0-4821-01A
0 years, female, asian, stage:Stage III, dead, 1230 days
41.0
TCGA-AK-3433-01A
0 years, female, white, stage:Stage II, alive, 3409 days
40.9
TCGA-BP-4355-01A
0 years, female, white, stage:Stage III, dead, 953 days
40.9
TCGA-BP-4756-01A
0 years, female, asian, stage:Stage I, alive, 374 days
40.7
TCGA-B0-5099-01A
0 years, female, white, stage:Stage III, dead, 485 days
40.3
TCGA-MM-A84U-01A
0 years, female, black or african american, stage:Stage I, alive, 700 days
40.1
TCGA-BP-4326-01A
0 years, female, white, stage:Stage I, dead, 1625 days
38.8
TCGA-B0-4841-01A
0 years, male, white, stage:Stage IV, dead, 204 days
38.5
TCGA-B0-4718-01A
0 years, male, white, stage:Stage III, alive, 1778 days
38.4
TCGA-B0-5121-01A
0 years, male, white, stage:Stage I, alive, 1485 days
38.1
TCGA-G6-A8L6-01A
0 years, male, black or african american, stage:Stage IV, dead, 313 days
37.5
TCGA-BP-4759-01A
0 years, male, white, stage:Stage I, alive, 2372 days
37.4
TCGA-B8-A54I-01A
0 years, male, black or african american, stage:Stage I, alive, 150 days
36.4
TCGA-AK-3443-01A
0 years, male, white, stage:Stage II, alive, 1423 days
36.0
TCGA-B0-5706-01A
0 years, male, white, stage:Stage II, alive, 3205 days
35.8
TCGA-BP-4981-01A
0 years, female, white, stage:Stage III, dead, 1097 days
35.3
TCGA-MM-A564-01A
0 years, male, black or african american, stage:Stage II, alive, 607 days
35.1
TCGA-BP-5191-01A
0 years, male, white, stage:Stage III, alive, 967 days
33.9
TCGA-AK-3465-01A
0 years, female, black or african american, stage:Stage I, alive, 369 days
33.4
TCGA-BP-4960-01A
0 years, male, white, stage:Stage II, alive, 2172 days
30.4
TCGA-B0-5085-01A
0 years, female, white, stage:Stage III, dead, 770 days
28.7
TCGA-BP-5010-01A
0 years, male, white, stage:Stage III, dead, 878 days
26.7
TCGA-B0-4811-01A
0 years, male, white, stage:Stage III, dead, 1417 days
25.3
TCGA-BP-4334-01A
0 years, male, white, stage:Stage III, dead, 645 days
25.0
TCGA-BP-5001-01A
0 years, female, white, stage:Stage I, alive, 1177 days
24.5
TCGA-BP-5169-01A
0 years, male, white, stage:Stage I, alive, 193 days
24.3
TCGA-B0-5117-01A
0 years, male, white, stage:Stage I, alive, 1608 days
22.4
TCGA-BP-5185-01A
0 years, male, white, stage:Stage I, alive, 1132 days
21.2
TCGA-BP-4992-01A
0 years, male, white, stage:Stage I, alive, 501 days
19.3
TCGA-B0-5702-01A
0 years, male, white, stage:Stage I, alive, 2172 days
The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.
The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".
Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.
Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.
& Survival analysisi
Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.
PPA1 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
108.1
Number of samples
100
Samples
Sample
Description
TPM
ccRCC-84
0 years, male, NA, stage:pT1bN0M0, alive, 2010 days
301.0
ccRCC-10
0 years, male, NA, stage:pT3aN2M1, dead, 90 days
256.1
ccRCC-55
0 years, female, NA, stage:pT3bN0M0, alive, 1260 days
223.4
ccRCC-56
0 years, male, NA, stage:pT1aN0M0, alive, 1950 days
195.5
ccRCC-39
0 years, male, NA, stage:pT2N0M0, alive, 900 days
184.9
ccRCC-38
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
172.1
ccRCC-65
0 years, male, NA, stage:pT3bN0M1, dead, 300 days
166.6
ccRCC-71
0 years, male, NA, stage:pT1bN0M0, alive, 2160 days
157.3
ccRCC-46
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
155.5
ccRCC-93
0 years, male, NA, stage:pT1bN0M0, alive, 3660 days
155.2
ccRCC-41
0 years, male, NA, stage:pT3bN0M0, dead, 540 days
147.8
ccRCC-29
0 years, female, NA, stage:pT1aN0M0, alive, 1710 days
147.4
ccRCC-27
0 years, male, NA, stage:pT1aN0M0, alive, 1590 days
143.7
ccRCC-59
0 years, male, NA, stage:pT1bN0M0, alive, 930 days
143.2
ccRCC-50
0 years, male, NA, stage:pT3bN0M0, alive, 900 days
141.2
ccRCC-58
0 years, male, NA, stage:pT1aN0M0, alive, 1110 days
136.7
ccRCC-5
0 years, male, NA, stage:pT1aN0M0, alive, 2940 days
136.6
ccRCC-54
0 years, male, NA, stage:pT1bN0M0, alive, 1200 days
135.8
ccRCC-83
0 years, male, NA, stage:pT1aN0M0, alive, 300 days
132.3
ccRCC-23
0 years, male, NA, stage:pT1bN0M0, alive, 1170 days
129.4
ccRCC-77
0 years, male, NA, stage:pT1bN0M0, alive, 1860 days
127.7
ccRCC-104
0 years, female, NA, stage:pT1aN0M0, alive, 3480 days
126.9
ccRCC-26
0 years, male, NA, stage:pT1bN0M0, alive, 1800 days
124.5
ccRCC-98
0 years, male, NA, stage:pT1aN0M0, alive, 30 days
124.4
ccRCC-15
0 years, female, NA, stage:pT2N0M0, dead, 2070 days
124.1
ccRCC-9
0 years, male, NA, stage:pT2N1M1, dead, 360 days
123.9
ccRCC-17
0 years, female, NA, stage:pT1bN0M0, alive, 2220 days
123.5
ccRCC-89
0 years, male, NA, stage:pT1aN0M0, alive, 3510 days
122.9
ccRCC-90
0 years, male, NA, stage:pT1aN0M0, dead, 1170 days
122.7
ccRCC-20
0 years, female, NA, stage:pT3aN0M1, alive, 930 days
121.7
ccRCC-13
0 years, female, NA, stage:pT3aN2M0, dead, 540 days
120.3
ccRCC-2
0 years, male, NA, stage:pT1aN0M1, dead, 2190 days
119.9
ccRCC-24
0 years, male, NA, stage:pT3bN0M0, dead, 750 days
116.7
ccRCC-105
0 years, male, NA, stage:pT1aN0M0, alive, 2190 days
116.3
ccRCC-103
0 years, female, NA, stage:pT1aN0M0, alive, 4350 days
115.1
ccRCC-11
0 years, male, NA, stage:pT1aN0M0, alive, 2370 days
111.8
ccRCC-25
0 years, male, NA, stage:pT1aN0M0, alive, 1350 days
111.3
ccRCC-62
0 years, male, NA, stage:pT1bN0M0, alive, 1620 days
110.5
ccRCC-92
0 years, male, NA, stage:pT1aN0M0, alive, 3660 days
108.0
ccRCC-72
0 years, male, NA, stage:pT1bN0M0, alive, 2760 days
107.7
ccRCC-94
0 years, male, NA, stage:pT1bN0M0, dead, 480 days
107.7
ccRCC-81
0 years, male, NA, stage:pT3aN2M0, dead, 1290 days
105.7
ccRCC-96
0 years, male, NA, stage:pT1aN0M0, alive, 3930 days
104.8
ccRCC-12
0 years, male, NA, stage:pT1aN0M0, alive, 900 days
104.6
ccRCC-91
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
104.2
ccRCC-45
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
103.5
ccRCC-82
0 years, male, NA, stage:pT1aN0M0, alive, 3090 days
103.0
ccRCC-79
0 years, male, NA, stage:pT1bN0M0, alive, 2670 days
102.9
ccRCC-40
0 years, male, NA, stage:pT1aN0M0, alive, 1020 days
102.5
ccRCC-87
0 years, male, NA, stage:pT1bN0M0, alive, 2370 days
101.9
ccRCC-21
0 years, male, NA, stage:pT1bN0M0, alive, 1080 days
101.1
ccRCC-28
0 years, male, NA, stage:pT1bN0M0, alive, 1530 days
101.1
ccRCC-49
0 years, male, NA, stage:pT3bN0M0, alive, 1290 days
100.8
ccRCC-31
0 years, male, NA, stage:pT1aN0M0, alive, 1560 days
100.6
ccRCC-76
0 years, female, NA, stage:pT3aN0M1, dead, 960 days
99.5
ccRCC-80
0 years, male, NA, stage:pT2N0M0, alive, 3000 days
98.5
ccRCC-16
0 years, male, NA, stage:pT2N0M0, alive, 2190 days
98.5
ccRCC-19
0 years, female, NA, stage:pT2N0M0, alive, 2100 days
98.3
ccRCC-42
0 years, male, NA, stage:pT3aN0M0, alive, 1170 days
96.9
ccRCC-64
0 years, male, NA, stage:pT3aN0M0, alive, 2430 days
95.8
ccRCC-51
0 years, male, NA, stage:pT3aN0M0, alive, 1410 days
95.4
ccRCC-32
0 years, male, NA, stage:pT2N0M0, dead, 1320 days
94.8
ccRCC-100
0 years, male, NA, stage:pT1aN0M0, alive, 4260 days
92.7
ccRCC-73
0 years, male, NA, stage:pT1aN0M0, alive, 2640 days
92.5
ccRCC-1
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
92.3
ccRCC-4
0 years, male, NA, stage:pT1bN0M0, dead, 270 days
91.5
ccRCC-35
0 years, male, NA, stage:pT1aN0M0, alive, 1380 days
91.3
ccRCC-48
0 years, male, NA, stage:pT1bN0M0, alive, 990 days
90.2
ccRCC-99
0 years, female, NA, stage:pT2N0M0, alive, 3330 days
90.2
ccRCC-86
0 years, female, NA, stage:pT1bN0M0, alive, 3390 days
88.5
ccRCC-85
0 years, female, NA, stage:pT1bN0M0, alive, 3330 days
88.3
ccRCC-75
0 years, male, NA, stage:pT3aN1M1, dead, 180 days
88.1
ccRCC-66
0 years, female, NA, stage:pT3bN0M1, alive, 2520 days
85.2
ccRCC-61
0 years, male, NA, stage:pT1aN0M0, alive, 1470 days
84.2
ccRCC-70
0 years, male, NA, stage:pT4N0M1, dead, 540 days
84.0
ccRCC-44
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
83.8
ccRCC-7
0 years, female, NA, stage:pT2N0M0, alive, 330 days
81.7
ccRCC-14
0 years, male, NA, stage:pT3cN0M0, alive, 2280 days
81.2
ccRCC-30
0 years, male, NA, stage:pT2N0M0, dead, 420 days
81.2
ccRCC-97
0 years, male, NA, stage:pT1aN2M1, dead, 990 days
80.4
ccRCC-68
0 years, male, NA, stage:pT1bN0M0, alive, 2640 days
80.2
ccRCC-52
0 years, female, NA, stage:pT3bN0M1, alive, 1350 days
79.8
ccRCC-102
0 years, male, NA, stage:pT1bN0M0, alive, 4260 days
79.1
ccRCC-3
0 years, male, NA, stage:pT3bN1M0, dead, 240 days
78.5
ccRCC-106
0 years, male, NA, stage:pT1aN0M0, dead, 1890 days
77.6
ccRCC-8
0 years, male, NA, stage:pT1bN0M0, alive, 2400 days
77.3
ccRCC-67
0 years, male, NA, stage:pT1aN0M0, dead, 1260 days
74.8
ccRCC-95
0 years, male, NA, stage:pT1bN0M0, alive, 3960 days
71.0
ccRCC-6
0 years, male, NA, stage:pT1bN0M0, alive, 2820 days
69.5
ccRCC-78
0 years, female, NA, stage:pT1aN0M0, alive, 2610 days
66.8
ccRCC-18
0 years, female, NA, stage:pT1aN0M0, alive, 2130 days
61.7
ccRCC-88
0 years, male, NA, stage:pT1aN0M0, alive, 2880 days
60.9
ccRCC-36
0 years, male, NA, stage:pT2N0M0, alive, 1410 days
59.3
ccRCC-60
0 years, female, NA, stage:pT1aN0M0, alive, 1470 days
58.1
ccRCC-37
0 years, female, NA, stage:pT1aN0M0, alive, 1500 days
56.9
ccRCC-22
0 years, male, NA, stage:pT3bN0M0, dead, 330 days
55.8
ccRCC-53
0 years, male, NA, stage:pT1aN0M0, alive, 1260 days
51.6
ccRCC-34
0 years, male, NA, stage:pT3bN0M1, alive, 1530 days
48.2
ccRCC-43
0 years, female, NA, stage:pT1bN0M0, alive, 1050 days
39.6
ccRCC-69
0 years, male, NA, stage:pT1aN0M0, alive, 2670 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.
PPA1 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
118.4
Number of samples
282
Samples
Sample
Description
TPM
TCGA-Y8-A8RZ-01A
0 years, male, white, stage:Stage I, alive, 205 days
579.6
TCGA-2Z-A9JI-01A
0 years, male, white, stage:Stage III, alive, 1567 days
527.7
TCGA-AL-3473-01A
0 years, male, white, stage:Stage II, alive, 1906 days
515.1
TCGA-MH-A855-01A
0 years, female, black or african american, stage:Stage II, alive, 369 days
377.9
TCGA-2Z-A9JK-01A
0 years, male, white, stage:Stage III, alive, 1186 days
371.1
TCGA-KV-A74V-01A
0 years, male, white, stage:Stage I, alive, 347 days
370.6
TCGA-B3-4104-01A
0 years, male, white, stage:Stage II, alive, 1049 days
366.8
TCGA-A4-A5Y0-01A
0 years, female, white, stage:Stage I, alive, 252 days
348.4
TCGA-5P-A9KE-01A
0 years, male, white, stage:'--, alive, 824 days
340.6
TCGA-G7-A8LD-01A
0 years, male, white, stage:Stage III, dead, 514 days
340.3
TCGA-A4-7734-01A
0 years, female, white, stage:Stage I, alive, 27 days
287.8
TCGA-A4-8098-01A
0 years, male, black or african american, stage:Stage I, alive, 896 days
286.3
TCGA-Y8-A896-01A
0 years, male, white, stage:Stage III, alive, 567 days
279.8
TCGA-BQ-5876-01A
0 years, male, white, stage:Stage I, alive, 586 days
276.1
TCGA-SX-A7SL-01A
0 years, male, stage:Stage I, alive, 823 days
275.7
TCGA-A4-8515-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 709 days
274.7
TCGA-5P-A9K8-01A
0 years, female, white, stage:'--, alive, 1309 days
273.0
TCGA-B9-A5W8-01A
0 years, male, black or african american, stage:Stage II, alive, 524 days
269.9
TCGA-DZ-6133-01A
0 years, female, white, stage:Stage I, dead, 1557 days
269.7
TCGA-UZ-A9PM-01A
0 years, male, white, stage:Stage II, alive, 3811 days
265.7
TCGA-F9-A7Q0-01A
0 years, female, asian, stage:Stage I, alive, 398 days
255.3
TCGA-B9-A5W7-01A
0 years, male, black or african american, stage:Stage I, alive, 585 days
245.8
TCGA-2Z-A9JJ-01A
0 years, female, white, stage:Stage I, alive, 1213 days
244.3
TCGA-5P-A9K6-01A
0 years, male, white, stage:'--, alive, 1914 days
243.5
TCGA-F9-A8NY-01A
0 years, female, asian, stage:Stage IV, alive, 36 days
242.2
TCGA-IA-A40X-01A
0 years, female, black or african american, stage:Stage I, alive, 608 days
234.8
TCGA-A4-8310-01A
0 years, male, white, stage:Stage III, alive, 780 days
234.2
TCGA-B1-A655-01A
0 years, female, white, stage:Stage I, alive, 510 days
233.5
TCGA-SX-A7SS-01A
0 years, male, white, stage:Stage I, alive, 1615 days
229.8
TCGA-O9-A75Z-01A
0 years, male, white, stage:Stage I, alive, 471 days
228.2
TCGA-BQ-5894-01A
0 years, male, stage:Stage IV, alive, 84 days
226.6
TCGA-J7-6720-01A
0 years, male, asian, stage:Stage I, alive, 388 days
223.2
TCGA-P4-AAVL-01A
0 years, male, white, stage:Stage III, dead, 487 days
217.4
TCGA-GL-8500-01A
0 years, male, white, stage:Stage I, alive, 841 days
216.8
TCGA-5P-A9KC-01A
0 years, female, white, stage:'--, alive, 377 days
213.7
TCGA-MH-A857-01A
0 years, male, black or african american, stage:Stage I, alive, 890 days
212.7
TCGA-AL-7173-01A
0 years, female, white, stage:Stage IV, alive, 2060 days
211.7
TCGA-A4-A48D-01A
0 years, male, black or african american, stage:Stage I, alive, 379 days
211.2
TCGA-B9-4116-01A
0 years, female, black or african american, stage:'--, alive, 627 days
210.3
TCGA-UZ-A9PP-01A
0 years, male, white, stage:Stage I, alive, 3010 days
203.9
TCGA-4A-A93X-01A
0 years, male, white, stage:Stage IV, alive, 390 days
196.8
TCGA-BQ-7055-01A
0 years, male, white, stage:Stage I, alive, 799 days
194.9
TCGA-G7-A8LC-01A
0 years, male, white, stage:Stage I, alive, 702 days
190.4
TCGA-B3-A6W5-01A
0 years, male, black or african american, stage:Stage I, alive, 309 days
188.2
TCGA-F9-A97G-01A
0 years, male, asian, stage:Stage III, alive, 13 days
187.2
TCGA-F9-A4JJ-01A
0 years, female, black or african american, stage:Stage III, dead, 325 days
183.4
TCGA-G7-A4TM-01A
0 years, male, black or african american, stage:Stage I, alive, 768 days
181.6
TCGA-G7-7501-01A
0 years, female, black or african american, stage:Stage III, dead, 624 days
180.3
TCGA-A4-7584-01A
0 years, male, black or african american, stage:Stage I, alive, 650 days
180.2
TCGA-B3-4103-01A
0 years, male, white, stage:Stage I, alive, 930 days
180.0
TCGA-BQ-7051-01A
0 years, male, white, stage:Stage II, alive, 1533 days
179.5
TCGA-P4-AAVM-01A
0 years, male, white, stage:Stage I, alive, 1539 days
177.7
TCGA-SX-A71V-01A
0 years, male, white, stage:Stage I, alive, 876 days
173.2
TCGA-GL-A4EM-01A
0 years, male, white, stage:Stage I, alive, 32 days
173.2
TCGA-A4-7583-01A
0 years, male, black or african american, stage:Stage I, alive, 3 days
172.7
TCGA-UZ-A9PV-01A
0 years, male, white, stage:Stage I, alive, 1444 days
168.8
TCGA-V9-A7HT-01A
0 years, male, black or african american, stage:Stage II, alive, 965 days
167.7
TCGA-HE-7130-01A
female, stage:Stage III, alive, 1770 days
167.6
TCGA-KV-A6GE-01A
0 years, male, white, stage:Stage I, alive, 885 days
165.3
TCGA-AL-3471-01A
0 years, male, white, stage:Stage I, dead, 1500 days
162.7
TCGA-B3-3926-01A
0 years, female, white, stage:Stage I, alive, 883 days
159.7
TCGA-P4-AAVK-01A
0 years, male, white, stage:Stage III, alive, 1590 days
158.6
TCGA-G7-6796-01A
0 years, male, white, stage:Stage I, alive, 2173 days
157.1
TCGA-A4-7585-01A
0 years, male, white, stage:Stage III, dead, 1070 days
156.8
TCGA-BQ-5883-01A
0 years, female, black or african american, stage:Stage I, alive, 1242 days
152.6
TCGA-BQ-5878-01A
0 years, female, white, stage:Stage III, alive, 1938 days
152.2
TCGA-A4-7915-01A
0 years, female, black or african american, stage:Stage II, alive, 7 days
151.1
TCGA-A4-A57E-01A
0 years, male, white, stage:Stage IV, dead, 258 days
148.5
TCGA-B1-7332-01A
0 years, female, black or african american, stage:Stage II, alive, 1141 days
145.7
TCGA-A4-7287-01A
0 years, female, white, stage:Stage I, dead, 597 days
145.4
TCGA-BQ-7044-01A
0 years, male, white, stage:Stage III, alive, 3760 days
143.6
TCGA-BQ-7050-01A
0 years, female, white, stage:Stage I, alive, 1864 days
143.3
TCGA-A4-A6HP-01A
0 years, male, white, stage:Stage I, alive, 379 days
143.0
TCGA-MH-A560-01A
0 years, male, white, stage:Stage I, alive, 924 days
141.6
TCGA-P4-A5EB-01A
0 years, male, white, stage:Stage I, alive, 2477 days
141.4
TCGA-DZ-6134-01A
0 years, male, white, stage:Stage I, alive, 1856 days
140.7
TCGA-G7-6793-01A
0 years, female, white, stage:Stage IV, dead, 336 days
140.1
TCGA-A4-8518-01A
0 years, male, white, stage:Stage I, alive, 600 days
137.9
TCGA-UN-AAZ9-01A
0 years, female, black or african american, stage:Stage I, alive, 548 days
136.4
TCGA-BQ-7045-01A
0 years, male, black or african american, stage:Stage I, dead, 1468 days
135.5
TCGA-BQ-5879-01A
0 years, female, white, stage:Stage III, dead, 697 days
134.9
TCGA-DW-7834-01A
0 years, male, white, stage:Stage I, alive, 3950 days
131.0
TCGA-EV-5902-01A
0 years, male, white, stage:Stage I, alive, 578 days
129.7
TCGA-A4-7288-01A
0 years, female, white, stage:'--, alive, 1857 days
128.6
TCGA-DW-7838-01A
0 years, male, white, stage:Stage I, alive, 744 days
128.3
TCGA-UZ-A9PN-01A
0 years, male, white, stage:Stage III, dead, 1136 days
127.1
TCGA-2Z-A9JG-01A
0 years, male, white, stage:Stage I, alive, 1662 days
125.3
TCGA-5P-A9JU-01A
0 years, male, white, stage:Stage III, alive, 373 days
123.7
TCGA-GL-6846-01A
0 years, male, white, stage:Stage IV, alive, 5925 days
123.4
TCGA-HE-A5NH-01A
0 years, male, stage:Stage I, alive, 791 days
122.3
TCGA-5P-A9KF-01A
0 years, male, white, stage:'--, alive, 845 days
122.0
TCGA-J7-8537-01A
0 years, female, asian, stage:Stage III, dead, 321 days
121.2
TCGA-A4-7997-01A
0 years, male, white, stage:Stage I, alive, 927 days
120.8
TCGA-PJ-A5Z8-01A
0 years, female, white, stage:Stage I, alive, 600 days
120.4
TCGA-BQ-5893-01A
0 years, male, white, stage:Stage IV, dead, 241 days
117.6
TCGA-B9-5155-01A
0 years, male, white, stage:Stage III, alive, 665 days
115.6
TCGA-AL-3467-01A
0 years, female, white, stage:'--, alive, 2135 days
115.6
TCGA-A4-A5XZ-01A
0 years, female, white, stage:Stage II, alive, 479 days
115.6
TCGA-BQ-5877-01A
0 years, male, black or african american, stage:Stage IV, dead, 270 days
115.4
TCGA-G7-6797-01A
0 years, male, white, stage:Stage III, alive, 765 days
115.1
TCGA-B9-A69E-01A
0 years, male, white, stage:Stage III, alive, 452 days
114.3
TCGA-5P-A9K2-01A
0 years, male, white, stage:'--, alive, 2392 days
114.1
TCGA-5P-A9K9-01A
0 years, female, white, stage:'--, dead, 589 days
113.2
TCGA-Y8-A897-01A
0 years, female, white, stage:Stage I, alive, 549 days
112.7
TCGA-B9-A8YI-01A
0 years, male, black or african american, stage:Stage I, alive, 374 days
111.3
TCGA-P4-A5E8-01A
0 years, male, white, stage:Stage III, dead, 1306 days
111.1
TCGA-GL-7966-01A
0 years, female, white, stage:Stage III, alive, 112 days
109.9
TCGA-BQ-5889-01A
0 years, male, white, stage:Stage IV, dead, 329 days
109.1
TCGA-IA-A83S-01A
0 years, male, white, stage:'--, dead, 2609 days
109.1
TCGA-A4-7828-01A
0 years, female, black or african american, stage:Stage I, alive, 238 days
108.4
TCGA-HE-A5NK-01A
0 years, male, stage:'--, alive, 2228 days
107.3
TCGA-BQ-5892-01A
0 years, male, white, stage:Stage I, alive, 364 days
106.3
TCGA-BQ-7060-01A
0 years, male, american indian or alaska native, stage:Stage I, alive, 214 days
105.9
TCGA-BQ-5881-01A
0 years, male, white, stage:Stage I, alive, 1454 days
105.7
TCGA-B1-A657-01A
0 years, male, white, stage:Stage I, alive, 641 days
105.4
TCGA-UZ-A9PK-01A
0 years, male, white, stage:Stage I, alive, 3571 days
104.6
TCGA-AL-3468-01A
0 years, male, white, stage:Stage II, dead, 2331 days
103.9
TCGA-B3-3925-01A
0 years, male, white, stage:Stage III, alive, 1029 days
103.4
TCGA-BQ-5890-01A
0 years, male, white, stage:Stage III, alive, 233 days
102.3
TCGA-GL-A9DE-01A
0 years, male, black or african american, stage:Stage I, alive, 496 days
102.0
TCGA-B9-4115-01A
0 years, male, black or african american, stage:Stage I, alive, 803 days
101.9
TCGA-5P-A9JV-01A
0 years, male, white, stage:'--, alive, 2043 days
101.7
TCGA-BQ-5886-01A
0 years, male, white, stage:Stage III, alive, 792 days
99.8
TCGA-DW-7837-01A
0 years, male, black or african american, stage:Stage I, alive, 1142 days
99.2
TCGA-P4-A5E7-01A
0 years, female, white, stage:Stage I, alive, 2649 days
99.0
TCGA-P4-A5EA-01A
0 years, female, white, stage:Stage III, dead, 201 days
98.4
TCGA-BQ-5884-01A
0 years, female, black or african american, stage:Stage I, alive, 792 days
97.9
TCGA-SX-A71W-01A
0 years, male, white, stage:Stage I, alive, 1076 days
97.5
TCGA-IA-A40Y-01A
0 years, female, white, stage:Stage III, alive, 62 days
97.3
TCGA-5P-A9K0-01A
0 years, male, white, stage:'--, alive, 677 days
96.5
TCGA-UZ-A9PS-01A
0 years, female, black or african american, stage:Stage II, alive, 2167 days
96.4
TCGA-BQ-7049-01A
0 years, female, white, stage:Stage I, dead, 1364 days
96.4
TCGA-2Z-A9JM-01A
0 years, male, white, stage:Stage I, alive, 934 days
95.2
TCGA-IZ-A6M8-01A
0 years, male, black or african american, stage:Stage I, alive, 497 days
95.2
TCGA-G7-6792-01A
0 years, male, black or african american, stage:Stage I, alive, 2765 days
93.7
TCGA-B9-4617-01A
0 years, male, black or african american, stage:'--, alive, 35 days
93.1
TCGA-5P-A9K3-01A
0 years, male, white, stage:'--, dead, 471 days
90.6
TCGA-Y8-A8S1-01A
0 years, male, white, stage:Stage I, alive, 404 days
90.4
TCGA-DW-7836-01A
0 years, male, white, stage:Stage I, alive, 1093 days
89.6
TCGA-BQ-7056-01A
0 years, female, white, stage:Stage III, alive, 612 days
89.1
TCGA-SX-A7SN-01A
0 years, male, white, stage:Stage I, alive, 578 days
88.2
TCGA-BQ-7048-01A
0 years, male, white, stage:Stage III, alive, 2839 days
87.9
TCGA-IA-A83V-01A
0 years, male, white, stage:Stage I, dead, 2941 days
87.8
TCGA-A4-8630-01A
0 years, female, white, stage:Stage I, alive, 436 days
87.0
TCGA-GL-7773-01A
0 years, male, white, stage:Stage I, alive, 393 days
86.7
TCGA-2Z-A9J8-01A
0 years, male, white, stage:Stage I, alive, 2790 days
86.6
TCGA-SX-A7SM-01A
0 years, male, black or african american, stage:Stage IV, dead, 363 days
85.8
TCGA-A4-8516-01A
0 years, male, white, stage:Stage III, alive, 23 days
85.7
TCGA-GL-A59R-01A
0 years, male, white, stage:Stage III, alive, 378 days
85.5
TCGA-B9-5156-01A
0 years, male, white, stage:'--, alive, 1338 days
85.3
TCGA-UZ-A9PJ-01A
0 years, male, white, stage:Stage I, dead, 797 days
85.3
TCGA-B1-A47M-01A
0 years, male, black or african american, stage:Stage III, alive, 659 days
85.2
TCGA-5P-A9K4-01A
0 years, male, white, stage:'--, alive, 2184 days
85.1
TCGA-UZ-A9Q0-01A
0 years, male, white, stage:Stage I, alive, 3368 days
84.8
TCGA-2Z-A9J2-01A
0 years, female, white, stage:Stage I, alive, 1795 days
84.6
TCGA-Y8-A894-01A
0 years, female, white, stage:Stage I, alive, 567 days
83.4
TCGA-P4-AAVO-01A
0 years, male, white, stage:Stage I, alive, 2400 days
83.2
TCGA-2Z-A9JR-01A
0 years, male, white, stage:Stage I, alive, 161 days
83.2
TCGA-A4-8312-01A
0 years, male, black or african american, stage:Stage I, alive, 708 days
83.0
TCGA-UZ-A9PQ-01A
0 years, male, black or african american, stage:Stage III, dead, 2624 days
82.3
TCGA-MH-A561-01A
0 years, male, white, stage:Stage I, alive, 841 days
81.9
TCGA-SX-A71U-01A
0 years, male, white, stage:Stage I, alive, 1357 days
81.8
TCGA-SX-A7SO-01A
0 years, male, white, stage:Stage I, alive, 1257 days
81.4
TCGA-A4-7286-01A
0 years, male, white, stage:'--, alive, 554 days
80.9
TCGA-2Z-A9JD-01A
0 years, male, white, stage:Stage I, alive, 1060 days
80.9
TCGA-HE-7129-01A
male, stage:Stage II, alive, 2492 days
80.8
TCGA-DZ-6132-01A
0 years, male, stage:Stage I, alive, 2460 days
80.3
TCGA-5P-A9JY-01A
0 years, male, white, stage:'--, dead, 1508 days
80.2
TCGA-2Z-A9J9-01A
0 years, male, black or african american, stage:Stage I, alive, 2294 days
80.1
TCGA-BQ-7059-01A
0 years, male, white, stage:Stage I, alive, 232 days
80.1
TCGA-DW-7841-01A
0 years, male, black or african american, stage:Stage I, alive, 445 days
80.0
TCGA-2Z-A9JN-01A
0 years, female, black or african american, stage:Stage I, alive, 740 days
79.5
TCGA-BQ-5888-01A
0 years, female, white, stage:Stage I, alive, 403 days
79.5
TCGA-MH-A55W-01A
0 years, male, black or african american, stage:Stage I, alive, 1043 days
78.9
TCGA-GL-A9DC-01A
0 years, female, white, stage:Stage I, alive, 392 days
78.8
TCGA-B9-A5W9-01A
0 years, male, white, stage:Stage I, alive, 5 days
78.2
TCGA-Y8-A8S0-01A
0 years, male, white, stage:Stage I, alive, 183 days
77.4
TCGA-WN-A9G9-01A
0 years, male, white, stage:Stage I, alive, 791 days
77.0
TCGA-EV-5901-01A
0 years, female, white, stage:Stage I, alive, 1040 days
76.1
TCGA-BQ-5880-01A
0 years, male, white, stage:Stage III, dead, 1314 days
75.6
TCGA-UZ-A9PX-01A
0 years, male, white, stage:Stage I, alive, 1981 days
75.0
TCGA-EV-5903-01A
0 years, male, white, stage:Stage I, alive, 757 days
74.8
TCGA-Y8-A898-01A
0 years, male, white, stage:Stage I, alive, 475 days
74.8
TCGA-UZ-A9PO-01A
0 years, male, white, stage:Stage I, alive, 1911 days
74.6
TCGA-B9-4114-01A
0 years, male, black or african american, stage:'--, alive, 857 days
73.9
TCGA-SX-A7SQ-01A
0 years, male, white, stage:Stage I, alive, 1266 days
73.0
TCGA-BQ-5891-01A
0 years, female, white, stage:Stage III, alive, 29 days
72.8
TCGA-DZ-6131-01A
0 years, male, white, stage:Stage III, alive, 2429 days
72.6
TCGA-5P-A9JW-01A
0 years, male, white, stage:'--, alive, 3241 days
71.8
TCGA-BQ-5885-01A
0 years, male, white, stage:Stage III, alive, 921 days
71.3
TCGA-DW-7842-01A
0 years, male, white, stage:Stage I, alive, 92 days
71.1
TCGA-A4-7732-01A
0 years, male, black or african american, stage:'--, alive, 582 days
70.7
TCGA-SX-A7SP-01A
0 years, female, white, stage:Stage I, dead, 496 days
70.5
TCGA-Y8-A895-01A
0 years, male, white, stage:Stage I, alive, 484 days
69.9
TCGA-2Z-A9J7-01A
0 years, male, white, stage:Stage IV, dead, 139 days
69.2
TCGA-2Z-A9JL-01A
0 years, male, black or african american, stage:Stage I, alive, 1006 days
68.9
TCGA-B9-4117-01A
0 years, female, black or african american, stage:'--, alive, 14 days
68.4
TCGA-2Z-A9J6-01A
0 years, male, white, stage:Stage I, alive, 1731 days
68.4
TCGA-GL-A9DD-01A
0 years, male, white, stage:Stage I, alive, 341 days
68.2
TCGA-BQ-7053-01A
0 years, female, black or african american, stage:Stage III, alive, 1516 days
68.0
TCGA-IA-A40U-01A
0 years, male, white, stage:Stage III, alive, 511 days
67.5
TCGA-B9-A8YH-01A
0 years, male, black or african american, stage:Stage I, alive, 532 days
67.4
TCGA-BQ-5875-01A
0 years, female, white, stage:Stage III, alive, 2639 days
67.3
TCGA-HE-A5NF-01A
0 years, male, stage:Stage I, alive, 2582 days
66.7
TCGA-AL-3466-01A
0 years, male, white, stage:Stage IV, dead, 293 days
66.3
TCGA-IZ-8196-01A
0 years, male, white, stage:Stage I, alive, 649 days
66.2
TCGA-5P-A9KA-01A
0 years, male, white, stage:'--, alive, 395 days
65.8
TCGA-PJ-A5Z9-01A
0 years, female, white, stage:Stage I, alive, 540 days
65.4
TCGA-GL-A59T-01A
0 years, male, white, stage:Stage I, alive, 546 days
64.9
TCGA-HE-A5NJ-01A
0 years, male, stage:'--, alive, 1726 days
64.8
TCGA-BQ-7046-01A
0 years, male, white, stage:Stage I, alive, 2948 days
64.4
TCGA-DW-7839-01A
0 years, female, white, stage:Stage I, alive, 419 days
63.2
TCGA-4A-A93W-01A
0 years, female, white, stage:Stage I, alive, 4 days
62.9
TCGA-DZ-6135-01A
0 years, male, stage:Stage I, alive, 2269 days
62.8
TCGA-MH-A55Z-01A
0 years, male, black or african american, stage:Stage I, alive, 845 days
62.6
TCGA-2Z-A9J1-01A
0 years, male, white, stage:Stage I, alive, 2298 days
61.7
TCGA-MH-A856-01A
0 years, male, white, stage:Stage I, alive, 947 days
61.6
TCGA-UZ-A9PR-01A
0 years, male, white, stage:Stage I, alive, 2191 days
61.2
TCGA-BQ-7061-01A
0 years, female, white, stage:Stage I, alive, 218 days
61.0
TCGA-5P-A9JZ-01A
0 years, female, white, stage:'--, alive, 2744 days
60.5
TCGA-B3-8121-01A
0 years, female, black or african american, stage:Stage I, alive, 379 days
60.5
TCGA-UZ-A9PU-01A
0 years, male, white, stage:Stage I, dead, 933 days
60.1
TCGA-P4-A5E6-01A
0 years, male, black or african american, stage:Stage III, alive, 3035 days
59.5
TCGA-IZ-8195-01A
0 years, male, white, stage:Stage II, alive, 677 days
59.2
TCGA-UZ-A9PL-01A
0 years, male, white, stage:Stage II, alive, 3152 days
58.5
TCGA-SX-A7SU-01A
0 years, male, stage:Stage I, alive, 1331 days
58.2
TCGA-2Z-A9JO-01A
0 years, female, black or african american, stage:Stage I, alive, 949 days
57.5
TCGA-2Z-A9JP-01A
0 years, male, white, stage:Stage I, alive, 893 days
57.4
TCGA-A4-8517-01A
0 years, male, white, stage:Stage I, alive, 597 days
57.2
TCGA-A4-A5DU-01A
0 years, female, white, stage:Stage I, alive, 496 days
57.1
TCGA-2Z-A9J3-01A
0 years, male, white, stage:Stage II, dead, 1771 days
56.7
TCGA-BQ-7062-01A
0 years, male, black or african american, stage:Stage I, alive, 116 days
56.5
TCGA-A4-A5Y1-01A
0 years, male, white, stage:Stage III, dead, 395 days
56.5
TCGA-DW-5561-01A
0 years, male, black or african american, stage:Stage I, alive, 414 days
55.5
TCGA-SX-A71S-01A
0 years, female, white, stage:Stage I, alive, 1504 days
55.1
TCGA-UZ-A9PZ-01A
0 years, male, white, stage:Stage III, alive, 657 days
55.0
TCGA-KV-A6GD-01A
0 years, male, white, stage:Stage I, alive, 560 days
54.9
TCGA-A4-A4ZT-01A
0 years, female, white, stage:Stage I, alive, 516 days
54.9
TCGA-2K-A9WE-01A
0 years, male, white, stage:Stage II, alive, 214 days
54.7
TCGA-DW-7840-01A
0 years, male, black or african american, stage:Stage I, alive, 114 days
54.1
TCGA-IA-A83T-01A
0 years, male, white, stage:'--, dead, 2684 days
54.1
TCGA-A4-8311-01A
0 years, male, white, stage:Stage I, alive, 729 days
54.1
TCGA-IZ-A6M9-01A
0 years, male, white, stage:Stage I, alive, 376 days
52.8
TCGA-BQ-5882-01A
0 years, male, stage:Stage III, dead, 658 days
52.8
TCGA-AT-A5NU-01A
0 years, male, white, stage:Stage I, alive, 67 days
52.5
TCGA-IA-A83W-01A
0 years, male, white, stage:Stage I, dead, 2043 days
52.3
TCGA-Y8-A8RY-01A
0 years, male, white, stage:Stage I, alive, 769 days
52.0
TCGA-BQ-5887-01A
0 years, male, white, stage:Stage III, alive, 771 days
51.7
TCGA-2Z-A9JS-01A
0 years, male, white, stage:Stage I, dead, 492 days
51.3
TCGA-B1-A654-01A
0 years, female, black or african american, stage:Stage I, alive, 616 days
51.2
TCGA-G7-6789-01A
0 years, female, white, stage:Stage IV, dead, 122 days
50.5
TCGA-F9-A7VF-01A
0 years, female, white, stage:Stage I, alive, 73 days
50.0
TCGA-2Z-A9J5-01A
0 years, male, white, stage:Stage II, alive, 3050 days
49.8
TCGA-B1-5398-01A
0 years, male, white, stage:Stage III, alive, 1251 days
49.1
TCGA-SX-A7SR-01A
0 years, male, white, stage:Stage II, alive, 805 days
49.0
TCGA-BQ-7058-01A
0 years, male, white, stage:Stage III, dead, 343 days
48.9
TCGA-B1-A656-01A
0 years, male, white, stage:Stage I, alive, 618 days
48.5
TCGA-B9-4113-01A
0 years, male, black or african american, stage:Stage I, dead, 1536 days
48.2
TCGA-AL-A5DJ-01A
0 years, female, white, stage:Stage III, dead, 1498 days
47.9
TCGA-G7-A8LE-01A
0 years, male, white, stage:Stage I, alive, 2453 days
47.8
TCGA-HE-A5NL-01A
0 years, male, stage:Stage I, alive, 767 days
46.3
TCGA-4A-A93Y-01A
0 years, female, black or african american, stage:Stage II, alive, 352 days
46.2
TCGA-MH-A562-01A
0 years, male, black or african american, stage:Stage I, alive, 616 days
46.0
TCGA-5P-A9KH-01A
0 years, male, white, stage:'--, alive, 2051 days
45.4
TCGA-P4-A5ED-01A
0 years, male, white, stage:Stage I, alive, 2816 days
43.2
TCGA-MH-A854-01A
0 years, female, black or african american, stage:Stage I, alive, 536 days
42.0
TCGA-G7-A8LB-01A
0 years, male, white, stage:Stage IV, alive, 547 days
41.0
TCGA-Q2-A5QZ-01A
0 years, female, black or african american, stage:Stage III, alive, 428 days
40.8
TCGA-SX-A71R-01A
0 years, male, white, stage:Stage I, alive, 1457 days
40.5
TCGA-J7-A8I2-01A
0 years, male, asian, stage:Stage I, alive, 307 days
40.2
TCGA-2Z-A9JE-01A
0 years, male, white, stage:Stage I, alive, 1728 days
40.0
TCGA-B1-A47O-01A
0 years, female, white, stage:Stage I, alive, 842 days
38.9
TCGA-UZ-A9Q1-01A
0 years, female, white, stage:Stage I, alive, 730 days
38.5
TCGA-HE-A5NI-01A
0 years, male, stage:Stage I, alive, 360 days
33.9
TCGA-2Z-A9JT-01A
0 years, male, white, stage:Stage I, alive, 684 days
33.4
TCGA-2Z-A9JQ-01A
0 years, male, white, stage:Stage I, alive, 778 days
31.2
TCGA-AL-3472-01A
0 years, male, black or african american, stage:'--, alive, 2029 days
25.8
TCGA-WN-AB4C-01A
0 years, female, white, stage:Stage I, alive, 1188 days
25.3
TCGA-B9-A44B-01A
0 years, male, black or african american, stage:Stage III, alive, 361 days
23.8
TCGA-G7-6795-01A
0 years, male, white, stage:Stage I, alive, 1194 days
19.6
TCGA-B1-A47N-01A
0 years, male, white, stage:Stage I, alive, 1110 days
19.4
TCGA-DW-5560-01A
0 years, female, white, stage:Stage I, alive, 1486 days
12.6
Show allShow less
RENAL CELL CARCINOMA - Protein relative expression (CPTAC)
Number of samples
194
Samples
Sample ID
Sample type
nRPX
CPT0012550003
Tumor
0.9
CPT0023350003
Tumor
0.9
CPT0065430003
Tumor
0.6
CPT0001180009
Tumor
0.6
CPT0002350011
Tumor
0.5
CPT0076350001
Normal
0.5
CPT0078530001
Normal
0.5
CPT0012180003
Tumor
0.4
CPT0012090003
Normal
0.4
CPT0079430001
Normal
0.4
CPT0017450001
Normal
0.4
CPT0017410003
Tumor
0.4
CPT0079380003
Tumor
0.4
CPT0092800003
Normal
0.4
CPT0018250001
Normal
0.4
CPT0069010001
Normal
0.4
CPT0023360001
Normal
0.3
CPT0013790003
Normal
0.3
CPT0081880003
Tumor
0.3
CPT0000890001
Normal
0.3
CPT0026420001
Normal
0.3
CPT0088920001
Normal
0.3
CPT0079180003
Tumor
0.3
CPT0001190001
Normal
0.3
CPT0001260009
Tumor
0.3
CPT0025060001
Normal
0.3
CPT0006950001
Normal
0.3
CPT0025610001
Normal
0.3
CPT0007320003
Tumor
0.3
CPT0023710001
Normal
0.3
CPT0065450001
Normal
0.3
CPT0020130001
Normal
0.3
CPT0077140001
Normal
0.3
CPT0012570003
Normal
0.2
CPT0075570001
Normal
0.2
CPT0086870003
Tumor
0.2
CPT0014350001
Normal
0.2
CPT0077500001
Normal
0.2
CPT0007470001
Normal
0.2
CPT0078940001
Normal
0.2
CPT0012290003
Normal
0.2
CPT0010110003
Tumor
0.2
CPT0064370003
Tumor
0.2
CPT0088710001
Normal
0.2
CPT0086970003
Normal
0.2
CPT0063640001
Normal
0.2
CPT0082010001
Normal
0.2
CPT0065820001
Normal
0.2
CPT0081620001
Normal
0.2
CPT0078660003
Tumor
0.2
CPT0009060003
Tumor
0.2
CPT0014450004
Tumor
0.2
CPT0000790001
Normal
0.2
CPT0089480003
Normal
0.2
CPT0001270001
Normal
0.2
CPT0012900004
Tumor
0.2
CPT0000660001
Normal
0.2
CPT0011410003
Tumor
0.2
CPT0021240003
Tumor
0.2
CPT0088780001
Normal
0.2
CPT0086820003
Tumor
0.2
CPT0088480003
Tumor
0.1
CPT0025050003
Tumor
0.1
CPT0089040001
Normal
0.1
CPT0079410003
Tumor
0.1
CPT0006530001
Normal
0.1
CPT0009080003
Normal
0.1
CPT0092310003
Normal
0.1
CPT0025230003
Tumor
0.1
CPT0065750003
Tumor
0.1
CPT0078840001
Normal
0.1
CPT0087050003
Normal
0.1
CPT0066520001
Normal
0.1
CPT0084590001
Normal
0.1
CPT0092740003
Normal
0.1
CPT0078800003
Tumor
0.1
CPT0019160001
Normal
0.1
CPT0014470001
Normal
0.1
CPT0092160003
Tumor
0.1
CPT0015730003
Tumor
0.1
CPT0012370003
Tumor
0.1
CPT0001540009
Tumor
0.1
CPT0024670003
Tumor
0.1
CPT0064400001
Normal
0.1
CPT0010120001
Normal
0.1
CPT0012770003
Normal
0.1
CPT0026410003
Tumor
0.1
CPT0012920003
Normal
0.1
CPT0078510003
Tumor
0.1
CPT0006730001
Normal
0.1
CPT0024680001
Normal
0.1
CPT0012280003
Tumor
0.0
CPT0001350001
Normal
0.0
CPT0020020001
Normal
0.0
CPT0066430001
Normal
0.0
CPT0010170001
Normal
0.0
CPT0025880003
Tumor
0.0
CPT0075170001
Normal
0.0
CPT0019990003
Tumor
0.0
CPT0076330003
Tumor
0.0
CPT0079480003
Tumor
0.0
CPT0079000001
Normal
0.0
CPT0002370001
Normal
0.0
CPT0077320001
Normal
0.0
CPT0088640003
Normal
0.0
CPT0006440003
Tumor
0.0
CPT0009020003
Normal
0.0
CPT0078670001
Normal
0.0
CPT0086830003
Normal
0.0
CPT0014130001
Normal
0.0
CPT0078990003
Tumor
0.0
CPT0089460004
Tumor
0.0
CPT0086360003
Tumor
0.0
CPT0092290003
Tumor
-0.1
CPT0020120003
Tumor
-0.1
CPT0088500001
Normal
-0.1
CPT0001220008
Tumor
-0.1
CPT0025920001
Normal
-0.1
CPT0012640003
Normal
-0.1
CPT0001550001
Normal
-0.1
CPT0014160003
Tumor
-0.1
CPT0081600003
Tumor
-0.1
CPT0019130003
Tumor
-0.1
CPT0086950003
Tumor
-0.1
CPT0088970003
Tumor
-0.1
CPT0006900003
Tumor
-0.1
CPT0014370004
Tumor
-0.1
CPT0063630003
Tumor
-0.1
CPT0002270011
Tumor
-0.1
CPT0088570001
Normal
-0.1
CPT0092190003
Normal
-0.1
CPT0007870001
Normal
-0.1
CPT0084560003
Tumor
-0.1
CPT0065810003
Tumor
-0.1
CPT0086890003
Normal
-0.1
CPT0015810003
Tumor
-0.1
CPT0079510001
Normal
-0.2
CPT0078830003
Tumor
-0.2
CPT0000870016
Tumor
-0.2
CPT0001340003
Tumor
-0.2
CPT0011240003
Tumor
-0.2
CPT0009000003
Tumor
-0.2
CPT0001510001
Normal
-0.2
CPT0066480003
Tumor
-0.2
CPT0066470004
Tumor
-0.2
CPT0017850003
Tumor
-0.2
CPT0089020003
Tumor
-0.2
CPT0069190001
Normal
-0.2
CPT0000780007
Tumor
-0.2
CPT0012670003
Tumor
-0.2
CPT0001230001
Normal
-0.2
CPT0071150004
Tumor
-0.2
CPT0025350003
Tumor
-0.2
CPT0015910003
Tumor
-0.3
CPT0085670003
Tumor
-0.3
CPT0006630003
Tumor
-0.3
CPT0086030003
Tumor
-0.3
CPT0065930003
Tumor
-0.3
CPT0063330001
Normal
-0.3
CPT0088900003
Tumor
-0.3
CPT0086370003
Normal
-0.3
CPT0065870003
Tumor
-0.3
CPT0075720003
Tumor
-0.3
CPT0087040003
Tumor
-0.3
CPT0063320003
Tumor
-0.3
CPT0077310003
Tumor
-0.3
CPT0012080003
Tumor
-0.3
CPT0081990003
Tumor
-0.3
CPT0088630003
Tumor
-0.3
CPT0092790003
Tumor
-0.3
CPT0025170003
Tumor
-0.3
CPT0088760003
Tumor
-0.3
CPT0010160003
Tumor
-0.4
CPT0025290003
Tumor
-0.4
CPT0001500009
Tumor
-0.4
CPT0075130003
Tumor
-0.4
CPT0069000003
Tumor
-0.4
CPT0023690003
Tumor
-0.4
CPT0079300001
Normal
-0.4
CPT0077110003
Tumor
-0.4
CPT0075560003
Tumor
-0.4
CPT0079270003
Tumor
-0.4
CPT0088550004
Tumor
-0.4
CPT0025110003
Tumor
-0.4
CPT0069160003
Tumor
-0.5
CPT0079230003
Tumor
-0.5
CPT0088690003
Tumor
-0.5
CPT0092730003
Tumor
-0.5
CPT0025580004
Tumor
-0.5
CPT0077490003
Tumor
-0.5
CPT0065690003
Tumor
-0.6
CPT0078930003
Tumor
-0.6
CPT0007860003
Tumor
-0.6
CPT0000640003
Tumor
-0.8
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RENAL CANCER - Protein expressioni
A mouse-over function shows sample information and annotation data. Click on an image to view it in a full screen mode. Samples can be filtered based on level of antibody staining by selecting one or several of the following categories: high, medium, low and not detected. The assay and annotation is described here.
Note that samples used for immunohistochemistry by the Human Protein Atlas do not correspond to samples in the TCGA dataset.
Antibody stainingi
Antibody staining in the annotated cell types in the current human tissue is reported as not detected, low, medium, or high, based on conventional immunohistochemistry profiling in selected tissues. This score is based on the combination of the staining intensity and fraction of stained cells.
Each image is clickable and will lead to virtual microscopy that enables deeper exploration of all samples and also displays staining intensity scores, fraction scores and subcellular localization as well as patient and tissue information for each sample.
The Human Protein Atlas project is funded
